diff --git "a/measurement-Skywork-13B-Spicyboros-3.1.json" "b/measurement-Skywork-13B-Spicyboros-3.1.json" new file mode 100644--- /dev/null +++ "b/measurement-Skywork-13B-Spicyboros-3.1.json" @@ -0,0 +1,167782 @@ +{ + "measurement": [ + { + "key": "model.layers.0.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.030915826559066772, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.030205244198441505, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.01734667830169201, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.016519857570528984, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.01409422978758812, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.006713807582855225, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.028359003365039825, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.027699017897248268, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.014166444540023804, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.013851586729288101, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.01405327394604683, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.013833471573889256, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.013221295550465584, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.007356296293437481, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.005112457554787397, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.007196378894150257, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.004647504538297653, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.0036290367133915424, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.004615594632923603, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.0035816894378513098, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.004486015532165766, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.004532860592007637, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.003317425027489662, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0034324564039707184, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.014166444540023804, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.003317425027489662, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.0.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.02669156901538372, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.026140596717596054, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.01476766262203455, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.014152697287499905, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.012311765924096107, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.005875328555703163, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.02486502006649971, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.024196866899728775, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.0123606501147151, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.01213180460035801, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.012294801883399487, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.012149566784501076, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.011663662269711494, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.0066253626719117165, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.0047337268479168415, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.006514356937259436, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.004418456926941872, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.00359801622107625, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.004397900775074959, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.0035677901469171047, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.004310242831707001, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.004341995809227228, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0033953881356865168, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0034721577540040016, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.01476766262203455, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0033953881356865168, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.0.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.09278569370508194, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.08720342814922333, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.08423928916454315, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.07682377099990845, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.04109622538089752, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.03884122148156166, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.05503122881054878, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.044689930975437164, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.04176293686032295, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.0378977432847023, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.03765258193016052, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.029171578586101532, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.021218692883849144, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.019525067880749702, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.019106872379779816, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.014623383060097694, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.010007325559854507, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.009808486327528954, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.009375207126140594, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.009045280516147614, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.007416585460305214, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.006237995810806751, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.005726653151214123, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.003970187623053789, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.014623383060097694, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.003970187623053789, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.0.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.05129377916455269, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.039647508412599564, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.03510374575853348, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.030596066266298294, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.02193153277039528, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.017633384093642235, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.028803948312997818, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.026184190064668655, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.024163231253623962, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.017438411712646484, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.01655466854572296, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.014718206599354744, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.013118332251906395, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.011317313648760319, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.010851329192519188, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.007645447738468647, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.007017906289547682, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.006901256740093231, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.006342016160488129, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.00605089170858264, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.004623315297067165, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.005787418689578772, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.004119698889553547, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005059447605162859, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.014718206599354744, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.004119698889553547, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.0.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.08228232711553574, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.07950375974178314, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.07870042324066162, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.07397618889808655, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.03513702005147934, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.034565288573503494, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.038278501480817795, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.03561830148100853, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.03537428379058838, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.033700745552778244, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.03307754918932915, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.019071824848651886, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.016694389283657074, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.016498425975441933, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.01646038144826889, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.009500677697360516, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.008510801941156387, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.008499398827552795, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.008250586688518524, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.008188976906239986, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.005034790374338627, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.005176737438887358, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.00497285183519125, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.003564055310562253, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.009500677697360516, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.003564055310562253, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.0.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.09135995805263519, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.08830320835113525, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.08740824460983276, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.08223776519298553, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.039055660367012024, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.038411855697631836, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.04265064001083374, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.03955521062016487, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.03930028900504112, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.037464674562215805, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.03679951652884483, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.021216310560703278, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.018505888059735298, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.01830029860138893, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.018249208107590675, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.01055828481912613, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.00930869672447443, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.00929409358650446, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.009009906090795994, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.008939646184444427, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.0055330791510641575, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.00545506551861763, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.005469670053571463, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.0035061193630099297, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.01055828481912613, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.0035061193630099297, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.0.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.0503118634223938, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.044270846992731094, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.04131626337766647, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.037452057003974915, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.022112518548965454, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.019809136167168617, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.027605567127466202, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.025159092620015144, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.02303784340620041, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.019411826506257057, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.01865318790078163, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.014042776077985764, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.012327457778155804, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.011017072945833206, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.010690003633499146, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.007214338518679142, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.006417181342840195, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.0063058361411094666, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.005968336947262287, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.0057816277258098125, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.004289945587515831, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.004935223143547773, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.003907838370651007, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.004153234884142876, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.014042776077985764, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.003907838370651007, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.1.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.012279563583433628, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.011717267334461212, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.006434046197682619, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.006084004417061806, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.0056910282000899315, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.0028507194947451353, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.012734204530715942, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.01110398955643177, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.005786611698567867, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.005500709637999535, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.005829321686178446, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.006131889298558235, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.005369128659367561, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.0031998688355088234, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.002429134678095579, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.003311572130769491, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.002276552142575383, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.0019749628845602274, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.002254287013784051, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.001943530747666955, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.002198589965701103, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0022394638508558273, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0017493789782747626, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0019149456638842821, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.012279563583433628, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0017493789782747626, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.1.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.011317004449665546, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.010938252322375774, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.005642476957291365, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.005435718689113855, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.005200643558055162, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.0024061070289462805, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.0120997354388237, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.01051486935466528, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.00526119489222765, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.00509132444858551, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.005390536971390247, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.005698896944522858, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.005015464499592781, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.0029209319036453962, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.002164846286177635, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.003062963718548417, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.002080567181110382, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.0017837581690400839, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0020680767484009266, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.0017656537238508463, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.002059657359495759, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0020603949669748545, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0016475237207487226, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0017498889937996864, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.011317004449665546, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0016475237207487226, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.1.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.06037846952676773, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.0516081377863884, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.0428759828209877, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.036421824246644974, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.027212630957365036, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.02115682326257229, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.043925344944000244, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.03744230046868324, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.028787652030587196, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.022829152643680573, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.022599345073103905, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.0228782519698143, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.018140124157071114, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.013429176062345505, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.012055600993335247, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.011479964479804039, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.007441928144544363, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.006802353076636791, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.006645757704973221, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.005739400628954172, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.005970226600766182, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.00586427329108119, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.003919382579624653, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004201346077024937, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.013429176062345505, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.003919382579624653, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.1.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.005844839382916689, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.004216570872813463, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.0032584085129201412, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.00287074688822031, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.0023694869596511126, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.0017487832810729742, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.0036364549305289984, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.003281160956248641, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.002615642501041293, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.0019189224112778902, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.0018945991760119796, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.001851939014159143, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.0017283378401771188, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.001390551682561636, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.0012999613536521792, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.0010836372384801507, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.0010746050393208861, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.0010428004898130894, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0010301403235644102, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.0009866937762126327, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0008101261919364333, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0010140978265553713, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0007365997298620641, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0009480465087108314, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.005844839382916689, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0007365997298620641, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.1.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.062010202556848526, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.059342194348573685, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.05825468525290489, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.05420508235692978, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.02835315279662609, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.02746223844587803, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.03176560252904892, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.02938285656273365, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.028638621792197227, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.026655610650777817, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.025763748213648796, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.016292953863739967, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.014311633072793484, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.013815708458423615, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.01369835902005434, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.008260814473032951, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.00766800157725811, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.0076184822246432304, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.007371491752564907, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.007269751746207476, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.004784091375768185, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.0053984927944839, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.004641005769371986, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.004388973116874695, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.014311633072793484, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.004388973116874695, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.1.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.11897648870944977, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.1139649748802185, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.11217957735061646, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.1044977605342865, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.05456642806529999, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.05303449183702469, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.060436032712459564, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.05612388253211975, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.055104419589042664, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.051284175366163254, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.04955098405480385, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.030978456139564514, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.02729542925953865, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.026611872017383575, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.026465093716979027, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.01567663438618183, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.014809087850153446, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.014756888151168823, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.014234387315809727, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.014068840071558952, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.008939121849834919, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.010417540557682514, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.00872310996055603, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008534826338291168, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.01567663438618183, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008534826338291168, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.1.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.036311496049165726, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.03506600111722946, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.01169400941580534, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.011425734497606754, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.010587967000901699, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.0032478084322065115, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.03459696099162102, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.034085988998413086, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.010851857252418995, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.01027381606400013, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.011083525605499744, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.012750175781548023, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.010082252323627472, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.002778255846351385, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.0024596313014626503, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.002510917605832219, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.0020579902920871973, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.0019204129930585623, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.001997937448322773, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.001829449087381363, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.001873126719146967, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.001957308268174529, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.0016127647832036018, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.0017500701360404491, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.01169400941580534, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.0016127647832036018, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.2.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.01503962092101574, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.013980930671095848, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.01277281902730465, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.011518196202814579, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.006909090094268322, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.00610746955499053, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.011252809315919876, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.008494308218359947, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.007049921900033951, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.006266300566494465, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.006070398725569248, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.005822158884257078, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.004144546575844288, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.003410095116123557, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.003201546147465706, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.0029936067294329405, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.0018966860370710492, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.0017876727506518364, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0017817411571741104, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.0016447958769276738, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0016425814246758819, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0014336442109197378, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.001194323063828051, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.00107688142452389, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.01503962092101574, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.00107688142452389, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.2.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.01031967531889677, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.009580016136169434, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.008490560576319695, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.007632371038198471, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.004697536583989859, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.004066397901624441, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.006932040676474571, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.006114728283137083, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.004797415807843208, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.004269126802682877, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.004127358552068472, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.0034500316251069307, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.002951340051367879, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.0023635365068912506, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.002203257754445076, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.0018025686731562018, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.001401666086167097, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.0013281181454658508, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0013314832467585802, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.001240881159901619, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0011082991259172559, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0011370570864528418, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0009458250715397298, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.00093372369883582, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.01031967531889677, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.00093372369883582, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.2.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.11708511412143707, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.10921099781990051, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.10629084706306458, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.09624551981687546, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.054165247827768326, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.051407404243946075, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.06163523346185684, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.05694952234625816, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.055174969136714935, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.04893834516406059, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.046018414199352264, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03134944662451744, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.027242498472332954, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.025960545986890793, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.02563955821096897, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.015672307461500168, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.013361774384975433, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.01323785912245512, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.012293843552470207, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.011980429291725159, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.008148368448019028, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.008183187805116177, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.007678329013288021, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005363421980291605, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.015672307461500168, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005363421980291605, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.2.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.029049169272184372, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.02220883034169674, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.01923217624425888, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.013934397138655186, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.012603417038917542, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.009930908679962158, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.01676900126039982, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.015276250429451466, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.013672547414898872, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.009491527453064919, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.008526131510734558, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.00868295133113861, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.007830189540982246, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.0066511016339063644, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.0063666729256510735, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.004705092869699001, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.004359778016805649, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.004272407852113247, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.003949583508074284, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.0037533759605139494, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.003083541989326477, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0037564265076071024, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0028221036773175, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0033787484280765057, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.013934397138655186, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0028221036773175, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.2.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.10437726229429245, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.10052631795406342, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.09915586560964584, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.0925590842962265, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.04693375527858734, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.045840997248888016, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.05175304040312767, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.047952327877283096, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.04731561243534088, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.04442176595330238, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.04305426776409149, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.02598309889435768, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.02268010750412941, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.022231053560972214, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.022115647792816162, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.012955622747540474, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.011374165304005146, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.011328652501106262, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.010885735042393208, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.010749446228146553, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.006787444930523634, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.006777846720069647, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.006647012196481228, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.004414391238242388, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.012955622747540474, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.004414391238242388, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.2.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.1459677368402481, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.1405998319387436, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.1388275921344757, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.12979187071323395, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.06577853113412857, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.0642881914973259, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.07239335030317307, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.06703311949968338, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.06630253791809082, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.06230771541595459, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.060391608625650406, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.0363762266933918, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.031704746186733246, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.031133612617850304, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.031001057475805283, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.018128033727407455, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.015836821869015694, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.015787340700626373, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.015148741193115711, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.014972097240388393, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.009406308643519878, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.009280123747885227, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.009216265752911568, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.005876900162547827, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.015148741193115711, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.005876900162547827, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.2.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.05918112397193909, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.0536438450217247, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.050540175288915634, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.04680275917053223, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.026297178119421005, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.02399119921028614, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.03238913416862488, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.029808126389980316, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.02722861059010029, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.0239105224609375, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.023394614458084106, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.016536982730031013, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.014536870643496513, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.013030249625444412, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.012649034149944782, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.008497623726725578, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.0075124711729586124, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.0073680873028934, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.007106071338057518, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.006885829847306013, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.004978977609425783, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.005706191062927246, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.004537036642432213, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.004740891046822071, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.014536870643496513, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.004537036642432213, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.3.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.016545839607715607, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.015525797381997108, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.014158658683300018, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.012854351662099361, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.0076380399987101555, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.0067391544580459595, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.012699530459940434, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.00946098379790783, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.007775340229272842, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.007001745980232954, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.007692137733101845, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.006527920253574848, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.004631771706044674, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.0037685087881982327, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.003513253992423415, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.003337799571454525, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.0020818980410695076, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.0019515041494742036, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.00196765991859138, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.0018059618305414915, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.001808768487535417, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0015719743678346276, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.001278857234865427, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0011634902330115438, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.015525797381997108, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0011634902330115438, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.3.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.012606809847056866, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.01178631279617548, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.010733191855251789, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.009719494730234146, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.005774190649390221, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.00513801584020257, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.007925538346171379, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.007181758992373943, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.0058728232979774475, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.0052635278552770615, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.005070634186267853, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.003954735118895769, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.0034559534396976233, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.002861789660528302, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.0027104427572339773, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.0020445119589567184, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.0016449178801849484, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.0015700398944318295, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0015579304890707135, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.0014621327864006162, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0012148652458563447, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.00127532915212214, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0010524766985327005, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0010205041617155075, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.012606809847056866, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0010205041617155075, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.3.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.131209135055542, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.1232016533613205, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.12014217674732208, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.1094525158405304, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.060897424817085266, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.05813289433717728, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.06893345713615417, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06372720003128052, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.061968959867954254, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.055434536188840866, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.0523863360285759, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.035106074064970016, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.030498165637254715, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.029187830165028572, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.028873685747385025, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.017555510625243187, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.014982364140450954, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.014866223558783531, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.013863841071724892, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.013543056324124336, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.00909692794084549, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.009097456932067871, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.008610674180090427, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.00591081939637661, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.014982364140450954, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.00591081939637661, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.3.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.043150000274181366, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.037388529628515244, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.025805436074733734, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.021390298381447792, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.020588351413607597, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.013574421405792236, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.03686043620109558, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.03279220312833786, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.021252304315567017, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.01770833693444729, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.018411925062537193, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.01911918632686138, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.0172776710242033, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.01203838549554348, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.010569547303020954, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.010609693825244904, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.009155514650046825, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.008619328029453754, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.008839835412800312, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.008248788304626942, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0072732469998300076, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.008797110058367252, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0061531877145171165, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008093143813312054, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.013574421405792236, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0061531877145171165, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.3.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.11194275319576263, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.10773352533578873, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.10629245638847351, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.09930101037025452, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.05054653808474541, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.04934201017022133, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.05584493651986122, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.05166978761553764, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.05095154792070389, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.04779032990336418, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.04637493938207626, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.028065085411071777, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.024444209411740303, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.023952772840857506, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.02383122779428959, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.014006547629833221, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.012247588485479355, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.012211501598358154, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.011710628867149353, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.011576001532375813, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.0073542483150959015, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.007287919521331787, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.007214432582259178, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.004759255331009626, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.014006547629833221, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.004759255331009626, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.3.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.16163109242916107, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.1558646708726883, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.15395033359527588, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.1440773904323578, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.07319667935371399, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07158736884593964, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.08056272566318512, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.07451524585485458, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.0737985298037529, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.06937045603990555, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.06733303517103195, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.04055163264274597, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.03526292368769646, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03466386720538139, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.034526459872722626, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.020205628126859665, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.01760668121278286, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.017563512548804283, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.016839802265167236, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.01665651425719261, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.0105002261698246, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.010277293622493744, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.010306183248758316, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.006447873543947935, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.0105002261698246, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.006447873543947935, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.3.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.07251478731632233, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.06750205904245377, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.06510621309280396, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.060467954725027084, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.03269544243812561, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.0308131854981184, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.03819860517978668, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.03503469377756119, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.03338038921356201, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.030069302767515182, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.029294488951563835, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.01944790966808796, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.017026975750923157, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.015982307493686676, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.015737006440758705, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.009930540807545185, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.008939731866121292, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.008845913223922253, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.008484353311359882, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.0083279088139534, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.005810127127915621, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.006423986982554197, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.005519271362572908, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.005231012124568224, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.009930540807545185, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.005231012124568224, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.4.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.01468741800636053, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.013952353037893772, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.009856012649834156, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.008995166048407555, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.006835739128291607, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.004389938898384571, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.012000780552625656, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.011629032902419567, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.006933911703526974, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.0064382064156234264, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.0064601534977555275, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.006132484879344702, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.00565081462264061, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.003423477988690138, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.0026614503003656864, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.0031400322914123535, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.001981418114155531, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.0015971824759617448, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0019148299470543861, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.0014989858027547598, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0018137560691684484, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0017874065088108182, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.001272752182558179, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0012549080420285463, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.01468741800636053, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0012549080420285463, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.4.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.010075329802930355, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.009491095319390297, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.006842509377747774, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.006187065504491329, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.004630372393876314, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.003126276656985283, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.008184665814042091, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.007762674707919359, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.004709464963525534, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.0043211765587329865, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.0042885481379926205, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.004048159345984459, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.0037366135511547327, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.0023649968206882477, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.0019098491175100207, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.002109746215865016, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.0014311621198430657, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.001214211923070252, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0013819749001413584, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.0011455731000751257, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0012822209391742945, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0012943253386765718, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0009749950258992612, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0009876072872430086, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.010075329802930355, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0009749950258992612, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.4.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.09871692210435867, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.09007374197244644, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.08549049496650696, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.07561444491147995, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.04596355929970741, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.04207012802362442, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.05649907886981964, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.05108095705509186, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.04721871390938759, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.040310442447662354, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.037921205163002014, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.029236413538455963, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.02471090853214264, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.022202175110578537, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.021578243002295494, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.014744961634278297, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.011626833118498325, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.011351846158504486, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.010498895309865475, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.00998254120349884, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.007695099338889122, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.007632614579051733, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.006607827264815569, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005193464923650026, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.014744961634278297, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005193464923650026, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.4.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.040696609765291214, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.027192022651433945, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.02147580310702324, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.017047837376594543, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.016053590923547745, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.012643039226531982, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.023230144754052162, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.021002039313316345, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.018752824515104294, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.01157455239444971, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.011464549228549004, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.011776025407016277, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.010928536765277386, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.008860471658408642, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.008358824998140335, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.006596154533326626, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.006313179153949022, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.006226590368896723, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.005795041564851999, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.005568012595176697, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.004609346389770508, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.005735404789447784, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.004198248032480478, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0053359465673565865, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.01157455239444971, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.004198248032480478, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.4.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.11986861377954483, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.11539273709058762, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.11390063166618347, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.10654881596565247, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.054195936769247055, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.05295117199420929, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.05975661054253578, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.05532769113779068, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.05463643744587898, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.051285337656736374, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.04977964237332344, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.03006822057068348, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.026178494095802307, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.02568214014172554, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.025572659447789192, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.014987296424806118, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.013108819723129272, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.013074462302029133, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.01253514178097248, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.012393362820148468, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.007829129695892334, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.007750099524855614, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.007683372590690851, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00499283941462636, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.014987296424806118, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00499283941462636, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.4.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.16703124344348907, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.16097386181354523, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.15904974937438965, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.1489613652229309, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.07578229904174805, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07409646362066269, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.08331766724586487, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.07712264358997345, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.07636766135692596, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.0717565268278122, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.06967396289110184, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.04197496548295021, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.036500319838523865, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.035898853093385696, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.03575361520051956, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.020906558260321617, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.01822836697101593, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.01817609742283821, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.017432494089007378, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.017243260517716408, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.010838002897799015, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.010622981004416943, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.01063652615994215, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.006651792675256729, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.010838002897799015, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.006651792675256729, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.4.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.07444466650485992, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.06929478794336319, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.0670117437839508, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.06208798661828041, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.03351277858018875, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.03168245404958725, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.038890670984983444, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.03569452837109566, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.034168269485235214, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.030803415924310684, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.02996567077934742, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.019750652834773064, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.017316972836852074, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.01635751873254776, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.016138695180416107, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.0100023802369833, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.009130828082561493, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.009043687954545021, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.008650383912026882, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.00850329827517271, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.005704221781343222, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.006519964896142483, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.0054135448299348354, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.005296736489981413, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.0100023802369833, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.005296736489981413, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.5.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.01486982312053442, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.014213841408491135, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.009511479176580906, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.008723145350813866, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.006986330728977919, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.0041573611088097095, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.012660373002290726, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.012327552773058414, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.007074024062603712, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.006639806553721428, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.006718074437230825, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.006483597680926323, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.006023982539772987, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.0035705643240362406, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.002663140185177326, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.003351719118654728, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.0021065603941679, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.001667332835495472, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0020506661385297775, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.0015836143866181374, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.001946146017871797, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.001953855622559786, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0013474972220137715, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0013977161142975092, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.01486982312053442, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0013474972220137715, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.5.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.010952807031571865, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.01038402784615755, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.007095017936080694, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.006459047552198172, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.005105237010866404, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.0032096588984131813, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.009379277937114239, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.00887821614742279, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.005187228787690401, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.004809014964848757, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.00487984623759985, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.004704915452748537, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.00431610643863678, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.0026405006647109985, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.0020748386159539223, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.0024519776925444603, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.001647538272663951, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.001378697925247252, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0016018470050767064, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.001314895460382104, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0015022601000964642, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0015310908202081919, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0011220276355743408, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0011853358009830117, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.010952807031571865, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0011220276355743408, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.5.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.09899470955133438, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.08972842991352081, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.08404039591550827, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.07379814982414246, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.046036943793296814, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.04138641804456711, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.05879765748977661, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.05272617191076279, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.047340814024209976, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.040118295699357986, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.03795000538229942, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.030708596110343933, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.025566913187503815, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.02228441648185253, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.021413980051875114, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.015567505732178688, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.011632462963461876, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.011220048181712627, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.010447394102811813, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.009774803183972836, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.008069909177720547, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.00774569483473897, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.006532436702400446, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005113719031214714, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.015567505732178688, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005113719031214714, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.5.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.05957036837935448, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.03556118905544281, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.02629907801747322, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.024434812366962433, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.023439865559339523, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.01330051850527525, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.032449379563331604, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.029248584061861038, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.02741757407784462, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.015670791268348694, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.015973791480064392, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.016745004802942276, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.014835704118013382, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.0123771782964468, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.011755498126149178, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.009015309624373913, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.008151578716933727, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.008062131702899933, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0071668075397610664, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.006808693520724773, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.00585425877943635, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.00708042411133647, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.005232243333011866, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006372699048370123, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.015670791268348694, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.005232243333011866, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.5.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.1280355006456375, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.12329836189746857, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.12167447060346603, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.11383788287639618, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.05805289000272751, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.05670735612511635, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.06398209184408188, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.05921536311507225, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.05851185694336891, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.054907940328121185, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.05329950153827667, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.03225589543581009, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.02806004323065281, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.027548186480998993, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.027427010238170624, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.01609048806130886, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.014121292158961296, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.01408708281815052, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.013507704250514507, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.013360263779759407, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.008462317287921906, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.008444841019809246, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.0083081079646945, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.005587515886873007, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.014121292158961296, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.005587515886873007, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.5.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.16348148882389069, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.157566100358963, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.1556084156036377, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.14568279683589935, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.07421352714300156, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07256195694208145, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.08173879981040955, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.0755377784371376, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.07482832670211792, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07027101516723633, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.06827770173549652, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.04118165746331215, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.03576256334781647, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03517769277095795, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.03504917398095131, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.020524682477116585, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.01787799596786499, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.017836397513747215, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.017090752720832825, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.016910897567868233, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.01067286916077137, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.010438032448291779, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.010474996641278267, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.006575970444828272, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.01067286916077137, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.006575970444828272, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.5.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.06757289171218872, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.06285476684570312, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.0607440359890461, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.05589385703206062, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.030565008521080017, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.028846580535173416, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.03526696562767029, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.0325467586517334, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.031165312975645065, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.0279478058218956, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.02702551893889904, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.01801827736198902, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.015856286510825157, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.014942622743546963, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.014727857895195484, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.009129336103796959, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.008344827219843864, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.008262962102890015, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.007880100980401039, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.007743061985820532, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.005194325000047684, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.005971988663077354, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.004934761673212051, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.004853891674429178, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.014942622743546963, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.004853891674429178, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.6.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.029002010822296143, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.02749532274901867, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.02569860965013504, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.023599941283464432, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.013327004387974739, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.012167960405349731, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.017016297206282616, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.015736229717731476, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.013494336046278477, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.012348445132374763, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.011975529603660107, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.008686290122568607, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.00755626056343317, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.006425898522138596, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.00613295566290617, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.0043929629027843475, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.003389036515727639, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.0032326970249414444, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0031995661556720734, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.0030011727940291166, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0023609197232872248, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0023255220148712397, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.002007337287068367, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0015780582325533032, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.013494336046278477, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0015780582325533032, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.6.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.02085624448955059, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.0197336096316576, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.01885850727558136, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.017279554158449173, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.009585254825651646, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.008996889926493168, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.011724316515028477, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.01070051547139883, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.009724740870296955, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.008840648457407951, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.00850739423185587, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.005909740459173918, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.005119642708450556, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.004639194812625647, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.00452091358602047, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.002994731767103076, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.0024736616760492325, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.0024134842678904533, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0023307546507567167, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.0022433402482420206, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.001654029474593699, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0016721804859116673, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.001512825139798224, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0012126171495765448, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.011724316515028477, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0012126171495765448, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.6.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.1428423523902893, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.13545377552509308, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.13299965858459473, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.12234833091497421, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06635934859514236, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.0639563724398613, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.0740371122956276, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06845277547836304, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06724110245704651, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.06118345633149147, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.05828249081969261, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03762247413396835, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03270496055483818, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.031716831028461456, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03147405758500099, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01879865862429142, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01619645766913891, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.016116533428430557, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015139388851821423, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.014867966994643211, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.009722125716507435, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.009640615433454514, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.00934527162462473, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006150344852358103, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015139388851821423, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006150344852358103, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.6.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.14354448020458221, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.09555990248918533, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.07642944902181625, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.061646100133657455, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.058948270976543427, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.044026706367731094, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.08144255727529526, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.0729210376739502, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06747818738222122, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.0390591099858284, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.039677999913692474, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.04189130663871765, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03629656508564949, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03032860904932022, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.028733162209391594, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.022253362461924553, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01872853934764862, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.018442481756210327, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015857970342040062, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.014879207126796246, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0141186797991395, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.015520107001066208, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.012562918476760387, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.01345483586192131, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.014879207126796246, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.012562918476760387, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.6.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.13026055693626404, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.12484222650527954, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.12300989776849747, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.11442391574382782, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.05911253020167351, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.057541802525520325, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.06536021083593369, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.0604436919093132, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.05966741591691971, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.055526845157146454, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.05366528034210205, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.033023349940776825, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.028682766482234, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.028092561289668083, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.027955617755651474, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.01649007573723793, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.014450900256633759, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.014409452676773071, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.013748056255280972, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.013581061735749245, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.008727392181754112, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.00872038770467043, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.008553030900657177, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.005844683852046728, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.014450900256633759, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.005844683852046728, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.6.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.17310386896133423, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.1663002073764801, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.16411074995994568, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.15304265916347504, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.07889633625745773, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07694903761148453, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.08705867826938629, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.08041250705718994, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.07962596416473389, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07427134364843369, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.07185022532939911, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.04397215321660042, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.038165926933288574, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.037476714700460434, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.037313491106033325, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02194090187549591, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.019153352826833725, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.019106484949588776, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.01823493093252182, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.018021604046225548, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.01154023502022028, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.01135852187871933, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.011323750019073486, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007380296941846609, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.01154023502022028, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007380296941846609, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.6.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.11992379277944565, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.11092432588338852, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.10744480788707733, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.09790492057800293, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.054180704057216644, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.0511244535446167, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.06227889657020569, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.05733749270439148, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.055290911346673965, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.04903711378574371, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.047094449400901794, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.031721100211143494, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.02767520397901535, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.026307906955480576, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.025971218943595886, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.016038835048675537, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.014365200884640217, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.014245224185287952, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.013426427729427814, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.01319478452205658, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.009020279161632061, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.009915131144225597, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.008601429872214794, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.007802177220582962, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.014365200884640217, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.007802177220582962, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.7.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.02620355598628521, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.02485019899904728, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.022347234189510345, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.02046632207930088, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.012104456312954426, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.010599393397569656, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.016587739810347557, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.01546538807451725, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.012270212173461914, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.01121930219233036, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.010941087268292904, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.00848802737891674, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.007429294288158417, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.005862361751496792, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.005447335075587034, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.004267100710421801, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.0031395815312862396, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.002914374927058816, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.002971377456560731, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.002700126962736249, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0023107603192329407, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0022938738111406565, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0018543711630627513, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0015662312507629395, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.01546538807451725, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0015662312507629395, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.7.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.01883869245648384, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.017767393961548805, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.016657011583447456, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.015228506177663803, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.008734125643968582, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.008032331243157387, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.011233370751142502, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.010192297399044037, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.00886804610490799, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.008035195991396904, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.007774669211357832, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.005664544180035591, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.0049143098294734955, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.00427673663944006, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.004113696049898863, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.0028960006311535835, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.0023494421038776636, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.0022674514912068844, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0022203426342457533, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.0021105301566421986, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0016616735374554992, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0016929041594266891, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0014960317639634013, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0012883864110335708, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.015228506177663803, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0012883864110335708, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.7.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.1543349176645279, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.1455799639225006, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.14256104826927185, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.13038323819637299, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.07198070734739304, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06902799755334854, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.0807705745100975, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.07459479570388794, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.07303023338317871, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.06581275165081024, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.06237561255693436, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.0411403626203537, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03567377105355263, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.034444574266672134, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.0341508723795414, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.020577238872647285, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01761769875884056, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.017516018822789192, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.016353940591216087, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01602279581129551, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.010641627013683319, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.010544710792601109, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.010158354416489601, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006741376128047705, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.010641627013683319, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006741376128047705, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.7.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.10804527997970581, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.07247927784919739, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.057904209941625595, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.05229974910616875, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.0471666194498539, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.03313552960753441, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.06124171242117882, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.055577319115400314, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.05115044489502907, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.030171578750014305, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.03061603754758835, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03156661614775658, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.027347737923264503, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.0236915685236454, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.022747088223695755, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01634305529296398, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.013872290030121803, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.013605257496237755, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.011200230568647385, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.010558156296610832, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.009828140959143639, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.01082691177725792, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.008850938640534878, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009015755727887154, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.013872290030121803, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.008850938640534878, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.7.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.12935824692249298, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.12371320277452469, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.12185585498809814, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.1131223663687706, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.05909726768732071, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.05743219703435898, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.06547149270772934, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.06048031896352768, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.05970766022801399, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.055314987897872925, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.0533575639128685, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.03318174555897713, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.028779219835996628, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.02816423960030079, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.028025388717651367, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.01660478673875332, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.01458005141466856, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.01453471090644598, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.013834265992045403, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.013667617924511433, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.008904844522476196, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.008933017030358315, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.008711273781955242, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.006157517433166504, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.01458005141466856, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.006157517433166504, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.7.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.17712752521038055, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.16981109976768494, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.16746613383293152, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.1559048295021057, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.0810777097940445, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07893683016300201, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.089570052921772, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.08273608237504959, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.08189679682254791, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07605737447738647, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.07338535785675049, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.045253120362758636, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.03927943855524063, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.038546569645404816, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.03837192803621292, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02255535125732422, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.019639819860458374, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.019587241113185883, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.018630947917699814, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.018401317298412323, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011779637075960636, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.011559750884771347, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.01153333019465208, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007372814230620861, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011779637075960636, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007372814230620861, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.7.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.1031365618109703, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.09563681483268738, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.09261800348758698, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.0848468467593193, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.046872153878211975, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.04420722648501396, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.05372488498687744, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.04966752603650093, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.04777195677161217, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.04260213300585747, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.04104533791542053, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.027466237545013428, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.02407369203865528, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.022834228351712227, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.02253628522157669, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.013928378000855446, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.01258546207100153, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.012474940158426762, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.011813986115157604, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.011612260714173317, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.00791027583181858, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.008811457082629204, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.007544753607362509, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.007031754590570927, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.013928378000855446, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.007031754590570927, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.8.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.03509407863020897, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.03321096673607826, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.03102334402501583, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.028390783816576004, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.01624676026403904, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.014858740381896496, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.020685257390141487, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.01914711482822895, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.01649194024503231, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.014969230629503727, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.014480591751635075, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.010571292601525784, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.009199785999953747, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.007869322784245014, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.007519594859331846, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.005340411327779293, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.004167990759015083, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.0039865379221737385, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.003921572584658861, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.0036821854300796986, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.002884472021833062, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0028769236523658037, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0024798824451863766, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.001990049611777067, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.014969230629503727, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.001990049611777067, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.8.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.025015152990818024, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.023598117753863335, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.022516293451189995, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.020589347928762436, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.011608224362134933, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.010863021947443485, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.014154354110360146, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.01295489352196455, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.011789729818701744, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.010649986565113068, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.010237829759716988, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.007159072440117598, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.006232541054487228, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.005627261009067297, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.005483565852046013, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.003632135223597288, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.0030124869663268328, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.0029392107389867306, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0028296029195189476, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.0027187613304704428, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0020143957808613777, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.002050141803920269, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0018463305896148086, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0014965038280934095, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.014154354110360146, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0014965038280934095, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.8.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.1651202142238617, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.15595793724060059, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.15284943580627441, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.14001916348934174, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.07715272158384323, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.07409853488206863, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.08649256080389023, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.07981643825769424, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.07831868529319763, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.07061179727315903, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.06696025282144547, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.044023461639881134, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.038159582763910294, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03689536079764366, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03658025711774826, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.02204088307917118, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.018803566694259644, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.018696263432502747, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.017451923340559006, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01709916442632675, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01135799940675497, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.011145561933517456, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.010848011821508408, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006993419025093317, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01135799940675497, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006993419025093317, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.8.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.12145479023456573, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.08634922653436661, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.07395778596401215, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.05792970210313797, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.05353741720318794, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.040627334266901016, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.06722987443208694, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06042882800102234, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.057595036923885345, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.034628428518772125, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.03339444100856781, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03464439511299133, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.029844611883163452, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.02680722065269947, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.026047058403491974, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01795624941587448, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01552597712725401, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.01535505149513483, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.012503529898822308, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.011820273473858833, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.010804650373756886, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.011857202276587486, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.009929437190294266, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009904867969453335, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01552597712725401, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009904867969453335, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.8.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.12976402044296265, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.12384859472513199, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.12194700539112091, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.11296755820512772, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.05932928994297981, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.05757177993655205, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.06572692096233368, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.06083112582564354, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.05999356880784035, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.055368971079587936, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.053189147263765335, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.03318324312567711, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.02889573760330677, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.02822369523346424, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.028065098449587822, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.016559578478336334, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.014444898813962936, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.014398222789168358, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.013652779161930084, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.01346123218536377, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.008664359338581562, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.008617578074336052, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.008447273634374142, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.0056219762191176414, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.014444898813962936, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.0056219762191176414, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.8.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.18370971083641052, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.17592933773994446, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.17342427372932434, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.16118936240673065, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.08435671031475067, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.0820087343454361, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.0931316390633583, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.0861944705247879, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.08523882180452347, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07896512001752853, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.07596102356910706, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.047044623643159866, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.04091371223330498, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.040092624723911285, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.039895590394735336, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.023433061316609383, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.020358167588710785, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.02029806189239025, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.01926039531826973, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.018999069929122925, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.012110858224332333, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.011877704411745071, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.011830463074147701, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007398097775876522, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.012110858224332333, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007398097775876522, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.8.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.11308016628026962, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.10518896579742432, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.1020846888422966, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.09384799748659134, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.05151880159974098, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.04880606010556221, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.05924466624855995, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.05452342331409454, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.05251060426235199, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.04711543396115303, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.04540066793560982, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.030255695804953575, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.02644408866763115, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.025129089131951332, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.024811651557683945, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.015424596145749092, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.013849562965333462, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.013722621835768223, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.013046937063336372, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.012830274179577827, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.008829362690448761, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.009695933200418949, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.008447364903986454, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.0077234553173184395, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.015424596145749092, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.0077234553173184395, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.9.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.04218637943267822, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.03997567296028137, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.03808172047138214, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.03487074375152588, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.019617512822151184, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.01829097792506218, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.023762376978993416, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.022073904052376747, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.01989750936627388, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.018076468259096146, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.01728975400328636, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.012127487920224667, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.010606745257973671, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.009447777643799782, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.009161983616650105, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.00609159842133522, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.004937019664794207, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.004791561048477888, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0046308040618896484, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.004419910721480846, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.003239682409912348, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0032482026144862175, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.002880519488826394, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0021979559678584337, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.012127487920224667, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0021979559678584337, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.9.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.031050192192196846, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.02937302365899086, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.028370212763547897, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.02598651684820652, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.014454950578510761, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.0136990025639534, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.017057545483112335, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.015616248361766338, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.014665860682725906, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.013282102532684803, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.012700697407126427, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.008645366877317429, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.007483822759240866, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.0069779297336936, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.006847349926829338, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.004352915566414595, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.0036571435630321503, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.003598195733502507, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0034247012808918953, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.0033222504425793886, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0023420893121510744, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.002364084590226412, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0021870071068406105, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0016529775457456708, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.015616248361766338, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0016529775457456708, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.9.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.17251504957675934, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.16329312324523926, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.16019727289676666, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.1468498855829239, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.0806160420179367, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.07751920819282532, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.08980323374271393, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.08314888179302216, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.0817779004573822, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.07395976781845093, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.07007362693548203, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.04569416865706444, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.039733197540044785, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03851829841732979, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03822896629571915, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.022859835997223854, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01956881396472454, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.0194688867777586, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01818982884287834, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.017840582877397537, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01175195537507534, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.011490335687994957, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.011279547587037086, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.007081848569214344, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01175195537507534, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.007081848569214344, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.9.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.1517311930656433, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.11535399407148361, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.09969598054885864, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.07769234478473663, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06565454602241516, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.052892133593559265, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.08617456257343292, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.07929753512144089, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.0719689279794693, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.04604707658290863, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.043190132826566696, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.044156722724437714, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03828493505716324, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03221086040139198, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03061690181493759, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.02228083275258541, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.017808254808187485, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.017331518232822418, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.014352964237332344, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01315249502658844, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.012372555211186409, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.013149752281606197, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.010557129047811031, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.010015714913606644, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.014352964237332344, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.010015714913606644, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.9.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.13962088525295258, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.13317210972309113, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.13104835152626038, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.12129033356904984, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.06403619796037674, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.062102578580379486, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.07099831849336624, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.06563114374876022, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.06476777046918869, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.05963227152824402, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.057255834341049194, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.03596973046660423, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.03122885897755623, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.030529620125889778, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.03035527840256691, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.017954830080270767, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.015731342136859894, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.01568611152470112, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.01484961062669754, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.01464815717190504, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.009487798437476158, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.009536486119031906, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.009263855405151844, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.0064231278374791145, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.01568611152470112, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.0064231278374791145, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.9.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.18465428054332733, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.17657575011253357, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.17401576042175293, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.16133823990821838, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.08494624495506287, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.08252043277025223, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.09389634430408478, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.08684254437685013, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.08586518466472626, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07931161671876907, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.07612453401088715, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.047457437962293625, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.04125254601240158, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.040396906435489655, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.04019838571548462, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.023653030395507812, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.020532147958874702, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.020471831783652306, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.019376259297132492, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.019107121974229813, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.012259061448276043, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.012007367797195911, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.011969958432018757, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007511724717915058, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.012259061448276043, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007511724717915058, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.9.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.1349722146987915, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.12436337023973465, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.12043952941894531, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.1096804216504097, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.06148817762732506, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.0578007847070694, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.0708063468337059, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.06510862708091736, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.0627971738576889, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.05543085187673569, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.05318105220794678, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.036239080131053925, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.03166492283344269, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.030041148886084557, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.029631368815898895, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.018468882888555527, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.016626670956611633, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.016489384695887566, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.015531693585216999, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.015270606614649296, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.010622978210449219, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.011714184656739235, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.010149449110031128, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.009413719177246094, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.015531693585216999, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.009413719177246094, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.10.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.055552929639816284, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.05263344198465347, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.05072857439517975, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.0464886873960495, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.025830373167991638, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.024414321407675743, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.030324669554829597, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.0281215850263834, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.026198823004961014, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.02375185862183571, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.022677894681692123, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.015435557812452316, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.013455000706017017, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.012399023398756981, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.012143747881054878, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.007736230734735727, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.006415936630219221, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.006294235121458769, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.00600169925019145, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.005793353542685509, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.004072931595146656, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.004059682600200176, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0037423500325530767, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.002682229969650507, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.015435557812452316, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.002682229969650507, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.10.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.03519750386476517, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.033302947878837585, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.03228235989809036, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.029603304341435432, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.016382919624447823, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.015584309585392475, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.01911935955286026, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.017517121508717537, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.01661212369799614, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.015048583969473839, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.0144016332924366, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.009666025638580322, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.00838235579431057, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.00787548441439867, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.007755953352898359, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.004852273967117071, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.004093461204320192, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.004036226309835911, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0038270801305770874, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.003718896768987179, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0025864169001579285, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.002584347501397133, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0024333312176167965, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.001754986820742488, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.015048583969473839, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.001754986820742488, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.10.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.17258338630199432, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.1634666621685028, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.16044051945209503, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.14702337980270386, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.08058464527130127, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.0775647908449173, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.08983034640550613, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.08307656645774841, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.081754170358181, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.07398208230733871, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.07015474140644073, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.04568766802549362, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03970497101545334, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03849633410573006, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03821420669555664, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.022845348343253136, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.019553491845726967, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.01945475861430168, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01818435825407505, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01783173903822899, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.011751607991755009, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.011470808647572994, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.011292358860373497, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0070648170076310635, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.011751607991755009, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0070648170076310635, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.10.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.1270867884159088, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.10969242453575134, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.10239912569522858, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.07933379709720612, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.057791922241449356, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.05138154700398445, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07060806453227997, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06462142616510391, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.060240864753723145, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.045360319316387177, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.03959035873413086, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03635837510228157, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.031415339559316635, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.028356973081827164, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.027600334957242012, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.018485404551029205, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.015727579593658447, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.01546183880418539, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.013520622625946999, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.012774217873811722, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.010579247027635574, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.011338170617818832, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.009688342921435833, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008947727270424366, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.01546183880418539, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008947727270424366, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.10.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.12650719285011292, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.12032574415206909, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.11837312579154968, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.10929097980260849, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.05799210071563721, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.056132715195417404, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.06426549702882767, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.059445805847644806, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.058690302073955536, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.053822748363018036, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.051483966410160065, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.03249024972319603, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.02825535088777542, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.027609240263700485, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.02745942771434784, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.016222748905420303, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.014155938290059566, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.014109441079199314, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.013322029262781143, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.013129052706062794, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.008522509597241879, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.00847975816577673, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.008311234414577484, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.005566021427512169, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.014155938290059566, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.005566021427512169, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.10.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.1922166794538498, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.18355248868465424, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.18087419867515564, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.16752971708774567, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.08857371658086777, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.08597226440906525, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.09788047522306442, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.09056326746940613, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.08959101885557175, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.08250990509986877, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.07910887897014618, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.049487948417663574, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.04303590953350067, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.042139556258916855, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.041927509009838104, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.024665528908371925, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.021402206271886826, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.02133837714791298, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.020162971690297127, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.01987995207309723, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.012768316082656384, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.0124886529520154, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.012473419308662415, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007767620030790567, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.012768316082656384, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007767620030790567, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.10.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.15917383134365082, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.14676037430763245, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.14187999069690704, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.129706472158432, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.0726061463356018, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.06805217266082764, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.08413194119930267, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.07724970579147339, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.07431790977716446, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.0655655562877655, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.06282056123018265, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.04281088709831238, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.037272028625011444, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.03518127650022507, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.034690920263528824, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.021612046286463737, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.019017279148101807, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.018838772550225258, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.017702654004096985, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.0173588078469038, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.012111363001167774, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.01293027400970459, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.011486832983791828, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.009916401468217373, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.012111363001167774, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.009916401468217373, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.11.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.0626007542014122, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.05929708108305931, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.057230230420827866, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.052495259791612625, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.029147669672966003, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.027578085660934448, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.03414909541606903, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.03156888484954834, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.0295445304363966, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.02678406983613968, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.025596827268600464, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.01737654209136963, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.015093961730599403, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.013982104137539864, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.013719867914915085, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.008713467977941036, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.0072325593791902065, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.007105633616447449, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.006756543181836605, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.006537816021591425, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.004592031240463257, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.00455400301143527, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.004239275120198727, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0030116781126707792, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.015093961730599403, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0030116781126707792, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.11.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.04049421846866608, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.038308389484882355, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.03724075108766556, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.03417088836431503, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.018886787816882133, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.018024327233433723, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.021866630762815475, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.020032281056046486, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.019154710695147514, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.017358914017677307, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.016600390896201134, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.011084415949881077, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.00959390215575695, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.009092530235648155, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.008971567265689373, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.005579274147748947, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.0047265226021409035, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.004672793671488762, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.004416903480887413, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.004307234194129705, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0029764140490442514, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.002969929715618491, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.002824861090630293, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.002032141201198101, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.011084415949881077, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.002032141201198101, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.11.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.18355104327201843, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.1737969070672989, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.17057949304580688, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.1563899666070938, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.08580093085765839, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.08255081623792648, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.09549058973789215, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.08839093893766403, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.08700991421937943, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.07868491113185883, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.07461506128311157, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.0485573336482048, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.042215801775455475, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.04097716137766838, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.040666110813617706, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.024256912991404533, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.020796334370970726, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.020698342472314835, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.019322557374835014, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.018959935754537582, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0124664306640625, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.01217660028487444, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.012006113305687904, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.007486895192414522, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0124664306640625, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.007486895192414522, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.11.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.160230815410614, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.12567704916000366, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.11180441081523895, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.08682072162628174, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.07221795618534088, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.060277119278907776, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.08995775878429413, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.08218322694301605, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.07628989964723587, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.04962668567895889, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04668547958135605, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.0464295893907547, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.04000233858823776, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03549585118889809, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03437848389148712, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.02360786311328411, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.019751783460378647, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.019395258277654648, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015832792967557907, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.014905364252626896, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.013472285121679306, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.01438816450536251, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.012161561287939548, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.01135462149977684, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.014905364252626896, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.01135462149977684, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.11.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.13964594900608063, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.13288572430610657, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.13076338171958923, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.12081581354141235, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.064310722053051, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.06226130947470665, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.07136925309896469, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.06588316708803177, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.06508398801088333, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.05966518074274063, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.05708370730280876, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.036112602800130844, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.031385209411382675, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.030673203989863396, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.030498681589961052, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.01809467002749443, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.015744725242257118, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.015699010342359543, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.01480710506439209, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.014592360705137253, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.009626368060708046, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.009458574466407299, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.00939908530563116, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.0062522366642951965, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.015699010342359543, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.0062522366642951965, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.11.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.19491428136825562, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.18593382835388184, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.18309339880943298, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.1693916618824005, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.09008816629648209, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.08734682202339172, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.09962144494056702, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.09216556698083878, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.09113415330648422, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.08370134979486465, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.08015361428260803, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.050445232540369034, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.043820470571517944, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.04289312660694122, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.04267703741788864, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02515113539993763, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.02181139774620533, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.021745938807725906, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.02051309123635292, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.020217079669237137, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.013037292286753654, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.01276717521250248, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.012728659436106682, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008004756644368172, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.013037292286753654, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008004756644368172, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.11.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.13827279210090637, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.12704584002494812, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.12255185842514038, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.11169787496328354, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.06308460980653763, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.059039369225502014, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.07335752993822098, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.06722181290388107, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.06455416232347488, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.05679161101579666, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.0544489286839962, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.03761722147464752, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.03275645524263382, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.03086162358522415, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.030416365712881088, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.019193856045603752, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.01710410788655281, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.01694641262292862, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.015966996550559998, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.015661289915442467, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.011208009906113148, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.012100141495466232, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.010648977942764759, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.009706960059702396, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.015661289915442467, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.009706960059702396, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.12.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.06580029428005219, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.06232177093625069, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.0601801760494709, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.05517991632223129, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.030616967007517815, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.028986642137169838, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.03591708093881607, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.03319261968135834, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.031060034409165382, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.028156569227576256, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.026873240247368813, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.018233761191368103, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.01584872044622898, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.014691397547721863, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.014407931827008724, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.009147894568741322, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.007589348591864109, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.0074510700069367886, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0070890705101192, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.006857726257294416, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0048098075203597546, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.00476421695202589, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.004432966001331806, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.003132745623588562, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.014691397547721863, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.003132745623588562, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.12.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.03833012282848358, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.0363151840865612, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.03525877371430397, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.03235350549221039, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.017890481278300285, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.017045753076672554, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.02075027860701084, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.01903810352087021, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.018136845901608467, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.016451025381684303, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.01572399027645588, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.010503038763999939, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.009123513475060463, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.008612794801592827, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.008490750566124916, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.0052927709184587, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.004501282703131437, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.004445243161171675, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.004214190412312746, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.004104589577764273, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0028551213908940554, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.002861359156668186, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.002702264813706279, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0019898233003914356, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.010503038763999939, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0019898233003914356, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.12.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.18613910675048828, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.1762077659368515, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.17295068502426147, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.1585923582315445, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.08691735565662384, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.08364801108837128, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.0967526063323021, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.08953934907913208, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.08814539015293121, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.07974810898303986, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.07562314718961716, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.04918699339032173, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.04271988198161125, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.04151112958788872, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.041227445006370544, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.0245614405721426, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.021066470071673393, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.020974868908524513, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01957222819328308, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.019216198474168777, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.012626301497220993, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.012309166602790356, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.012165851891040802, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.007551406975835562, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.012626301497220993, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.007551406975835562, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.12.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.16121351718902588, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.12822900712490082, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.11331458389759064, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.08963782340288162, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.07183834165334702, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.05897728353738785, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.09351631999015808, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.08521768450737, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.07676032185554504, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.05346570163965225, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04875621199607849, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.048710115253925323, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.04205678775906563, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.036160312592983246, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03470459580421448, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.02556876465678215, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.02122795581817627, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.02072342112660408, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.018215138465166092, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01711616851389408, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015665611252188683, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.016623280942440033, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014073672704398632, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.013850841671228409, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015665611252188683, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.013850841671228409, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.12.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.14544126391410828, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.13842737674713135, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.13615921139717102, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.12547914683818817, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.06682543456554413, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.06471830606460571, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.07408978044986725, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.06848766654729843, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.06764885038137436, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.06194436922669411, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.05919921025633812, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.037423670291900635, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.032567739486694336, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.031831055879592896, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.031653545796871185, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.018698282539844513, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.01627984084188938, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.016226626932621002, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.015287977643311024, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.015055691823363304, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.009798440150916576, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.009681325405836105, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.009561377577483654, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.006262033246457577, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.015287977643311024, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.006262033246457577, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.12.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.1953359693288803, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.18628577888011932, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.18348081409931183, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.16952717304229736, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.09023045003414154, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.08744069933891296, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.10012548416852951, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.09233059734106064, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.09126389771699905, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.08379226177930832, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.08033314347267151, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.05058399587869644, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.04399874806404114, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.04304936155676842, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.042832981795072556, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.025331974029541016, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.022071929648518562, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.021998398005962372, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.020756063982844353, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.020458431914448738, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.013380477204918861, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.013173192739486694, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.013071619905531406, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008616937324404716, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.013380477204918861, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008616937324404716, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.12.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.14858031272888184, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.13798515498638153, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.13379552960395813, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.12164916843175888, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.0677938237786293, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.0640614852309227, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.07764358818531036, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.0713503435254097, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.06904181092977524, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.06129559129476547, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.05864531546831131, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.03975449502468109, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.03462066128849983, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.033056773245334625, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.03266838565468788, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.020228039473295212, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.018153702840209007, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.018027089536190033, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.016969846561551094, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.01671544648706913, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.011695231311023235, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.012630832381546497, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.011258779093623161, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.010059335269033909, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.011695231311023235, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.010059335269033909, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.13.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.06653441488742828, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.06290371716022491, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.06067263334989548, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.05546961724758148, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.030887681990861893, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.029184440150856972, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.03648532181978226, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.033556610345840454, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.03132130950689316, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.028348861262202263, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.02717270888388157, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.01852603070437908, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.016071202233433723, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.014856225810945034, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.014551716856658459, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.009313620626926422, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.007706125732511282, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.0075605218298733234, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.007199504412710667, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.006956534460186958, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.004924815148115158, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.004901156760752201, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.004544971976429224, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0032880997750908136, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.014856225810945034, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0032880997750908136, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.13.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.04246855154633522, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.04012800008058548, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.03883954510092735, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.03550545871257782, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.01972438395023346, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.018727149814367294, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.02299591898918152, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.021194955334067345, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.020017966628074646, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.018093585968017578, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.017227498814463615, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.01161996740847826, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.010141793638467789, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.009499052539467812, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.009341944940388203, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.005849902518093586, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.0049702939577400684, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.0048959339037537575, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.004649138543754816, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.004511801525950432, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.003151973243802786, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.003189974697306752, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0029570115730166435, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.002219261834397912, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.01161996740847826, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.002219261834397912, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.13.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.18166160583496094, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.1717255711555481, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.1683390885591507, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.15407568216323853, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.08488233387470245, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.08155642449855804, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.09504836052656174, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.08763114362955093, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.08613850921392441, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.07770996540784836, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.07373733073472977, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.04839324206113815, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.04186392202973366, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.040566835552453995, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.04027513414621353, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.024187671020627022, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.020661482587456703, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.0205537099391222, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.019171271473169327, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.018800338730216026, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.012497199699282646, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.012186821550130844, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.011995742097496986, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0076211304403841496, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.012497199699282646, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0076211304403841496, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.13.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.1338699907064438, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.100863978266716, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.08410145342350006, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.06657793372869492, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.05829348415136337, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.045206986367702484, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.0827101469039917, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.07409218698740005, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06378009915351868, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.04342079907655716, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04138345643877983, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.04245871305465698, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03733441233634949, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.030172184109687805, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.028263967484235764, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.022241607308387756, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.018718495965003967, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.018128639087080956, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.016485784202814102, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.015312141738831997, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.013402272015810013, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.015704603865742683, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.011399371549487114, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.013520893640816212, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.015312141738831997, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.011399371549487114, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.13.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.13148126006126404, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.12494286894798279, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.12285447865724564, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.11317197978496552, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.06039498373866081, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.058404214680194855, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.06729084998369217, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.06197820603847504, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.061141323298215866, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.05588655546307564, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.05350448191165924, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.03408988192677498, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.02950642630457878, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.028779709711670876, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.028613943606615067, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.017070366069674492, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.014769305475056171, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.014719242230057716, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.013863074593245983, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.01365082710981369, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.0090927854180336, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.008860179223120213, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.008861511014401913, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.005820507183670998, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.014769305475056171, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.005820507183670998, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.13.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.19999535381793976, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.19069232046604156, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.18768250942230225, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.17331509292125702, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.09273052960634232, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.08981817960739136, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.10305286943912506, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.09503956139087677, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.0938115119934082, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.08604008704423904, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.0823378711938858, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.0523386225104332, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.045301154255867004, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.04425518587231636, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.044007886201143265, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02617269940674305, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.02270560897886753, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.022632889449596405, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.021353773772716522, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.021039659157395363, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.013903370127081871, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.013620901852846146, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.01357203722000122, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008960645645856857, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.013903370127081871, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008960645645856857, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.13.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.08615493774414062, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.07852636277675629, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.07518652826547623, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.06797635555267334, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.038822535425424576, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.03630907088518143, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.04521331191062927, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.04170728102326393, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.039699796587228775, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.034773681312799454, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.03327905386686325, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.023083942010998726, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.020519355311989784, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.01936805248260498, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.019059985876083374, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.011930389329791069, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.011187833733856678, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.01110834814608097, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.010494409129023552, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.010329223237931728, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.007125068921595812, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.008371559903025627, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.0067963749170303345, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.007101801224052906, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.011930389329791069, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.0067963749170303345, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.14.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.0765632912516594, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.07221201062202454, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.06987078487873077, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.06374596059322357, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.03542608395218849, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.03356871008872986, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.04108858481049538, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.03804748132824898, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.03595251962542534, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.03241206705570221, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.03078744001686573, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.020854497328400612, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.018178632482886314, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.01698189228773117, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.016684798523783684, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01044230256229639, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.00875835306942463, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.008622589521110058, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.008151252754032612, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.007900163531303406, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.005478752311319113, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.005461626220494509, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.005097279325127602, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.00359346903860569, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01044230256229639, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.00359346903860569, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.14.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.051180414855480194, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.04829075559973717, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.046915579587221146, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.04279644414782524, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.0237138569355011, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.02257269062101841, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.027272626757621765, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.02517685480415821, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.02407051809132099, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.021690024062991142, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.020603081211447716, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.0137981828302145, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.012028851546347141, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.0113717932254076, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.01121057104319334, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.006916348356753588, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.005875615868717432, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.005805238615721464, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0054662954062223434, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.005320033989846706, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0036453232169151306, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0036512683145701885, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0034419021103531122, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.002429900923743844, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.0137981828302145, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.002429900923743844, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.14.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.18026182055473328, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.17039386928081512, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.16708049178123474, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.1528254598379135, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.08413192629814148, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.08087019622325897, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.09405619651079178, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.08682547509670258, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.08528964966535568, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.0769992470741272, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.0728871300816536, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.04780963808298111, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.04145115986466408, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.04017745703458786, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03987447917461395, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.02386387065052986, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.020426228642463684, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.020323965698480606, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01894359663128853, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01857687346637249, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.012269789353013039, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.012004148215055466, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.011778362095355988, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.007434056140482426, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.012269789353013039, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.007434056140482426, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.14.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.1394307166337967, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.12144074589014053, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.11315884441137314, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.0896151065826416, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.0645267441868782, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.05718027427792549, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07994526624679565, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.07276257127523422, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06732545047998428, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.051569610834121704, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04540659114718437, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.04149293154478073, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03555350378155708, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.031776443123817444, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.030841097235679626, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.02096390351653099, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.017549287527799606, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.017229316756129265, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01518554799258709, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.014325632713735104, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.011720215901732445, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.012633280828595161, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.01058286800980568, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009870149195194244, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01518554799258709, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009870149195194244, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.14.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.12343873828649521, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.1171029806137085, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.11516831815242767, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.10581393539905548, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.05670187994837761, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.05480516329407692, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.06283628195524216, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.058200106024742126, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.0574365109205246, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.05238358676433563, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.049901798367500305, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.03174508363008499, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.02766462229192257, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.02699231542646885, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.026831546798348427, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.015823202207684517, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.013739868998527527, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.013692786917090416, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.012858999893069267, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.012652026489377022, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.008177418261766434, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.008082748390734196, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.007956232875585556, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00509468000382185, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.013739868998527527, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00509468000382185, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.14.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.20919227600097656, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.1993209421634674, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.19614914059638977, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.18105392158031464, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.09704343229532242, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.09397921711206436, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.10781541466712952, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.09938109666109085, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.09823080152273178, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.08994176983833313, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.08611144870519638, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.05458243936300278, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.04740622639656067, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.046333182603120804, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.04609150439500809, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.027379855513572693, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.02372818998992443, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.023656131699681282, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.022274630144238472, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.021940112113952637, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.014554268680512905, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.014128888957202435, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.01420008298009634, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009179974906146526, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.014554268680512905, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009179974906146526, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.14.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.1769706904888153, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.16436584293842316, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.159335196018219, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.14489367604255676, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.08027821779251099, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.07588660717010498, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.09310028702020645, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.0848672166466713, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.08177684247493744, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.07287582755088806, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.06994853913784027, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.04736679792404175, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.04147512465715408, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.03942355513572693, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.038919951766729355, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.02429579384624958, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.022050227969884872, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.021864119917154312, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.020737916231155396, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.020381592214107513, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.014293158426880836, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.015763109549880028, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.01371025200933218, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.012856034561991692, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.014293158426880836, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.012856034561991692, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.15.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.07693713158369064, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.07257991284132004, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.07018392533063889, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.06403481215238571, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.03571593016386032, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.033810775727033615, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.04140535369515419, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.03842918574810028, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.03625941649079323, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.03265100345015526, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.030978944152593613, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.021055877208709717, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.018379587680101395, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.01711954176425934, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.01680746115744114, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.010548223741352558, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.008834625594317913, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.008692770265042782, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.00821753591299057, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.007956243120133877, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.005535562057048082, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.00552420923486352, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.005135563667863607, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0036351594608277082, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.010548223741352558, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0036351594608277082, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.15.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.05204099416732788, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.049106236547231674, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.04768560081720352, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.04353882744908333, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.02416364476084709, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.023011138662695885, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.02783902734518051, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.025673463940620422, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.024533364921808243, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.022102506831288338, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.020985668525099754, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.01409265398979187, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.012262368574738503, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.011605233885347843, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.01144284475594759, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.007072169333696365, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.006020179018378258, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.005949405021965504, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.005606768187135458, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.005459127482026815, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.003762568812817335, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.003774064127355814, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0035588019527494907, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0025591219309717417, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.01409265398979187, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0025591219309717417, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.15.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.19254471361637115, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.1819624900817871, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.17840896546840668, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.16311991214752197, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.090115487575531, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.08655339479446411, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.10061771422624588, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.09300702810287476, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.09143497794866562, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.08241382986307144, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.07795555889606476, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.051223862916231155, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.044416118413209915, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.04305899888277054, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.042749881744384766, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.0255601666867733, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.021897267550230026, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.02178652584552765, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.020291196182370186, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01990284025669098, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01313718780875206, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.012871421873569489, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.012621389701962471, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.007972190156579018, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01313718780875206, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.007972190156579018, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.15.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.15439827740192413, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.1292087733745575, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.11959552764892578, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.09200800955295563, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06971050053834915, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06083352491259575, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.08542510867118835, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.07830020040273666, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.0735204890370369, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.05311328545212746, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04744461923837662, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.04419814422726631, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03864935040473938, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.034740470349788666, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.033788397908210754, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.022472672164440155, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.019889280200004578, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.01960451900959015, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.017039839178323746, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.016238387674093246, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.012828294187784195, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.014919542707502842, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.011675212532281876, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.012315901927649975, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.012828294187784195, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.011675212532281876, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.15.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.13079270720481873, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.12409306317567825, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.1219722181558609, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.11203598976135254, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.06028075888752937, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.05824168026447296, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.06695409119129181, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.06188473477959633, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.061068255454301834, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.05559756979346275, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.052914805710315704, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.03385285660624504, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.029481779783964157, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.028762008994817734, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.028589757159352303, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.01696871593594551, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.014722052030265331, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.014673777855932713, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.013777130283415318, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.013558230362832546, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.00899125263094902, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.00877652782946825, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.008760862052440643, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.005692793522030115, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.014722052030265331, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.005692793522030115, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.15.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.21152955293655396, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.20128612220287323, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.19803735613822937, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.18240419030189514, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.09832873940467834, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.0951497033238411, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.10889406502246857, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.10071469843387604, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.09956404566764832, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.09093183279037476, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.08667943626642227, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.05517232418060303, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.04799823462963104, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.04691131412982941, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.046651460230350494, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.027554595842957497, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.023913225159049034, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.02383708953857422, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.022390199825167656, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.022045347839593887, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.014340857043862343, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.014088686555624008, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.013985168188810349, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008922465145587921, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.014340857043862343, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008922465145587921, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.15.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.18611286580562592, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.17293709516525269, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.16758213937282562, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.1527157425880432, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.0847301110625267, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.07991497963666916, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.09942879527807236, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.09032455831766129, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.08638963103294373, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.07692626863718033, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.07417121529579163, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.05047792196273804, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.043716635555028915, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.041241079568862915, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.04063839092850685, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.025671428069472313, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.022560300305485725, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.02231748402118683, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.021118400618433952, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.02070661634206772, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.014816530048847198, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.015621342696249485, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.014081666246056557, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.012227381579577923, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.014816530048847198, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.012227381579577923, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.16.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.06907015293836594, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.0649343729019165, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.06260418146848679, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.05693337321281433, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.032142721116542816, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.03027363307774067, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.0376259908080101, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.034899577498435974, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.03266282007098198, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.029273157939314842, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.027752801775932312, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.019129350781440735, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.016713717952370644, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.015436746180057526, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.015125042758882046, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.009587486274540424, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.007974806241691113, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.007828902453184128, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.007394824177026749, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.007132095284759998, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.005052036140114069, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.005019050557166338, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.004666502587497234, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0032978046219795942, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.015436746180057526, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0032978046219795942, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.16.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.04659177362918854, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.04383528232574463, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.04229629039764404, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.03847898542881012, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.021681945770978928, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.020480716601014137, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.02531210519373417, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.0234165471047163, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.022034132853150368, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.0197429396212101, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.0186990424990654, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.0128164142370224, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.011197622865438461, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.010430283844470978, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.010243442840874195, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.006446268875151873, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.005430669989436865, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.005343835800886154, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.005041942000389099, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.004881601314991713, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0034517142921686172, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.003455032827332616, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0032252089586108923, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0023507708683609962, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.0128164142370224, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0023507708683609962, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.16.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.1843777894973755, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.1736862063407898, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.169915571808815, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.15471500158309937, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.08640561997890472, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.08269485086202621, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.09712529182434082, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.08946012705564499, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.08772493898868561, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.07859307527542114, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.07420734316110611, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.049499090760946274, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.04273538291454315, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.04129323735833168, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.04095447435975075, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.024724232032895088, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.02099132165312767, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.020875142887234688, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.019375674426555634, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01896214671432972, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.012704374268651009, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.012363391928374767, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.012113355100154877, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.007627683691680431, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.012704374268651009, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.007627683691680431, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.16.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.12695762515068054, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.1046844944357872, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.09298419207334518, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.0748620480298996, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.0573229119181633, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.04745713993906975, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07674326002597809, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06935101747512817, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06076997146010399, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.044868290424346924, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04109365493059158, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03956284746527672, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.034244075417518616, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.028797803446650505, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.02738095447421074, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.0202485378831625, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.016768714413046837, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.016240166500210762, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.014691261574625969, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01369889359921217, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.011741604655981064, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.013135550543665886, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.01013905555009842, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.010795452632009983, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.014691261574625969, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.01013905555009842, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.16.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.11706262826919556, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.11099499464035034, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.10908307880163193, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.10018340498209, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.05399459972977638, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.05211818963289261, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.05985717847943306, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.05544314533472061, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.05470377579331398, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.04976561665534973, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.047301068902015686, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.030259501188993454, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.026365024968981743, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.0257107000797987, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.025559233501553535, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.015085868537425995, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.013097604736685753, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.013052142225205898, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.01223598700016737, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.012032986618578434, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.007810757961124182, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.0077139344066381454, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.0075966976583004, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00485996576026082, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.015085868537425995, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00485996576026082, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.16.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.21688905358314514, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.2062205672264099, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.2028500884771347, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.18679279088974, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.10095852613449097, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.09764490276575089, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.11202257871627808, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.10340514779090881, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.10219546407461166, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.0932668149471283, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.08881116658449173, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.05679630860686302, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.0493042916059494, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.048179369419813156, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.04791434109210968, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02848130092024803, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.024565288797020912, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.024489348754286766, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.02298978716135025, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.022632969543337822, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.015038414858281612, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.014476212672889233, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.014668319374322891, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009176491759717464, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.015038414858281612, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009176491759717464, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.16.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.18796370923519135, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.17500485479831696, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.1695222556591034, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.1551240086555481, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.08595234900712967, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.08111617714166641, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.09993267804384232, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.09153994917869568, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.08760593086481094, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.07824863493442535, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.07522182911634445, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.05087359622120857, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.04399687424302101, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.04149463400244713, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.040904466062784195, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.025726042687892914, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.02215690352022648, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.021917467936873436, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.02069719508290291, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.020280171185731888, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.014423813670873642, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.014724891632795334, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.013657042756676674, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.01094777137041092, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.014423813670873642, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.01094777137041092, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.17.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.07852306216955185, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.07362356781959534, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.0712139755487442, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.06456270813941956, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.036291513592004776, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.034286078065633774, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.04198092222213745, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.03895919770002365, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.03689895197749138, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.032962702214717865, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.031075090169906616, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.02130780927836895, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.018636073917150497, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.017383819445967674, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.01708281598985195, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.010656327940523624, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.008969390764832497, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.008829716593027115, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.008299577981233597, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.00802624598145485, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.005578603595495224, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.00559425400570035, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0051764920353889465, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0036616402212530375, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.010656327940523624, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0036616402212530375, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.17.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.06408678740262985, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.06000606343150139, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.058291397988796234, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.05281774327158928, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.02953542023897171, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.028052764013409615, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.03379747271537781, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.03126593679189682, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.030036259442567825, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.026799559593200684, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.025268662720918655, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.01713516004383564, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.014942004345357418, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.014153406955301762, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.01396668516099453, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.008580615743994713, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.007319264579564333, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.007238074671477079, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.006764765363186598, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.0065847220830619335, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.004510167520493269, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.004544539377093315, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0042589763179421425, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0030400543473660946, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.014942004345357418, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0030400543473660946, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.17.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.1832912713289261, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.17268823087215424, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.16901659965515137, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.15407462418079376, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.08576520532369614, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.08217731863260269, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.09625735133886337, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.08881451189517975, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.08710213750600815, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.07815884798765182, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.07366770505905151, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.04894036799669266, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.04241064935922623, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.041004203259944916, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.04067595675587654, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.024446925148367882, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.020859818905591965, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.020744819194078445, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.019266657531261444, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.018862329423427582, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01256502140313387, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.012287143617868423, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.012013298459351063, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.007607734762132168, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01256502140313387, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.007607734762132168, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.17.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.16669896245002747, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.14082157611846924, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.13179460167884827, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.1023343876004219, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.07700923830270767, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06809694319963455, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.09156307578086853, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.08354272693395615, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.08017473667860031, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.05913538485765457, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.05027349293231964, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.047455571591854095, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.040662504732608795, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03769206255674362, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03698312118649483, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.023978959769010544, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.020504029467701912, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.020304828882217407, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.017212817445397377, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.016404399648308754, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.013393537141382694, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.014195053838193417, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.012513055466115475, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.010946787893772125, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.013393537141382694, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.010946787893772125, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.17.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.13973331451416016, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.13248108327388763, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.13017678260803223, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.11957349628210068, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.06464286148548126, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.06240558996796608, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.07191185653209686, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.06637421995401382, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.06550710648298264, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.05953707918524742, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.05669192224740982, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.03640209510922432, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.031614601612091064, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.030830005183815956, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.030651504173874855, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.018220024183392525, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.01576925255358219, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.015717288479208946, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.014728447422385216, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.014487707987427711, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.009598062373697758, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.009374316781759262, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.009351289831101894, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.006030214484781027, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.014728447422385216, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.006030214484781027, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.17.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.22874318063259125, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.21735940873622894, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.2138025164604187, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.19657140970230103, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.10661634057760239, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.10304611921310425, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.11819671839475632, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.10924500972032547, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.10796483606100082, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.09835844486951828, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.09351211041212082, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.059949036687612534, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.05214688926935196, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.05094645172357559, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.05066647753119469, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.030045155435800552, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.026020992547273636, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.02594597078859806, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.02433030493557453, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.023950032889842987, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.01586269587278366, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.01541600190103054, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.015465564094483852, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009883515536785126, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.01541600190103054, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009883515536785126, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.17.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.20628252625465393, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.1926071047782898, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.18638919293880463, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.17061197757720947, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.09489262104034424, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.0894380509853363, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.11033625900745392, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.10143575072288513, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.09661351144313812, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.08642572164535522, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.08288521319627762, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.05615805462002754, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.04876222833991051, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.045717619359493256, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.04498790204524994, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.028436679393053055, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.024208562448620796, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.023918431252241135, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.022579364478588104, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.022085269913077354, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.015765424817800522, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.015888402238488197, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.01485129352658987, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.011545833200216293, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.01485129352658987, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.011545833200216293, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.18.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.08596788346767426, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.08071354776620865, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.07827799022197723, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.07105797529220581, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.03989658132195473, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.037789877504110336, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.045941971242427826, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.042493224143981934, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.04052988067269325, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.03627188131213188, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.03427078574895859, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.023389600217342377, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.020406760275363922, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.019169697538018227, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.018880097195506096, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01171910110861063, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.010002609342336655, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.009873644448816776, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.009288710542023182, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.009022761136293411, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.006207832135260105, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.006378854624927044, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.005812934599816799, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004411004483699799, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01171910110861063, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004411004483699799, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.18.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.06343311071395874, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.05964655801653862, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.057951588183641434, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.052624575793743134, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.02943544276058674, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.027987681329250336, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.03373594582080841, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.031151708215475082, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.029907217249274254, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.026770148426294327, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.025301113724708557, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.01710733398795128, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.014892385341227055, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.014126690104603767, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.013939693570137024, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.008571760728955269, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.007324794307351112, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.007247386034578085, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.006791156716644764, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.006616018712520599, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.004539137706160545, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.00457968283444643, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.004301032517105341, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.003106415271759033, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.014892385341227055, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.003106415271759033, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.18.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.20334294438362122, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.19154058396816254, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.18769635260105133, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.17096805572509766, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.09504250437021255, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.09119540452957153, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.1063709408044815, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.09817981719970703, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.09651641547679901, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.08654828369617462, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.08165516704320908, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.05398718640208244, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.0468730665743351, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.04543014243245125, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.045074719935655594, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.02696184441447258, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.0230625718832016, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.022944623604416847, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.021288298070430756, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.020865557715296745, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.013845055364072323, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.013503397814929485, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.013297551311552525, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008280622772872448, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.013845055364072323, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008280622772872448, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.18.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.17649498581886292, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.14863550662994385, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.13556569814682007, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.11353267729282379, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.08108781278133392, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06980641186237335, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.1019570380449295, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.09317870438098907, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.0853499248623848, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.06359922140836716, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.05836103856563568, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.05251622200012207, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.04513666778802872, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.039441175758838654, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.038008857518434525, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.02629932388663292, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.021140621975064278, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.020620271563529968, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.017826935276389122, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.016681183129549026, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.014050175435841084, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.01466815173625946, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.012169578112661839, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.010625528171658516, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.014050175435841084, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.010625528171658516, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.18.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.15143939852714539, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.1434994339942932, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.14092901349067688, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.12930719554424286, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.07021024823188782, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.06772356480360031, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.07784151285886765, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.07211475074291229, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.07115621864795685, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.06456197798252106, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.061188310384750366, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.03938465192914009, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.034330278635025024, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03346402570605278, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.03326038643717766, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.019636904820799828, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.01703818514943123, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.016977714374661446, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.01587909460067749, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.015611077658832073, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.010148070752620697, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.01001807488501072, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.00986627396196127, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.006274995859712362, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.015611077658832073, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.006274995859712362, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.18.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.23588402569293976, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.2238759696483612, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.22010110318660736, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.20208591222763062, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.10992893576622009, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.10621502250432968, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.12164890021085739, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.1127258911728859, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.11138889938592911, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.1012287512421608, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.09607908874750137, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.06169196218252182, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.053718674927949905, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.05245279520750046, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.052155524492263794, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.030766943469643593, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.02665446698665619, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.026568377390503883, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.02485247515141964, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.024444211274385452, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.015868671238422394, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.015570479445159435, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.015447931364178658, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009664666838943958, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.015570479445159435, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009664666838943958, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.18.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.21422970294952393, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.2003277987241745, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.1942228376865387, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.1773718148469925, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.09853272140026093, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.09316348284482956, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.11348079890012741, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.10467157512903214, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.1002877801656723, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.08955749124288559, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.08563274145126343, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.05755192041397095, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.04993078485131264, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.04716627299785614, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.04650306701660156, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.028792651370167732, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.024416768923401833, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.02413899078965187, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.022635115310549736, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.022143132984638214, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.015313340350985527, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.015235629864037037, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.014435847289860249, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.010239429771900177, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.015313340350985527, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.010239429771900177, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.19.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.0923234224319458, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.08671151846647263, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.08395332098007202, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.07613687217235565, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.04281408712267876, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.040555406361818314, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.049428608268499374, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.04581156373023987, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.04351446405053139, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.038905125111341476, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.036728620529174805, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.025132302194833755, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.02188805118203163, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.020525570958852768, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.020193208009004593, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01256896834820509, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.010580855421721935, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.01043382566422224, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0097866952419281, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.009489799849689007, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.006598582491278648, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.006568355020135641, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0061640869826078415, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004306665156036615, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01256896834820509, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004306665156036615, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.19.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.07268170267343521, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.06820269674062729, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.06633655726909637, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.060206614434719086, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.03373148664832115, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.03207176923751831, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.03845369070768356, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.035602424293756485, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.03428293392062187, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.030616488307714462, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.028865911066532135, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.01948651485145092, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.017014330253005028, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.016159653663635254, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.01595570147037506, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.009749874472618103, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.008323625661432743, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.008240371942520142, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.007693380583077669, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.007493605837225914, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.005094544962048531, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.005115964449942112, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0048220278695225716, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0033661997877061367, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.009749874472618103, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0033661997877061367, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.19.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.2048862874507904, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.19294968247413635, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.18899911642074585, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.17190095782279968, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.095951609313488, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.09195955097675323, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.10749243944883347, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.09925167262554169, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.09748750180006027, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.08729731291532516, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.08224592357873917, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.054647572338581085, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.04740006476640701, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.04586390033364296, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.045506637543439865, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.0272878035902977, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.023283567279577255, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.023159904405474663, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.02147539332509041, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.02103535085916519, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01400599256157875, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0136420838534832, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.013423651456832886, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008358663879334927, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01400599256157875, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008358663879334927, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.19.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.18863613903522491, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.14622822403907776, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.12890277802944183, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.10070495307445526, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.08507728576660156, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06797295063734055, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.10701153427362442, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.09822674095630646, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.09114617109298706, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.06116006150841713, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.05550362169742584, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.055204037576913834, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.04752662405371666, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.041498541831970215, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03999502956867218, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.027632279321551323, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.02237485535442829, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.02191828191280365, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.017950283363461494, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.016559112817049026, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.014929905533790588, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.01569085195660591, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.013008522801101208, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.011521727778017521, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.014929905533790588, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.011521727778017521, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.19.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.1621885895729065, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.15356120467185974, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.15082234144210815, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.13823901116847992, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.07537824660539627, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07270140945911407, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.08368009328842163, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.07745087891817093, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.07642669975757599, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.06924792379140854, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.06557592749595642, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.042379699647426605, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.036897145211696625, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03596632927656174, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.03574904426932335, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02114424668252468, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.018325749784708023, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.018261857330799103, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.01706557720899582, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.016773806884884834, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.010969559662044048, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.010806306265294552, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.01066554244607687, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.006818929687142372, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.010969559662044048, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.006818929687142372, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.19.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.23705095052719116, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.22479277849197388, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.2210056483745575, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.20259630680084229, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.1106700450181961, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.10680593550205231, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.12276236712932587, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.11353997886180878, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.11213578283786774, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.10173898190259933, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.09642382711172104, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.062269631773233414, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.05416163429617882, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.05287496745586395, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.052570708096027374, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.031189188361167908, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.02695433609187603, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.02686445228755474, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.02511364407837391, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.02469808980822563, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.016385702416300774, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.015883203595876694, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.015969157218933105, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.010045972652733326, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.010045972652733326, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.010045972652733326, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.19.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.2125629335641861, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.19766780734062195, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.19042906165122986, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.1738252490758896, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.0975402295589447, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.09139646589756012, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.1142062395811081, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.10545063763856888, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.09948322176933289, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.08836399763822556, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.08449713885784149, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.05788363888859749, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.05024150758981705, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.046675559133291245, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.04581216350197792, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.02891729772090912, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.024118687957525253, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.023741768673062325, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.022293386980891228, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.02167959325015545, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.015258733183145523, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.015139875933527946, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.014106309972703457, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.01000782661139965, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.015258733183145523, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.01000782661139965, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.20.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.09325374662876129, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.08785006403923035, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.08518189936876297, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.07748548686504364, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.043487586081027985, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.04123297706246376, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.05002641677856445, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.04636136069893837, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.04413382336497307, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.03963858634233475, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.03743826225399971, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.025440288707613945, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.022193647921085358, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.020834896713495255, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.02050643600523472, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.012739637866616249, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.010705459862947464, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.010555343702435493, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0099185761064291, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.009620035998523235, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.00666046841070056, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.006587631069123745, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.00622586952522397, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004245431162416935, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.012739637866616249, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004245431162416935, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.20.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.0635034590959549, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.05983886122703552, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.058142032474279404, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.05294976010918617, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.029639357700943947, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.028188431635499, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.033941324800252914, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.03139686584472656, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.030077680945396423, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.027000144124031067, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.025548823177814484, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.017211150377988815, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.014996794983744621, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.014204878360033035, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.014014319516718388, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.008616091683506966, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.007304837927222252, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.0072246273048222065, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.006772520486265421, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.006592034827917814, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.004522546194493771, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.004484228324145079, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.004278851673007011, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.002922134706750512, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.014996794983744621, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.002922134706750512, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.20.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.21254734694957733, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.20034843683242798, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.19625814259052277, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.17869874835014343, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.0994885042309761, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.09543842077255249, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11126374453306198, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10274795442819595, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.10098573565483093, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.09057334810495377, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.08541200309991837, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.05655468627810478, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.049046874046325684, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.04751688241958618, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.047153573483228683, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.02823455072939396, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.024107743054628372, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.02399318851530552, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.022264977917075157, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.02181290276348591, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.014469616115093231, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.014092436991631985, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.013887858018279076, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008595261722803116, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.014469616115093231, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008595261722803116, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.20.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.19197069108486176, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.14874626696109772, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.1347716748714447, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.11384079605340958, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.08530604094266891, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.07121077179908752, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.10368835926055908, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.09481238573789597, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.09056629985570908, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.06470091640949249, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.057536132633686066, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.05334429815411568, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.04675539955496788, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.04256167635321617, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.041520703583955765, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.027399521321058273, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.024464227259159088, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.024203993380069733, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.020976906642317772, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.020118284970521927, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.016110535711050034, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.018394486978650093, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014962228946387768, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.015313427895307541, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014962228946387768, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014962228946387768, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.20.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.16611459851264954, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.1572980135679245, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.1544501781463623, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.14140649139881134, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.07729943096637726, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07451408356428146, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.085776187479496, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.07944788783788681, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.07836917787790298, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.0709243044257164, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.06715450435876846, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.04348535090684891, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.0378507524728775, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03688043728470802, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.03665270656347275, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02169489488005638, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.01877925731241703, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.01871453784406185, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.017466342076659203, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.01716623827815056, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011244391091167927, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.011050285771489143, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.010930616408586502, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.006939808372408152, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011244391091167927, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.006939808372408152, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.20.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.2399858832359314, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.2274990677833557, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.2236034870147705, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.20479610562324524, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.11211483180522919, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.1081448420882225, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.12425834685564041, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.11508355289697647, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.11365335434675217, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.10297917574644089, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.09755745530128479, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.06310577690601349, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.05489540845155716, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.053555503487586975, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.05324581637978554, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.03152099624276161, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.027268018573522568, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.027181649580597878, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.02538287825882435, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.024955803528428078, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.0163783747702837, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.01602090708911419, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.015930816531181335, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.010062786750495434, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.010062786750495434, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.010062786750495434, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.20.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.21163517236709595, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.19636330008506775, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.1888890266418457, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.17249420285224915, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.09718651324510574, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.09091592580080032, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.11517038196325302, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.10531916469335556, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.0993390902876854, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.08804554492235184, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.08429395407438278, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.0583004429936409, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.05049463361501694, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.04683244973421097, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.04593086242675781, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.0294856745749712, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.024746261537075043, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.024373704567551613, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.02298237383365631, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.022367289289832115, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.0162698645144701, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.01626609079539776, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.015130341053009033, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.01165003702044487, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.015130341053009033, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.01165003702044487, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.21.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.10358096659183502, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.09742831438779831, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.0944053903222084, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.0858430564403534, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.04829327389597893, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.04574169963598251, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.055537302047014236, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.051450930535793304, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.04901968315243721, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.04390951991081238, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04145609587430954, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.028271066024899483, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.024648530408740044, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.023150578141212463, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.022776197642087936, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01413591206073761, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01194815430790186, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.011787681840360165, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01106900256127119, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.010743063874542713, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.007398087065666914, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.007437054067850113, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.006913796998560429, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004906735382974148, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01413591206073761, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004906735382974148, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.21.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.07419563829898834, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.06971236318349838, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.06778310239315033, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.0615922287106514, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.03455701842904091, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.03285801783204079, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.039519913494586945, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.03648451343178749, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.035113733261823654, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.03141409903764725, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.02968318574130535, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.02004544623196125, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.01745835691690445, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.016567515209317207, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.0163562148809433, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01003281120210886, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.008552219718694687, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.008464465849101543, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.00792084913700819, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.00771197397261858, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.005272385664284229, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.005284922197461128, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.004992780275642872, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.003509781789034605, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01003281120210886, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.003509781789034605, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.21.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.21745799481868744, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.20479795336723328, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.200597882270813, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.1826598048210144, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.10195000469684601, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.09768980741500854, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11420971900224686, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10546960681676865, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.10354802757501602, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.09280005842447281, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.08744826912879944, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.058002911508083344, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.050355006009340286, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.04872339591383934, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.0483323372900486, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.02897113934159279, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.024725763127207756, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.024595841765403748, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.022808697074651718, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.02233135886490345, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.014845583587884903, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.014467199333012104, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014222005382180214, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008832463063299656, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.014845583587884903, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008832463063299656, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.21.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.1953900307416916, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.15310001373291016, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.13695143163204193, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.1119246706366539, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.08725588768720627, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.07042459398508072, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.10885002464056015, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.09994466602802277, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.09422449767589569, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.0644441619515419, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.05936901271343231, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.05622875690460205, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.04844949394464493, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.042707350105047226, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.0412701852619648, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.02819397859275341, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.02320217713713646, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.022833893075585365, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.018996717408299446, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.017764847725629807, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015469650737941265, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.016386933624744415, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.013695263303816319, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.01230404432862997, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015469650737941265, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.01230404432862997, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.21.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.16537822782993317, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.1564580649137497, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.15360789000988007, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.14058390259742737, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.07705312222242355, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07420799136161804, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.08549764752388, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.07923301309347153, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.078145332634449, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07063380628824234, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.06678584963083267, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.043308552354574203, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.03775062412023544, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03676619753241539, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.03653526306152344, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02159665711224079, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.018699228763580322, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.01862967014312744, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.017373068258166313, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.01706339605152607, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.01113729365170002, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.010965442284941673, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.01081396546214819, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.006822302006185055, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.01113729365170002, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.006822302006185055, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.21.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.24447761476039886, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.2314707636833191, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.22742511332035065, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.2082556039094925, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.1142585426568985, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.11017261445522308, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.12689802050590515, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.11730349063873291, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.11585158854722977, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.10485551506280899, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.09919761121273041, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.06437548249959946, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.055984023958444595, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.054607316851615906, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.0542776957154274, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.03225965052843094, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.02782496064901352, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.027728980407118797, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.025882216170430183, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.025446169078350067, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.016949515789747238, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.016382548958063126, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.016497280448675156, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.01031857542693615, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.01031857542693615, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.01031857542693615, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.21.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.21729913353919983, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.20229661464691162, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.19536912441253662, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.17838488519191742, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.1000186949968338, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.09391532093286514, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.11586572229862213, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.10731179267168045, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.1020265743136406, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.09068772941827774, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.08665351569652557, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.058990806341171265, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.051345743238925934, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.04796672984957695, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.04715927690267563, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.029558150097727776, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.024956196546554565, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.0246119387447834, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.023110071197152138, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.02253168635070324, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.015631694346666336, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.015830382704734802, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.014514241367578506, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.01078677549958229, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.015631694346666336, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.01078677549958229, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.22.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.10713116079568863, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.10090431571006775, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.09801056981086731, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.08919891715049744, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.049886204302310944, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.04743775725364685, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.057049065828323364, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.052862003445625305, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.05067914351820946, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.045470286160707474, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04288306087255478, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.028964785858988762, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.025255393236875534, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.02388628199696541, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.023561278358101845, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.014472292736172676, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01226592343300581, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.012122226879000664, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01135846134275198, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.011048506014049053, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0075530302710831165, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.007498703896999359, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.007111821323633194, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004836058709770441, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.014472292736172676, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004836058709770441, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.22.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.07875793427228928, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.07416609674692154, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.07224952429533005, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.06571410596370697, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.036712467670440674, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.035022713243961334, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.041749753057956696, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.038614317774772644, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.037292417138814926, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.0334567166864872, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.03156164288520813, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.02115403488278389, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.01844247244298458, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.017595235258340836, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.017385024577379227, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.010580649599432945, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.009033997543156147, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.008951111696660519, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.008369920775294304, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.008159616030752659, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.005514699034392834, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0055015976540744305, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.005243068560957909, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.003574114292860031, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.010580649599432945, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.003574114292860031, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.22.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.2139253169298172, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.2017330378293991, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.19758380949497223, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.17997267842292786, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.10014981031417847, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.09609153866767883, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11195286363363266, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10339731723070145, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.10167958587408066, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.09122353792190552, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.08596989512443542, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.0569068007171154, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.04936055839061737, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.047841876745224, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.04747803136706352, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.028403908014297485, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.024267330765724182, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.024150719866156578, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.022407861426472664, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.02195683866739273, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.014564701355993748, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.014174306765198708, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.01399383507668972, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008642841130495071, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.014564701355993748, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008642841130495071, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.22.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.19990147650241852, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.1595458686351776, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.1447283923625946, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.11701880395412445, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.08935856819152832, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.07402005791664124, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11055339872837067, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.1008768081665039, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.09566806256771088, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.06787410378456116, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.06064609810709953, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.05687808617949486, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.04933236539363861, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.04415794461965561, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.042889028787612915, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.028841491788625717, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.02464085817337036, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.024322984740138054, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.020825698971748352, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.019711343571543694, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01646002009510994, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.01795385032892227, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014958517625927925, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.014260943979024887, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014958517625927925, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.014260943979024887, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.22.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.1683003455400467, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.15920569002628326, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.15630429983139038, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.14285869896411896, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.07854033261537552, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07561349868774414, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.08719184249639511, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.08076343685388565, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.07963939011096954, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.071912981569767, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.06795234233140945, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.04416108503937721, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.03848423436284065, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03747877478599548, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.03723948076367378, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.022022990509867668, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.019054915755987167, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.018986985087394714, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.017690764740109444, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.017375797033309937, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011360478587448597, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.011174230836331844, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.011022464372217655, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00694282678887248, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011360478587448597, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00694282678887248, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.22.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.2467339187860489, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.233559712767601, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.22936850786209106, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.20978416502475739, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.11533937603235245, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.11118648201227188, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.12782853841781616, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.1184442862868309, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.116981141269207, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.10574258863925934, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.09990275651216507, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.06485714018344879, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.056484609842300415, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.05508587136864662, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.05474938452243805, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.03236202150583267, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.02797473408281803, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.027883322909474373, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.02598407492041588, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.02553616836667061, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.01669349893927574, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.016342725604772568, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.01622987911105156, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.010107116773724556, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.010107116773724556, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.010107116773724556, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.22.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.21774207055568695, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.20255450904369354, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.1953667551279068, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.17800548672676086, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.10022681206464767, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.09405353665351868, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.11687038838863373, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.10776667296886444, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.10224718600511551, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.09064912796020508, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.08646906167268753, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.0591270737349987, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.05140833556652069, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.048003148287534714, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.04719935730099678, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.029596658423542976, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.0248518455773592, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.024499407038092613, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.022945985198020935, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.022353170439600945, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.015691649168729782, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.015609122812747955, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.014604957774281502, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.010405006818473339, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.015691649168729782, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.010405006818473339, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.23.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.11142774671316147, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.10491851717233658, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.1018013283610344, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.0926169753074646, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.05191642418503761, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.04927763715386391, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.05955975875258446, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.05525057762861252, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.052719660103321075, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.04732935130596161, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.0446367971599102, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03027241863310337, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.026397189125418663, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.024868957698345184, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.024486549198627472, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01513502188026905, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.012773766182363033, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.012599365785717964, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.011836415156722069, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.011485970579087734, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.00788288563489914, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.007840468548238277, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.007373348344117403, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.00505337119102478, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01513502188026905, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.00505337119102478, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.23.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.08087960630655289, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.07616312801837921, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.07412265986204147, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.06749626249074936, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.037718504667282104, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.035936031490564346, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.04292687401175499, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.03974461928009987, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.03831305354833603, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.03436995670199394, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.03242591768503189, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.0217834934592247, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.01899292692542076, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.018066421151161194, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.0178493931889534, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.010895214974880219, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.009280839934945107, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.009190835058689117, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.00859861634671688, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.008383157663047314, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.005690272431820631, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.00566117325797677, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0054005216807127, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0036759052891284227, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.010895214974880219, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0036759052891284227, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.23.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.22490358352661133, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.21202996373176575, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.20783253014087677, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.1893566995859146, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.10533387213945389, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.10107480734586716, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11782976239919662, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.1087857037782669, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.10694587230682373, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.09600310027599335, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.09050716459751129, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.059895437210798264, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.05191076174378395, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.05032363533973694, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.04994130879640579, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.029875513166189194, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.02552424557507038, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.025410858914256096, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.023579303175210953, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.023100312799215317, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015318119898438454, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.014904800802469254, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.01471040491014719, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009082593955099583, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015318119898438454, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009082593955099583, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.23.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.19696044921875, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.16267520189285278, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.14345471560955048, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.12319983541965485, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.0894673764705658, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.07391822338104248, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11742256581783295, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10888586938381195, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.09487172216176987, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.07145246863365173, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.06551967561244965, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.06060102581977844, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.05294814705848694, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.04419109597802162, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.041892923414707184, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.03044639341533184, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.024726567789912224, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.023800469934940338, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0215148888528347, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.019875086843967438, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01660931296646595, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.018579816445708275, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.013893592171370983, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.01433219388127327, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.013893592171370983, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.013893592171370983, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.23.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.1759573370218277, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.16627618670463562, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.16322287917137146, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.14912796020507812, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.08212193846702576, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07908704876899719, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.09120996296405792, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.0844775065779686, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.08331712335348129, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07518338412046432, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.07092900574207306, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.04620702564716339, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.04026881977915764, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.039206355810165405, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.038954999297857285, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02304343692958355, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.019934475421905518, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.01986282505095005, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.01848960667848587, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.018158646300435066, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011876883916556835, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.011681352742016315, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.011526626534759998, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.0072577171958982944, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011876883916556835, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.0072577171958982944, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.23.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.2448738068342209, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.23164552450180054, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.2274605631828308, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.2079341560602188, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.11450718343257904, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.11030544340610504, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.1268445998430252, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.11756777763366699, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.11610770970582962, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.10484124720096588, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.09895510971546173, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.0643666610121727, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.05605745688080788, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.054662708193063736, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.05432536080479622, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.03209415078163147, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.02772596664726734, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.027636732906103134, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.025727253407239914, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.025276336818933487, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.016499938443303108, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.016149848699569702, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.016027767211198807, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009900705888867378, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009900705888867378, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009900705888867378, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.23.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.22247415781021118, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.2055874615907669, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.19816043972969055, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.17997166514396667, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.10222229361534119, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.0955972746014595, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.11883940547704697, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.10975690186023712, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.10450471937656403, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.09180507063865662, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.08741123974323273, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.06038878858089447, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.05234504118561745, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.048942215740680695, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.04810955375432968, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.030166123062372208, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.025268780067563057, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.02493557147681713, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.02318650484085083, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.022587209939956665, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.015944791957736015, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.015776852145791054, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.014848008751869202, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.010425751097500324, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.014848008751869202, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.010425751097500324, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.24.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.12007570266723633, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.11317766457796097, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.10995765030384064, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.10013759881258011, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.05601709708571434, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.05330093204975128, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.06412213295698166, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.05941006913781166, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.05688641220331192, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.051122136414051056, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04826340079307556, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.032617419958114624, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.028394583612680435, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.026835450902581215, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.02645762264728546, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.016301847994327545, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.013760697096586227, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.013598078861832619, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01275955606251955, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01240577083081007, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.008471016772091389, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.00839447695761919, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.007955175824463367, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005393477156758308, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.013760697096586227, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005393477156758308, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.24.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.08450460433959961, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.07964546233415604, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.07758863270282745, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.07065748423337936, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.039507754147052765, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.03767341375350952, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.04491748660802841, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.04155123606324196, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.04010578244924545, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.036008160561323166, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.03401608392596245, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.022795557975769043, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.019842097535729408, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.018927881494164467, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.018702959641814232, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.011401066556572914, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.009716998785734177, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.009628411382436752, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.009009379893541336, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.008784526027739048, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.005956040695309639, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.005917498376220465, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.005663699936121702, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0038381849881261587, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.011401066556572914, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0038381849881261587, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.24.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.23360130190849304, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.220353364944458, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.21596671640872955, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.19669507443904877, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.10941943526268005, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.10505266487598419, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.12220065295696259, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.11286713182926178, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.11104705929756165, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.09973528236150742, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.0939873456954956, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.06212055683135986, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.05386992171406746, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.05227867141366005, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.05189863592386246, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.030981294810771942, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.02650771290063858, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.026380615308880806, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.024490637704730034, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.02400325983762741, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015903228893876076, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.015454971231520176, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.015313804149627686, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009413069114089012, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.015454971231520176, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009413069114089012, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.24.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.21970489621162415, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.18332628905773163, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.16815513372421265, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.13028238713741302, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.10028765350580215, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.08706653863191605, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.12277425080537796, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.11348748952150345, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.10508015751838684, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.07491801679134369, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.06590011715888977, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.06278645992279053, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.05449019372463226, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.04849677160382271, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.04698684439063072, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.03143015876412392, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.025581572204828262, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.025033587589859962, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.020696260035037994, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.019184254109859467, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.016759956255555153, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.01713165082037449, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014855898916721344, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.01191787514835596, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014855898916721344, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.01191787514835596, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.24.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.17875047028064728, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.16888120770454407, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.16568757593631744, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.1513369232416153, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.0835491493344307, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.08040445297956467, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.092747762799263, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.08597536385059357, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.08476254343986511, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07636655122041702, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.07201863825321198, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.04702059179544449, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.04099157080054283, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03989469259977341, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.039634477347135544, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.0234464593231678, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.020269598811864853, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.02019606903195381, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.018783317878842354, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.018442675471305847, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.012068452313542366, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.011868853121995926, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.011705727316439152, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007340125739574432, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.012068452313542366, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007340125739574432, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.24.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.24859219789505005, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.235025554895401, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.23083433508872986, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.21073918044567108, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.11630900949239731, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.11199347674846649, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.12938694655895233, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.1194782480597496, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.11797311156988144, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.10638732463121414, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.10052908957004547, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.06561817973852158, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.05701513960957527, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.05558531731367111, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.05522940680384636, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.032877180725336075, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.028319111093878746, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.028224332258105278, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.02627207338809967, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.025815224274992943, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.017266908660531044, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.01668630540370941, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.01680132932960987, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.010510915890336037, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.010510915890336037, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.010510915890336037, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.24.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.222483828663826, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.2050427943468094, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.1973692625761032, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.1791888177394867, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.10214241594076157, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.09534160047769547, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.11908745765686035, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.1100350171327591, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.10456285625696182, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.09165122359991074, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.08721153438091278, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.060532402247190475, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.052504800260066986, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.04894523322582245, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.0480823814868927, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.030266162008047104, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.025390880182385445, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.02503761649131775, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.023311931639909744, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.022697430104017258, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.016062716022133827, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.016031473875045776, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.01492777094244957, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.010779662057757378, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.01492777094244957, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.010779662057757378, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.25.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.11711227893829346, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.11033400893211365, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.10708162933588028, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.09741862863302231, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.054756902158260345, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.051992982625961304, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.06280124932527542, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.05823397636413574, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.05559302493929863, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.04990803822875023, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04707923159003258, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03192262351512909, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.02783554419875145, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.026217220351099968, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.025837037712335587, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.015946164727211, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.013431020081043243, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.013256306760013103, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01244134921580553, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.012073452584445477, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.008288977667689323, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.008190982043743134, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.007767331786453724, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0052112708799541, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.013431020081043243, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0052112708799541, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.25.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.08055547624826431, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.0758734941482544, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.07373382151126862, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.0671028196811676, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.03768192604184151, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.03586406633257866, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.04310867190361023, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.03987054154276848, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.03826037421822548, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.034332241863012314, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.03244156390428543, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.021886009722948074, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.0190542284399271, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.018066130578517914, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.017823299393057823, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.010948378592729568, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.009267047047615051, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.009163782931864262, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0085796182975173, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.008351263590157032, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0057283686473965645, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.005651459097862244, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.005420802626758814, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.003637966001406312, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.010948378592729568, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.003637966001406312, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.25.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.23166422545909882, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.2183566689491272, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.21394605934619904, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.19473910331726074, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.10868354886770248, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.1042785719037056, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.12154676020145416, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.11225293576717377, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.11033464968204498, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.09895677864551544, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.09314258396625519, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.061794377863407135, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.053584981709718704, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.051928333938121796, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.05153550207614899, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.030847322195768356, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.026341265067458153, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.02621501311659813, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.024307209998369217, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.0238161813467741, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015813199803233147, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.01538034901022911, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.015176746062934399, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009368489496409893, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.01538034901022911, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009368489496409893, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.25.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.20767341554164886, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.16770505905151367, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.1538815051317215, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.12521834671497345, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.09404487162828445, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.08042839169502258, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11268319189548492, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10385297238826752, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.0985836610198021, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.06998428702354431, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.06382852047681808, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.05790576711297035, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.05078466236591339, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.04633796215057373, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.04524114727973938, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.02945100888609886, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.02571013569831848, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.025405148044228554, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.021401654928922653, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.020458322018384933, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01677958481013775, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.018434803932905197, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.015504586510360241, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.014649519696831703, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.015504586510360241, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.014649519696831703, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.25.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.1789216250181198, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.16899073123931885, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.16579018533229828, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.15123094618320465, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.08363305032253265, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.08044309169054031, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.09288249164819717, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.086070716381073, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.0848589763045311, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07641270756721497, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.07202070206403732, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.047108959406614304, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.04103389009833336, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03993060067296028, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.03967307135462761, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02348307892680168, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.020294075831770897, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.020215919241309166, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.018803922459483147, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.018456635996699333, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.012099687941372395, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.011887388303875923, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.011734404601156712, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007356478367000818, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.012099687941372395, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007356478367000818, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.25.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.24617069959640503, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.2326560616493225, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.2283683717250824, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.20835286378860474, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.11514906585216522, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.11085641384124756, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.12769463658332825, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.11832735687494278, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.11679461598396301, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.10531219840049744, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.09924934059381485, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.06476955115795135, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.056429170072078705, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.05498812347650528, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.054640188813209534, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.032310083508491516, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.027919653803110123, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.02782592363655567, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.02587425895035267, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.02541247569024563, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.0166392233222723, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.01629987359046936, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.016163239255547523, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.010042930021882057, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.010042930021882057, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.010042930021882057, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.25.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.22014087438583374, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.20236295461654663, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.19453833997249603, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.17639634013175964, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.10123558342456818, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.0942842960357666, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.1182175800204277, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.10909690707921982, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.10364370048046112, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.0904705673456192, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.08604792505502701, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.060138050466775894, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.0521882101893425, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.048669397830963135, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.04781537875533104, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.030179522931575775, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.02549784444272518, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.025159969925880432, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.023403795436024666, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.02279675379395485, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.01628745347261429, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.016446970403194427, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.015199335291981697, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.011496626771986485, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.015199335291981697, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.011496626771986485, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.26.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.1216960921883583, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.11467931419610977, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.11133245378732681, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.10128862410783768, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.05696340650320053, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.054114751517772675, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.06531120836734772, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06043633073568344, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.05781976878643036, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.051884736865758896, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04902637377381325, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03329642489552498, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.02896799147129059, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.02729228138923645, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.026900116354227066, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01664833351969719, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.014009473845362663, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.013830441981554031, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.012974000535905361, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.012601673603057861, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.008683900348842144, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.008564318530261517, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.008143954910337925, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005491113755851984, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.014009473845362663, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005491113755851984, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.26.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.08503476530313492, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.08008230477571487, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.07784906774759293, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.07083728909492493, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.03977946937084198, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.037843361496925354, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.04545342177152634, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.04210316762328148, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.04040755331516266, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.036228619515895844, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.034203894436359406, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.023064294829964638, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.020107729360461235, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.019059795886278152, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.01880590058863163, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01152634434401989, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.009774203412234783, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.009669559076428413, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.009052391164004803, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.008805762976408005, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.006006316747516394, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0059516350738704205, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.005678162910044193, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.00382156646810472, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01152634434401989, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.00382156646810472, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.26.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.23440618813037872, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.22087928652763367, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.216312974691391, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.1969064325094223, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.11000489443540573, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.10549292713403702, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.12332232296466827, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.11366152763366699, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.11171026527881622, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.100129634141922, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.09431041777133942, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.06271009892225266, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.05426676198840141, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.05257609114050865, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.05216657370328903, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.031290289014577866, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.026666011661291122, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.026537304744124413, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.024606648832559586, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.024105586111545563, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01603291742503643, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.015579624101519585, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.015367420390248299, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009499787352979183, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.015579624101519585, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009499787352979183, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.26.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.20109416544437408, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.15592877566814423, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.13965627551078796, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.11443118751049042, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.0897146463394165, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.07487533241510391, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11144066601991653, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10175291448831558, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.09575289487838745, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.0644545778632164, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.0597098134458065, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.057425208389759064, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.049395881593227386, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.044036366045475006, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.04267481341958046, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.02902206778526306, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.024143273010849953, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.02378014102578163, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01957952417433262, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01848212070763111, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.016274187713861465, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.017200734466314316, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014644944109022617, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.013238336890935898, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014644944109022617, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.013238336890935898, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.26.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.18105165660381317, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.17092692852020264, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.16772998869419098, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.1529332995414734, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.08475744724273682, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.08148455619812012, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.09413092583417892, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.08722545951604843, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.08596725016832352, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07737185060977936, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.07293436676263809, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.04777111858129501, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.04160074144601822, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.04048147052526474, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.040214911103248596, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02382631041109562, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.020620308816432953, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.02053983323276043, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.01909957453608513, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.018750740215182304, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.01232124213129282, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.01214166171848774, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.011948946863412857, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007618670351803303, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.01232124213129282, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007618670351803303, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.26.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.24373452365398407, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.23022742569446564, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.2260258048772812, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.20628590881824493, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.11410954594612122, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.10983653366565704, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.12652137875556946, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.11728519946336746, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.11576594412326813, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.10430417954921722, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.09820867329835892, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.06421028822660446, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.055937375873327255, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.0545007698237896, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.05416173115372658, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.03202863037586212, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.02767695114016533, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.027577996253967285, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.025629738345742226, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.025171270594000816, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.016481243073940277, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.01615731790661812, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.015996839851140976, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00996523816138506, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00996523816138506, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00996523816138506, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.26.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.22346262633800507, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.20520025491714478, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.1973874866962433, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.17858166992664337, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.10293477773666382, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.09586012363433838, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.11982961744070053, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.11060618609189987, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.10540565848350525, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.09171392023563385, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.08706580847501755, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.061061155050992966, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.05296163260936737, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.04951128736138344, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.04867594689130783, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.030613824725151062, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.02595524676144123, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.025634050369262695, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.023761102929711342, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.02316783368587494, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.016526220366358757, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.016734329983592033, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.015455336309969425, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.011746929958462715, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.015455336309969425, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.011746929958462715, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.27.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.12610173225402832, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.11872150003910065, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.1153741255402565, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.10487272590398788, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.059015173465013504, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.05607493966817856, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.06763038039207458, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.0625976026058197, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.05994169041514397, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.05375870317220688, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.05075566843152046, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03442979231476784, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.02998535893857479, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.02828126959502697, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.027871673926711082, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.017207644879817963, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.014511658810079098, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.014321663416922092, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.013429165817797184, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.013044328428804874, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.008953481912612915, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.008863568305969238, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.008398046717047691, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005669749807566404, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.014511658810079098, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005669749807566404, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.27.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.083047054708004, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.07818379253149033, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.07600490003824234, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.06914640218019485, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.03888734430074692, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.03700442239642143, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.04450013116002083, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.041180647909641266, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.039496686309576035, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.03541816025972366, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.033430129289627075, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.02257634699344635, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.019677871838212013, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.018641889095306396, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.01839442551136017, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.011292679235339165, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.009574553929269314, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.009470582008361816, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.00886582676321268, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.00862828828394413, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0059014661237597466, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.005855976603925228, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.005583368241786957, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.003791001858189702, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.011292679235339165, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.003791001858189702, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.27.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.23884838819503784, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.22503840923309326, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.22045780718326569, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.2005048245191574, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.1121228039264679, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.10754401981830597, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.125559464097023, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.1157744899392128, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.11384866386651993, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.10194525122642517, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.09601347148418427, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.06382984668016434, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.055279675871133804, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.053592320531606674, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.05319291353225708, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.031852107495069504, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.027172595262527466, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.027046753093600273, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.02505687065422535, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.024559075012803078, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.016325274482369423, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.015852859243750572, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.015666380524635315, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0096365911886096, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.015666380524635315, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0096365911886096, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.27.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.20073483884334564, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.15420541167259216, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.1374572515487671, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.1155785471200943, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.09090116620063782, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.07463480532169342, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.10901644825935364, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10109274089336395, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.09629303216934204, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.06485902518033981, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.05934314429759979, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.056142471730709076, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.049111008644104004, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.044356826692819595, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.04317647963762283, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.028263162821531296, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.024071326479315758, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.023760773241519928, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01930811256170273, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.018269948661327362, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015447642654180527, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.016779635101556778, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014009213075041771, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.01271282322704792, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015447642654180527, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.01271282322704792, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.27.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.1855078637599945, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.17505168914794922, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.17170850932598114, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.15661704540252686, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.08691774308681488, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.08355412632226944, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.09657271206378937, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.08948972076177597, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.08820470422506332, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07932444661855698, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.07469264417886734, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.04902157932519913, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.04271050542593002, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.041544925421476364, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.041264038532972336, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.024460161104798317, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.02121805027127266, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.02113756537437439, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.01965820975601673, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.019302962347865105, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.012675886042416096, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.012594054453074932, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.01229286752641201, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008038067258894444, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.012675886042416096, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008038067258894444, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.27.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.2421960085630417, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.22867172956466675, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.22442589700222015, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.20462961494922638, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.1134285256266594, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.10913395136594772, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.125880628824234, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.1166381984949112, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.11508839577436447, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.10357258468866348, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.09758680313825607, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.0639316588640213, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.05563193932175636, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.05418665334582329, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.05383339151740074, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.03186626359820366, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.027518784627318382, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.027419179677963257, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.025477349758148193, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.0250165406614542, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.016399841755628586, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.016087770462036133, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.015910929068922997, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009926809929311275, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009926809929311275, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009926809929311275, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.27.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.227865532040596, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.2083662450313568, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.20020294189453125, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.18052884936332703, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.10487426072359085, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.0974457859992981, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.12222644686698914, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.11272291094064713, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.10751786828041077, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.09294252097606659, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.08805523067712784, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.06229623779654503, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.05400904640555382, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.050496283918619156, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.04964466765522957, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.03124246746301651, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.026580730453133583, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.02626235969364643, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.024263795465230942, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.02364771068096161, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.016874736174941063, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.01728333719074726, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.015753470361232758, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.012283583171665668, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.012283583171665668, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.012283583171665668, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.28.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.12391690164804459, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.11664454638957977, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.11314583569765091, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.10279437154531479, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.05802605301141739, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.05507504567503929, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.06663762778043747, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06175366789102554, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.05894206091761589, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.052780088037252426, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.049844592809677124, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03395958989858627, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.02957061119377613, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.027835316956043243, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.027409927919507027, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01699110120534897, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.014302603900432587, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.014112812466919422, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.013233804143965244, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01284575741738081, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.008867746219038963, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.00878592673689127, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.008310769684612751, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0056715672835707664, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.014302603900432587, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0056715672835707664, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.28.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.08387207984924316, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.07894249260425568, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.07661224156618118, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.06958995014429092, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.03928428143262863, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.03731752187013626, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.045087628066539764, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.04174581915140152, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.03991597890853882, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.03573639318346977, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.033691611140966415, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.02285139448940754, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.01995842158794403, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.018846340477466583, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.018573103472590446, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.011432142928242683, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.009680851362645626, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.009564001113176346, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.008952734991908073, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.00869964249432087, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.005968774668872356, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.005931915249675512, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.005626016762107611, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0038402678910642862, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.011432142928242683, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0038402678910642862, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.28.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.24251951277256012, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.22842203080654144, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.22377200424671173, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.20342431962490082, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.1140831783413887, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.10935617983341217, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.12797904014587402, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.1178298145532608, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.11584209650754929, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.10369586944580078, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.09755586832761765, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.06514567881822586, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.05629140883684158, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.05454976484179497, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.05414057895541191, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.03253200277686119, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.027699308469891548, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.027563340961933136, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.02552502602338791, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.025005368515849113, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.016686130315065384, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.016219105571508408, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.015970055013895035, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009933412075042725, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009933412075042725, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009933412075042725, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.28.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.20342029631137848, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.1654384434223175, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.14803603291511536, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.11700465530157089, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.09165578335523605, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.07584292441606522, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11865940690040588, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10804826766252518, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.09762556850910187, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.07002279162406921, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.062459345906972885, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.06113327667117119, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.05299060791730881, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.045700833201408386, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.04383517801761627, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.031068919226527214, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.02616611309349537, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.025528982281684875, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.022477390244603157, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.02104061469435692, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.017856864258646965, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.019957512617111206, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.01570543833076954, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.01619589701294899, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.01570543833076954, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.01570543833076954, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.28.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.18219728767871857, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.17191985249519348, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.16861070692539215, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.15372096002101898, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.08539921045303345, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.08205290138721466, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.09492222219705582, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.08795970678329468, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.0866561084985733, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.0778934508562088, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.07331419736146927, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.048186056315898895, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.04199770838022232, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.04082466661930084, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.040550775825977325, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02404918521642685, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.020861854776740074, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.020779984071850777, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.019328594207763672, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.018968310207128525, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.01247594878077507, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.012407222762703896, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.012088472954928875, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007932745851576328, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.01247594878077507, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007932745851576328, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.28.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.24234038591384888, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.2287733256816864, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.22448572516441345, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.20468823611736298, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.11353962868452072, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.10922612249851227, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.12606117129325867, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.1168065220117569, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.1152191311120987, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.10367197543382645, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.09756821393966675, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.06402046978473663, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.055757734924554825, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.054281268268823624, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.05392548069357872, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.0319456048309803, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.027649182826280594, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.027554258704185486, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.025611508637666702, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.025149399414658546, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.016483724117279053, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.016282223165035248, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.01597747579216957, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.010235643945634365, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.010235643945634365, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.010235643945634365, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.28.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.22434942424297333, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.20412293076515198, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.19549518823623657, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.17594023048877716, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.10318829864263535, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.09525571018457413, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.12122798711061478, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.11159676313400269, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.10602074861526489, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.09104622900485992, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.08637246489524841, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.06197258457541466, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.05369800701737404, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.049878209829330444, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.04894603043794632, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.031188957393169403, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.02655945159494877, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.026208508759737015, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.024239463731646538, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.02358069270849228, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.017037129029631615, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.017717167735099792, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.01584218256175518, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.013003898784518242, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.013003898784518242, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.013003898784518242, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.29.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.11835798621177673, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.11135594546794891, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.10797374695539474, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.09803956001996994, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.05552852153778076, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.05260949954390526, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.06382699310779572, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.05915748327970505, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.05641666799783707, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.050492554903030396, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04758822172880173, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03252550959587097, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.02836124412715435, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.026621542870998383, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.02620730921626091, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01626628264784813, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.013647164218127728, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.013456840068101883, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.012610642239451408, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.012225404381752014, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.008443259634077549, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.008347121998667717, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.007889376021921635, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005308974534273148, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.013647164218127728, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005308974534273148, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.29.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.0790172889828682, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.07434286922216415, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.07194717973470688, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.06529607623815536, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.0370040126144886, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.035052310675382614, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.04271271079778671, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.039646781980991364, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.03760518878698349, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.03363989293575287, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.03167831152677536, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.021641165018081665, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.01893668808043003, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.01776641234755516, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.01747577264904976, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.010827919468283653, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.009131113067269325, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.009001682512462139, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.008439932018518448, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.008178552612662315, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0056614382192492485, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0056274221278727055, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0053019216284155846, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.003626925637945533, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.010827919468283653, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.003626925637945533, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.29.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.23835872113704681, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.22432555258274078, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.2196163833141327, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.19959115982055664, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.11222933232784271, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.10747624933719635, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.12613627314567566, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.11605508625507355, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.11396416276693344, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.10188423842191696, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.09582698345184326, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.06428000330924988, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.055464427918195724, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.053657133132219315, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.05324779078364372, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.03211599960923195, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.027243711054325104, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.02710273303091526, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.02508455701172352, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.0245615616440773, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01645841635763645, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.015950212255120277, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.015703722834587097, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009750904515385628, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.015703722834587097, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009750904515385628, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.29.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.18727372586727142, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.16387131810188293, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.15497322380542755, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.12898634374141693, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.08637069165706635, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.07766236364841461, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.1030760407447815, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.09422626346349716, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.08945558220148087, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.07078748196363449, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.06285315006971359, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.05280517786741257, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.04619021341204643, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.04266050085425377, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.041792064905166626, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.02685793861746788, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.0239176657050848, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.02361365035176277, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.02114705555140972, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.02033783122897148, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015288847498595715, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.017317960038781166, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014227739535272121, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.014006837271153927, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015288847498595715, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.014006837271153927, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.29.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.1771859973669052, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.1672322005033493, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.16402144730091095, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.14947238564491272, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.08312789350748062, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07986637204885483, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.09250776469707489, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.08561985939741135, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.08433833718299866, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07582428306341171, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.07137572765350342, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.04699982330203056, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.04090912267565727, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03977396711707115, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.039493244141340256, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.023476431146264076, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.020381644368171692, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.020297544077038765, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.01888773962855339, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.018538668751716614, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.012238821014761925, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.012192757800221443, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.011862306855618954, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007906170561909676, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.012238821014761925, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007906170561909676, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.29.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.2361721396446228, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.222926065325737, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.21874582767486572, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.19935186207294464, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.11072702705860138, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.10649087280035019, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.12292664498090744, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.1138497143983841, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.112326480448246, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.10103390365839005, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.09507721662521362, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.06244844198226929, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.05435149744153023, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.05290834605693817, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.05256521701812744, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.03114856593310833, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.026902006939053535, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.026802033185958862, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.0248958058655262, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.024441953748464584, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.016068153083324432, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.01576746068894863, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.015577324666082859, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009801791049540043, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.015577324666082859, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009801791049540043, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.29.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.21404609084129333, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.19369567930698395, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.18488527834415436, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.16597014665603638, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.09835217893123627, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.0904003381729126, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.11645165085792542, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.10691816359758377, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.10124558210372925, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.08628977090120316, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.08181842416524887, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.05966021865606308, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.05160202085971832, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.047766830772161484, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.0468280166387558, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.030183542519807816, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.025792041793465614, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.02544352225959301, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.023527679964900017, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.02288174442946911, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.016950178891420364, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.01764734834432602, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.015785373747348785, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.013374201953411102, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.013374201953411102, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.013374201953411102, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.30.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.12937551736831665, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.12177226692438126, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.11841002106666565, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.10754944384098053, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06067292392253876, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.05773497372865677, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.06918467581272125, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06396093964576721, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06162714585661888, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.05511785298585892, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.05198895186185837, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03520915284752846, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.030609874054789543, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.029064802452921867, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.028696266934275627, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.017598837614059448, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.014873340725898743, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.014715390279889107, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01373289618641138, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.013368198648095131, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.009119887836277485, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.008989323861896992, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.008617028594017029, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005701555870473385, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.014873340725898743, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005701555870473385, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.30.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.08591455221176147, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.08082067221403122, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.07851335406303406, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.07133521139621735, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.04023640230298042, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.03826108202338219, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.045965515077114105, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.042577967047691345, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.04087231308221817, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.03657538816332817, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.034438274800777435, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.02330668456852436, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.020351966843008995, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.019289467483758926, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.019033003598451614, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.011649204418063164, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.009880244731903076, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.009772289544343948, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.009125188924372196, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.008876694366335869, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.006054322235286236, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.006001038942486048, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.005722584202885628, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0038252840749919415, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.011649204418063164, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0038252840749919415, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.30.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.23995977640151978, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.22578579187393188, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.2210741937160492, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.2007548063993454, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.11284162849187851, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.10808144509792328, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.12647852301597595, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.11658251285552979, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.11459553241729736, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.10243495553731918, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.09629848599433899, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.06440664082765579, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.055678609758615494, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.05394716188311577, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.05353103578090668, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.03215556591749191, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.027363669127225876, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.027229269966483116, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.02519497089087963, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.024673430249094963, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01648971252143383, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.01598069630563259, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.015799719840288162, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.00973137840628624, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.00973137840628624, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.00973137840628624, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.30.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.1651650369167328, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.1342492252588272, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.12402789294719696, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.10331612080335617, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.07345990836620331, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06362619251012802, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.08958759903907776, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.08220812678337097, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.0780516192317009, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.058746423572301865, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.052330631762742996, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.04624897241592407, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.04058295488357544, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03673914074897766, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.035785842686891556, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.023797597736120224, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.02123856171965599, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.02099158987402916, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.018755551427602768, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.017978155985474586, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01404780987650156, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.01610717922449112, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.012977402657270432, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.01346233393996954, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01404780987650156, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.012977402657270432, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.30.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.16942647099494934, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.15983544290065765, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.15675169229507446, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.14281056821346283, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.07947830855846405, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07638946175575256, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.08842205256223679, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.0819515809416771, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.08066296577453613, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07250818610191345, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.06830301135778427, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.04494277387857437, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.039154477417469025, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03805455192923546, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.03779206797480583, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02243952453136444, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.019529422745108604, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.019451435655355453, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.018108617514371872, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.017773577943444252, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011699032969772816, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.011743493378162384, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.011336350813508034, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007689066231250763, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011699032969772816, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007689066231250763, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.30.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.23125840723514557, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.2182675302028656, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.2141762524843216, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.1952669769525528, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.10841982066631317, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.10427501052618027, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.12039508670568466, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.11154033243656158, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.11001279205083847, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.09898032248020172, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.0931621566414833, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.061145707964897156, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.053230732679367065, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.05181443691253662, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.0514804981648922, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.030487721785902977, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.026360034942626953, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.026258734986186028, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.0244007371366024, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.023955702781677246, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.015711041167378426, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.015470375306904316, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.015226664952933788, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009639516472816467, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.015470375306904316, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009639516472816467, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.30.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.2042900174856186, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.18264132738113403, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.173386812210083, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.15496449172496796, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.09345612674951553, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.08507256954908371, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.11185283958911896, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.10248202085494995, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.09652432799339294, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.08119433373212814, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.07703693211078644, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.05731586739420891, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.049820464104413986, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.04578239843249321, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.04479430988430977, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.02915024757385254, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.025318235158920288, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.02495238371193409, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.023083677515387535, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.022417215630412102, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.016625795513391495, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.01801920495927334, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.015445269644260406, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.014251437038183212, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.015445269644260406, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.014251437038183212, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.31.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.12498961389064789, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.11757072806358337, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.11411888897418976, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.10369299352169037, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.05865733325481415, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.05570320039987564, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.06729163974523544, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.062232606112957, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.05961126461625099, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.05331149697303772, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.050331324338912964, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03430768847465515, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.029793739318847656, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.028157692402601242, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.02776990458369255, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.017160065472126007, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.014448081143200397, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.014278163202106953, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.013348929584026337, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.012969578616321087, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.008945262059569359, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.00882570818066597, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.008397234603762627, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0056676981039345264, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.014448081143200397, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0056676981039345264, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.31.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.09120989590883255, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.08571916073560715, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.08334136754274368, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.07570764422416687, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.04282834753394127, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.040701013058423996, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.04891110211610794, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.04530714079737663, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.043517690151929855, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.038899194449186325, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.03661465644836426, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.02484341524541378, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.02167563885450363, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.0205351784825325, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.020257288590073586, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.012414616532623768, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.010524291545152664, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.010409371927380562, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.009719287976622581, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.009449712000787258, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.00644838297739625, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.006402818486094475, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.006076210178434849, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004088837653398514, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.012414616532623768, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004088837653398514, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.31.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.23474720120429993, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.22103168070316315, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.21638499200344086, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.19672006368637085, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.110614113509655, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.1059681698679924, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.12432634830474854, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.11446630209684372, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.11238334327936172, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.10049115866422653, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.09460510313510895, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.063400037586689, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.054754920303821564, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.052941080182790756, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.052494458854198456, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.03169545531272888, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.0268722977489233, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.026723342016339302, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.02474883943796158, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.02422519586980343, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.016242515295743942, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.01573784649372101, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.015476325526833534, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009609399363398552, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.015476325526833534, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009609399363398552, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.31.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.1365811675786972, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.11907888948917389, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.11175546050071716, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.08803857117891312, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06345981359481812, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.05689895153045654, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07651535421609879, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.07022394239902496, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06564291566610336, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.050626397132873535, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04408054053783417, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03953816369175911, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.0343695692718029, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.0313362255692482, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.0305863618850708, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.02005818858742714, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.017471984028816223, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.017189539968967438, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015201710164546967, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.014487214386463165, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.011426784098148346, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.012650452554225922, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.010528099723160267, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.010092978365719318, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015201710164546967, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.010092978365719318, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.31.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.16217894852161407, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.15310737490653992, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.15013818442821503, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.13689519464969635, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.07609426230192184, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07313383370637894, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.08461971580982208, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.07840436697006226, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.07720634341239929, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.06947427242994308, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.0654878169298172, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.0430464893579483, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.03750178590416908, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.036460500210523605, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.036209095269441605, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.021497033536434174, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.018773159012198448, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.0186952855437994, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.017428169026970863, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.01711280830204487, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.01124092098325491, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.011383825913071632, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.010895220562815666, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007580744102597237, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.01124092098325491, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007580744102597237, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.31.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.22369465231895447, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.2112814486026764, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.20731714367866516, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.18915067613124847, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.10490438342094421, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.10089465975761414, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.11650917679071426, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.10790827870368958, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.10639837384223938, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.09581512212753296, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.0903138518333435, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.059228356927633286, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.051543738692998886, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.05016998201608658, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.049846138805150986, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.0295844879001379, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.025679653510451317, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.025585459545254707, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.023817608132958412, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.023392485454678535, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.015411365777254105, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.015315168537199497, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.01494517084211111, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009881674312055111, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.015411365777254105, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009881674312055111, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.31.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.1812453269958496, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.16126731038093567, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.1513315737247467, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.13467469811439514, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.08321019262075424, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.07449831068515778, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.10316906124353409, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.09321817755699158, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.08602923899888992, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.07170705497264862, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.06800882518291473, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.0526592843234539, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.045493144541978836, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.0407213419675827, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.03957170993089676, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.026425044983625412, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.022500649094581604, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.022022929042577744, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.020412001758813858, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.019625505432486534, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.014934496954083443, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.01615847647190094, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.01354148332029581, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.012599249370396137, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.014934496954083443, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.012599249370396137, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.32.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.13066314160823822, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.12309180200099945, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.11996905505657196, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.10908365249633789, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06116689369082451, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.05837326496839523, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.06930731981992722, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06408773362636566, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.0621190071105957, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.05569379776716232, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.05251321941614151, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03524253889918327, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.030671188607811928, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.029301995411515236, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.028981484472751617, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.017617249861359596, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.015009372495114803, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.014880073256790638, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.013883974403142929, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.013543556444346905, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.009157211519777775, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.00907337386161089, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.00871044211089611, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005818670615553856, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.015009372495114803, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005818670615553856, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.32.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.09042025357484818, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.08516363054513931, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.08289027214050293, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.07536381483078003, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.0423063188791275, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.040335480123758316, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.04807480052113533, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.04455967992544174, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.04295668005943298, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.03852047771215439, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.03629700839519501, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.024376532062888145, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.021281816065311432, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.020275594666600227, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.02003275230526924, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.012183251790702343, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.010398355312645435, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.01029932126402855, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.009617840871214867, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.009372289292514324, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.006347415503114462, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.006310902535915375, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.006024068221449852, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004067117348313332, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.012183251790702343, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004067117348313332, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.32.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.22582800686359406, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.2127460390329361, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.20849284529685974, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.18961144983768463, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.10604222863912582, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.10170836746692657, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.1186177060008049, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10943197458982468, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.1076740026473999, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.09648425132036209, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.0908406525850296, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.06037314236164093, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.05227971076965332, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.05070559307932854, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.05033314228057861, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.030131885781884193, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.025728421285748482, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.025614269077777863, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.023738505318760872, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.023258671164512634, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015459914691746235, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.015042979270219803, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014838437549769878, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009203559719026089, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015459914691746235, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009203559719026089, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.32.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.14065000414848328, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.12442200630903244, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.11922106146812439, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.09845738112926483, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06492535024881363, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.05971396714448929, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07435264438390732, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.0684577152132988, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06685606390237808, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.053486622869968414, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04670555517077446, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.0384170264005661, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.034007489681243896, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03241634741425514, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03204722702503204, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.019886024296283722, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01867419108748436, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.01858452335000038, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.016740502789616585, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.016303492709994316, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.011854493990540504, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.01389592420309782, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.011408774182200432, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.011774560436606407, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.011854493990540504, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.011408774182200432, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.32.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.16139888763427734, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.15243251621723175, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.14953243732452393, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.13637758791446686, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.0756717100739479, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07274089008569717, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.08419658243656158, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.07795632630586624, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.07678540050983429, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.06912434101104736, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.06519394367933273, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.042837534099817276, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.03727461025118828, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03624347969889641, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.03599710762500763, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02140611782670021, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.01865345612168312, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.01857924461364746, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.0173228420317173, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.017010807991027832, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011230639182031155, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.011293436400592327, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.010895290412008762, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007505284156650305, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011230639182031155, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007505284156650305, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.32.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.221804678440094, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.20955213904380798, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.20564164221286774, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.18770062923431396, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.10389568656682968, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.09997598826885223, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.11539037525653839, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.106845423579216, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.10537640005350113, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.09495562314987183, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.08951520919799805, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.05866969749331474, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.051004018634557724, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.04966496303677559, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.04934721440076828, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02928115800023079, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.025350073352456093, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.025252051651477814, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.023504173383116722, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.023078957572579384, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.015201494097709656, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.014991126023232937, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.014750935137271881, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.0095167625695467, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.015201494097709656, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.0095167625695467, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.32.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.16637419164180756, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.14718015491962433, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.13903361558914185, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.12285365164279938, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.07628262042999268, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.06866933405399323, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.09176822006702423, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.0839536115527153, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.07893993705511093, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.06512949615716934, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.06133388727903366, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.046861760318279266, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.040970172733068466, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.03742050379514694, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.03655785694718361, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.02379327453672886, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.020774591714143753, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.02046436257660389, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.018763305619359016, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.018191052600741386, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.01349193137139082, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.014903314411640167, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.012456964701414108, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.01185793336480856, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.01349193137139082, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.01185793336480856, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.33.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.1363447904586792, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.1283697932958603, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.1252574324607849, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.11385776847600937, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.0637635588645935, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06089361011981964, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07213126868009567, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06668557226657867, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.0647573471069336, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.05801955237984657, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.0546826496720314, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03666294366121292, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03186597302556038, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03054698556661606, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03023434802889824, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.018312659114599228, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.0156266912817955, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.015497015789151192, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.014443069696426392, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.014098387211561203, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.009504453279078007, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.009402699768543243, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.009049898013472557, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006000065244734287, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.0156266912817955, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006000065244734287, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.33.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.0977562740445137, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.09206438064575195, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.08976727724075317, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.08160527050495148, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.04576403275132179, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.04366220533847809, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.05174288898706436, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.04796798527240753, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.04646921530365944, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.041638754308223724, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.039205897599458694, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.026265999302268028, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.022925708442926407, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.021918628364801407, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.02167644165456295, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.013115406036376953, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.011222020722925663, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.01112721860408783, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.010377075523138046, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.010126467794179916, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.006811062339693308, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.006772461347281933, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.006485330406576395, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004336870741099119, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.013115406036376953, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004336870741099119, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.33.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.22676579654216766, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.21347293257713318, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.2091784030199051, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.19000490009784698, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.10633867233991623, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.10197356343269348, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11893218010663986, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10975414514541626, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.10799485445022583, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.09665258973836899, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.09093502163887024, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.06051799654960632, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.05241084098815918, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.050822705030441284, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.05045165866613388, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.030228950083255768, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.02579503320157528, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.02567831054329872, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.023776745423674583, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.023289289325475693, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01551953237503767, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.015086689963936806, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014900614507496357, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009227100759744644, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01551953237503767, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009227100759744644, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.33.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.12192951887845993, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.10531359910964966, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.0982612892985344, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.08218280225992203, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.05652247369289398, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.04983289912343025, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.06881095468997955, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06314893811941147, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.0586969219148159, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.04628605395555496, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04073615372180939, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03543942794203758, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.0311594121158123, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.028086455538868904, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.0273287370800972, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.018009744584560394, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.016024954617023468, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.015748444944620132, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.014259394258260727, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.013651500456035137, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01023933757096529, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.011973526328802109, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.009340259246528149, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009844668209552765, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.014259394258260727, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.009340259246528149, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.33.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.1550050973892212, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.1463538259267807, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.1435481160879135, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.13092869520187378, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.07270994782447815, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.06991629302501678, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.08084505051374435, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.07489440590143204, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.07377436012029648, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.06640680134296417, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.0625622570514679, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.04111713171005249, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.03582950308918953, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03483233228325844, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.03459906950592995, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02053256519138813, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.01793019473552704, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.017861884087324142, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.016652604565024376, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.016352858394384384, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.010742660611867905, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.01086481660604477, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.010413559153676033, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007224960718303919, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.010742660611867905, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007224960718303919, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.33.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.22214455902576447, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.20986856520175934, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.2060091346502304, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.1879040151834488, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.1041068360209465, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.1001204177737236, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.11555520445108414, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.10701130330562592, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.10559021681547165, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.09507434070110321, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.08958756923675537, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.05870519205927849, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.05107562243938446, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.04973326995968819, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.04941745474934578, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.029274193570017815, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.02532089874148369, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.02523243986070156, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.02345874346792698, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.023028673604130745, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.015107066370546818, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.014889933168888092, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.014649968594312668, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009321746416389942, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.015107066370546818, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009321746416389942, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.33.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.16995495557785034, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.1500139683485031, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.14141204953193665, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.12508049607276917, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.07797057181596756, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.0698828250169754, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.09429816156625748, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.08623330295085907, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.08079236000776291, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.06638737767934799, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.06291873008012772, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.04839593172073364, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.042026352137327194, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.03820043429732323, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.037270911037921906, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.024572808295488358, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.021142877638339996, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.020827319473028183, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.019048286601901054, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.018439440056681633, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.013921057805418968, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.01513252779841423, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.012755559757351875, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.011969632469117641, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.013921057805418968, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.011969632469117641, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.34.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.13820421695709229, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.13015152513980865, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.12692472338676453, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.11549995839595795, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06477268785238266, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06184389814734459, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07346957176923752, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06787656247615814, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06579285115003586, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.05899161100387573, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.05561897158622742, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.037391893565654755, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03249765932559967, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03106876090168953, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03072189725935459, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01870587281882763, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.015946414321660995, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.015816010534763336, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.014761248603463173, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.014406629838049412, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.009734898805618286, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.009690770879387856, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.009255069307982922, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006296915002167225, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.014761248603463173, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006296915002167225, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.34.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.09818750619888306, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.09241124987602234, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.0900946781039238, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.08196527510881424, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.04603402316570282, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.0439126119017601, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.05212587118148804, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.04828712344169617, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.04676229506731033, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.041871242225170135, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.03942441940307617, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.026459595188498497, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.02310364507138729, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.022063039243221283, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.021815672516822815, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.013219271786510944, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.011314375326037407, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.011214625090360641, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.010464304126799107, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.010207862593233585, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.006867500487715006, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.00685704592615366, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.006531927734613419, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004424309358000755, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.013219271786510944, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004424309358000755, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.34.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.23182225227355957, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.21837222576141357, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.21408629417419434, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.19482064247131348, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.10898297280073166, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.10458006709814072, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.1219668909907341, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.11240498721599579, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.11067415028810501, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.09916376322507858, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.09336546063423157, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.0621328130364418, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.05371137708425522, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.052110686898231506, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.05172412842512131, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.031032582744956017, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.02645011991262436, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.02633628249168396, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.024406109005212784, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.023922283202409744, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015913601964712143, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.015465795062482357, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.015263277105987072, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009474827907979488, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.015465795062482357, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009474827907979488, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.34.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.12211080640554428, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.103976309299469, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.09778892248868942, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.08077790588140488, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.0549805574119091, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.04916297271847725, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.06531279534101486, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06009906157851219, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.05763738602399826, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.044692765921354294, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.039474330842494965, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03373635560274124, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.030003733932971954, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.027749430388212204, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.02719077840447426, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.017595887184143066, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.016300490126013756, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.016156140714883804, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.014593052677810192, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.014127244241535664, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.010681463405489922, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.012516885064542294, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.010078932158648968, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.01070371549576521, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.014593052677810192, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.010078932158648968, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.34.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.15676411986351013, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.1481490135192871, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.14531025290489197, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.13259349763393402, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.07359406352043152, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07077325135469437, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.08175346255302429, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.07577727735042572, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.07465537637472153, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.06722111254930496, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.06336814165115356, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.04158401116728783, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.03624237701296806, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03525032475590706, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.035013094544410706, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02076183632016182, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.018157290294766426, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.018083877861499786, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.016861649230122566, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.016557777300477028, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.010856406763195992, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.010997341945767403, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.010528807528316975, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007321535609662533, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.010856406763195992, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007321535609662533, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.34.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.22236308455467224, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.21017202734947205, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.2063169926404953, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.18827039003372192, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.10423256456851959, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.10028574615716934, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.11571438610553741, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.10714754462242126, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.10572875291109085, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.09522290527820587, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.08977571874856949, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.05875815078616142, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.051132552325725555, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.049799542874097824, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.04948420077562332, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.029313070699572563, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.02535802684724331, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.025269949808716774, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.023491648957133293, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.023083671927452087, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.015140477567911148, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.014910068362951279, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.014685273170471191, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009335685521364212, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.015140477567911148, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009335685521364212, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.34.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.18972302973270416, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.16744302213191986, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.15740667283535004, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.13929800689220428, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.08686617016792297, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.07781869173049927, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.10554340481758118, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.09652166068553925, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.09008534997701645, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.0739787295460701, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.06998594105243683, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.05397939309477806, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.04688001796603203, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.04257246106863022, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.041510771960020065, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.02728923037648201, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.023550597950816154, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.023162106052041054, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.021214604377746582, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.02050287276506424, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.01535718236118555, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.01686525158584118, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.014065331779420376, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.013285152614116669, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.01535718236118555, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.013285152614116669, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.35.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.1353733241558075, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.127505823969841, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.12443510442972183, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.11320371180772781, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06341862678527832, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06059934198856354, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07169646769762039, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06625186651945114, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06443057954311371, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.05770009011030197, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.05436400696635246, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03644714504480362, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03166778013110161, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.030378518626093864, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.030072083696722984, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.018206210806965828, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.015549784526228905, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.015429988503456116, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.014369859360158443, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.014038892462849617, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.009448093362152576, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.009350338950753212, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.009006577543914318, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005980151705443859, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.015549784526228905, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005980151705443859, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.35.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.09628242254257202, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.09066424518823624, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.08840790390968323, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.08048415184020996, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.04510122165083885, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.04305952042341232, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.051025599241256714, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.04724569991230965, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.04578607156872749, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.04103950038552284, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.03867027908563614, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.025909721851348877, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.02259427309036255, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.021608570590615273, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.021372320130467415, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.012945171445608139, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.011068861931562424, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.010976786725223064, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.010237308219075203, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.00999077595770359, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.006727703381329775, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0066803572699427605, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.00641071330755949, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004280840512365103, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.012945171445608139, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004280840512365103, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.35.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.22631075978279114, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.21313893795013428, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.2088681012392044, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.18982639908790588, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.10622383654117584, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.10191597044467926, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11883518099784851, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10966828465461731, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.10790767520666122, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.09659143537282944, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.09085341542959213, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.060498010367155075, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.052375324070453644, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.05080431327223778, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.05041924864053726, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.030185533687472343, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.025787726044654846, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.025675345212221146, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.023770833387970924, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.02330031432211399, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01550515927374363, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.015083962120115757, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014883805066347122, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009240040555596352, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01550515927374363, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009240040555596352, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.35.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.12322774529457092, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.10384330153465271, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.0972900539636612, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.08182886987924576, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.0558125339448452, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.04911746829748154, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.06704842299222946, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06161750480532646, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.058878012001514435, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.0456852987408638, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04044652357697487, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03471577540040016, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.030444521456956863, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.027714865282177925, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.027050495147705078, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.017775338143110275, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01575329527258873, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.015581266954541206, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.013981563970446587, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.013423039577901363, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.010248074308037758, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.011672652326524258, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.009461847133934498, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009574513882398605, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.015581266954541206, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.009461847133934498, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.35.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.16421088576316833, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.15508709847927094, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.15215587615966797, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.1388646960258484, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.07706917822360992, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07414598017930984, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.08567159622907639, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.07933836430311203, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.07821660488843918, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07042394578456879, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.06638804823160172, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.043577685952186584, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.037977248430252075, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.036948978900909424, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.03670555725693703, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02177591621875763, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.019068783149123192, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.01899660937488079, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.01772100105881691, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.01740577071905136, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011429780162870884, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.0116150863468647, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.011094189248979092, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00780614884570241, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011429780162870884, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00780614884570241, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.35.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.2170141339302063, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.20506185293197632, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.2012941539287567, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.18363824486732483, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.101736880838871, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.09788411855697632, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.11287305504083633, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.10458765923976898, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.10318943858146667, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.09291663020849228, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.08756281435489655, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.057340074330568314, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.04990193620324135, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.04860463738441467, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.04829329624772072, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.028589706867933273, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.02473226562142372, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.024646848440170288, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.022910932078957558, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.022500593215227127, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.014745780266821384, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.014520186930894852, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.014310533180832863, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009063350968062878, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.014745780266821384, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009063350968062878, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.35.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.18262475728988647, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.1611039638519287, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.151882141828537, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.133504256606102, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.08374565094709396, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.07528924942016602, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.10005722939968109, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.09226489067077637, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.08668731898069382, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.07103226333856583, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.06673590838909149, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.0516536720097065, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.04487715661525726, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.041086021810770035, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.04017353802919388, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.026261918246746063, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.022814378142356873, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.022486794739961624, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.020532282069325447, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.019906163215637207, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.014944018796086311, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.0163592416793108, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.013807554729282856, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.013015342876315117, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.014944018796086311, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.013015342876315117, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.36.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.13580887019634247, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.12781821191310883, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.12485983967781067, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.1134415864944458, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06358660012483597, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.060791295021772385, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07177214324474335, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06627049297094345, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06458085030317307, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.057798586785793304, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.054428599774837494, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.036484427750110626, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03169266879558563, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.030459629371762276, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.030162740498781204, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.018221743404865265, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.015602046623826027, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.015496633015573025, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.014411544427275658, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.014084388501942158, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.009467944502830505, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.009395514614880085, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.00904842559248209, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006042794324457645, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.015602046623826027, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006042794324457645, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.36.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.10097619891166687, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.09507361054420471, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.0927487313747406, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.08426643908023834, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.04728080332279205, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.04516661539673805, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.05335817113518715, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.04943200573325157, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.0480211116373539, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.042988989502191544, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.040463291108608246, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.02709483727812767, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.023627961054444313, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.022651467472314835, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.022424306720495224, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.013546557165682316, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01161107886582613, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.011522876098752022, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01073382142931223, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01048216875642538, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.007043603342026472, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0070203691720962524, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.006725486367940903, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004530895035713911, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.013546557165682316, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004530895035713911, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.36.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.22299113869667053, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.2098650187253952, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.20554766058921814, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.18675902485847473, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.10460014641284943, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.10029161721467972, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11689060181379318, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10790986567735672, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.10625868290662766, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.09498860687017441, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.08931265771389008, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.05947299301624298, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.05152888596057892, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.05000603571534157, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.049648504704236984, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.02969314344227314, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.02536960318684578, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.02525235153734684, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.023363124579191208, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.022890353575348854, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01522517018020153, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.014804348349571228, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014636106789112091, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009040860459208488, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01522517018020153, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009040860459208488, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.36.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.11358918249607086, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.10027527064085007, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.09524599462747574, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.08024245500564575, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.052935462445020676, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.048269275575876236, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.0622626394033432, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.057123661041259766, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.054575443267822266, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.043809227645397186, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.038900863379240036, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.0321476049721241, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.028111455962061882, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.026207590475678444, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.025733860209584236, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01635701209306717, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.014758620411157608, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.0146100502461195, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01313978061079979, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.012699461542069912, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.009401556104421616, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.010718551464378834, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.008864219300448895, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008768701925873756, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.014758620411157608, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008768701925873756, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.36.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.16449959576129913, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.15542970597743988, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.15247881412506104, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.13910068571567535, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.07727101445198059, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07429763674736023, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.08583762496709824, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.07952207326889038, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.07838674634695053, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07053923606872559, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.06651095300912857, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.04369006305932999, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.03806488960981369, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.037043314427137375, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.036792755126953125, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.021833883598446846, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.019098691642284393, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.019028540700674057, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.017740309238433838, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.017425265163183212, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011453535407781601, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.011620243079960346, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.011115673929452896, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007799598388373852, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011453535407781601, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007799598388373852, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.36.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.21678292751312256, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.20483019948005676, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.20105986297130585, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.1834411919116974, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.10163131356239319, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.09778180718421936, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.11280377209186554, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.10450558364391327, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.1030898466706276, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.09281478077173233, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.08742723613977432, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.05728042498230934, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.049873992800712585, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.04856928437948227, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.04826006293296814, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.028572162613272667, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.02471994236111641, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.02463570609688759, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.022899799048900604, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.02248683199286461, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.014730537310242653, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.014530166983604431, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.01428845152258873, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009083540178835392, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.014730537310242653, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.009083540178835392, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.36.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.1996133029460907, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.17557252943515778, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.16563664376735687, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.14539268612861633, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.09155672043561935, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.0822078287601471, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.10904282331466675, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.10057684779167175, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.09492271393537521, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.07734037190675735, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.07236562669277191, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.05605727434158325, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.04888587072491646, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.044857706874608994, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.04386745020747185, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.028421631082892418, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.024759039282798767, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.02442077547311783, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.022169888019561768, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.021500181406736374, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.01601235568523407, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.017589014023542404, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.014810795895755291, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.01386635098606348, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.014810795895755291, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.01386635098606348, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.37.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.12971866130828857, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.12194087356328964, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.11911413073539734, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.1082243099808693, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.060767143964767456, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.058042556047439575, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.06859536468982697, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06339102983474731, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06173832342028618, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.05521591007709503, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.05190351977944374, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.034884560853242874, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.030324047431349754, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.029113218188285828, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.02883054129779339, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.017432870343327522, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.014864997938275337, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.014764010906219482, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.013721171766519547, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.0134055120870471, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.009022127836942673, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.008898010477423668, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.008608016185462475, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005641778465360403, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.014864997938275337, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005641778465360403, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.37.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.09809839725494385, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.09233495593070984, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.09006910771131516, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.08187991380691528, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.04599032178521156, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.04388519749045372, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.05197422206401825, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.0481422059237957, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.04670468717813492, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.041809212416410446, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.03931710869073868, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.02638295665383339, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.023020006716251373, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.022029677405953407, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.021793238818645477, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.013181939721107483, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.011259091086685658, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.011171664111316204, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.010393432341516018, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.010144186206161976, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0068257469683885574, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.006762356963008642, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.006499151699244976, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004291169345378876, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.013181939721107483, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004291169345378876, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.37.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.22021013498306274, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.20698463916778564, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.20272506773471832, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.18401777744293213, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.10332076996564865, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.09898259490728378, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11553724110126495, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10671994835138321, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.10491620749235153, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.09371334314346313, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.08799418061971664, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.05880272015929222, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.05097946152091026, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.04938865080475807, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.04900193586945534, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.029372256249189377, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.025051428005099297, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.024938855320215225, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.02305697090923786, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.02257903292775154, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015058554708957672, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.014650026336312294, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.01443780679255724, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008936183527112007, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015058554708957672, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008936183527112007, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.37.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.14275667071342468, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.12829028069972992, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.12358687818050385, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.10522422194480896, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06655019521713257, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06175229698419571, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07644058763980865, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.07038956135511398, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06852563470602036, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.05670519545674324, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04980843514204025, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.0394442193210125, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03446836769580841, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03274797275662422, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03234502673149109, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.0199726652354002, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.018129438161849976, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.01801549643278122, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.016326406970620155, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01588531769812107, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.011294100433588028, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.012765929102897644, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.010784013196825981, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.010268314741551876, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.011294100433588028, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.010268314741551876, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.37.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.16742704808712006, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.15807314217090607, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.15503008663654327, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.1413983851671219, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.07857498526573181, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07553300261497498, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.08733178675174713, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.0809224545955658, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.07971548289060593, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07172264158725739, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.06758399307727814, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.044471777975559235, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.03872724995017052, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.037661343812942505, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.03740635886788368, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.0222187303006649, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.019429948180913925, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.019353866577148438, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.018047617748379707, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.0177213903516531, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.01165915746241808, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.011830445379018784, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.011308277025818825, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007949285209178925, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.01165915746241808, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007949285209178925, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.37.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.21232707798480988, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.20051847398281097, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.1967652589082718, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.1795085072517395, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.09947594255208969, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.09568388015031815, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.11041891574859619, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.10232603549957275, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.10091010481119156, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.09084941446781158, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.0855606198310852, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.0561148039996624, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.04882495105266571, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.047533631324768066, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.04722365364432335, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02797767147421837, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.02420206554234028, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.02411612868309021, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.022416977211833, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.022008143365383148, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.014441488310694695, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.01423149835318327, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.014000405557453632, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008910971693694592, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.014441488310694695, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008910971693694592, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.37.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.19178351759910583, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.16937007009983063, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.16025477647781372, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.1399025171995163, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.08826074004173279, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.07961910963058472, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.10490155965089798, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.09642327576875687, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.09131201356649399, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.07458959519863129, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.06929489970207214, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.05382828041911125, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.04689384251832962, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.043185651302337646, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.04229767993092537, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.0272083543241024, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.02380830980837345, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.02348354458808899, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.021317133679986, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.02067168615758419, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.015229644253849983, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.01684100553393364, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.014096277765929699, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.013236687518656254, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.015229644253849983, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.013236687518656254, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.38.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.13513796031475067, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.12702687084674835, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.12402468919754028, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.11243218928575516, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06321932375431061, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.060413964092731476, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07121390104293823, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06591062247753143, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06424018740653992, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.05738737806677818, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.053876206278800964, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03619075566530228, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.031499654054641724, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.030278904363512993, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.029979240149259567, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.018090659752488136, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.015473184175789356, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.015366786159574986, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.014268780127167702, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.013942153193056583, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.009362238459289074, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.009273464791476727, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.008935871534049511, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005898123607039452, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.015473184175789356, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005898123607039452, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.38.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.09990344196557999, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.09394802153110504, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.09162808954715729, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.08317002654075623, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.046740368008613586, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.044612541794776917, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.052772700786590576, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.04888878017663956, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.047510888427495956, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.042446285486221313, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.03991425037384033, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.026813343167304993, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.02338317595422268, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.02240210771560669, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.022166717797517776, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.013398269191384315, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.011468037962913513, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.01137851644307375, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.010582559742033482, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.010330808348953724, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.006939643062651157, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.006906901951879263, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.006613356061279774, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004420009441673756, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.013398269191384315, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004420009441673756, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.38.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.21730022132396698, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.2040988653898239, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.19975145161151886, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.1809852123260498, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.10182829201221466, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.09743000566959381, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11396782845258713, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10520055890083313, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.10344353318214417, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.09220365434885025, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.08646111190319061, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.05794839188456535, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.05025490000844002, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.04868399724364281, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.04829715937376022, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.028956834226846695, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.024712152779102325, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.02460254170000553, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0227119792252779, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.02223626896739006, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.014854906126856804, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.014475468546152115, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.01424406748265028, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.00887100026011467, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.014854906126856804, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.00887100026011467, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.38.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.14147141575813293, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.1257253885269165, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.11934147775173187, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.10089799761772156, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06564546376466751, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.05987968295812607, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07801913470029831, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.07195369899272919, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06805764883756638, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.05537203699350357, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04922989010810852, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.04036090523004532, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03538607433438301, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03246212378144264, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03174156695604324, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.020496731624007225, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.018213724717497826, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.017971236258745193, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.016386719420552254, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.015759920701384544, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01165014412254095, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.013248088769614697, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.010789494030177593, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.01069923210889101, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01165014412254095, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.01069923210889101, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.38.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.17134982347488403, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.16166532039642334, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.15851916372776031, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.14447332918643951, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.08032196760177612, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07722903788089752, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.08932949602603912, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.08272982388734818, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.08150829374790192, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07328067719936371, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.06902777403593063, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.045485418289899826, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.039595432579517365, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03849991783499718, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.03824693337082863, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.022711388766765594, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.019876286387443542, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.01980060152709484, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.018455833196640015, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.018122730776667595, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.01191427931189537, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.012125900946557522, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.011553681455552578, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00817438680678606, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.01191427931189537, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00817438680678606, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.38.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.21176084876060486, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.19990688562393188, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.19611693918704987, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.178640216588974, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.09918912500143051, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.09537822753190994, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.1102021113038063, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.10207006335258484, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.10064428299665451, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.09046448022127151, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.08515225350856781, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.05596837401390076, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.04870688170194626, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.04739834740757942, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.047084201127290726, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.027921626344323158, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.024149214848876, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.024061135947704315, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.022349491715431213, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.021937411278486252, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.014419649727642536, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.014227581210434437, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.01397304143756628, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008938108570873737, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.014419649727642536, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008938108570873737, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.38.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.19089020788669586, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.16901642084121704, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.1602516621351242, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.13952778279781342, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.08802934736013412, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.07963034510612488, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.10425727814435959, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.09576820582151413, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.09097803384065628, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.0744040459394455, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.0690847858786583, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.05352918803691864, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.04657963290810585, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.04315333813428879, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.04231073334813118, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.02708287723362446, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.023831969127058983, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.023542916402220726, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.021354129537940025, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.020767079666256905, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.015261332504451275, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.01688040979206562, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.014224696904420853, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.013363266363739967, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.015261332504451275, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.013363266363739967, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.39.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.13665543496608734, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.12824736535549164, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.12527038156986237, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.11345140635967255, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06397635489702225, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06107097864151001, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.0719384104013443, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.0665653720498085, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06504200398921967, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.057907041162252426, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.05429200828075409, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03661688417196274, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.031854480504989624, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03065015748143196, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.030359333381056786, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.018298568204045296, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.015694163739681244, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.015592370182275772, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.014443288557231426, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.014118030667304993, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.009504549205303192, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.00943028274923563, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.009091252461075783, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006049781572073698, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.015694163739681244, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006049781572073698, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.39.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.10115034133195877, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.09501440823078156, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.09271042048931122, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.08406101167201996, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.04735800251364708, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.0451829768717289, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.05345253646373749, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.04949832335114479, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.04814193770289421, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.04295065626502037, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04032331705093384, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.027151117101311684, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.02367565408349037, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.022693753242492676, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.02245740033686161, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01356518268585205, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.011618219316005707, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.011530645191669464, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.010708685033023357, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.010455163195729256, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.007032755296677351, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.00699766306206584, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.00670719426125288, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004482132848352194, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01356518268585205, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004482132848352194, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.39.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.2214859277009964, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.20759543776512146, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.20319536328315735, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.18382221460342407, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.10362846404314041, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.09915196150541306, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11593321710824966, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10707993805408478, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.10539668053388596, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.09366976469755173, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.08771165460348129, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.05894966423511505, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.051138218492269516, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.04954490065574646, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.04916493967175484, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.029450830072164536, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.025155266746878624, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.025038674473762512, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.023082083091139793, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.022589977830648422, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015125075355172157, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.01472675334662199, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014515681192278862, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.00902339443564415, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015125075355172157, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.00902339443564415, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.39.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.13396728038787842, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.12220101058483124, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.11782735586166382, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.10395178198814392, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06262712180614471, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.05831049010157585, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07187812775373459, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06638302654027939, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06413295120000839, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.05478697642683983, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04992392659187317, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.037331223487854004, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03264206647872925, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03090047650039196, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.030493255704641342, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.018993187695741653, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.017308516427874565, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.017172034829854965, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01590735837817192, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01552311610430479, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.010926671326160431, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.012429440394043922, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.010443152859807014, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.01015445776283741, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01552311610430479, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.01015445776283741, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.39.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.16950181126594543, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.15978682041168213, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.1566237509250641, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.14273887872695923, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.07942994683980942, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07629802823066711, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.08841989934444427, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.081877700984478, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.08059315383434296, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07240844517946243, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.06818604469299316, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.04499806836247444, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.03919947147369385, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03808683156967163, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.037824638187885284, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.022484343498945236, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.019689245149493217, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.01960856281220913, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.018280496820807457, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.017949463799595833, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011805117130279541, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.012063033878803253, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.011432814411818981, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008182995952665806, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011805117130279541, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008182995952665806, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.39.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.2072824388742447, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.195573627948761, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.19181835651397705, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.17467555403709412, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.09704893827438354, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.09326454997062683, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.10794655233621597, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.09996475279331207, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.09848813712596893, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.08848858624696732, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.08324708789587021, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.054834283888339996, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.04770553857088089, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.0463893786072731, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.0460791289806366, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02734752930700779, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.023642197251319885, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.02355223149061203, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.021866057068109512, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.02145973965525627, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.014125756919384003, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.013948192819952965, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.013673132285475731, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00878872163593769, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.014125756919384003, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00878872163593769, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.39.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.18510642647743225, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.16323329508304596, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.15428559482097626, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.1340547353029251, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.08533832430839539, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.07687702029943466, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.10150011628866196, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.09332230687141418, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.08834231644868851, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.07188603281974792, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.06657716631889343, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.05227552726864815, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.045352205634117126, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.04169410094618797, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.04083087667822838, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.026333220303058624, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.022852962836623192, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.02253156341612339, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.020396707579493523, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.019746575504541397, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.014704186469316483, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.016048206016421318, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.013579599559307098, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.012470182031393051, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.014704186469316483, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.012470182031393051, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.40.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.14211145043373108, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.13343368470668793, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.13036295771598816, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.11803410947322845, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06644336134195328, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06344090402126312, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07478071749210358, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06909704208374023, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06751565635204315, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.06023688241839409, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.056495629251003265, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03803299367427826, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03307446092367172, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03183380514383316, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.031538043171167374, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01901000365614891, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.016323242336511612, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.01621885970234871, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015044800005853176, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.014710018411278725, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.00987762026488781, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.009855596348643303, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.009438387118279934, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006384328939020634, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015044800005853176, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006384328939020634, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.40.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.09598008543252945, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.09015832096338272, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.08787357807159424, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.07970032840967178, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.0448811799287796, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.04277019947767258, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.050887010991573334, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.04706577956676483, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.045583005994558334, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.04073503986001015, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.038292065262794495, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.02590370923280716, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.022552499547600746, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.02154897153377533, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.02130778133869171, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01299062930047512, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.011131221428513527, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.011032245121896267, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.010287662036716938, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.010032964870333672, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.006844243500381708, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0068584950640797615, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.00650397501885891, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004574163816869259, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01299062930047512, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004574163816869259, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.40.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.21578387916088104, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.2024632841348648, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.19810347259044647, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.17921675741672516, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.1009485125541687, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.09655894339084625, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.1129855364561081, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10424645245075226, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.10260515660047531, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.09124824404716492, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.08548540621995926, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.057479213923215866, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.04979068413376808, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.048270393162965775, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.04788653180003166, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.028699349611997604, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.024569110944867134, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.024462711066007614, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.02256796509027481, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.022105706855654716, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.014765245839953423, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.014482893981039524, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014173177070915699, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009020458906888962, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.014765245839953423, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009020458906888962, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.40.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.12917189300060272, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.11497078090906143, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.10849325358867645, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.0939178466796875, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06027437001466751, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.05440252646803856, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07253910601139069, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06699306517839432, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.062222279608249664, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.051356252282857895, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04665914550423622, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.037490297108888626, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03283235803246498, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.029755424708127975, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.029009977355599403, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.0189888384193182, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01667897216975689, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.016394518315792084, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015090773813426495, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.014496111311018467, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.010637574829161167, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.012170262634754181, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0097267497330904, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009791144169867039, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015090773813426495, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0097267497330904, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.40.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.1704580932855606, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.1608090102672577, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.15769988298416138, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.14362169802188873, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.07989504933357239, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07676704227924347, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.08891097456216812, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.08233809471130371, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.08109547197818756, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07284364104270935, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.06860201805830002, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.04523555934429169, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.039391711354255676, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03829390928149223, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.03802309185266495, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02259473316371441, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.019758518785238266, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.019678883254528046, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.018334560096263885, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.018007425591349602, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011848805472254753, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.012044456787407398, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.011478406377136707, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008095556870102882, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011848805472254753, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008095556870102882, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.40.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.20777767896652222, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.19605295360088348, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.1922917664051056, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.1751265525817871, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.09728071093559265, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.0935056284070015, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.10815989971160889, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.10016505420207977, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.0987088531255722, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.08868541568517685, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.0835099071264267, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.05493779480457306, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.04779427498579025, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.04649733006954193, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.0461868979036808, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.027412205934524536, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.023693298920989037, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.023605862632393837, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.021927831694483757, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.021521244198083878, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.014169663190841675, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.013980643823742867, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.013722690753638744, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008799279108643532, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.014169663190841675, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008799279108643532, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.40.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.18923532962799072, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.1666298657655716, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.15732623636722565, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.13650314509868622, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.0872923955321312, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.07836408168077469, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.10406403243541718, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.09568007290363312, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.09035753458738327, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.07332325726747513, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.06779642403125763, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.05350929871201515, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.046447716653347015, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.042617760598659515, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.04167407006025314, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.02696729265153408, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.023227330297231674, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.022897258400917053, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.020644398406147957, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.01997576840221882, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.014971588738262653, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.016195086762309074, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.013828721828758717, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.012470061890780926, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.014971588738262653, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.012470061890780926, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.41.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.14343436062335968, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.13468825817108154, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.13162761926651, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.11929027736186981, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06707549095153809, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06409148126840591, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07536406815052032, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06970763206481934, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06818647682666779, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.06079630181193352, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.05697055160999298, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03831735998392105, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03333473950624466, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03212135285139084, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03183332085609436, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01914551481604576, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.016463039442896843, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.016364211216568947, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0151726258918643, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01484270952641964, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.009933286346495152, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.009903933852910995, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.009515554644167423, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006391381379216909, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0151726258918643, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006391381379216909, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.41.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.10076162219047546, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.09471450746059418, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.09241929650306702, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.08383364975452423, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.04710226505994797, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.04498214274644852, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.05313486233353615, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.04917416721582413, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.04786181449890137, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.04273311048746109, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04016570374369621, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.026961661875247955, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.023506511002779007, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.022565126419067383, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.022343449294567108, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.013479337096214294, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01157720759510994, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.011497166007757187, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.010689763352274895, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.010445905849337578, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.007009585853666067, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.007005686871707439, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.006699852179735899, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004545155446976423, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.013479337096214294, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004545155446976423, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.41.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.22227776050567627, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.20865674316883087, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.20427438616752625, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.18484117090702057, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.10399799793958664, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.09951663017272949, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11643244326114655, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10746186971664429, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.10569948703050613, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.09411626309156418, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.08815304189920425, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.05922635272145271, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.05133175849914551, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.049713876098394394, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.04932154342532158, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.029567906633019447, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.025279060006141663, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.025157209485769272, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.023231055587530136, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.022733714431524277, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015212208032608032, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.014856662601232529, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014598200097680092, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009191249497234821, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015212208032608032, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009191249497234821, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.41.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.15385636687278748, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.13830064237117767, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.13229595124721527, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.11609714478254318, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.0712888315320015, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06610259413719177, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.08405029028654099, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.07721392065286636, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.07383258640766144, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.0613195076584816, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.05736870691180229, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.04325537011027336, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.037596262991428375, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.034898918122053146, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03425336629152298, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.021826298907399178, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01914236694574356, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.01893649436533451, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01729600876569748, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01673102006316185, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.012144742533564568, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.013419835828244686, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.011324827559292316, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.010506399907171726, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.012144742533564568, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.010506399907171726, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.41.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.17326152324676514, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.16353970766067505, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.16038089990615845, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.1461070477962494, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.0812973827123642, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07811970263719559, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.09039591252803802, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.08374784886837006, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.08248638361692429, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07415750622749329, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.06985259056091309, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.04602091759443283, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.040075626224279404, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.038960620760917664, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.038699667900800705, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.022987164556980133, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.020097967237234116, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.020022714510560036, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.018653597682714462, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.01831878535449505, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.012053947895765305, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.01223346870392561, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.011687209829688072, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008214760571718216, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.012053947895765305, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008214760571718216, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.41.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.20906244218349457, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.19728882610797882, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.19354376196861267, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.17636896669864655, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.09790794551372528, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.09412001073360443, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.1088189110159874, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.10078254342079163, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.09935665130615234, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.08933085203170776, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.08409467339515686, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.055268190801143646, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.04810234159231186, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.04680731147527695, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.04650586470961571, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.0275838915258646, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.023854097351431847, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.023763995617628098, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.02208220213651657, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.02167903631925583, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.01425276417285204, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.01406827848404646, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.013810759410262108, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008862324990332127, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.01425276417285204, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008862324990332127, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.41.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.18348246812820435, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.1613483726978302, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.15135978162288666, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.1311514675617218, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.08467467874288559, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.07549318671226501, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.10298547148704529, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.0940859317779541, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.08766122162342072, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.07085001468658447, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.0656893327832222, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.05261857062578201, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.045517437160015106, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.04119781032204628, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.04014464467763901, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.026495058089494705, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.022255491465330124, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.021837597712874413, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.019658656790852547, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.018888572230935097, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.014623343013226986, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.015370075590908527, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.013301023282110691, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.011495562270283699, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.014623343013226986, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.011495562270283699, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.42.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.14815351366996765, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.13918110728263855, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.13607418537139893, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.12338665127754211, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.0691986232995987, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06619258970022202, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07760374248027802, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.071794293820858, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.0702880248427391, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.06274113804101944, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.05891422554850578, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.039418671280145645, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03435177356004715, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03315068036317825, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03286433592438698, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01970568485558033, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01700095273554325, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.016904624179005623, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015686484053730965, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.015351803041994572, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.010232755914330482, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.010244246572256088, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.009819047525525093, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006645911373198032, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015686484053730965, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006645911373198032, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.42.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.10794534534215927, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.10143021494150162, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.09902313351631165, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.08978591859340668, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.05032586678862572, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.04810735210776329, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.056626178324222565, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.052450068295001984, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.051132142543792725, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.04568229988217354, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.042906612157821655, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.02875623106956482, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.02506246604025364, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.024111198261380196, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.023885512724518776, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01436291541904211, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.012373670935630798, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.012292014434933662, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.011424767784774303, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.011172004044055939, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.007468188181519508, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.007486454676836729, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.007151441182941198, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004870889242738485, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01436291541904211, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004870889242738485, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.42.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.22512981295585632, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.21172000467777252, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.20731070637702942, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.1881706416606903, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.10547475516796112, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.10103047639131546, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11783428490161896, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10888161510229111, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.10712134093046188, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.09568769484758377, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.08984583616256714, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.059913523495197296, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.05199385806918144, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.05039938911795616, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.050014693289995193, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.029914461076259613, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.025604015216231346, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.025484491139650345, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.023571593686938286, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.023092130199074745, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01537726353853941, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.01502550020813942, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014783347956836224, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009253349155187607, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01537726353853941, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009253349155187607, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.42.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.12942099571228027, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.11825472861528397, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.1127517819404602, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.09865844994783401, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.060858190059661865, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.056002337485551834, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07309483736753464, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06691276282072067, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.062319234013557434, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.05328025668859482, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.048297103494405746, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03766951709985733, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03267104923725128, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.029829228296875954, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.02915731817483902, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.019054610282182693, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01640971191227436, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.01612197980284691, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015002982690930367, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.014442016370594501, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.010637998580932617, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.011608699336647987, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.009796641767024994, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009074104949831963, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015002982690930367, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009074104949831963, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.42.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.17419521510601044, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.16440078616142273, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.1613367795944214, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.14715082943439484, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.08168631792068481, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07852610945701599, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.09083034843206406, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.08410866558551788, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.08289981633424759, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07460848987102509, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.07030804455280304, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.0461655929684639, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.040223658084869385, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03911619260907173, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.03885781019926071, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02306089922785759, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.020120518282055855, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.020040757954120636, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.018672822043299675, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.018334178254008293, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.01204364001750946, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.012148255482316017, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.011677538976073265, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008034545928239822, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.01204364001750946, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008034545928239822, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.42.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.20725774765014648, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.19570006430149078, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.19208931922912598, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.1751650720834732, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.09713670611381531, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.09341011196374893, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.10793855786323547, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.09994947910308838, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.09854475408792496, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.08865932375192642, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.08352192491292953, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.05482492223381996, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.04769741743803024, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.046433329582214355, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.046135466545820236, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.0273548923432827, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.02367771416902542, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.02358933910727501, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.021933138370513916, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.021536512300372124, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.014154566451907158, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.013978042639791965, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.013724129647016525, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008833563886582851, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.014154566451907158, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008833563886582851, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.42.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.18920353055000305, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.165818989276886, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.15516924858093262, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.13411341607570648, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.08687563985586166, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.07721873372793198, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.1060553565621376, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.09717250615358353, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.09018857032060623, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.07270637899637222, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.06728436797857285, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.05426669120788574, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.047023843973875046, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.04239262640476227, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.0412435345351696, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.027341054752469063, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.023089593276381493, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.022653482854366302, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.02046472579240799, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.019665099680423737, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.015110170468688011, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.01619061827659607, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.013681924901902676, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.01233789324760437, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.015110170468688011, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.01233789324760437, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.43.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.14588409662246704, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.1373448371887207, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.13437379896640778, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.12213405966758728, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.0683753490447998, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06546974927186966, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07671983540058136, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.07091745734214783, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06943263858556747, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.06215376406908035, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.0584702230989933, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03901602327823639, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.033940061926841736, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.032775044441223145, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03249519690871239, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01950918510556221, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.016839822754263878, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.016745980829000473, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015575449913740158, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.015246963128447533, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0101598110049963, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.010190184228122234, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.00975324958562851, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006683176849037409, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015575449913740158, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006683176849037409, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.43.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.10548020154237747, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.09930252283811569, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.09704127907752991, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.08826305717229843, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.04935481399297714, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.0472274124622345, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.055499251931905746, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.051443107426166534, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.05012670159339905, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.044928062707185745, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04227209836244583, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.0281769298017025, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.02458445355296135, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.023662110790610313, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.023440983146429062, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01408672146499157, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01214335486292839, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.012064943090081215, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0112351905554533, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.010989618487656116, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.007330688647925854, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0073426514863967896, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.007022933568805456, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004778827074915171, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01408672146499157, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004778827074915171, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.43.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.2289039045572281, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.2155102789402008, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.21126188337802887, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.19208981096744537, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.10732240974903107, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.1029077097773552, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11986755579710007, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.11073935776948929, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.1090095266699791, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.09758611768484116, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.09173525124788284, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.06092347949743271, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.052897579967975616, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.051312509924173355, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.05093465372920036, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.03043116256594658, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.026065129786729813, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.025944767519831657, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.024035712704062462, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.02356034703552723, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015631122514605522, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.01528309565037489, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.015034351497888565, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009409861639142036, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015631122514605522, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009409861639142036, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.43.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.14155758917331696, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.12747734785079956, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.12324129790067673, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.10738132148981094, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06608926504850388, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06141568720340729, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07516369223594666, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.0691981166601181, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06802664697170258, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.05693911761045456, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.05124523118138313, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03889781981706619, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03372146934270859, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.0323135107755661, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03197699412703514, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.019624367356300354, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01754751056432724, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.01747458055615425, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01582220569252968, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.015418888069689274, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.010920719243586063, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.01195050310343504, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.010491673834621906, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009319650940597057, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.015418888069689274, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009319650940597057, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.43.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.16679170727729797, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.1576225757598877, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.15467794239521027, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.14120471477508545, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.07821754366159439, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.0752236470580101, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.08689418435096741, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.0805150493979454, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.07934294641017914, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07148400694131851, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.06741609424352646, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.044180188328027725, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.03849591314792633, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.037457216531038284, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.03721662610769272, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.022058775648474693, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.019262054935097694, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.01918460614979267, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.017889387905597687, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.017570070922374725, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011512557975947857, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.011625603772699833, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.011166276410222054, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007690371945500374, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011512557975947857, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007690371945500374, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.43.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.19805629551410675, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.1871107816696167, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.1836424022912979, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.16767016053199768, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.09277304261922836, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.08926256000995636, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.1030116155743599, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.09542015194892883, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.09410706907510757, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.08476490527391434, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.07994291186332703, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.052322689443826675, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.045547351241111755, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.044349733740091324, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.04406159743666649, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02610243484377861, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.022637078538537025, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.02255520410835743, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.020993277430534363, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.020621102303266525, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.013505128212273121, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.0134150180965662, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.013092556968331337, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008544869720935822, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.013505128212273121, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008544869720935822, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.43.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.1913279891014099, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.1664404422044754, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.15538564324378967, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.1341967135667801, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.08756838738918304, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.07747302204370499, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.10711706429719925, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.09786966443061829, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.09107521921396255, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.0726366639137268, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.06714840978384018, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.054579466581344604, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.04713282734155655, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.04252474755048752, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.041380416601896286, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.027521887794137, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.022845981642603874, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.02242235653102398, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.020033609122037888, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.019209235906600952, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.01511747483164072, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.01566784456372261, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.013678980991244316, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.011570106260478497, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.01511747483164072, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.011570106260478497, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.44.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.1483941376209259, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.1400263011455536, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.13709227740764618, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.12493618577718735, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06953835487365723, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06669609993696213, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07795003056526184, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.0720103308558464, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.07056250423192978, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.06341531872749329, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.05979647487401962, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03960798680782318, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.034434735774993896, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.0332922488451004, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03302831947803497, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.019805235788226128, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.017036572098731995, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.01693933829665184, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01577874645590782, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.015459775924682617, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.010278865694999695, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.010193917900323868, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.009878193959593773, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006544884759932756, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.015459775924682617, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006544884759932756, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.44.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.1040634959936142, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.0981786772608757, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.09589631110429764, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.08744487911462784, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.04868392273783684, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.0466194748878479, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.054730430245399475, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.0506923533976078, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.049425940960645676, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.044397007673978806, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04186349734663963, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.02777458354830742, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.024218618869781494, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.023324308916926384, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.023115193471312523, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.013883511535823345, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.011950796470046043, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.011872555129230022, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.011071886867284775, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01082516647875309, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.007209853269159794, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.007199126295745373, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.006910025607794523, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004646206274628639, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.013883511535823345, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004646206274628639, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.44.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.2241160273551941, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.21140755712985992, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.20712639391422272, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.18865129351615906, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.10497573018074036, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.10075502842664719, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11723906546831131, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10835183411836624, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.10655470937490463, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.09565440565347672, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.09016045928001404, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.059629738330841064, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.051744185388088226, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.05017436295747757, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.04978864639997482, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.02977238968014717, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.025503048673272133, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.025386957451701164, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.02356545813381672, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.023100826889276505, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01531036477535963, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.014974396675825119, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014725033193826675, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009247013367712498, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01531036477535963, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009247013367712498, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.44.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.14986906945705414, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.13319842517375946, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.12732365727424622, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.11128126084804535, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06914694607257843, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.0629916787147522, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.08112212270498276, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.07438701391220093, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.07179547846317291, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.05904453247785568, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.054695166647434235, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.0417112372815609, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03621866554021835, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.033811479806900024, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03323426470160484, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.020994452759623528, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.018449654802680016, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.01829109713435173, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.016555504873394966, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01601489819586277, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01159609854221344, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.01279651839286089, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.010865426622331142, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009942839853465557, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01159609854221344, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009942839853465557, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.44.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.16745038330554962, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.15836837887763977, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.15548965334892273, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.14215482771396637, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.07843460887670517, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07551118731498718, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.08707569539546967, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.08068472146987915, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.07953867316246033, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07182207703590393, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.06783999502658844, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.044238947331905365, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.03855317831039429, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03753109648823738, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.037289876490831375, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.022092558443546295, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.01926483027637005, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.019192688167095184, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.017911875620484352, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.0175991989672184, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011503612622618675, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.011573497205972672, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.011162587441504002, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00758578022941947, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011503612622618675, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00758578022941947, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.44.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.19166961312294006, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.1812780350446701, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.1780780404806137, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.1627572625875473, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.08970361202955246, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.08639789372682571, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.09953345358371735, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.0922122672200203, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.0909874439239502, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.08213473111391068, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.0776122510433197, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.0505809411406517, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.044020578265190125, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.042881112545728683, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.04261057823896408, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.025233833119273186, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.021902797743678093, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.0218206699937582, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.02034597098827362, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.019987020641565323, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.013082328252494335, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.012991673313081264, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.012704013846814632, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008296911604702473, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.013082328252494335, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008296911604702473, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.44.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.19127361476421356, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.16581779718399048, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.15427179634571075, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.1322256326675415, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.08727036416530609, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.07677475363016129, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.10750272870063782, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.09829762578010559, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.09094075113534927, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.07198987901210785, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.06645546853542328, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.05476798117160797, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.047217994928359985, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.042260073125362396, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.041022662073373795, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.027543578296899796, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.022484606131911278, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.0220075361430645, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.019551824778318405, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.01865016296505928, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.014994814060628414, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.015218786895275116, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.013423902913928032, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.010897194035351276, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.014994814060628414, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.010897194035351276, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.45.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.14472560584545135, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.13681434094905853, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.13396713137626648, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.1223180964589119, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06777169555425644, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06505337357521057, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07601802796125412, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.0702529177069664, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06877536326646805, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.06197897717356682, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.058547090739011765, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03862442076206207, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03358609974384308, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03245329484343529, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03218568116426468, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.019288979470729828, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01660965383052826, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.016515273600816727, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015414840541779995, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.015105633065104485, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.010027332231402397, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.009952539578080177, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.0096384696662426, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006402342114597559, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015414840541779995, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006402342114597559, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.45.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.10486963391304016, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.09902991354465485, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.09690806269645691, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.08852189034223557, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.04910216107964516, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.047078706324100494, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.05511143431067467, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.05103325843811035, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.049807917326688766, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.04486469924449921, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04239319637417793, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.027958396822214127, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.024380624294281006, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.023510560393333435, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.023301906883716583, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.013966642320156097, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01204674132168293, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.011965825222432613, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.011170879937708378, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01093513984233141, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0072580259293317795, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.007237683515995741, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.006967973429709673, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004667140543460846, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.013966642320156097, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004667140543460846, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.45.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.214939147233963, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.20290319621562958, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.19899284839630127, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.1816534548997879, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.10065958648920059, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.09668855369091034, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11245653033256531, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10387732088565826, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.10217782855033875, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.0919380709528923, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.08685910701751709, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.05720901116728783, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.04961763322353363, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.04811805114150047, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.04774373024702072, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.028544800356030464, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.024435177445411682, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.024322370067238808, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.02262895368039608, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.022182835265994072, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.014678488485515118, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.014338462613523006, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014125939458608627, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008832878433167934, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.014678488485515118, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008832878433167934, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.45.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.13714757561683655, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.11967220157384872, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.11427488178014755, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.09585805237293243, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06382147967815399, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.058212265372276306, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.073379747569561, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06717965751886368, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06582940369844437, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.051630981266498566, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.0461273267865181, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.0379239022731781, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.0327136293053627, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.031182771548628807, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03082108125090599, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.019126957282423973, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01693948544561863, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.016852041706442833, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.014660827815532684, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01425221934914589, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.010725860483944416, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.011537585407495499, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.010260875336825848, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.00896778516471386, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.014660827815532684, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.00896778516471386, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.45.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.16638502478599548, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.1575901210308075, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.1548198014497757, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.14183905720710754, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.07791803777217865, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07507509738206863, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.08635873347520828, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.08005423098802567, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.07900260388851166, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07146896421909332, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.0676187053322792, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.04385525360703468, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.03822460398077965, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03725237399339676, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.03702327609062195, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02188648283481598, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.019069543108344078, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.018999140709638596, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.017749423161149025, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.017445871606469154, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011349263601005077, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.01137294340878725, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.011027561500668526, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007352490443736315, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011349263601005077, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007352490443736315, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.45.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.18876512348651886, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.1788073033094406, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.17569540441036224, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.1609513759613037, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.08833149820566177, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.08514073491096497, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.09787358343601227, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.09071191400289536, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.08952135592699051, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.0810384452342987, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.07673309743404388, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.0497269369661808, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.04329155012965202, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.042213618755340576, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.041956376284360886, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.024808304384350777, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.02154633402824402, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.021474428474903107, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.020050521939992905, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.01970943622291088, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.012861477211117744, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.012763801030814648, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.012504354119300842, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00813787430524826, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.012861477211117744, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00813787430524826, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.45.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.19058088958263397, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.16352687776088715, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.15166065096855164, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.1296055018901825, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.08649051934480667, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.0754520446062088, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.10616065561771393, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.09760189056396484, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.09040240943431854, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.07063347846269608, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.0651223361492157, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.054257914423942566, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.04686558619141579, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.04178154841065407, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.04052463173866272, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.027297938242554665, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.022086219862103462, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.021629387512803078, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.01902538537979126, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.018117554485797882, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.014798996038734913, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.01480806339532137, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.01321410946547985, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.010428668931126595, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.014798996038734913, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.010428668931126595, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.46.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.1438603699207306, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.13613836467266083, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.13336540758609772, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.12200571596622467, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06726223230361938, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06466342508792877, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07547488063573837, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.06965864449739456, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06821738928556442, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.0616525262594223, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.05847392976284027, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03832973167300224, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.033275097608566284, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.032191380858421326, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03193512558937073, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.019154638051986694, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01645761914551258, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.016364116221666336, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01529668364673853, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.015002896077930927, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.009953855536878109, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.009827585890889168, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.009581531397998333, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006301827263087034, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01529668364673853, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006301827263087034, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.46.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.10496698319911957, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.09930343180894852, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.09717896580696106, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.0888967216014862, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.04910160228610039, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.047139354050159454, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.05510171875357628, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.05101162567734718, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.04979505017399788, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.04498030245304108, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04261026531457901, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.02797839604318142, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.02436903677880764, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.023504525423049927, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.023306693881750107, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.013983706012368202, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.012051472440361977, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.011970994994044304, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.011208691634237766, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01097555086016655, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.007284671068191528, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.007254346739500761, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.006995087955147028, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004690360743552446, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.013983706012368202, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004690360743552446, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.46.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.21214160323143005, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.20045606791973114, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.19657166302204132, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.17940331995487213, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.09908788651227951, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.0952364057302475, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11055775731801987, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10225200653076172, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.10054374486207962, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.09060672670602798, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.08564936369657516, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.05614849925041199, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.04880119115114212, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.04732964187860489, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.046992477029561996, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.028028016909956932, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.024098355323076248, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.023975247517228127, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.022349348291754723, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.02191835641860962, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01444228645414114, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.014208153821527958, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.013911614194512367, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008871190249919891, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.01444228645414114, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008871190249919891, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.46.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.14191362261772156, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.11888381093740463, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.11046545952558517, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.09095221012830734, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.064940445125103, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.05650896951556206, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07880111783742905, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.07209674268960953, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06802938133478165, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.05077126994729042, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04551953449845314, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.040641892701387405, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.035198941826820374, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03194231167435646, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.031143711879849434, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.020548533648252487, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.017708800733089447, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.017448142170906067, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015151015482842922, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.014437316916882992, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.011517144739627838, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.012715809978544712, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.010563072748482227, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.010037511587142944, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015151015482842922, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.010037511587142944, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.46.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.172623872756958, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.16367755830287933, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.1608019918203354, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.14747340977191925, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.08086956292390823, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07798322290182114, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.0896688848733902, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.08304280787706375, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.08197301626205444, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07424873858690262, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.07035995274782181, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.04558343067765236, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.03966951742768288, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03867177665233612, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.03844054415822029, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.022765325382351875, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.019791962578892708, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.019724026322364807, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.018433229997754097, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.018122771754860878, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011890514753758907, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.011795721016824245, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.011565175838768482, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007624348625540733, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011890514753758907, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007624348625540733, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.46.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.19029702246189117, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.18038815259933472, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.17727333307266235, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.16252760589122772, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.08904582262039185, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.08587852120399475, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.09877307713031769, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.09141702950000763, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.0902751237154007, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.0817544162273407, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.07747109234333038, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.0501568540930748, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.04362859949469566, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.04256277531385422, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.04230835661292076, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.02507110685110092, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.021733209490776062, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.021661266684532166, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.020234793424606323, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.0198947973549366, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.01310456357896328, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.012872806750237942, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.012753020972013474, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008226750418543816, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.01310456357896328, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008226750418543816, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.46.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.1922026425600052, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.16493543982505798, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.15305441617965698, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.13083593547344208, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.08723441511392593, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.07609874755144119, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.10681421309709549, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.0982835441827774, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.09122581779956818, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.07130631804466248, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.06568165123462677, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.05458424240350723, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.0472949780523777, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.04212874546647072, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.04085399582982063, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.027445752173662186, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.02229088544845581, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.021800488233566284, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.019214292988181114, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.01825709454715252, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.01480157021433115, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.014964408241212368, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.013158360496163368, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.010487556457519531, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.01480157021433115, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.010487556457519531, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.47.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.1449173241853714, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.13718709349632263, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.13425485789775848, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.1229298859834671, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06771432608366013, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06505674868822098, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.0761590301990509, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.07023603469133377, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06866391748189926, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.062044769525527954, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.05887269228696823, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03867338225245476, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03353317454457283, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03237861394882202, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.032108746469020844, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.019321640953421593, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.016547780483961105, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.016446564346551895, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01538831926882267, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01508056465536356, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.010048357769846916, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.009886680170893669, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.009645005688071251, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006306060124188662, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01538831926882267, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006306060124188662, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.47.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.10433316230773926, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.0986643061041832, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.09658993780612946, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.08835075050592422, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.04877721145749092, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.04681609198451042, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.054836004972457886, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.05069119855761528, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.04948980733752251, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.04468107968568802, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.042308930307626724, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.02784149907529354, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.02422550693154335, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.023361902683973312, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.023151297122240067, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.013910969719290733, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01196357887238264, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.011882733553647995, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.011117657646536827, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.010889681056141853, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.007244994398206472, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0071907853707671165, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.006950776092708111, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0046332404017448425, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.013910969719290733, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0046332404017448425, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.47.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.21650685369968414, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.20448444783687592, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.20051339268684387, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.18311800062656403, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.10104264318943024, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.09712381660938263, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.1127210184931755, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10421803593635559, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.1025327816605568, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.09240653365850449, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.0873163565993309, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.05720137804746628, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.049727845937013626, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.04823659360408783, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.047883290797472, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.02852705493569374, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.024490028619766235, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.024373533204197884, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.02269676886498928, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.0222553052008152, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.014662659727036953, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.014353726990520954, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014138594269752502, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008838269859552383, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.014662659727036953, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008838269859552383, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.47.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.13744677603244781, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.11310076713562012, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.10355672985315323, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.09014088660478592, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06243585795164108, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.05306771397590637, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.0767221748828888, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.07027563452720642, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06607095152139664, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.04997491464018822, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.045859500765800476, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03950152173638344, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03433609381318092, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03079064004123211, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.029904142022132874, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.019918255507946014, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.017089232802391052, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.016834737733006477, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.014827100560069084, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.014110354706645012, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.011110731400549412, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.012363472953438759, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.010030385106801987, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0097710732370615, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.014827100560069084, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0097710732370615, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.47.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.1732393205165863, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.16436797380447388, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.16154849529266357, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.14821606874465942, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.08111589401960373, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07824286073446274, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.0899946317076683, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.08326894044876099, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.08220182359218597, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07454157620668411, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.07070361077785492, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.045776866376399994, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.03976311907172203, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03877682983875275, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.0385478213429451, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.022859467193484306, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.019814908504486084, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.019746702164411545, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.018461424857378006, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.018151916563510895, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011961257085204124, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.011751665733754635, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.01163905393332243, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007538558449596167, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011961257085204124, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007538558449596167, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.47.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.18992890417575836, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.18016232550144196, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.17709989845752716, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.16245366632938385, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.08878065645694733, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.08563975989818573, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.09828223288059235, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.09108790755271912, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.08996833115816116, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.08156843483448029, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.07730531692504883, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.049875665456056595, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.04343811050057411, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.04238993674516678, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.04213874787092209, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.024859173223376274, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.021545331925153732, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.02147560752928257, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.02005825564265251, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.019719794392585754, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.012810084037482738, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.012615560553967953, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.012459949590265751, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007854850962758064, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.012810084037482738, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007854850962758064, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.47.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.1821647435426712, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.15476830303668976, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.14206282794475555, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.12121996283531189, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.0822894424200058, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.07069461792707443, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.10321134328842163, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.09447218477725983, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.08634887635707855, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.06687527894973755, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.06202619895339012, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.05284059792757034, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.04557114094495773, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.03986327722668648, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.03845668584108353, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.026653293520212173, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.021294327452778816, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.020717449486255646, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.018360547721385956, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.01730435900390148, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.01466512680053711, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.014661824330687523, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.01289884652942419, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.01044138241559267, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.01466512680053711, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.01044138241559267, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.48.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.1438339799642563, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.13619841635227203, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.1333598792552948, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.12220082432031631, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06726393848657608, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06461699306964874, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.0756472572684288, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.0697534829378128, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06821218132972717, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.06168364733457565, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.058538082987070084, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03841148689389229, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03332621604204178, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03216985613107681, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.031898800283670425, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.01919754594564438, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.016439881175756454, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.01633359119296074, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015289674513041973, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.014982243999838829, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.009967926889657974, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.009810457937419415, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.009560693055391312, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006238728761672974, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015289674513041973, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006238728761672974, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.48.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.10800100862979889, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.10223037004470825, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.10006308555603027, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.0916067436337471, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.050522759556770325, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.04849889874458313, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.05679774284362793, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.05248430743813515, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.05122176557779312, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.046301037073135376, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.043898552656173706, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.02882322296500206, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.025073476135730743, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.02418186515569687, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.023962581530213356, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.014417638070881367, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01237894780933857, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.012306291610002518, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01151778269559145, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.011283459141850471, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.007518182508647442, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.00744560407474637, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.007222666405141354, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004792781081050634, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.014417638070881367, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.004792781081050634, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.48.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.2177596390247345, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.20586517453193665, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.20190833508968353, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.18468859791755676, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.10164594650268555, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.09775504469871521, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11323285102844238, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10478409379720688, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.10307211428880692, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.0930560827255249, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.08800652623176575, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.05741673335433006, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.049947429448366165, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.048509787768125534, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.04815710335969925, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.02864420786499977, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.024586230516433716, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.0244764257222414, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.0227994192391634, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.022370871156454086, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.014697263017296791, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.014333024621009827, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014179843477904797, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008717408403754234, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.014697263017296791, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008717408403754234, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.48.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.11634892970323563, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.09423700720071793, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.08652916550636292, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.0736595019698143, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.05253341421484947, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.045208949595689774, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.06368858367204666, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.05838804319500923, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.05549659579992294, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.040410030633211136, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.037044957280159, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03263949602842331, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.028598980978131294, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.025942767038941383, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.02531168982386589, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.016544386744499207, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.014524254016578197, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.014345689676702023, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.012379111722111702, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.01184628251940012, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.009360318072140217, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.010578100569546223, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.00859854370355606, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008489369414746761, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.014524254016578197, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008489369414746761, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.48.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.17495721578598022, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.1659897267818451, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.1631099134683609, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.14969223737716675, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.08192821592092514, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07903024554252625, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.09083330631256104, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.08410520106554031, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.08303826302289963, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07524125277996063, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.07134417444467545, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.04612818732857704, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.04013752564787865, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03914673998951912, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.03891512379050255, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.023024050518870354, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.019954457879066467, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.01989070698618889, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.01857788860797882, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.018266821280121803, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011951182037591934, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.011769500561058521, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.01162748783826828, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007450529839843512, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011951182037591934, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.007450529839843512, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.48.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.19409207999706268, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.18404294550418854, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.1809280663728714, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.16602642834186554, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.09072677046060562, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.08754865825176239, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.10048402845859528, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.09309203922748566, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.09197163581848145, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.08336160331964493, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.07902491092681885, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.05102365463972092, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.044391945004463196, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.043324753642082214, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.043073058128356934, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.025445187464356422, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.02203129604458809, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.021956900134682655, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.020502377301454544, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.020161110907793045, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.013154239393770695, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.0129054244607687, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.012800232507288456, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008039447478950024, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.013154239393770695, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008039447478950024, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.48.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.18321265280246735, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.15640446543693542, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.1440565586090088, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.12345686554908752, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.0828859806060791, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.07168743014335632, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.1032160073518753, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.0948074460029602, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.08686154335737228, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.06774627417325974, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.0628540962934494, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.05276251956820488, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.04571489989757538, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.04032307118177414, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.03895995765924454, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.02657785266637802, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.02178298868238926, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.021266482770442963, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.01895461603999138, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.017992395907640457, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.014622610062360764, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.015229212120175362, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.012942405417561531, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.011263028718531132, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.014622610062360764, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.011263028718531132, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.49.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.14925605058670044, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.14127735793590546, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.1383514553308487, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.12666553258895874, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06987131386995316, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06709333509206772, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.0786590725183487, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.07244616746902466, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.07088171690702438, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.06403128057718277, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.06077899783849716, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03993270546197891, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03462868556380272, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03342088311910629, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.033142637461423874, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.019951926544308662, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01706351526081562, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.016960518434643745, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01586633361876011, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.015547708608210087, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.010359221138060093, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.010177158750593662, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.009937724098563194, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006461156066507101, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.015547708608210087, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006461156066507101, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.49.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.11347704380750656, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.10729885846376419, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.10506187379360199, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.09615977108478546, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.05310007929801941, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.050984736531972885, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.05968024209141731, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.055127181112766266, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.053870104253292084, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.048628151416778564, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04609861597418785, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.030305568128824234, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.026343252509832382, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.025413885712623596, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.025195643305778503, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.015145940706133842, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.013041547499597073, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.012960807420313358, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.012135245837271214, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.011887531727552414, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.007904128171503544, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.007878090254962444, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.007592162117362022, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0051304856315255165, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.015145940706133842, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.0051304856315255165, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.49.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.21690592169761658, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.20509004592895508, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.2011120766401291, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.1839088499546051, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.10130380839109421, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.09734374284744263, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11278671771287918, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10442443192005157, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.10277868807315826, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.09266796708106995, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.08765023946762085, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.057228438556194305, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.04975536838173866, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.04833124950528145, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.047990430146455765, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.028542902320623398, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.024537011981010437, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.024428782984614372, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.022750459611415863, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.02232702448964119, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.014657191932201385, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.014347671531140804, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014151289127767086, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008807258680462837, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.014657191932201385, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008807258680462837, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.49.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.09868398308753967, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.07961935549974442, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.07174742966890335, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.06196757033467293, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.04359307140111923, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.036784470081329346, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.055807486176490784, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.05123378336429596, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.04723050817847252, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.03475542366504669, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.03252793848514557, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.02857617288827896, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.025023462250828743, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.021633796393871307, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.020767636597156525, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.014413900673389435, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.012235871516168118, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.0119939548894763, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.01068646926432848, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.010064220055937767, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.008036990649998188, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.009197186678647995, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.006997843738645315, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.00735746044665575, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.014413900673389435, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.006997843738645315, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.49.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.17964662611484528, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.17028944194316864, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.16736696660518646, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.1534949541091919, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.08426533639431, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.08122317492961884, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.09363855421543121, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.08657856285572052, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.08541417121887207, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07737012207508087, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.07335945218801498, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.0477200485765934, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.041418179869651794, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.04036145657300949, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.04010903090238571, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.023862939327955246, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.020762810483574867, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.02068919502198696, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.019355913624167442, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.01903136633336544, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.012636925093829632, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.012530392967164516, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.012294542975723743, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008310032077133656, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.012636925093829632, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008310032077133656, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.49.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.1935921460390091, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.1835612952709198, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.180336132645607, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.16545575857162476, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.09058117121458054, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.08732833713293076, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.10038081556558609, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.09300968050956726, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.09181664884090424, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.08318216353654861, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.07882317155599594, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.050954706966876984, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.044341132044792175, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.04323903098702431, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.04298030585050583, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.025412743911147118, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.021982258185744286, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.02190714329481125, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.020445188507437706, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.020099332556128502, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.013107236474752426, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.012862255796790123, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.0127382418140769, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00798264890909195, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.013107236474752426, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00798264890909195, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.49.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.17908039689064026, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.15404263138771057, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.1422877162694931, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.12261960655450821, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.08119843155145645, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.07046283781528473, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.10353179275989532, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.09300503879785538, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.08487744629383087, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.06751134246587753, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.0631951168179512, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.05329398065805435, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.045950766652822495, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.040197815746068954, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.038759008049964905, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.027813613414764404, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.02278159372508526, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.02224780060350895, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.020367642864584923, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.019447017461061478, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.016957001760601997, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.017018212005496025, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.015472701750695705, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.01369649637490511, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.015472701750695705, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.01369649637490511, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.50.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.14788487553596497, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.1398666650056839, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.13687582314014435, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.1252984255552292, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.0692732110619545, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06647003442049026, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07807529717683792, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.07193424552679062, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.07029324769973755, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.06342834234237671, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.06018241122364998, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.03968437761068344, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03440229594707489, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.033151570707559586, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03285228833556175, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.019823169335722923, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.016948334872722626, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.016840185970067978, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015748213976621628, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.015422318130731583, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.010322737507522106, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.010144006460905075, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.009898531250655651, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006476219277828932, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.015422318130731583, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006476219277828932, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.50.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.11219079792499542, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.10612288862466812, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.1038270816206932, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.09505684673786163, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.05261441692709923, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.050475917756557465, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.05911815166473389, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.05465155839920044, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.05337083712220192, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.048148464411497116, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.04558084160089493, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.030035389587283134, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.02612755447626114, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.025199512019753456, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.02497241646051407, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.015024619176983833, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.012926209717988968, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.012845086865127087, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.012011708691716194, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.011764535680413246, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.007848207838833332, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.007797825615853071, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.007538609206676483, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005068686790764332, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.015024619176983833, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005068686790764332, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.50.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.22255247831344604, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.2103617936372757, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.20640988647937775, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.18875683844089508, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.1041966900229454, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.1001799926161766, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11593157798051834, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.1072709858417511, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.10568268597126007, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.09526415169239044, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.09009095281362534, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.05882757157087326, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.05116906762123108, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.049752894788980484, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.04941817745566368, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.02936120703816414, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.025322046130895615, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.02521745301783085, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.023476192727684975, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.023040099069476128, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015103455632925034, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.014878684654831886, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.014605662785470486, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009276850149035454, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.015103455632925034, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.009276850149035454, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.50.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.09016204625368118, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.07449591904878616, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.06921905279159546, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.057930029928684235, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.04141899198293686, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.03616619482636452, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.049218472093343735, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.044972144067287445, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.04341088607907295, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.03168250992894173, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.029178250581026077, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.02532591111958027, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.021886389702558517, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.020290033891797066, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.01990392990410328, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.012762082740664482, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.011130898259580135, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.011042051017284393, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.009366427548229694, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.009002648293972015, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.0070800092071294785, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.007809830363839865, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.00658382847905159, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006113899406045675, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.012762082740664482, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006113899406045675, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.50.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.16948778927326202, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.16065175831317902, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.15778595209121704, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.1446361392736435, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.07960592210292816, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.0766969695687294, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.08842913806438446, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.08179720491170883, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.08068351447582245, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07301003485918045, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.069203682243824, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.04510015249252319, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.039185769855976105, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03817865252494812, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.03794034570455551, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.022533472627401352, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.01974586211144924, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.019680337980389595, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.018421435728669167, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.018115561455488205, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011929027736186981, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.012097383849322796, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.01159945409744978, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008245130069553852, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011929027736186981, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008245130069553852, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.50.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.16749465465545654, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.15873584151268005, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.1559753268957138, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.14293041825294495, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.07847078144550323, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.07562606036663055, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.08700378239154816, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.08062025904655457, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.07954138517379761, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.07196677476167679, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.06812203675508499, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.04421519115567207, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.038469020277261734, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.03748840093612671, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.03725265711545944, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.022061288356781006, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.019126877188682556, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.019054248929023743, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.017786629498004913, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.01748129352927208, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011433792300522327, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.011296143755316734, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.01110841240733862, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00715911528095603, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.011433792300522327, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.00715911528095603, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.50.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.16038884222507477, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.1377229392528534, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.1263670027256012, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.10894554853439331, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.07288189977407455, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.06282675266265869, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.09281682968139648, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.08474446833133698, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.0763375386595726, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.06061612442135811, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.056983184069395065, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.048155318945646286, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.04175666347146034, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.03626153990626335, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.034865692257881165, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.02473464049398899, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.02077181451022625, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.020236650481820107, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.01866276003420353, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.017786964774131775, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.014514903537929058, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.01580619625747204, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.012914297170937061, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.012862097471952438, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.014514903537929058, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.012862097471952438, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.51.self_attn.q_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.14303839206695557, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.1354016810655594, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.13265492022037506, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.12133391201496124, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.06707470118999481, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.06439811736345291, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.07527939975261688, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.0695154219865799, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.06803492456674576, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.06140138581395149, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.05811496824026108, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.038239650428295135, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.03323148190975189, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.03210652619600296, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.03184453770518303, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.019122645258903503, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.01639963686466217, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.016308462247252464, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015234884805977345, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.014927705749869347, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.009942137636244297, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.00978799443691969, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.009555173106491566, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006230279337614775, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.015234884805977345, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006230279337614775, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.51.self_attn.k_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.1125982478260994, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.10650557279586792, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.10431297868490219, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.09539920091629028, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.052791886031627655, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.0506783090531826, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.059251464903354645, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.054782137274742126, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.05357332155108452, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.04830557852983475, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.045731667429208755, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.030107125639915466, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.02618824504315853, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.02528541535139084, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.025073116645216942, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.015044638887047768, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.012958533130586147, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.012884944677352905, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.012037347070872784, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.011795997619628906, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.007831340655684471, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.007785117253661156, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.007527647074311972, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005037273280322552, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.015044638887047768, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.005037273280322552, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.51.self_attn.v_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.21256153285503387, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.2010607123374939, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.1973799169063568, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.18046090006828308, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.09950967878103256, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.09581005573272705, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.11080962419509888, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.10242567211389542, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.1009698137640953, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.09106095135211945, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.08615490794181824, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.05626482143998146, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.048872318118810654, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.04755953699350357, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.04724453017115593, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.028068995103240013, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.024187447503209114, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.024097783491015434, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.022432874888181686, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.022028407081961632, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.014450517483055592, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.014209283515810966, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.013988131657242775, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008845736272633076, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.014450517483055592, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.008845736272633076, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.51.self_attn.o_proj", + "numel": 21233664, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.180881076388889, + "total_bits": 46308096.0, + "err": 0.06151244416832924, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 50436864.0, + "err": 0.05152047798037529, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 55745280.0, + "err": 0.048169780522584915, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7364366319444446, + "total_bits": 58104576.00000001, + "err": 0.03989047557115555, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2364366319444446, + "total_bits": 68721408.0, + "err": 0.02713632769882679, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7086588541666665, + "total_bits": 78748416.0, + "err": 0.024074092507362366, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 64366272.0, + "err": 0.03385305032134056, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 66362112.0, + "err": 0.030559519305825233, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.180881076388889, + "total_bits": 67541760.0, + "err": 0.029157860204577446, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5142144097222223, + "total_bits": 74619648.0, + "err": 0.022301707416772842, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6737738715277777, + "total_bits": 78007680.0, + "err": 0.0198251623660326, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 85599936.0, + "err": 0.017378918826580048, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.015342696569859982, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236436631944445, + "total_bits": 89955072.0, + "err": 0.01388397254049778, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347547743055555, + "total_bits": 92314368.0, + "err": 0.013518352061510086, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 106833600.0, + "err": 0.009054004214704037, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236436631944445, + "total_bits": 111188736.0, + "err": 0.00849914364516735, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347547743055555, + "total_bits": 113548032.0, + "err": 0.008421758189797401, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514214409722222, + "total_bits": 117086976.0, + "err": 0.007749773096293211, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764214409722222, + "total_bits": 122395392.0, + "err": 0.007483543362468481, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 128067264.0, + "err": 0.005538493394851685, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 130063104.0, + "err": 0.0068364813923835754, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.005130226723849773, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 172530432.0, + "err": 0.006006811745464802, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 87595776.0, + "err": 0.015342696569859982, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253553602430555, + "total_bits": 132785856.0, + "err": 0.005130226723849773, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.51.mlp.gate_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.11967625468969345, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.11333033442497253, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.1112392395734787, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.10186898708343506, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.05666454881429672, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.05450380593538284, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.06305572390556335, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.05834043771028519, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.057449549436569214, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.05194162577390671, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.04921447113156319, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.03255964815616608, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.028464721515774727, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.02769451215863228, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.027514038607478142, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.0164078027009964, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.01516273058950901, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.015112120658159256, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.014281037263572216, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.014081919565796852, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.00921871978789568, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.010400506667792797, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.00898872409015894, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008299062959849834, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.01516273058950901, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.008299062959849834, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.51.mlp.up_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1806776258680554, + "total_bits": 123476735.99999999, + "err": 0.1133674904704094, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3751220703125, + "total_bits": 134486784.0, + "err": 0.10731600224971771, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6251220703125, + "total_bits": 148642560.0, + "err": 0.10531535744667053, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.736233181423611, + "total_bits": 154934016.0, + "err": 0.09637759625911713, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.236233181423611, + "total_bits": 183245568.0, + "err": 0.05346342548727989, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7084554036458335, + "total_bits": 209984256.0, + "err": 0.05147290229797363, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.031280517578125, + "total_bits": 171640512.0, + "err": 0.0596291646361351, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1251220703125, + "total_bits": 176954112.0, + "err": 0.055113937705755234, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1806776258680554, + "total_bits": 180099840.0, + "err": 0.05422462522983551, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.514010959201389, + "total_bits": 198974208.0, + "err": 0.04900471866130829, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.673672146267361, + "total_bits": 208014720.0, + "err": 0.046490367501974106, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031280517578125, + "total_bits": 228263616.0, + "err": 0.030595725402235985, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.1251220703125, + "total_bits": 233577216.0, + "err": 0.02665986306965351, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.236233181423611, + "total_bits": 239868671.99999997, + "err": 0.02592552825808525, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.347344292534722, + "total_bits": 246160128.0, + "err": 0.02575707994401455, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.015352440997958183, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.236233181423611, + "total_bits": 296491776.0, + "err": 0.013889836147427559, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.347344292534722, + "total_bits": 302783232.0, + "err": 0.013839665800333023, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.514010959201389, + "total_bits": 312220416.0, + "err": 0.013031382113695145, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.764010959201389, + "total_bits": 326376192.0, + "err": 0.012831308878958225, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031280517578125, + "total_bits": 341509824.0, + "err": 0.008403762243688107, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.1251220703125, + "total_bits": 346823424.0, + "err": 0.009173239581286907, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.253502739800347, + "total_bits": 354092736.0, + "err": 0.008163902908563614, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.006986303720623255, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:5b 128g s4", + "bpw": 5.031280517578125, + "total_bits": 284886720.0, + "err": 0.015352440997958183, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "1.0:8b 32g s4", + "bpw": 8.1251220703125, + "total_bits": 460069632.0, + "err": 0.006986303720623255, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + }, + { + "key": "model.layers.51.mlp.down_proj", + "numel": 56623104, + "options": [ + { + "desc": "0.05:3b/0.95:2b 32g s4", + "bpw": 2.1774088541666665, + "total_bits": 123291647.99999999, + "err": 0.04693232849240303, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:3b/0.75:2b 32g s4", + "bpw": 2.3753255208333335, + "total_bits": 134498304.0, + "err": 0.03947193920612335, + "qparams": { + "group_size": 32, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.25:4b/0.75:2b 32g s4", + "bpw": 2.6253255208333335, + "total_bits": 148654080.0, + "err": 0.03448440879583359, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.4:3b/0.5:2b 32g s4", + "bpw": 2.7294921875, + "total_bits": 154552320.0, + "err": 0.029748644679784775, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.4, + 0.5 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:4b/0.9:3b 32g s4", + "bpw": 3.2294921875, + "total_bits": 182863872.0, + "err": 0.021853147074580193, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.2:6b/0.8:3b 32g s4", + "bpw": 3.7190755208333335, + "total_bits": 210585600.0, + "err": 0.017905596643686295, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 3 + ], + "bits_prop": [ + 0.2, + 0.8 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 128g s4", + "bpw": 3.0313313802083335, + "total_bits": 171643392.0, + "err": 0.031824544072151184, + "qparams": { + "group_size": 128, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:3b 32g s4", + "bpw": 3.1253255208333335, + "total_bits": 176965632.0, + "err": 0.027330484241247177, + "qparams": { + "group_size": 32, + "bits": [ + 3 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:4b/0.95:3b 32g s4", + "bpw": 3.1774088541666665, + "total_bits": 179914752.0, + "err": 0.023114589974284172, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:4b/0.6:3b 32g s4", + "bpw": 3.5211588541666665, + "total_bits": 199378944.0, + "err": 0.018048029392957687, + "qparams": { + "group_size": 32, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.6:4b/0.4:3b 64g s4", + "bpw": 3.6668294270833335, + "total_bits": 207627264.0, + "err": 0.01769854873418808, + "qparams": { + "group_size": 64, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.6, + 0.4 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 128g s4", + "bpw": 4.031331380208333, + "total_bits": 228266495.99999997, + "err": 0.016765497624874115, + "qparams": { + "group_size": 128, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.013936683535575867, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:5b/0.9:4b 32g s4", + "bpw": 4.2294921875, + "total_bits": 239486976.0, + "err": 0.011596485041081905, + "qparams": { + "group_size": 32, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:4b 32g s4", + "bpw": 4.333658854166667, + "total_bits": 245385216.00000003, + "err": 0.010977204889059067, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:5b 128g s4", + "bpw": 5.031331380208333, + "total_bits": 284889600.0, + "err": 0.008789223618805408, + "qparams": { + "group_size": 128, + "bits": [ + 5 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:6b/0.9:5b 32g s4", + "bpw": 5.2294921875, + "total_bits": 296110080.0, + "err": 0.007572852075099945, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.05:8b/0.05:6b/0.9:5b 32g s4", + "bpw": 5.333658854166667, + "total_bits": 302008320.0, + "err": 0.0073672132566571236, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.05, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.4:6b/0.6:5b 32g s4", + "bpw": 5.521158854166667, + "total_bits": 312625152.0, + "err": 0.007034463807940483, + "qparams": { + "group_size": 32, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.4, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.3:6b/0.6:5b 32g s4", + "bpw": 5.739908854166667, + "total_bits": 325011456.0, + "err": 0.006734071299433708, + "qparams": { + "group_size": 32, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.3, + 0.6 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 128g s4", + "bpw": 6.031331380208333, + "total_bits": 341512704.0, + "err": 0.005411237943917513, + "qparams": { + "group_size": 128, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:6b 32g s4", + "bpw": 6.125325520833333, + "total_bits": 346834944.0, + "err": 0.006535198073834181, + "qparams": { + "group_size": 32, + "bits": [ + 6 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.0045969681814312935, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + }, + { + "desc": "1.0:8b 32g s4", + "bpw": 8.125325520833334, + "total_bits": 460081152.00000006, + "err": 0.005860687233507633, + "qparams": { + "group_size": 32, + "bits": [ + 8 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + } + ], + "best_option_max": { + "desc": "1.0:4b 32g s4", + "bpw": 4.125325520833333, + "total_bits": 233588735.99999997, + "err": 0.013936683535575867, + "qparams": { + "group_size": 32, + "bits": [ + 4 + ], + "bits_prop": [ + 1.0 + ], + "scale_bits": 4 + } + }, + "best_option": { + "desc": "0.1:8b/0.9:6b 128g s4", + "bpw": 6.239664713541667, + "total_bits": 353309184.0, + "err": 0.0045969681814312935, + "qparams": { + "group_size": 128, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + } + } + } + ], + "last_module_idx": 106, + "base_perplexity": 8.222914990772214 +} \ No newline at end of file