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amt/logs/2024/mc13_256_g4_all_v7_mt3f_sqr_rms_moe_wf4_n8k2_silu_rope_rp_b36_nops/checkpoints/last.ckpt

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+oid sha256:ae38e415c79efd5592dcb9b658cdb99ddb11d4c4e1eaa364cab04a052473fc25
+size 561544628

amt/logs/2024/mc13_256_g4_all_v7_mt3f_sqr_rms_moe_wf4_n8k2_silu_rope_rp_b36_nops/result_mc13_full_plus_256_default_all_eval_final.json

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+[   '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [   {   'Bass': array([32, 33, 34, 35, 36, 37, 38, 39]),
+                              'Brass': array([56, 57, 58, 59, 60, 61, 62, 63]),
+                              'Chromatic Percussion': array([ 8,  9, 10, 11, 12, 13, 14, 15]),
+                              'Guitar': array([24, 25, 26, 27, 28, 29, 30, 31]),
+                              'Organ': array([16, 17, 18, 19, 20, 21, 22, 23]),
+                              'Piano': array([0, 1, 2, 3, 4, 5, 6, 7]),
+                              'Pipe': array([72, 73, 74, 75, 76, 77, 78, 79]),
+                              'Reed': array([64, 65, 66, 67, 68, 69, 70, 71]),
+                              'Strings': array([40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55]),
+                              'Synth Lead': array([80, 81, 82, 83, 84, 85, 86, 87]),
+                              'Synth Pad': array([88, 89, 90, 91, 92, 93, 94, 95])}],
+        'presets': ['slakh']},
+    [   {   'test/(slakh)frame_f': 0.8487486243247986,
+            'test/(slakh)frame_f_pc': 0.8603377938270569,
+            'test/(slakh)micro_offset_f_Bass': 0.869631290435791,
+            'test/(slakh)micro_offset_f_Brass': 0.6678106784820557,
+            'test/(slakh)micro_offset_f_Chromatic Percussion': 0.3883885443210602,
+            'test/(slakh)micro_offset_f_Guitar': 0.6883301734924316,
+            'test/(slakh)micro_offset_f_Organ': 0.6711145043373108,
+            'test/(slakh)micro_offset_f_Piano': 0.683600664138794,
+            'test/(slakh)micro_offset_f_Pipe': 0.6132691502571106,
+            'test/(slakh)micro_offset_f_Reed': 0.6974674463272095,
+            'test/(slakh)micro_offset_f_Strings': 0.5805016160011292,
+            'test/(slakh)micro_offset_f_Synth Lead': 0.7929936647415161,
+            'test/(slakh)micro_offset_f_Synth Pad': 0.2877211272716522,
+            'test/(slakh)micro_onset_f_Bass': 0.9328573346138,
+            'test/(slakh)micro_onset_f_Brass': 0.7279624342918396,
+            'test/(slakh)micro_onset_f_Chromatic Percussion': 0.7239300012588501,
+            'test/(slakh)micro_onset_f_Guitar': 0.8129678964614868,
+            'test/(slakh)micro_onset_f_Organ': 0.7785788178443909,
+            'test/(slakh)micro_onset_f_Piano': 0.8763775825500488,
+            'test/(slakh)micro_onset_f_Pipe': 0.7128946185112,
+            'test/(slakh)micro_onset_f_Reed': 0.8024615049362183,
+            'test/(slakh)micro_onset_f_Strings': 0.7257015109062195,
+            'test/(slakh)micro_onset_f_Synth Lead': 0.8566879034042358,
+            'test/(slakh)micro_onset_f_Synth Pad': 0.4453693926334381,
+            'test/(slakh)micro_onset_f_drum': 0.9112541079521179,
+            'test/(slakh)multi_f': 0.7397979497909546,
+            'test/(slakh)offset_f': 0.6961227655410767,
+            'test/(slakh)offset_f_Bass': 0.8508948087692261,
+            'test/(slakh)offset_f_Brass': 0.6707911491394043,
+            'test/(slakh)offset_f_Chromatic Percussion': 0.3454752266407013,
+            'test/(slakh)offset_f_Guitar': 0.6841201186180115,
+            'test/(slakh)offset_f_Organ': 0.6124169230461121,
+            'test/(slakh)offset_f_Piano': 0.6597973108291626,
+            'test/(slakh)offset_f_Pipe': 0.5729255676269531,
+            'test/(slakh)offset_f_Reed': 0.6875563263893127,
+            'test/(slakh)offset_f_Strings': 0.5812338590621948,
+            'test/(slakh)offset_f_Synth Lead': 0.7286868095397949,
+            'test/(slakh)offset_f_Synth Pad': 0.27617573738098145,
+            'test/(slakh)onset_f': 0.8419071435928345,
+            'test/(slakh)onset_f_Bass': 0.9303264617919922,
+            'test/(slakh)onset_f_Brass': 0.7301008701324463,
+            'test/(slakh)onset_f_Chromatic Percussion': 0.6354409456253052,
+            'test/(slakh)onset_f_Guitar': 0.8215969800949097,
+            'test/(slakh)onset_f_Organ': 0.740757942199707,
+            'test/(slakh)onset_f_Piano': 0.8769294619560242,
+            'test/(slakh)onset_f_Pipe': 0.6801912784576416,
+            'test/(slakh)onset_f_Reed': 0.7921974658966064,
+            'test/(slakh)onset_f_Strings': 0.7303540110588074,
+            'test/(slakh)onset_f_Synth Lead': 0.8201698064804077,
+            'test/(slakh)onset_f_Synth Pad': 0.4131230413913727,
+            'test/(slakh)onset_f_drum': 0.9040946960449219}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [   {   'Piano': array([0, 1, 2, 3, 4, 5, 6, 7]),
+                              'Strings': array([40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51]),
+                              'Winds': array([64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79])}],
+        'presets': ['musicnet_thickstun']},
+    [   {   'test/(musicnet)frame_f': 0.6431668400764465,
+            'test/(musicnet)frame_f_pc': 0.6712867617607117,
+            'test/(musicnet)micro_offset_f_Piano': 0.462179034948349,
+            'test/(musicnet)micro_offset_f_Strings': 0.2768903076648712,
+            'test/(musicnet)micro_offset_f_Winds': 0.29622459411621094,
+            'test/(musicnet)micro_onset_f_Piano': 0.8591256141662598,
+            'test/(musicnet)micro_onset_f_Strings': 0.43876463174819946,
+            'test/(musicnet)micro_onset_f_Winds': 0.5208131670951843,
+            'test/(musicnet)micro_onset_f_drum': nan,
+            'test/(musicnet)multi_f': 0.34509798884391785,
+            'test/(musicnet)offset_f': 0.3474598824977875,
+            'test/(musicnet)offset_f_Piano': 0.462179034948349,
+            'test/(musicnet)offset_f_Strings': 0.2768903076648712,
+            'test/(musicnet)offset_f_Winds': 0.29622459411621094,
+            'test/(musicnet)onset_f': 0.6119987964630127,
+            'test/(musicnet)onset_f_Piano': 0.8591256141662598,
+            'test/(musicnet)onset_f_Strings': 0.43876463174819946,
+            'test/(musicnet)onset_f_Winds': 0.5208131670951843,
+            'test/(musicnet)onset_f_drum': nan}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [   {   'Piano': array([0, 1, 2, 3, 4, 5, 6, 7]),
+                              'Strings': array([40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51]),
+                              'Winds': array([64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79])}],
+        'presets': ['musicnet_thickstun_em']},
+    [   {   'test/(musicnet)frame_f': 0.7289137840270996,
+            'test/(musicnet)frame_f_pc': 0.7467241287231445,
+            'test/(musicnet)micro_offset_f_Piano': 0.8453038334846497,
+            'test/(musicnet)micro_offset_f_Strings': 0.5030071139335632,
+            'test/(musicnet)micro_offset_f_Winds': 0.5958272814750671,
+            'test/(musicnet)micro_onset_f_Piano': 0.9820442199707031,
+            'test/(musicnet)micro_onset_f_Strings': 0.696555495262146,
+            'test/(musicnet)micro_onset_f_Winds': 0.7763221859931946,
+            'test/(musicnet)micro_onset_f_drum': nan,
+            'test/(musicnet)multi_f': 0.64804607629776,
+            'test/(musicnet)offset_f': 0.647705078125,
+            'test/(musicnet)offset_f_Piano': 0.8453038930892944,
+            'test/(musicnet)offset_f_Strings': 0.5030071139335632,
+            'test/(musicnet)offset_f_Winds': 0.5958272814750671,
+            'test/(musicnet)onset_f': 0.8195822834968567,
+            'test/(musicnet)onset_f_Piano': 0.9820442199707031,
+            'test/(musicnet)onset_f_Strings': 0.696555495262146,
+            'test/(musicnet)onset_f_Winds': 0.7763221859931946,
+            'test/(musicnet)onset_f_drum': nan}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [   {   'Piano': array([0, 1, 2, 3, 4, 5, 6, 7]),
+                              'Strings': array([40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51]),
+                              'Winds': array([64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79])}],
+        'presets': ['musicnet_thickstun_ext']},
+    [   {   'test/(musicnet)frame_f': 0.7118843793869019,
+            'test/(musicnet)frame_f_pc': 0.7285126447677612,
+            'test/(musicnet)micro_offset_f_Piano': 0.3649955093860626,
+            'test/(musicnet)micro_offset_f_Strings': 0.3690282702445984,
+            'test/(musicnet)micro_offset_f_Winds': 0.32839900255203247,
+            'test/(musicnet)micro_onset_f_Piano': 0.6793581247329712,
+            'test/(musicnet)micro_onset_f_Strings': 0.5712332129478455,
+            'test/(musicnet)micro_onset_f_Winds': 0.5383739471435547,
+            'test/(musicnet)micro_onset_f_drum': nan,
+            'test/(musicnet)multi_f': 0.39981773495674133,
+            'test/(musicnet)offset_f': 0.4001583456993103,
+            'test/(musicnet)offset_f_Piano': 0.38060951232910156,
+            'test/(musicnet)offset_f_Strings': 0.447208970785141,
+            'test/(musicnet)offset_f_Winds': 0.3266069293022156,
+            'test/(musicnet)onset_f': 0.6380151510238647,
+            'test/(musicnet)onset_f_Piano': 0.7089095115661621,
+            'test/(musicnet)onset_f_Strings': 0.6469746828079224,
+            'test/(musicnet)onset_f_Winds': 0.5373958349227905,
+            'test/(musicnet)onset_f_drum': nan}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [   {   'Piano': array([0, 1, 2, 3, 4, 5, 6, 7]),
+                              'Strings': array([40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51]),
+                              'Winds': array([64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79])}],
+        'presets': ['musicnet_thickstun_ext_em']},
+    [   {   'test/(musicnet)frame_f': 0.8102308511734009,
+            'test/(musicnet)frame_f_pc': 0.8194969296455383,
+            'test/(musicnet)micro_offset_f_Piano': 0.7447232007980347,
+            'test/(musicnet)micro_offset_f_Strings': 0.7160074710845947,
+            'test/(musicnet)micro_offset_f_Winds': 0.6263686418533325,
+            'test/(musicnet)micro_onset_f_Piano': 0.9545997381210327,
+            'test/(musicnet)micro_onset_f_Strings': 0.8443388342857361,
+            'test/(musicnet)micro_onset_f_Winds': 0.7937955856323242,
+            'test/(musicnet)micro_onset_f_drum': nan,
+            'test/(musicnet)multi_f': 0.741904616355896,
+            'test/(musicnet)offset_f': 0.7412658929824829,
+            'test/(musicnet)offset_f_Piano': 0.7575887441635132,
+            'test/(musicnet)offset_f_Strings': 0.7756823897361755,
+            'test/(musicnet)offset_f_Winds': 0.6246463060379028,
+            'test/(musicnet)onset_f': 0.8913213014602661,
+            'test/(musicnet)onset_f_Piano': 0.9567371606826782,
+            'test/(musicnet)onset_f_Strings': 0.8836190104484558,
+            'test/(musicnet)onset_f_Winds': 0.7928102612495422,
+            'test/(musicnet)onset_f_drum': nan}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [{'Singing Voice': [100, 101]}],
+        'presets': ['mir_st500_voc']},
+    [   {   'test/(mir_st500)frame_f': 0.8046330809593201,
+            'test/(mir_st500)frame_f_pc': 0.8059064745903015,
+            'test/(mir_st500)melody_oa_Singing Voice': 0.7024147510528564,
+            'test/(mir_st500)melody_rca_Singing Voice': 0.7087444067001343,
+            'test/(mir_st500)melody_rpa_Singing Voice': 0.7024147510528564,
+            'test/(mir_st500)micro_offset_f_Singing Voice': 0.5492644309997559,
+            'test/(mir_st500)micro_onset_f_Singing Voice': 0.7167699337005615,
+            'test/(mir_st500)micro_onset_f_drum': nan,
+            'test/(mir_st500)multi_f': 0.5463830828666687,
+            'test/(mir_st500)offset_f': 0.5456082820892334,
+            'test/(mir_st500)offset_f_Singing Voice': 0.5464057922363281,
+            'test/(mir_st500)onset_f': 0.714525580406189,
+            'test/(mir_st500)onset_f_Singing Voice': 0.7155958414077759,
+            'test/(mir_st500)onset_f_drum': nan}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [{'Singing Voice': [100, 101]}],
+        'presets': ['mir_st500']},
+    [   {   'test/(mir_st500)frame_f': 0.17174109816551208,
+            'test/(mir_st500)frame_f_pc': 0.17959092557430267,
+            'test/(mir_st500)melody_oa_Singing Voice': 0.6857293844223022,
+            'test/(mir_st500)melody_rca_Singing Voice': 0.6941294074058533,
+            'test/(mir_st500)melody_rpa_Singing Voice': 0.6857293844223022,
+            'test/(mir_st500)micro_offset_f_Singing Voice': 0.5249119997024536,
+            'test/(mir_st500)micro_onset_f_Singing Voice': 0.6945751905441284,
+            'test/(mir_st500)micro_onset_f_drum': nan,
+            'test/(mir_st500)multi_f': 0.394542932510376,
+            'test/(mir_st500)offset_f': 0.10482196509838104,
+            'test/(mir_st500)offset_f_Singing Voice': 0.5240825414657593,
+            'test/(mir_st500)onset_f': 0.14195600152015686,
+            'test/(mir_st500)onset_f_Singing Voice': 0.6942352056503296,
+            'test/(mir_st500)onset_f_drum': nan}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [None],
+        'presets': ['enstdrums_dtp']},
+    [   {   'test/(enstdrums)frame_f': nan,
+            'test/(enstdrums)frame_f_pc': nan,
+            'test/(enstdrums)micro_onset_f_drum': 0.8911184072494507,
+            'test/(enstdrums)offset_f': nan,
+            'test/(enstdrums)onset_f': nan,
+            'test/(enstdrums)onset_f_drum': 0.895440399646759}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [None],
+        'presets': ['enstdrums_dtm']},
+    [   {   'test/(enstdrums)frame_f': nan,
+            'test/(enstdrums)frame_f_pc': nan,
+            'test/(enstdrums)micro_onset_f_drum': 0.8614727258682251,
+            'test/(enstdrums)offset_f': nan,
+            'test/(enstdrums)onset_f': nan,
+            'test/(enstdrums)onset_f_drum': 0.866191565990448}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [None],
+        'presets': ['guitarset_progression_pshift']},
+    [   {   'test/(guitarset)frame_f': 0.8917033672332764,
+            'test/(guitarset)frame_f_pc': 0.8943274617195129,
+            'test/(guitarset)micro_onset_f_drum': nan,
+            'test/(guitarset)offset_f': 0.8057622909545898,
+            'test/(guitarset)onset_f': 0.894720196723938,
+            'test/(guitarset)onset_f_drum': nan}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [{'Bass': array([32, 33, 34, 35, 36, 37, 38, 39])}],
+        'presets': ['rwc_pop_bass']},
+    [   {   'test/(rwc_pop)frame_f': 0.11498401314020157,
+            'test/(rwc_pop)frame_f_pc': 0.22951407730579376,
+            'test/(rwc_pop)micro_offset_f_Bass': 0.23757217824459076,
+            'test/(rwc_pop)micro_onset_f_Bass': 0.3047849237918854,
+            'test/(rwc_pop)micro_onset_f_drum': nan,
+            'test/(rwc_pop)multi_f': 0.08871123939752579,
+            'test/(rwc_pop)offset_f': 0.07318931818008423,
+            'test/(rwc_pop)offset_f_Bass': 0.22453349828720093,
+            'test/(rwc_pop)onset_f': 0.10135377943515778,
+            'test/(rwc_pop)onset_f_Bass': 0.2894594371318817,
+            'test/(rwc_pop)onset_f_drum': nan}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [{'Piano': array([0, 1, 2, 3, 4, 5, 6, 7])}],
+        'presets': ['maestro']},
+    [   {   'test/(maestro)frame_f': 0.8877186179161072,
+            'test/(maestro)frame_f_pc': 0.891477108001709,
+            'test/(maestro)micro_offset_f_Piano': 0.8288719058036804,
+            'test/(maestro)micro_onset_f_Piano': 0.953188419342041,
+            'test/(maestro)micro_onset_f_drum': nan,
+            'test/(maestro)multi_f': 0.8396718502044678,
+            'test/(maestro)offset_f': 0.8396490216255188,
+            'test/(maestro)offset_f_Piano': 0.8396718502044678,
+            'test/(maestro)onset_f': 0.9605904221534729,
+            'test/(maestro)onset_f_Piano': 0.9606162905693054,
+            'test/(maestro)onset_f_drum': nan}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [   {   'Bass': array([32, 33, 34, 35, 36, 37, 38, 39]),
+                              'Brass': array([56, 57, 58, 59, 60, 61, 62, 63]),
+                              'Chromatic Percussion': array([ 8,  9, 10, 11, 12, 13, 14, 15]),
+                              'Guitar': array([24, 25, 26, 27, 28, 29, 30, 31]),
+                              'Organ': array([16, 17, 18, 19, 20, 21, 22, 23]),
+                              'Piano': array([0, 1, 2, 3, 4, 5, 6, 7]),
+                              'Pipe': array([72, 73, 74, 75, 76, 77, 78, 79]),
+                              'Reed': array([64, 65, 66, 67, 68, 69, 70, 71]),
+                              'Strings': array([40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55]),
+                              'Synth Lead': array([80, 81, 82, 83, 84, 85, 86, 87]),
+                              'Synth Pad': array([88, 89, 90, 91, 92, 93, 94, 95])}],
+        'presets': ['urmp']},
+    [   {   'test/(urmp)frame_f': 0.8529648780822754,
+            'test/(urmp)frame_f_pc': 0.8660681247711182,
+            'test/(urmp)micro_offset_f_Bass': nan,
+            'test/(urmp)micro_offset_f_Brass': 0.6444324851036072,
+            'test/(urmp)micro_offset_f_Chromatic Percussion': nan,
+            'test/(urmp)micro_offset_f_Guitar': nan,
+            'test/(urmp)micro_offset_f_Organ': nan,
+            'test/(urmp)micro_offset_f_Piano': nan,
+            'test/(urmp)micro_offset_f_Pipe': nan,
+            'test/(urmp)micro_offset_f_Reed': 0.024539878591895103,
+            'test/(urmp)micro_offset_f_Strings': 0.6389819383621216,
+            'test/(urmp)micro_offset_f_Synth Lead': nan,
+            'test/(urmp)micro_offset_f_Synth Pad': nan,
+            'test/(urmp)micro_onset_f_Bass': nan,
+            'test/(urmp)micro_onset_f_Brass': 0.8284024000167847,
+            'test/(urmp)micro_onset_f_Chromatic Percussion': nan,
+            'test/(urmp)micro_onset_f_Guitar': nan,
+            'test/(urmp)micro_onset_f_Organ': nan,
+            'test/(urmp)micro_onset_f_Piano': nan,
+            'test/(urmp)micro_onset_f_Pipe': nan,
+            'test/(urmp)micro_onset_f_Reed': 0.030674846842885017,
+            'test/(urmp)micro_onset_f_Strings': 0.7788345813751221,
+            'test/(urmp)micro_onset_f_Synth Lead': nan,
+            'test/(urmp)micro_onset_f_Synth Pad': nan,
+            'test/(urmp)micro_onset_f_drum': nan,
+            'test/(urmp)multi_f': 0.6515601277351379,
+            'test/(urmp)offset_f': 0.6573383808135986,
+            'test/(urmp)offset_f_Bass': nan,
+            'test/(urmp)offset_f_Brass': 0.6444324851036072,
+            'test/(urmp)offset_f_Chromatic Percussion': nan,
+            'test/(urmp)offset_f_Guitar': nan,
+            'test/(urmp)offset_f_Organ': nan,
+            'test/(urmp)offset_f_Piano': nan,
+            'test/(urmp)offset_f_Pipe': nan,
+            'test/(urmp)offset_f_Reed': 0.025221969932317734,
+            'test/(urmp)offset_f_Strings': 0.6739915609359741,
+            'test/(urmp)offset_f_Synth Lead': nan,
+            'test/(urmp)offset_f_Synth Pad': nan,
+            'test/(urmp)onset_f': 0.7913210391998291,
+            'test/(urmp)onset_f_Bass': nan,
+            'test/(urmp)onset_f_Brass': 0.8284023404121399,
+            'test/(urmp)onset_f_Chromatic Percussion': nan,
+            'test/(urmp)onset_f_Guitar': nan,
+            'test/(urmp)onset_f_Organ': nan,
+            'test/(urmp)onset_f_Piano': nan,
+            'test/(urmp)onset_f_Pipe': nan,
+            'test/(urmp)onset_f_Reed': 0.0308399461209774,
+            'test/(urmp)onset_f_Strings': 0.8027772903442383,
+            'test/(urmp)onset_f_Synth Lead': nan,
+            'test/(urmp)onset_f_Synth Pad': nan,
+            'test/(urmp)onset_f_drum': nan}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [{'Piano': array([0, 1, 2, 3, 4, 5, 6, 7])}],
+        'presets': ['maps_default']},
+    [   {   'test/(maps)frame_f': 0.7393348217010498,
+            'test/(maps)frame_f_pc': 0.7572816610336304,
+            'test/(maps)micro_offset_f_Piano': 0.5382159948348999,
+            'test/(maps)micro_onset_f_Piano': 0.8817331194877625,
+            'test/(maps)micro_onset_f_drum': nan,
+            'test/(maps)multi_f': 0.5370228290557861,
+            'test/(maps)offset_f': 0.5364712476730347,
+            'test/(maps)offset_f_Piano': 0.5370274186134338,
+            'test/(maps)onset_f': 0.8763453960418701,
+            'test/(maps)onset_f_Piano': 0.8772046566009521,
+            'test/(maps)onset_f_drum': nan}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [   {   'Bass': array([32, 33, 34, 35, 36, 37, 38, 39]),
+                              'Brass': array([56, 57, 58, 59, 60, 61, 62, 63]),
+                              'Chromatic Percussion': array([ 8,  9, 10, 11, 12, 13, 14, 15]),
+                              'Guitar': array([24, 25, 26, 27, 28, 29, 30, 31]),
+                              'Organ': array([16, 17, 18, 19, 20, 21, 22, 23]),
+                              'Piano': array([0, 1, 2, 3, 4, 5, 6, 7]),
+                              'Pipe': array([72, 73, 74, 75, 76, 77, 78, 79]),
+                              'Reed': array([64, 65, 66, 67, 68, 69, 70, 71]),
+                              'Singing Voice': [100, 101],
+                              'Strings': array([40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55]),
+                              'Synth Lead': array([80, 81, 82, 83, 84, 85, 86, 87]),
+                              'Synth Pad': array([88, 89, 90, 91, 92, 93, 94, 95])}],
+        'presets': ['rwc_pop_full']},
+    [   {   'test/(rwc_pop)frame_f': 0.5036451816558838,
+            'test/(rwc_pop)frame_f_pc': 0.6125867366790771,
+            'test/(rwc_pop)melody_oa_Singing Voice': 0.11486613005399704,
+            'test/(rwc_pop)melody_rca_Singing Voice': 0.5412429571151733,
+            'test/(rwc_pop)melody_rpa_Singing Voice': 0.11486613005399704,
+            'test/(rwc_pop)micro_offset_f_Bass': 0.12412633746862411,
+            'test/(rwc_pop)micro_offset_f_Brass': 0.17169594764709473,
+            'test/(rwc_pop)micro_offset_f_Chromatic Percussion': 0.00454988656565547,
+            'test/(rwc_pop)micro_offset_f_Guitar': 0.10689836740493774,
+            'test/(rwc_pop)micro_offset_f_Organ': 0.03003580868244171,
+            'test/(rwc_pop)micro_offset_f_Piano': 0.26919493079185486,
+            'test/(rwc_pop)micro_offset_f_Pipe': 0.0404929593205452,
+            'test/(rwc_pop)micro_offset_f_Reed': 0.0871850997209549,
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+            'test/(rwc_pop)micro_offset_f_Strings': 0.07972945272922516,
+            'test/(rwc_pop)micro_offset_f_Synth Lead': 0.00444957846775651,
+            'test/(rwc_pop)micro_offset_f_Synth Pad': 0.003691470716148615,
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+            'test/(rwc_pop)micro_onset_f_Brass': 0.21161191165447235,
+            'test/(rwc_pop)micro_onset_f_Chromatic Percussion': 0.01451630424708128,
+            'test/(rwc_pop)micro_onset_f_Guitar': 0.22117385268211365,
+            'test/(rwc_pop)micro_onset_f_Organ': 0.04916893690824509,
+            'test/(rwc_pop)micro_onset_f_Piano': 0.4931323528289795,
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+            'test/(rwc_pop)micro_onset_f_Reed': 0.09726177901029587,
+            'test/(rwc_pop)micro_onset_f_Singing Voice': 0.08127696067094803,
+            'test/(rwc_pop)micro_onset_f_Strings': 0.15419140458106995,
+            'test/(rwc_pop)micro_onset_f_Synth Lead': 0.01814058981835842,
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+            'test/(rwc_pop)micro_onset_f_drum': 0.6436583399772644,
+            'test/(rwc_pop)multi_f': 0.25216758251190186,
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+            'test/(rwc_pop)offset_f_Brass': 0.1329607367515564,
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+            'test/(rwc_pop)offset_f_Strings': 0.09541783481836319,
+            'test/(rwc_pop)offset_f_Synth Lead': 0.009463030844926834,
+            'test/(rwc_pop)offset_f_Synth Pad': 0.002910840790718794,
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+            'test/(rwc_pop)onset_f_Brass': 0.16938887536525726,
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+            'test/(rwc_pop)onset_f_Piano': 0.4373621344566345,
+            'test/(rwc_pop)onset_f_Pipe': 0.07636822760105133,
+            'test/(rwc_pop)onset_f_Reed': 0.126461461186409,
+            'test/(rwc_pop)onset_f_Singing Voice': 0.0904482901096344,
+            'test/(rwc_pop)onset_f_Strings': 0.1726456582546234,
+            'test/(rwc_pop)onset_f_Synth Lead': 0.022806964814662933,
+            'test/(rwc_pop)onset_f_Synth Pad': 0.009439672343432903,
+            'test/(rwc_pop)onset_f_drum': 0.6497281193733215}]]

amt/logs/2024/mc13_256_g4_all_v7_mt3f_sqr_rms_moe_wf4_n8k2_silu_rope_rp_b36_nops/result_mc13_full_plus_256_default_mir_st500_voc_debug.json

@@ -0,0 +1,18 @@
+[   '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': None,
+        'eval_vocab': [{'Singing Voice': [100, 101]}],
+        'presets': ['mir_st500_voc_debug']},
+    [   {   'test/(mir_st500)frame_f': 0.8410361409187317,
+            'test/(mir_st500)frame_f_pc': 0.841644287109375,
+            'test/(mir_st500)melody_oa_Singing Voice': 0.7632298469543457,
+            'test/(mir_st500)melody_rca_Singing Voice': 0.765277087688446,
+            'test/(mir_st500)melody_rpa_Singing Voice': 0.7632298469543457,
+            'test/(mir_st500)micro_offset_f_Singing Voice': 0.589411199092865,
+            'test/(mir_st500)micro_onset_f_Singing Voice': 0.7484803795814514,
+            'test/(mir_st500)micro_onset_f_drum': nan,
+            'test/(mir_st500)multi_f': 0.586248517036438,
+            'test/(mir_st500)offset_f': 0.5856963992118835,
+            'test/(mir_st500)offset_f_Singing Voice': 0.5862772464752197,
+            'test/(mir_st500)onset_f': 0.7450660467147827,
+            'test/(mir_st500)onset_f_Singing Voice': 0.745836615562439,
+            'test/(mir_st500)onset_f_drum': nan}]]

amt/logs/2024/mc13_256_g4_all_v7_mt3f_sqr_rms_moe_wf4_n8k2_silu_rope_rp_b36_nops/result_mc13_full_plus_256_default_rwc_pop_bass.json

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+[   '-----------------------------------------------------------------',
+    {   'add_pitch_class_metric': ['Bass'],
+        'eval_drum_vocab': None,
+        'eval_vocab': [{'Bass': array([32, 33, 34, 35, 36, 37, 38, 39])}],
+        'presets': ['rwc_pop_bass']},
+    [   {   'test/(rwc_pop)frame_f': 0.11498401314020157,
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+            'test/(rwc_pop)micro_offset_f_Bass': 0.25098368525505066,
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+            'test/(rwc_pop)micro_onset_f_Bass': 0.32546746730804443,
+            'test/(rwc_pop)micro_onset_f_Bass_pc': 0.509304940700531,
+            'test/(rwc_pop)micro_onset_f_drum': nan,
+            'test/(rwc_pop)multi_f': 0.1446290910243988,
+            'test/(rwc_pop)offset_f': 0.07808000594377518,
+            'test/(rwc_pop)offset_f_Bass': 0.23580260574817657,
+            'test/(rwc_pop)offset_f_Bass_pc': 0.35772594809532166,
+            'test/(rwc_pop)onset_f': 0.1098790168762207,
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+            'test/(rwc_pop)onset_f_Bass_pc': 0.4801085293292999,
+            'test/(rwc_pop)onset_f_drum': nan}]]

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amt/logs/2024/notask_all_cross_v6_xk2_amp0811_gm_ext_plus_nops_b72/result_mt3_full_plus_default_all_eval_final.json

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+[   '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [None],
+        'presets': ['slakh']},
+    [   {   'test/(slakh)offset_f': 0.6083431839942932,
+            'test/(slakh)offset_p': 0.6622373461723328,
+            'test/(slakh)offset_r': 0.5666455626487732,
+            'test/(slakh)onset_f': 0.7774602174758911,
+            'test/(slakh)onset_f_drum': 0.863847553730011,
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+            'test/(slakh)onset_p_drum': 0.8507407307624817,
+            'test/(slakh)onset_r': 0.7236887216567993,
+            'test/(slakh)onset_r_drum': 0.9046840071678162,
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+            'test/macro_offset_r': 0.5666455626487732,
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+            'test/macro_onset_r': 0.7236887216567993,
+            'test/macro_onset_r_drum': 0.9046840071678162}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [   {   'Piano': array([0, 1, 2, 3, 4, 5, 6, 7]),
+                              'Strings': array([40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51]),
+                              'Winds': array([64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79])}],
+        'presets': ['musicnet_thickstun']},
+    [   {   'test/(musicnet)offset_f': 0.3357182443141937,
+            'test/(musicnet)offset_f_Piano': 0.48227936029434204,
+            'test/(musicnet)offset_f_Strings': 0.25815683603286743,
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+            'test/(musicnet)offset_p_Winds': 0.25695109367370605,
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+            'test/(musicnet)onset_f_Strings': 0.41614195704460144,
+            'test/(musicnet)onset_f_Winds': 0.5253411531448364,
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+            'test/(musicnet)onset_p_Piano': 0.8654646277427673,
+            'test/(musicnet)onset_p_Strings': 0.4726918041706085,
+            'test/(musicnet)onset_p_Winds': 0.5167785286903381,
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+            'test/macro_offset_f': 0.3357182443141937,
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+            'test/macro_offset_f_Strings': 0.25815683603286743,
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+            'test/macro_offset_p_Strings': 0.29323798418045044,
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+            'test/macro_onset_p_Piano': 0.8654646277427673,
+            'test/macro_onset_p_Strings': 0.4726918041706085,
+            'test/macro_onset_p_Winds': 0.5167785286903381,
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+            'test/macro_onset_r_Winds': 0.5341922640800476,
+            'test/macro_onset_r_drum': nan}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [   {   'Piano': array([0, 1, 2, 3, 4, 5, 6, 7]),
+                              'Strings': array([40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51]),
+                              'Winds': array([64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79])}],
+        'presets': ['musicnet_thickstun_em']},
+    [   {   'test/(musicnet)offset_f': 0.6265446543693542,
+            'test/(musicnet)offset_f_Piano': 0.8271092772483826,
+            'test/(musicnet)offset_f_Strings': 0.5159010887145996,
+            'test/(musicnet)offset_f_Winds': 0.5344406366348267,
+            'test/(musicnet)offset_p': 0.6488454937934875,
+            'test/(musicnet)offset_p_Piano': 0.8294035792350769,
+            'test/(musicnet)offset_p_Strings': 0.5695708990097046,
+            'test/(musicnet)offset_p_Winds': 0.5244486927986145,
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+            'test/(musicnet)offset_r_Piano': 0.8248276114463806,
+            'test/(musicnet)offset_r_Strings': 0.47147470712661743,
+            'test/(musicnet)offset_r_Winds': 0.5448207259178162,
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+            'test/(musicnet)onset_f_Piano': 0.9861687421798706,
+            'test/(musicnet)onset_f_Strings': 0.6919905543327332,
+            'test/(musicnet)onset_f_Winds': 0.8070346713066101,
+            'test/(musicnet)onset_f_drum': nan,
+            'test/(musicnet)onset_p': 0.861139714717865,
+            'test/(musicnet)onset_p_Piano': 0.9889042973518372,
+            'test/(musicnet)onset_p_Strings': 0.7639791965484619,
+            'test/(musicnet)onset_p_Winds': 0.791946291923523,
+            'test/(musicnet)onset_p_drum': nan,
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+            'test/(musicnet)onset_r_Piano': 0.9834482669830322,
+            'test/(musicnet)onset_r_Strings': 0.6324004530906677,
+            'test/(musicnet)onset_r_Winds': 0.8227091431617737,
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+            'test/macro_offset_f': 0.6265446543693542,
+            'test/macro_offset_f_Piano': 0.8271092772483826,
+            'test/macro_offset_f_Strings': 0.5159010887145996,
+            'test/macro_offset_f_Winds': 0.5344406366348267,
+            'test/macro_offset_p': 0.6488454937934875,
+            'test/macro_offset_p_Piano': 0.8294035792350769,
+            'test/macro_offset_p_Strings': 0.5695708990097046,
+            'test/macro_offset_p_Winds': 0.5244486927986145,
+            'test/macro_offset_r': 0.6074720025062561,
+            'test/macro_offset_r_Piano': 0.8248276114463806,
+            'test/macro_offset_r_Strings': 0.47147470712661743,
+            'test/macro_offset_r_Winds': 0.5448207259178162,
+            'test/macro_onset_f': 0.8307012915611267,
+            'test/macro_onset_f_Piano': 0.9861687421798706,
+            'test/macro_onset_f_Strings': 0.6919905543327332,
+            'test/macro_onset_f_Winds': 0.8070346713066101,
+            'test/macro_onset_f_drum': nan,
+            'test/macro_onset_p': 0.861139714717865,
+            'test/macro_onset_p_Piano': 0.9889042973518372,
+            'test/macro_onset_p_Strings': 0.7639791965484619,
+            'test/macro_onset_p_Winds': 0.791946291923523,
+            'test/macro_onset_p_drum': nan,
+            'test/macro_onset_r': 0.8046172261238098,
+            'test/macro_onset_r_Piano': 0.9834482669830322,
+            'test/macro_onset_r_Strings': 0.6324004530906677,
+            'test/macro_onset_r_Winds': 0.8227091431617737,
+            'test/macro_onset_r_drum': nan}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [   {   'Piano': array([0, 1, 2, 3, 4, 5, 6, 7]),
+                              'Strings': array([40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51]),
+                              'Winds': array([64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79])}],
+        'presets': ['musicnet_thickstun_ext']},
+    [   {   'test/(musicnet)offset_f': 0.3959674835205078,
+            'test/(musicnet)offset_f_Piano': 0.3805476725101471,
+            'test/(musicnet)offset_f_Strings': 0.4404304027557373,
+            'test/(musicnet)offset_f_Winds': 0.30910158157348633,
+            'test/(musicnet)offset_p': 0.39991551637649536,
+            'test/(musicnet)offset_p_Piano': 0.30609330534935,
+            'test/(musicnet)offset_p_Strings': 0.45054253935813904,
+            'test/(musicnet)offset_p_Winds': 0.198689267039299,
+            'test/(musicnet)offset_r': 0.39315736293792725,
+            'test/(musicnet)offset_r_Piano': 0.3786337375640869,
+            'test/(musicnet)offset_r_Strings': 0.4319221079349518,
+            'test/(musicnet)offset_r_Winds': 0.3212359547615051,
+            'test/(musicnet)onset_f': 0.6437932252883911,
+            'test/(musicnet)onset_f_Piano': 0.7200534343719482,
+            'test/(musicnet)onset_f_Strings': 0.6363336443901062,
+            'test/(musicnet)onset_f_Winds': 0.5482662916183472,
+            'test/(musicnet)onset_f_drum': nan,
+            'test/(musicnet)onset_p': 0.6502920985221863,
+            'test/(musicnet)onset_p_Piano': 0.5792450308799744,
+            'test/(musicnet)onset_p_Strings': 0.652239203453064,
+            'test/(musicnet)onset_p_Winds': 0.3531217575073242,
+            'test/(musicnet)onset_p_drum': nan,
+            'test/(musicnet)onset_r': 0.6391699910163879,
+            'test/(musicnet)onset_r_Piano': 0.716358482837677,
+            'test/(musicnet)onset_r_Strings': 0.6230224967002869,
+            'test/(musicnet)onset_r_Winds': 0.5685860514640808,
+            'test/(musicnet)onset_r_drum': nan,
+            'test/macro_offset_f': 0.3959674835205078,
+            'test/macro_offset_f_Piano': 0.3805476725101471,
+            'test/macro_offset_f_Strings': 0.4404304027557373,
+            'test/macro_offset_f_Winds': 0.30910158157348633,
+            'test/macro_offset_p': 0.39991551637649536,
+            'test/macro_offset_p_Piano': 0.30609330534935,
+            'test/macro_offset_p_Strings': 0.45054253935813904,
+            'test/macro_offset_p_Winds': 0.198689267039299,
+            'test/macro_offset_r': 0.39315736293792725,
+            'test/macro_offset_r_Piano': 0.3786337375640869,
+            'test/macro_offset_r_Strings': 0.4319221079349518,
+            'test/macro_offset_r_Winds': 0.3212359547615051,
+            'test/macro_onset_f': 0.6437932252883911,
+            'test/macro_onset_f_Piano': 0.7200534343719482,
+            'test/macro_onset_f_Strings': 0.6363336443901062,
+            'test/macro_onset_f_Winds': 0.5482662916183472,
+            'test/macro_onset_f_drum': nan,
+            'test/macro_onset_p': 0.6502920985221863,
+            'test/macro_onset_p_Piano': 0.5792450308799744,
+            'test/macro_onset_p_Strings': 0.652239203453064,
+            'test/macro_onset_p_Winds': 0.3531217575073242,
+            'test/macro_onset_p_drum': nan,
+            'test/macro_onset_r': 0.6391699910163879,
+            'test/macro_onset_r_Piano': 0.716358482837677,
+            'test/macro_onset_r_Strings': 0.6230224967002869,
+            'test/macro_onset_r_Winds': 0.5685860514640808,
+            'test/macro_onset_r_drum': nan}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [   {   'Piano': array([0, 1, 2, 3, 4, 5, 6, 7]),
+                              'Strings': array([40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51]),
+                              'Winds': array([64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79])}],
+        'presets': ['musicnet_thickstun_ext_em']},
+    [   {   'test/(musicnet)offset_f': 0.735069990158081,
+            'test/(musicnet)offset_f_Piano': 0.7454416751861572,
+            'test/(musicnet)offset_f_Strings': 0.7720898389816284,
+            'test/(musicnet)offset_f_Winds': 0.6024924516677856,
+            'test/(musicnet)offset_p': 0.7449241280555725,
+            'test/(musicnet)offset_p_Piano': 0.6016747951507568,
+            'test/(musicnet)offset_p_Strings': 0.7943185567855835,
+            'test/(musicnet)offset_p_Winds': 0.38696134090423584,
+            'test/(musicnet)offset_r': 0.7270892262458801,
+            'test/(musicnet)offset_r_Piano': 0.7391372919082642,
+            'test/(musicnet)offset_r_Strings': 0.752295732498169,
+            'test/(musicnet)offset_r_Winds': 0.6266684532165527,
+            'test/(musicnet)onset_f': 0.8967338800430298,
+            'test/(musicnet)onset_f_Piano': 0.9509001970291138,
+            'test/(musicnet)onset_f_Strings': 0.8831208944320679,
+            'test/(musicnet)onset_f_Winds': 0.8164795637130737,
+            'test/(musicnet)onset_f_drum': nan,
+            'test/(musicnet)onset_p': 0.9097173810005188,
+            'test/(musicnet)onset_p_Piano': 0.7678321003913879,
+            'test/(musicnet)onset_p_Strings': 0.9111027717590332,
+            'test/(musicnet)onset_p_Winds': 0.5252859592437744,
+            'test/(musicnet)onset_p_drum': nan,
+            'test/(musicnet)onset_r': 0.8861774206161499,
+            'test/(musicnet)onset_r_Piano': 0.9424763321876526,
+            'test/(musicnet)onset_r_Strings': 0.8583273887634277,
+            'test/(musicnet)onset_r_Winds': 0.8477022647857666,
+            'test/(musicnet)onset_r_drum': nan,
+            'test/macro_offset_f': 0.735069990158081,
+            'test/macro_offset_f_Piano': 0.7454416751861572,
+            'test/macro_offset_f_Strings': 0.7720898389816284,
+            'test/macro_offset_f_Winds': 0.6024924516677856,
+            'test/macro_offset_p': 0.7449241280555725,
+            'test/macro_offset_p_Piano': 0.6016747951507568,
+            'test/macro_offset_p_Strings': 0.7943185567855835,
+            'test/macro_offset_p_Winds': 0.38696134090423584,
+            'test/macro_offset_r': 0.7270892262458801,
+            'test/macro_offset_r_Piano': 0.7391372919082642,
+            'test/macro_offset_r_Strings': 0.752295732498169,
+            'test/macro_offset_r_Winds': 0.6266684532165527,
+            'test/macro_onset_f': 0.8967338800430298,
+            'test/macro_onset_f_Piano': 0.9509001970291138,
+            'test/macro_onset_f_Strings': 0.8831208944320679,
+            'test/macro_onset_f_Winds': 0.8164795637130737,
+            'test/macro_onset_f_drum': nan,
+            'test/macro_onset_p': 0.9097173810005188,
+            'test/macro_onset_p_Piano': 0.7678321003913879,
+            'test/macro_onset_p_Strings': 0.9111027717590332,
+            'test/macro_onset_p_Winds': 0.5252859592437744,
+            'test/macro_onset_p_drum': nan,
+            'test/macro_onset_r': 0.8861774206161499,
+            'test/macro_onset_r_Piano': 0.9424763321876526,
+            'test/macro_onset_r_Strings': 0.8583273887634277,
+            'test/macro_onset_r_Winds': 0.8477022647857666,
+            'test/macro_onset_r_drum': nan}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [{'Singing Voice': [100]}],
+        'presets': ['mir_st500_voc']},
+    [   {   'test/(mir_st500)offset_f': 0.5048608183860779,
+            'test/(mir_st500)offset_f_Singing Voice': 0.5061416029930115,
+            'test/(mir_st500)offset_p': 0.5133110880851746,
+            'test/(mir_st500)offset_p_Singing Voice': 0.5161048769950867,
+            'test/(mir_st500)offset_r': 0.4993303716182709,
+            'test/(mir_st500)offset_r_Singing Voice': 0.49919605255126953,
+            'test/(mir_st500)onset_f': 0.6959291696548462,
+            'test/(mir_st500)onset_f_Singing Voice': 0.6976490616798401,
+            'test/(mir_st500)onset_f_drum': nan,
+            'test/(mir_st500)onset_p': 0.7078328728675842,
+            'test/(mir_st500)onset_p_Singing Voice': 0.7117308974266052,
+            'test/(mir_st500)onset_p_drum': 0.0,
+            'test/(mir_st500)onset_r': 0.6881252527236938,
+            'test/(mir_st500)onset_r_Singing Voice': 0.6878247261047363,
+            'test/(mir_st500)onset_r_drum': nan,
+            'test/macro_offset_f': 0.5048608183860779,
+            'test/macro_offset_f_Singing Voice': 0.5061416029930115,
+            'test/macro_offset_p': 0.5133110880851746,
+            'test/macro_offset_p_Singing Voice': 0.5161048769950867,
+            'test/macro_offset_r': 0.4993303716182709,
+            'test/macro_offset_r_Singing Voice': 0.49919605255126953,
+            'test/macro_onset_f': 0.6959291696548462,
+            'test/macro_onset_f_Singing Voice': 0.6976490616798401,
+            'test/macro_onset_f_drum': nan,
+            'test/macro_onset_p': 0.7078328728675842,
+            'test/macro_onset_p_Singing Voice': 0.7117308974266052,
+            'test/macro_onset_p_drum': 0.0,
+            'test/macro_onset_r': 0.6881252527236938,
+            'test/macro_onset_r_Singing Voice': 0.6878247261047363,
+            'test/macro_onset_r_drum': nan}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [{'Singing Voice': [100]}],
+        'presets': ['mir_st500']},
+    [   {   'test/(mir_st500)offset_f': 0.08752609044313431,
+            'test/(mir_st500)offset_f_Singing Voice': 0.4340810775756836,
+            'test/(mir_st500)offset_p': 0.04927415773272514,
+            'test/(mir_st500)offset_p_Singing Voice': 0.44511955976486206,
+            'test/(mir_st500)offset_r': 0.4603072702884674,
+            'test/(mir_st500)offset_r_Singing Voice': 0.427217572927475,
+            'test/(mir_st500)onset_f': 0.1349075436592102,
+            'test/(mir_st500)onset_f_Singing Voice': 0.6468554735183716,
+            'test/(mir_st500)onset_f_drum': nan,
+            'test/(mir_st500)onset_p': 0.07584631443023682,
+            'test/(mir_st500)onset_p_Singing Voice': 0.6652325391769409,
+            'test/(mir_st500)onset_p_drum': 0.0,
+            'test/(mir_st500)onset_r': 0.7170646786689758,
+            'test/(mir_st500)onset_r_Singing Voice': 0.6353515386581421,
+            'test/(mir_st500)onset_r_drum': nan,
+            'test/macro_offset_f': 0.08752609044313431,
+            'test/macro_offset_f_Singing Voice': 0.4340810775756836,
+            'test/macro_offset_p': 0.04927415773272514,
+            'test/macro_offset_p_Singing Voice': 0.44511955976486206,
+            'test/macro_offset_r': 0.4603072702884674,
+            'test/macro_offset_r_Singing Voice': 0.427217572927475,
+            'test/macro_onset_f': 0.1349075436592102,
+            'test/macro_onset_f_Singing Voice': 0.6468554735183716,
+            'test/macro_onset_f_drum': nan,
+            'test/macro_onset_p': 0.07584631443023682,
+            'test/macro_onset_p_Singing Voice': 0.6652325391769409,
+            'test/macro_onset_p_drum': 0.0,
+            'test/macro_onset_r': 0.7170646786689758,
+            'test/macro_onset_r_Singing Voice': 0.6353515386581421,
+            'test/macro_onset_r_drum': nan}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [None],
+        'presets': ['enstdrums_dtp']},
+    [   {   'test/(enstdrums)offset_f': nan,
+            'test/(enstdrums)offset_p': 0.0,
+            'test/(enstdrums)offset_r': nan,
+            'test/(enstdrums)onset_f': nan,
+            'test/(enstdrums)onset_f_drum': 0.8802791833877563,
+            'test/(enstdrums)onset_p': 0.0,
+            'test/(enstdrums)onset_p_drum': 0.8829243183135986,
+            'test/(enstdrums)onset_r': nan,
+            'test/(enstdrums)onset_r_drum': 0.8793073296546936,
+            'test/macro_offset_f': nan,
+            'test/macro_offset_p': 0.0,
+            'test/macro_offset_r': nan,
+            'test/macro_onset_f': nan,
+            'test/macro_onset_f_drum': 0.8802791833877563,
+            'test/macro_onset_p': 0.0,
+            'test/macro_onset_p_drum': 0.8829243183135986,
+            'test/macro_onset_r': nan,
+            'test/macro_onset_r_drum': 0.8793073296546936}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [None],
+        'presets': ['enstdrums_dtm']},
+    [   {   'test/(enstdrums)offset_f': nan,
+            'test/(enstdrums)offset_p': 0.0,
+            'test/(enstdrums)offset_r': nan,
+            'test/(enstdrums)onset_f': nan,
+            'test/(enstdrums)onset_f_drum': 0.8131747245788574,
+            'test/(enstdrums)onset_p': 0.0,
+            'test/(enstdrums)onset_p_drum': 0.8289992213249207,
+            'test/(enstdrums)onset_r': nan,
+            'test/(enstdrums)onset_r_drum': 0.8042031526565552,
+            'test/macro_offset_f': nan,
+            'test/macro_offset_p': 0.0,
+            'test/macro_offset_r': nan,
+            'test/macro_onset_f': nan,
+            'test/macro_onset_f_drum': 0.8131747245788574,
+            'test/macro_onset_p': 0.0,
+            'test/macro_onset_p_drum': 0.8289992213249207,
+            'test/macro_onset_r': nan,
+            'test/macro_onset_r_drum': 0.8042031526565552}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [None],
+        'presets': ['guitarset_pshift']},
+    [   {   'test/(guitarset)offset_f': 0.7842957973480225,
+            'test/(guitarset)offset_p': 0.7916637063026428,
+            'test/(guitarset)offset_r': 0.7788985967636108,
+            'test/(guitarset)onset_f': 0.8876206874847412,
+            'test/(guitarset)onset_f_drum': nan,
+            'test/(guitarset)onset_p': 0.8953325748443604,
+            'test/(guitarset)onset_p_drum': 0.0,
+            'test/(guitarset)onset_r': 0.8822049498558044,
+            'test/(guitarset)onset_r_drum': nan,
+            'test/macro_offset_f': 0.7842957973480225,
+            'test/macro_offset_p': 0.7916637063026428,
+            'test/macro_offset_r': 0.7788985967636108,
+            'test/macro_onset_f': 0.8876206874847412,
+            'test/macro_onset_f_drum': nan,
+            'test/macro_onset_p': 0.8953325748443604,
+            'test/macro_onset_p_drum': 0.0,
+            'test/macro_onset_r': 0.8822049498558044,
+            'test/macro_onset_r_drum': nan}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [{'Bass': array([32, 33, 34, 35, 36, 37, 38, 39])}],
+        'presets': ['rwc_pop_bass']},
+    [   {   'test/(rwc_pop)offset_f': 0.08935749530792236,
+            'test/(rwc_pop)offset_f_Bass': 0.2769419252872467,
+            'test/(rwc_pop)offset_p': 0.05388070270419121,
+            'test/(rwc_pop)offset_p_Bass': 0.33313581347465515,
+            'test/(rwc_pop)offset_r': 0.3093760907649994,
+            'test/(rwc_pop)offset_r_Bass': 0.24953310191631317,
+            'test/(rwc_pop)onset_f': 0.12388304620981216,
+            'test/(rwc_pop)onset_f_Bass': 0.364982932806015,
+            'test/(rwc_pop)onset_f_drum': nan,
+            'test/(rwc_pop)onset_p': 0.07472005486488342,
+            'test/(rwc_pop)onset_p_Bass': 0.438348650932312,
+            'test/(rwc_pop)onset_p_drum': 0.0,
+            'test/(rwc_pop)onset_r': 0.43698573112487793,
+            'test/(rwc_pop)onset_r_Bass': 0.3284376561641693,
+            'test/(rwc_pop)onset_r_drum': nan,
+            'test/macro_offset_f': 0.08935749530792236,
+            'test/macro_offset_f_Bass': 0.2769419252872467,
+            'test/macro_offset_p': 0.05388070270419121,
+            'test/macro_offset_p_Bass': 0.33313581347465515,
+            'test/macro_offset_r': 0.3093760907649994,
+            'test/macro_offset_r_Bass': 0.24953310191631317,
+            'test/macro_onset_f': 0.12388304620981216,
+            'test/macro_onset_f_Bass': 0.364982932806015,
+            'test/macro_onset_f_drum': nan,
+            'test/macro_onset_p': 0.07472005486488342,
+            'test/macro_onset_p_Bass': 0.438348650932312,
+            'test/macro_onset_p_drum': 0.0,
+            'test/macro_onset_r': 0.43698573112487793,
+            'test/macro_onset_r_Bass': 0.3284376561641693,
+            'test/macro_onset_r_drum': nan}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [{'Piano': array([0, 1, 2, 3, 4, 5, 6, 7])}],
+        'presets': ['maestro']},
+    [   {   'test/(maestro)offset_f': 0.8026146292686462,
+            'test/(maestro)offset_f_Piano': 0.8027480244636536,
+            'test/(maestro)offset_p': 0.8284508585929871,
+            'test/(maestro)offset_p_Piano': 0.8287417888641357,
+            'test/(maestro)offset_r': 0.7789899706840515,
+            'test/(maestro)offset_r_Piano': 0.7789827585220337,
+            'test/(maestro)onset_f': 0.9469380974769592,
+            'test/(maestro)onset_f_Piano': 0.9470942616462708,
+            'test/(maestro)onset_f_drum': nan,
+            'test/(maestro)onset_p': 0.9780700206756592,
+            'test/(maestro)onset_p_Piano': 0.9784316420555115,
+            'test/(maestro)onset_p_drum': 0.0,
+            'test/(maestro)onset_r': 0.9185109734535217,
+            'test/(maestro)onset_r_Piano': 0.9184830784797668,
+            'test/(maestro)onset_r_drum': nan,
+            'test/macro_offset_f': 0.8026146292686462,
+            'test/macro_offset_f_Piano': 0.8027480244636536,
+            'test/macro_offset_p': 0.8284508585929871,
+            'test/macro_offset_p_Piano': 0.8287417888641357,
+            'test/macro_offset_r': 0.7789899706840515,
+            'test/macro_offset_r_Piano': 0.7789827585220337,
+            'test/macro_onset_f': 0.9469380974769592,
+            'test/macro_onset_f_Piano': 0.9470942616462708,
+            'test/macro_onset_f_drum': nan,
+            'test/macro_onset_p': 0.9780700206756592,
+            'test/macro_onset_p_Piano': 0.9784316420555115,
+            'test/macro_onset_p_drum': 0.0,
+            'test/macro_onset_r': 0.9185109734535217,
+            'test/macro_onset_r_Piano': 0.9184830784797668,
+            'test/macro_onset_r_drum': nan}],
+    '-----------------------------------------------------------------',
+    {   'eval_drum_vocab': {   'Hi-Hat': [42, 44, 46, 22, 26],
+                               'Kick Drum': [36, 35],
+                               'Snare Drum': [38, 40]},
+        'eval_vocab': [   {   'Bass': array([32, 33, 34, 35, 36, 37, 38, 39]),
+                              'Brass': array([56, 57, 58, 59, 60, 61, 62, 63]),
+                              'Chromatic Percussion': array([ 8,  9, 10, 11, 12, 13, 14, 15]),
+                              'Guitar': array([24, 25, 26, 27, 28, 29, 30, 31]),
+                              'Organ': array([16, 17, 18, 19, 20, 21, 22, 23]),
+                              'Piano': array([0, 1, 2, 3, 4, 5, 6, 7]),
+                              'Pipe': array([72, 73, 74, 75, 76, 77, 78, 79]),
+                              'Reed': array([64, 65, 66, 67, 68, 69, 70, 71]),
+                              'Strings': array([40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55]),
+                              'Synth Lead': array([80, 81, 82, 83, 84, 85, 86, 87]),
+                              'Synth Pad': array([88, 89, 90, 91, 92, 93, 94, 95])}],
+        'presets': ['urmp']},
+    [   {   'test/(urmp)offset_f': 0.6520498991012573,
+            'test/(urmp)offset_f_Bass': nan,
+            'test/(urmp)offset_f_Brass': 0.6848000288009644,
+            'test/(urmp)offset_f_Chromatic Percussion': nan,
+            'test/(urmp)offset_f_Guitar': nan,
+            'test/(urmp)offset_f_Organ': nan,
+            'test/(urmp)offset_f_Piano': nan,
+            'test/(urmp)offset_f_Pipe': nan,
+            'test/(urmp)offset_f_Reed': 0.10385715961456299,
+            'test/(urmp)offset_f_Strings': 0.6481411457061768,
+            'test/(urmp)offset_f_Synth Lead': nan,
+            'test/(urmp)offset_f_Synth Pad': nan,
+            'test/(urmp)offset_p': 0.6840448975563049,
+            'test/(urmp)offset_p_Bass': nan,
+            'test/(urmp)offset_p_Brass': 0.17973124980926514,
+            'test/(urmp)offset_p_Chromatic Percussion': nan,
+            'test/(urmp)offset_p_Guitar': 0.0,
+            'test/(urmp)offset_p_Organ': nan,
+            'test/(urmp)offset_p_Piano': nan,
+            'test/(urmp)offset_p_Pipe': 0.0,
+            'test/(urmp)offset_p_Reed': 0.0595238134264946,
+            'test/(urmp)offset_p_Strings': 0.6781148910522461,
+            'test/(urmp)offset_p_Synth Lead': nan,
+            'test/(urmp)offset_p_Synth Pad': nan,
+            'test/(urmp)offset_r': 0.6238455176353455,
+            'test/(urmp)offset_r_Bass': nan,
+            'test/(urmp)offset_r_Brass': 0.6537678241729736,
+            'test/(urmp)offset_r_Chromatic Percussion': nan,
+            'test/(urmp)offset_r_Guitar': nan,
+            'test/(urmp)offset_r_Organ': nan,
+            'test/(urmp)offset_r_Piano': nan,
+            'test/(urmp)offset_r_Pipe': nan,
+            'test/(urmp)offset_r_Reed': 0.06984802335500717,
+            'test/(urmp)offset_r_Strings': 0.621437132358551,
+            'test/(urmp)offset_r_Synth Lead': nan,
+            'test/(urmp)offset_r_Synth Pad': nan,
+            'test/(urmp)onset_f': 0.8094742298126221,
+            'test/(urmp)onset_f_Bass': nan,
+            'test/(urmp)onset_f_Brass': 0.865066647529602,
+            'test/(urmp)onset_f_Chromatic Percussion': nan,
+            'test/(urmp)onset_f_Guitar': nan,
+            'test/(urmp)onset_f_Organ': nan,
+            'test/(urmp)onset_f_Piano': nan,
+            'test/(urmp)onset_f_Pipe': nan,
+            'test/(urmp)onset_f_Reed': 0.1948803812265396,
+            'test/(urmp)onset_f_Strings': 0.7926455736160278,
+            'test/(urmp)onset_f_Synth Lead': nan,
+            'test/(urmp)onset_f_Synth Pad': nan,
+            'test/(urmp)onset_f_drum': nan,
+            'test/(urmp)onset_p': 0.8502802848815918,
+            'test/(urmp)onset_p_Bass': nan,
+            'test/(urmp)onset_p_Brass': 0.22704367339611053,
+            'test/(urmp)onset_p_Chromatic Percussion': nan,
+            'test/(urmp)onset_p_Guitar': 0.0,
+            'test/(urmp)onset_p_Organ': nan,
+            'test/(urmp)onset_p_Piano': nan,
+            'test/(urmp)onset_p_Pipe': 0.0,
+            'test/(urmp)onset_p_Reed': 0.10924369841814041,
+            'test/(urmp)onset_p_Strings': 0.8278226852416992,
+            'test/(urmp)onset_p_Synth Lead': nan,
+            'test/(urmp)onset_p_Synth Pad': nan,
+            'test/(urmp)onset_p_drum': nan,
+            'test/(urmp)onset_r': 0.7737197875976562,
+            'test/(urmp)onset_r_Bass': nan,
+            'test/(urmp)onset_r_Brass': 0.8258655667304993,
+            'test/(urmp)onset_r_Chromatic Percussion': nan,
+            'test/(urmp)onset_r_Guitar': nan,
+            'test/(urmp)onset_r_Organ': nan,
+            'test/(urmp)onset_r_Piano': nan,
+            'test/(urmp)onset_r_Pipe': nan,
+            'test/(urmp)onset_r_Reed': 0.1319148987531662,
+            'test/(urmp)onset_r_Strings': 0.761354923248291,
+            'test/(urmp)onset_r_Synth Lead': nan,
+            'test/(urmp)onset_r_Synth Pad': nan,
+            'test/(urmp)onset_r_drum': nan,
+            'test/macro_offset_f': 0.6520498991012573,
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+            'test/macro_offset_f_Brass': 0.6848000288009644,
+            'test/macro_offset_f_Chromatic Percussion': nan,
+            'test/macro_offset_f_Guitar': nan,
+            'test/macro_offset_f_Organ': nan,
+            'test/macro_offset_f_Piano': nan,
+            'test/macro_offset_f_Pipe': nan,
+            'test/macro_offset_f_Reed': 0.10385715961456299,
+            'test/macro_offset_f_Strings': 0.6481411457061768,
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+            'test/macro_offset_p_Brass': 0.17973124980926514,
+            'test/macro_offset_p_Chromatic Percussion': nan,
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+            'test/macro_offset_p_Organ': nan,
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+            'test/macro_offset_r_Reed': 0.06984802335500717,
+            'test/macro_offset_r_Strings': 0.621437132358551,
+            'test/macro_offset_r_Synth Lead': nan,
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+            'test/macro_onset_f': 0.8094742298126221,
+            'test/macro_onset_f_Bass': nan,
+            'test/macro_onset_f_Brass': 0.865066647529602,
+            'test/macro_onset_f_Chromatic Percussion': nan,
+            'test/macro_onset_f_Guitar': nan,
+            'test/macro_onset_f_Organ': nan,
+            'test/macro_onset_f_Piano': nan,
+            'test/macro_onset_f_Pipe': nan,
+            'test/macro_onset_f_Reed': 0.1948803812265396,
+            'test/macro_onset_f_Strings': 0.7926455736160278,
+            'test/macro_onset_f_Synth Lead': nan,
+            'test/macro_onset_f_Synth Pad': nan,
+            'test/macro_onset_f_drum': nan,
+            'test/macro_onset_p': 0.8502802848815918,
+            'test/macro_onset_p_Bass': nan,
+            'test/macro_onset_p_Brass': 0.22704367339611053,
+            'test/macro_onset_p_Chromatic Percussion': nan,
+            'test/macro_onset_p_Guitar': 0.0,
+            'test/macro_onset_p_Organ': nan,
+            'test/macro_onset_p_Piano': nan,
+            'test/macro_onset_p_Pipe': 0.0,
+            'test/macro_onset_p_Reed': 0.10924369841814041,
+            'test/macro_onset_p_Strings': 0.8278226852416992,
+            'test/macro_onset_p_Synth Lead': nan,
+            'test/macro_onset_p_Synth Pad': nan,
+            'test/macro_onset_p_drum': nan,
+            'test/macro_onset_r': 0.7737197875976562,
+            'test/macro_onset_r_Bass': nan,
+            'test/macro_onset_r_Brass': 0.8258655667304993,
+            'test/macro_onset_r_Chromatic Percussion': nan,
+            'test/macro_onset_r_Guitar': nan,
+            'test/macro_onset_r_Organ': nan,
+            'test/macro_onset_r_Piano': nan,
+            'test/macro_onset_r_Pipe': nan,
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+            'test/macro_onset_r_Synth Lead': nan,
+            'test/macro_onset_r_Synth Pad': nan,
+            'test/macro_onset_r_drum': nan}]]

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