| { | |
| "best_metric": null, | |
| "best_model_checkpoint": null, | |
| "epoch": 10.61320754716981, | |
| "eval_steps": 2250, | |
| "global_step": 18000, | |
| "is_hyper_param_search": false, | |
| "is_local_process_zero": true, | |
| "is_world_process_zero": true, | |
| "log_history": [ | |
| { | |
| "epoch": 0.589622641509434, | |
| "grad_norm": 9.137022018432617, | |
| "learning_rate": 2.9481132075471702e-05, | |
| "loss": 2.8435, | |
| "step": 1000 | |
| }, | |
| { | |
| "epoch": 1.179245283018868, | |
| "grad_norm": 6.052332401275635, | |
| "learning_rate": 5.8962264150943403e-05, | |
| "loss": 1.791, | |
| "step": 2000 | |
| }, | |
| { | |
| "epoch": 1.3266509433962264, | |
| "eval_accuracy_background": 0.6658729859800179, | |
| "eval_accuracy_double_plant": 0.44796971861142204, | |
| "eval_accuracy_drydown": 0.838452272819733, | |
| "eval_accuracy_endrow": 0.6564099936974693, | |
| "eval_accuracy_nutrient_deficiency": 0.5255760511997533, | |
| "eval_accuracy_planter_skip": 0.7062276764551357, | |
| "eval_accuracy_water": 0.9873387227342924, | |
| "eval_accuracy_waterway": 0.5770296385642565, | |
| "eval_accuracy_weed_cluster": 0.4428120632960455, | |
| "eval_iou_background": 0.5904190410028399, | |
| "eval_iou_double_plant": 0.21713659970128166, | |
| "eval_iou_drydown": 0.5191145408680865, | |
| "eval_iou_endrow": 0.146705809299966, | |
| "eval_iou_nutrient_deficiency": 0.3433700256479391, | |
| "eval_iou_planter_skip": 0.19867844175237825, | |
| "eval_iou_water": 0.3151796347651091, | |
| "eval_iou_waterway": 0.17710299517028666, | |
| "eval_iou_weed_cluster": 0.2871479144864637, | |
| "eval_loss": 1.6307891607284546, | |
| "eval_mean_accuracy": 0.6497432359286807, | |
| "eval_mean_iou": 0.31053944474381673, | |
| "eval_overall_accuracy": 0.6703095203666921, | |
| "eval_runtime": 550.4413, | |
| "eval_samples_per_second": 15.489, | |
| "eval_steps_per_second": 0.485, | |
| "step": 2250 | |
| }, | |
| { | |
| "epoch": 1.7688679245283019, | |
| "grad_norm": 10.023482322692871, | |
| "learning_rate": 8.84433962264151e-05, | |
| "loss": 1.5821, | |
| "step": 3000 | |
| }, | |
| { | |
| "epoch": 2.358490566037736, | |
| "grad_norm": 3.805853843688965, | |
| "learning_rate": 9.990216178505835e-05, | |
| "loss": 1.4645, | |
| "step": 4000 | |
| }, | |
| { | |
| "epoch": 2.6533018867924527, | |
| "eval_accuracy_background": 0.6928149295345922, | |
| "eval_accuracy_double_plant": 0.520600810240665, | |
| "eval_accuracy_drydown": 0.9041661302317083, | |
| "eval_accuracy_endrow": 0.41216652623141536, | |
| "eval_accuracy_nutrient_deficiency": 0.5572999343661789, | |
| "eval_accuracy_planter_skip": 0.5885655971148109, | |
| "eval_accuracy_water": 0.9012349964392468, | |
| "eval_accuracy_waterway": 0.5122856732827319, | |
| "eval_accuracy_weed_cluster": 0.3529035479823603, | |
| "eval_iou_background": 0.6154372685119965, | |
| "eval_iou_double_plant": 0.286691279808622, | |
| "eval_iou_drydown": 0.5005889595647872, | |
| "eval_iou_endrow": 0.23071917367118422, | |
| "eval_iou_nutrient_deficiency": 0.34903960157986247, | |
| "eval_iou_planter_skip": 0.3404743586046269, | |
| "eval_iou_water": 0.4866735755203849, | |
| "eval_iou_waterway": 0.17740336931417308, | |
| "eval_iou_weed_cluster": 0.25445442999377565, | |
| "eval_loss": 1.6076184511184692, | |
| "eval_mean_accuracy": 0.6046709050470789, | |
| "eval_mean_iou": 0.36016466850771256, | |
| "eval_overall_accuracy": 0.6938899108737494, | |
| "eval_runtime": 529.8506, | |
| "eval_samples_per_second": 16.091, | |
| "eval_steps_per_second": 0.504, | |
| "step": 4500 | |
| }, | |
| { | |
| "epoch": 2.94811320754717, | |
| "grad_norm": 3.9986305236816406, | |
| "learning_rate": 9.931699497285711e-05, | |
| "loss": 1.3957, | |
| "step": 5000 | |
| }, | |
| { | |
| "epoch": 3.5377358490566038, | |
| "grad_norm": 2.7372334003448486, | |
| "learning_rate": 9.821001342355031e-05, | |
| "loss": 1.3124, | |
| "step": 6000 | |
| }, | |
| { | |
| "epoch": 3.9799528301886795, | |
| "eval_accuracy_background": 0.6307230231497055, | |
| "eval_accuracy_double_plant": 0.48486363452173786, | |
| "eval_accuracy_drydown": 0.8612367898895216, | |
| "eval_accuracy_endrow": 0.5075110635399532, | |
| "eval_accuracy_nutrient_deficiency": 0.6861430352037324, | |
| "eval_accuracy_planter_skip": 0.6031976315027698, | |
| "eval_accuracy_water": 0.9802194342104156, | |
| "eval_accuracy_waterway": 0.48897799511586637, | |
| "eval_accuracy_weed_cluster": 0.556708376519504, | |
| "eval_iou_background": 0.5741567963414517, | |
| "eval_iou_double_plant": 0.2860919486620036, | |
| "eval_iou_drydown": 0.5029587941632667, | |
| "eval_iou_endrow": 0.22521629078173816, | |
| "eval_iou_nutrient_deficiency": 0.3596590524564408, | |
| "eval_iou_planter_skip": 0.3023475517768152, | |
| "eval_iou_water": 0.41466030404934484, | |
| "eval_iou_waterway": 0.11905712637247004, | |
| "eval_iou_weed_cluster": 0.3161136298740651, | |
| "eval_loss": 1.6003777980804443, | |
| "eval_mean_accuracy": 0.6443978870725785, | |
| "eval_mean_iou": 0.34447349938639954, | |
| "eval_overall_accuracy": 0.6672287911844751, | |
| "eval_runtime": 529.5311, | |
| "eval_samples_per_second": 16.101, | |
| "eval_steps_per_second": 0.504, | |
| "step": 6750 | |
| }, | |
| { | |
| "epoch": 4.127358490566038, | |
| "grad_norm": 3.5192806720733643, | |
| "learning_rate": 9.65929299206612e-05, | |
| "loss": 1.2631, | |
| "step": 7000 | |
| }, | |
| { | |
| "epoch": 4.716981132075472, | |
| "grad_norm": 3.9972991943359375, | |
| "learning_rate": 9.448285454973738e-05, | |
| "loss": 1.2003, | |
| "step": 8000 | |
| }, | |
| { | |
| "epoch": 5.306603773584905, | |
| "grad_norm": 5.617863178253174, | |
| "learning_rate": 9.190211365944541e-05, | |
| "loss": 1.1545, | |
| "step": 9000 | |
| }, | |
| { | |
| "epoch": 5.306603773584905, | |
| "eval_accuracy_background": 0.7152218890852868, | |
| "eval_accuracy_double_plant": 0.559446789259611, | |
| "eval_accuracy_drydown": 0.7926407431922761, | |
| "eval_accuracy_endrow": 0.5090316219335013, | |
| "eval_accuracy_nutrient_deficiency": 0.5738896211353212, | |
| "eval_accuracy_planter_skip": 0.6593127897989867, | |
| "eval_accuracy_water": 0.9642661896511828, | |
| "eval_accuracy_waterway": 0.46492080717677636, | |
| "eval_accuracy_weed_cluster": 0.5152471841227493, | |
| "eval_iou_background": 0.6309696025011753, | |
| "eval_iou_double_plant": 0.33576586005371956, | |
| "eval_iou_drydown": 0.5023456898026126, | |
| "eval_iou_endrow": 0.24985551240605414, | |
| "eval_iou_nutrient_deficiency": 0.36416354391893857, | |
| "eval_iou_planter_skip": 0.3932620146979082, | |
| "eval_iou_water": 0.46396310962016846, | |
| "eval_iou_waterway": 0.16987197692528003, | |
| "eval_iou_weed_cluster": 0.29655626229371107, | |
| "eval_loss": 1.5461719036102295, | |
| "eval_mean_accuracy": 0.6393308483728546, | |
| "eval_mean_iou": 0.3785281746910631, | |
| "eval_overall_accuracy": 0.7041663407297746, | |
| "eval_runtime": 529.5113, | |
| "eval_samples_per_second": 16.102, | |
| "eval_steps_per_second": 0.504, | |
| "step": 9000 | |
| }, | |
| { | |
| "epoch": 5.89622641509434, | |
| "grad_norm": 1.9349929094314575, | |
| "learning_rate": 8.887801363027234e-05, | |
| "loss": 1.1301, | |
| "step": 10000 | |
| }, | |
| { | |
| "epoch": 6.485849056603773, | |
| "grad_norm": 3.736844539642334, | |
| "learning_rate": 8.544255195035733e-05, | |
| "loss": 1.0996, | |
| "step": 11000 | |
| }, | |
| { | |
| "epoch": 6.633254716981132, | |
| "eval_accuracy_background": 0.7321345719725818, | |
| "eval_accuracy_double_plant": 0.5061561579791534, | |
| "eval_accuracy_drydown": 0.6959542485519916, | |
| "eval_accuracy_endrow": 0.4876229883472026, | |
| "eval_accuracy_nutrient_deficiency": 0.6450410877845559, | |
| "eval_accuracy_planter_skip": 0.7014340631125459, | |
| "eval_accuracy_water": 0.9722180984130999, | |
| "eval_accuracy_waterway": 0.4680069536108854, | |
| "eval_accuracy_weed_cluster": 0.5999105125905921, | |
| "eval_iou_background": 0.6400560054890143, | |
| "eval_iou_double_plant": 0.3502816119859484, | |
| "eval_iou_drydown": 0.48456196377624977, | |
| "eval_iou_endrow": 0.2639788246911193, | |
| "eval_iou_nutrient_deficiency": 0.396585559445601, | |
| "eval_iou_planter_skip": 0.3409834868970738, | |
| "eval_iou_water": 0.44451378617604653, | |
| "eval_iou_waterway": 0.16081881352962019, | |
| "eval_iou_weed_cluster": 0.33812444541681147, | |
| "eval_loss": 1.492088794708252, | |
| "eval_mean_accuracy": 0.645386520262512, | |
| "eval_mean_iou": 0.37998938860083165, | |
| "eval_overall_accuracy": 0.7115690581547556, | |
| "eval_runtime": 529.9729, | |
| "eval_samples_per_second": 16.088, | |
| "eval_steps_per_second": 0.504, | |
| "step": 11250 | |
| }, | |
| { | |
| "epoch": 7.0754716981132075, | |
| "grad_norm": 1.84828782081604, | |
| "learning_rate": 8.163207865551112e-05, | |
| "loss": 1.0727, | |
| "step": 12000 | |
| }, | |
| { | |
| "epoch": 7.665094339622642, | |
| "grad_norm": 2.411391258239746, | |
| "learning_rate": 7.748691171566864e-05, | |
| "loss": 1.0468, | |
| "step": 13000 | |
| }, | |
| { | |
| "epoch": 7.959905660377358, | |
| "eval_accuracy_background": 0.7526398125858199, | |
| "eval_accuracy_double_plant": 0.5617747160876485, | |
| "eval_accuracy_drydown": 0.7416084130046285, | |
| "eval_accuracy_endrow": 0.5035272340399668, | |
| "eval_accuracy_nutrient_deficiency": 0.531805617343839, | |
| "eval_accuracy_planter_skip": 0.6247280891527807, | |
| "eval_accuracy_water": 0.9841431099962412, | |
| "eval_accuracy_waterway": 0.4783465745730863, | |
| "eval_accuracy_weed_cluster": 0.47373664220884076, | |
| "eval_iou_background": 0.6514530993735008, | |
| "eval_iou_double_plant": 0.3221799261469335, | |
| "eval_iou_drydown": 0.496553324050437, | |
| "eval_iou_endrow": 0.25636256499323895, | |
| "eval_iou_nutrient_deficiency": 0.36014685659389084, | |
| "eval_iou_planter_skip": 0.3605061710097777, | |
| "eval_iou_water": 0.4365396537110217, | |
| "eval_iou_waterway": 0.14037628353126624, | |
| "eval_iou_weed_cluster": 0.3214568250037232, | |
| "eval_loss": 1.5932934284210205, | |
| "eval_mean_accuracy": 0.6280344676658723, | |
| "eval_mean_iou": 0.37173052271264334, | |
| "eval_overall_accuracy": 0.7170902700988321, | |
| "eval_runtime": 529.3378, | |
| "eval_samples_per_second": 16.107, | |
| "eval_steps_per_second": 0.504, | |
| "step": 13500 | |
| }, | |
| { | |
| "epoch": 8.254716981132075, | |
| "grad_norm": 1.4569978713989258, | |
| "learning_rate": 7.305091043730557e-05, | |
| "loss": 1.0271, | |
| "step": 14000 | |
| }, | |
| { | |
| "epoch": 8.84433962264151, | |
| "grad_norm": 2.9907829761505127, | |
| "learning_rate": 6.837101139557501e-05, | |
| "loss": 1.0036, | |
| "step": 15000 | |
| }, | |
| { | |
| "epoch": 9.286556603773585, | |
| "eval_accuracy_background": 0.7598414375076388, | |
| "eval_accuracy_double_plant": 0.5177256602627419, | |
| "eval_accuracy_drydown": 0.7154793750660278, | |
| "eval_accuracy_endrow": 0.5012670182902391, | |
| "eval_accuracy_nutrient_deficiency": 0.5368322761783371, | |
| "eval_accuracy_planter_skip": 0.5468935952263279, | |
| "eval_accuracy_water": 0.937019395570021, | |
| "eval_accuracy_waterway": 0.49325926542068943, | |
| "eval_accuracy_weed_cluster": 0.4951997709703656, | |
| "eval_iou_background": 0.653841296382127, | |
| "eval_iou_double_plant": 0.3556917179689535, | |
| "eval_iou_drydown": 0.48554419750993316, | |
| "eval_iou_endrow": 0.2419919783626517, | |
| "eval_iou_nutrient_deficiency": 0.3544690920377324, | |
| "eval_iou_planter_skip": 0.3770845151472525, | |
| "eval_iou_water": 0.4813163648581422, | |
| "eval_iou_waterway": 0.1553945460962498, | |
| "eval_iou_weed_cluster": 0.32913578509118946, | |
| "eval_loss": 1.6111669540405273, | |
| "eval_mean_accuracy": 0.6115019771658209, | |
| "eval_mean_iou": 0.3816077214949146, | |
| "eval_overall_accuracy": 0.7184015448031484, | |
| "eval_runtime": 530.1576, | |
| "eval_samples_per_second": 16.082, | |
| "eval_steps_per_second": 0.504, | |
| "step": 15750 | |
| }, | |
| { | |
| "epoch": 9.433962264150944, | |
| "grad_norm": 1.7846933603286743, | |
| "learning_rate": 6.34967318063877e-05, | |
| "loss": 0.9725, | |
| "step": 16000 | |
| }, | |
| { | |
| "epoch": 10.023584905660377, | |
| "grad_norm": 1.7969969511032104, | |
| "learning_rate": 5.847964559317128e-05, | |
| "loss": 0.9677, | |
| "step": 17000 | |
| }, | |
| { | |
| "epoch": 10.61320754716981, | |
| "grad_norm": 3.443549156188965, | |
| "learning_rate": 5.3372837691956955e-05, | |
| "loss": 0.9443, | |
| "step": 18000 | |
| }, | |
| { | |
| "epoch": 10.61320754716981, | |
| "eval_accuracy_background": 0.7705968530221318, | |
| "eval_accuracy_double_plant": 0.5181034194377331, | |
| "eval_accuracy_drydown": 0.6903163741892455, | |
| "eval_accuracy_endrow": 0.4835231803753014, | |
| "eval_accuracy_nutrient_deficiency": 0.5916561216478401, | |
| "eval_accuracy_planter_skip": 0.5335884546146096, | |
| "eval_accuracy_water": 0.9620806979435361, | |
| "eval_accuracy_waterway": 0.43880698473219176, | |
| "eval_accuracy_weed_cluster": 0.3965401585703216, | |
| "eval_iou_background": 0.6599883230602321, | |
| "eval_iou_double_plant": 0.34125555031911986, | |
| "eval_iou_drydown": 0.48090155814983737, | |
| "eval_iou_endrow": 0.27739686571309646, | |
| "eval_iou_nutrient_deficiency": 0.37205107367408047, | |
| "eval_iou_planter_skip": 0.34566214329213907, | |
| "eval_iou_water": 0.4751891278946817, | |
| "eval_iou_waterway": 0.18319416480334516, | |
| "eval_iou_weed_cluster": 0.28830863200785295, | |
| "eval_loss": 1.7351711988449097, | |
| "eval_mean_accuracy": 0.5983569160592123, | |
| "eval_mean_iou": 0.38043860432382054, | |
| "eval_overall_accuracy": 0.7224762810473321, | |
| "eval_runtime": 547.3444, | |
| "eval_samples_per_second": 15.577, | |
| "eval_steps_per_second": 0.488, | |
| "step": 18000 | |
| } | |
| ], | |
| "logging_steps": 1000, | |
| "max_steps": 33920, | |
| "num_input_tokens_seen": 0, | |
| "num_train_epochs": 20, | |
| "save_steps": 2250, | |
| "total_flos": 3.0653390846567645e+20, | |
| "train_batch_size": 32, | |
| "trial_name": null, | |
| "trial_params": null | |
| } | |