{ "best_metric": 0.4501160092807424, "best_model_checkpoint": "../save/marinda-default-ep0.4-26m-mfc-4f-100c/checkpoint-4000", "epoch": 9.029345372460497, "global_step": 4000, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.02, "learning_rate": 9.97742663656885e-05, "loss": 0.5909, "step": 10 }, { "epoch": 0.05, "learning_rate": 9.954853273137697e-05, "loss": 0.3154, "step": 20 }, { "epoch": 0.07, "learning_rate": 9.932279909706546e-05, "loss": 0.1643, "step": 30 }, { "epoch": 0.09, "learning_rate": 9.909706546275395e-05, "loss": 0.1148, "step": 40 }, { "epoch": 0.11, "learning_rate": 9.887133182844243e-05, "loss": 0.0938, "step": 50 }, { "epoch": 0.14, "learning_rate": 9.864559819413092e-05, "loss": 0.0826, "step": 60 }, { "epoch": 0.16, "learning_rate": 9.841986455981941e-05, "loss": 0.083, "step": 70 }, { "epoch": 0.18, "learning_rate": 9.81941309255079e-05, "loss": 0.085, "step": 80 }, { "epoch": 0.2, "learning_rate": 9.79683972911964e-05, "loss": 0.0836, "step": 90 }, { "epoch": 0.23, "learning_rate": 9.774266365688489e-05, "loss": 0.0777, "step": 100 }, { "epoch": 0.23, "eval_accuracy": 0.9827956989247312, "eval_f1": 0.0, "eval_loss": 0.08297247439622879, "eval_precision": 0.0, "eval_recall": 0.0, "eval_roc_auc_score": 0.6634815201039388, "eval_runtime": 5.3932, "eval_samples_per_second": 34.488, "eval_steps_per_second": 2.225, "step": 100 }, { "epoch": 0.25, "learning_rate": 9.751693002257338e-05, "loss": 0.0904, "step": 110 }, { "epoch": 0.27, "learning_rate": 9.729119638826185e-05, "loss": 0.0802, "step": 120 }, { "epoch": 0.29, "learning_rate": 9.706546275395035e-05, "loss": 0.0818, "step": 130 }, { "epoch": 0.32, "learning_rate": 9.683972911963884e-05, "loss": 0.0799, "step": 140 }, { "epoch": 0.34, "learning_rate": 9.661399548532731e-05, "loss": 0.0897, "step": 150 }, { "epoch": 0.36, "learning_rate": 9.63882618510158e-05, "loss": 0.0819, "step": 160 }, { "epoch": 0.38, "learning_rate": 9.61625282167043e-05, "loss": 0.0841, "step": 170 }, { "epoch": 0.41, "learning_rate": 9.593679458239279e-05, "loss": 0.0861, "step": 180 }, { "epoch": 0.43, "learning_rate": 9.571106094808126e-05, "loss": 0.0836, "step": 190 }, { "epoch": 0.45, "learning_rate": 9.548532731376975e-05, "loss": 0.0831, "step": 200 }, { "epoch": 0.45, "eval_accuracy": 0.9827956989247312, "eval_f1": 0.0, "eval_loss": 0.08346579968929291, "eval_precision": 0.0, "eval_recall": 0.0, "eval_roc_auc_score": 0.6618079013949671, "eval_runtime": 5.1133, "eval_samples_per_second": 36.376, "eval_steps_per_second": 2.347, "step": 200 }, { "epoch": 0.47, "learning_rate": 9.525959367945825e-05, "loss": 0.0912, "step": 210 }, { "epoch": 0.5, "learning_rate": 9.503386004514672e-05, "loss": 0.0894, "step": 220 }, { "epoch": 0.52, "learning_rate": 9.480812641083521e-05, "loss": 0.0892, "step": 230 }, { "epoch": 0.54, "learning_rate": 9.45823927765237e-05, "loss": 0.0834, "step": 240 }, { "epoch": 0.56, "learning_rate": 9.43566591422122e-05, "loss": 0.0848, "step": 250 }, { "epoch": 0.59, "learning_rate": 9.413092550790069e-05, "loss": 0.0866, "step": 260 }, { "epoch": 0.61, "learning_rate": 9.390519187358918e-05, "loss": 0.0843, "step": 270 }, { "epoch": 0.63, "learning_rate": 9.367945823927767e-05, "loss": 0.0739, "step": 280 }, { "epoch": 0.65, "learning_rate": 9.345372460496615e-05, "loss": 0.082, "step": 290 }, { "epoch": 0.68, "learning_rate": 9.322799097065464e-05, "loss": 0.0868, "step": 300 }, { "epoch": 0.68, "eval_accuracy": 0.9827956989247312, "eval_f1": 0.0, "eval_loss": 0.08376671373844147, "eval_precision": 0.0, "eval_recall": 0.0, "eval_roc_auc_score": 0.6519909908369803, "eval_runtime": 5.0804, "eval_samples_per_second": 36.612, "eval_steps_per_second": 2.362, "step": 300 }, { "epoch": 0.7, "learning_rate": 9.300225733634313e-05, "loss": 0.0759, "step": 310 }, { "epoch": 0.72, "learning_rate": 9.27765237020316e-05, "loss": 0.0879, "step": 320 }, { "epoch": 0.74, "learning_rate": 9.25507900677201e-05, "loss": 0.0796, "step": 330 }, { "epoch": 0.77, "learning_rate": 9.232505643340859e-05, "loss": 0.0842, "step": 340 }, { "epoch": 0.79, "learning_rate": 9.209932279909706e-05, "loss": 0.0855, "step": 350 }, { "epoch": 0.81, "learning_rate": 9.187358916478555e-05, "loss": 0.0847, "step": 360 }, { "epoch": 0.84, "learning_rate": 9.164785553047405e-05, "loss": 0.0785, "step": 370 }, { "epoch": 0.86, "learning_rate": 9.142212189616254e-05, "loss": 0.0853, "step": 380 }, { "epoch": 0.88, "learning_rate": 9.119638826185101e-05, "loss": 0.0864, "step": 390 }, { "epoch": 0.9, "learning_rate": 9.09706546275395e-05, "loss": 0.0854, "step": 400 }, { "epoch": 0.9, "eval_accuracy": 0.9827956989247312, "eval_f1": 0.0, "eval_loss": 0.08326727151870728, "eval_precision": 0.0, "eval_recall": 0.0, "eval_roc_auc_score": 0.6522894727844638, "eval_runtime": 5.1454, "eval_samples_per_second": 36.149, "eval_steps_per_second": 2.332, "step": 400 }, { "epoch": 0.93, "learning_rate": 9.0744920993228e-05, "loss": 0.0794, "step": 410 }, { "epoch": 0.95, "learning_rate": 9.051918735891649e-05, "loss": 0.0856, "step": 420 }, { "epoch": 0.97, "learning_rate": 9.029345372460498e-05, "loss": 0.0835, "step": 430 }, { "epoch": 0.99, "learning_rate": 9.006772009029347e-05, "loss": 0.0814, "step": 440 }, { "epoch": 1.02, "learning_rate": 8.984198645598195e-05, "loss": 0.0874, "step": 450 }, { "epoch": 1.04, "learning_rate": 8.961625282167044e-05, "loss": 0.0821, "step": 460 }, { "epoch": 1.06, "learning_rate": 8.939051918735893e-05, "loss": 0.0872, "step": 470 }, { "epoch": 1.08, "learning_rate": 8.91647855530474e-05, "loss": 0.0811, "step": 480 }, { "epoch": 1.11, "learning_rate": 8.89390519187359e-05, "loss": 0.0845, "step": 490 }, { "epoch": 1.13, "learning_rate": 8.871331828442439e-05, "loss": 0.0786, "step": 500 }, { "epoch": 1.13, "eval_accuracy": 0.9833870967741936, "eval_f1": 0.06646525679758308, "eval_loss": 0.08231215178966522, "eval_precision": 1.0, "eval_recall": 0.034375, "eval_roc_auc_score": 0.6500255573030636, "eval_runtime": 5.105, "eval_samples_per_second": 36.435, "eval_steps_per_second": 2.351, "step": 500 }, { "epoch": 1.15, "learning_rate": 8.848758465011288e-05, "loss": 0.0816, "step": 510 }, { "epoch": 1.17, "learning_rate": 8.826185101580135e-05, "loss": 0.0815, "step": 520 }, { "epoch": 1.2, "learning_rate": 8.803611738148985e-05, "loss": 0.0833, "step": 530 }, { "epoch": 1.22, "learning_rate": 8.781038374717834e-05, "loss": 0.0811, "step": 540 }, { "epoch": 1.24, "learning_rate": 8.758465011286681e-05, "loss": 0.084, "step": 550 }, { "epoch": 1.26, "learning_rate": 8.73589164785553e-05, "loss": 0.0772, "step": 560 }, { "epoch": 1.29, "learning_rate": 8.71331828442438e-05, "loss": 0.0799, "step": 570 }, { "epoch": 1.31, "learning_rate": 8.690744920993227e-05, "loss": 0.0891, "step": 580 }, { "epoch": 1.33, "learning_rate": 8.668171557562076e-05, "loss": 0.083, "step": 590 }, { "epoch": 1.35, "learning_rate": 8.645598194130925e-05, "loss": 0.0808, "step": 600 }, { "epoch": 1.35, "eval_accuracy": 0.9833870967741936, "eval_f1": 0.06646525679758308, "eval_loss": 0.08112546801567078, "eval_precision": 1.0, "eval_recall": 0.034375, "eval_roc_auc_score": 0.6772842587527352, "eval_runtime": 5.3759, "eval_samples_per_second": 34.599, "eval_steps_per_second": 2.232, "step": 600 }, { "epoch": 1.38, "learning_rate": 8.623024830699775e-05, "loss": 0.0802, "step": 610 }, { "epoch": 1.4, "learning_rate": 8.600451467268624e-05, "loss": 0.0831, "step": 620 }, { "epoch": 1.42, "learning_rate": 8.577878103837473e-05, "loss": 0.0825, "step": 630 }, { "epoch": 1.44, "learning_rate": 8.555304740406322e-05, "loss": 0.0838, "step": 640 }, { "epoch": 1.47, "learning_rate": 8.53273137697517e-05, "loss": 0.0796, "step": 650 }, { "epoch": 1.49, "learning_rate": 8.510158013544019e-05, "loss": 0.0845, "step": 660 }, { "epoch": 1.51, "learning_rate": 8.487584650112868e-05, "loss": 0.0782, "step": 670 }, { "epoch": 1.53, "learning_rate": 8.465011286681715e-05, "loss": 0.0804, "step": 680 }, { "epoch": 1.56, "learning_rate": 8.442437923250564e-05, "loss": 0.0756, "step": 690 }, { "epoch": 1.58, "learning_rate": 8.419864559819414e-05, "loss": 0.0788, "step": 700 }, { "epoch": 1.58, "eval_accuracy": 0.9833870967741936, "eval_f1": 0.06646525679758308, "eval_loss": 0.08039283752441406, "eval_precision": 1.0, "eval_recall": 0.034375, "eval_roc_auc_score": 0.6918820090262583, "eval_runtime": 5.2446, "eval_samples_per_second": 35.465, "eval_steps_per_second": 2.288, "step": 700 }, { "epoch": 1.6, "learning_rate": 8.397291196388263e-05, "loss": 0.0787, "step": 710 }, { "epoch": 1.63, "learning_rate": 8.37471783295711e-05, "loss": 0.0868, "step": 720 }, { "epoch": 1.65, "learning_rate": 8.35214446952596e-05, "loss": 0.0743, "step": 730 }, { "epoch": 1.67, "learning_rate": 8.329571106094809e-05, "loss": 0.0756, "step": 740 }, { "epoch": 1.69, "learning_rate": 8.306997742663656e-05, "loss": 0.0831, "step": 750 }, { "epoch": 1.72, "learning_rate": 8.284424379232505e-05, "loss": 0.0736, "step": 760 }, { "epoch": 1.74, "learning_rate": 8.261851015801354e-05, "loss": 0.0723, "step": 770 }, { "epoch": 1.76, "learning_rate": 8.239277652370204e-05, "loss": 0.0815, "step": 780 }, { "epoch": 1.78, "learning_rate": 8.216704288939053e-05, "loss": 0.0798, "step": 790 }, { "epoch": 1.81, "learning_rate": 8.194130925507902e-05, "loss": 0.073, "step": 800 }, { "epoch": 1.81, "eval_accuracy": 0.9833870967741936, "eval_f1": 0.06646525679758308, "eval_loss": 0.0777764692902565, "eval_precision": 1.0, "eval_recall": 0.034375, "eval_roc_auc_score": 0.7327331783369804, "eval_runtime": 5.0281, "eval_samples_per_second": 36.992, "eval_steps_per_second": 2.387, "step": 800 }, { "epoch": 1.83, "learning_rate": 8.17155756207675e-05, "loss": 0.078, "step": 810 }, { "epoch": 1.85, "learning_rate": 8.148984198645599e-05, "loss": 0.0786, "step": 820 }, { "epoch": 1.87, "learning_rate": 8.126410835214448e-05, "loss": 0.0748, "step": 830 }, { "epoch": 1.9, "learning_rate": 8.103837471783297e-05, "loss": 0.0704, "step": 840 }, { "epoch": 1.92, "learning_rate": 8.081264108352144e-05, "loss": 0.0752, "step": 850 }, { "epoch": 1.94, "learning_rate": 8.058690744920994e-05, "loss": 0.0778, "step": 860 }, { "epoch": 1.96, "learning_rate": 8.036117381489843e-05, "loss": 0.0763, "step": 870 }, { "epoch": 1.99, "learning_rate": 8.01354401805869e-05, "loss": 0.0763, "step": 880 }, { "epoch": 2.01, "learning_rate": 7.99097065462754e-05, "loss": 0.0697, "step": 890 }, { "epoch": 2.03, "learning_rate": 7.968397291196389e-05, "loss": 0.075, "step": 900 }, { "epoch": 2.03, "eval_accuracy": 0.9834408602150537, "eval_f1": 0.08333333333333333, "eval_loss": 0.07575903832912445, "eval_precision": 0.875, "eval_recall": 0.04375, "eval_roc_auc_score": 0.7530620897155361, "eval_runtime": 5.2667, "eval_samples_per_second": 35.316, "eval_steps_per_second": 2.278, "step": 900 }, { "epoch": 2.05, "learning_rate": 7.945823927765236e-05, "loss": 0.0775, "step": 910 }, { "epoch": 2.08, "learning_rate": 7.923250564334085e-05, "loss": 0.0703, "step": 920 }, { "epoch": 2.1, "learning_rate": 7.900677200902934e-05, "loss": 0.0761, "step": 930 }, { "epoch": 2.12, "learning_rate": 7.878103837471784e-05, "loss": 0.0778, "step": 940 }, { "epoch": 2.14, "learning_rate": 7.855530474040633e-05, "loss": 0.073, "step": 950 }, { "epoch": 2.17, "learning_rate": 7.832957110609482e-05, "loss": 0.0764, "step": 960 }, { "epoch": 2.19, "learning_rate": 7.810383747178331e-05, "loss": 0.0738, "step": 970 }, { "epoch": 2.21, "learning_rate": 7.787810383747179e-05, "loss": 0.0689, "step": 980 }, { "epoch": 2.23, "learning_rate": 7.765237020316028e-05, "loss": 0.0743, "step": 990 }, { "epoch": 2.26, "learning_rate": 7.742663656884877e-05, "loss": 0.0713, "step": 1000 }, { "epoch": 2.26, "eval_accuracy": 0.9833870967741936, "eval_f1": 0.06646525679758308, "eval_loss": 0.07375543564558029, "eval_precision": 1.0, "eval_recall": 0.034375, "eval_roc_auc_score": 0.7666500273522976, "eval_runtime": 5.2333, "eval_samples_per_second": 35.541, "eval_steps_per_second": 2.293, "step": 1000 }, { "epoch": 2.28, "learning_rate": 7.720090293453724e-05, "loss": 0.0743, "step": 1010 }, { "epoch": 2.3, "learning_rate": 7.697516930022574e-05, "loss": 0.0748, "step": 1020 }, { "epoch": 2.33, "learning_rate": 7.674943566591423e-05, "loss": 0.0747, "step": 1030 }, { "epoch": 2.35, "learning_rate": 7.652370203160272e-05, "loss": 0.0705, "step": 1040 }, { "epoch": 2.37, "learning_rate": 7.62979683972912e-05, "loss": 0.0761, "step": 1050 }, { "epoch": 2.39, "learning_rate": 7.607223476297969e-05, "loss": 0.0688, "step": 1060 }, { "epoch": 2.42, "learning_rate": 7.584650112866818e-05, "loss": 0.068, "step": 1070 }, { "epoch": 2.44, "learning_rate": 7.562076749435665e-05, "loss": 0.0714, "step": 1080 }, { "epoch": 2.46, "learning_rate": 7.539503386004514e-05, "loss": 0.0712, "step": 1090 }, { "epoch": 2.48, "learning_rate": 7.516930022573364e-05, "loss": 0.0684, "step": 1100 }, { "epoch": 2.48, "eval_accuracy": 0.9834408602150537, "eval_f1": 0.08333333333333333, "eval_loss": 0.07070032507181168, "eval_precision": 0.875, "eval_recall": 0.04375, "eval_roc_auc_score": 0.8081299576039388, "eval_runtime": 5.305, "eval_samples_per_second": 35.061, "eval_steps_per_second": 2.262, "step": 1100 }, { "epoch": 2.51, "learning_rate": 7.494356659142213e-05, "loss": 0.0702, "step": 1110 }, { "epoch": 2.53, "learning_rate": 7.471783295711062e-05, "loss": 0.0683, "step": 1120 }, { "epoch": 2.55, "learning_rate": 7.449209932279911e-05, "loss": 0.0666, "step": 1130 }, { "epoch": 2.57, "learning_rate": 7.42663656884876e-05, "loss": 0.0665, "step": 1140 }, { "epoch": 2.6, "learning_rate": 7.404063205417608e-05, "loss": 0.0658, "step": 1150 }, { "epoch": 2.62, "learning_rate": 7.381489841986457e-05, "loss": 0.0746, "step": 1160 }, { "epoch": 2.64, "learning_rate": 7.358916478555306e-05, "loss": 0.0705, "step": 1170 }, { "epoch": 2.66, "learning_rate": 7.336343115124154e-05, "loss": 0.07, "step": 1180 }, { "epoch": 2.69, "learning_rate": 7.313769751693003e-05, "loss": 0.0718, "step": 1190 }, { "epoch": 2.71, "learning_rate": 7.291196388261852e-05, "loss": 0.0703, "step": 1200 }, { "epoch": 2.71, "eval_accuracy": 0.9835483870967742, "eval_f1": 0.08383233532934131, "eval_loss": 0.06844215840101242, "eval_precision": 1.0, "eval_recall": 0.04375, "eval_roc_auc_score": 0.8417177242888403, "eval_runtime": 5.1331, "eval_samples_per_second": 36.235, "eval_steps_per_second": 2.338, "step": 1200 }, { "epoch": 2.73, "learning_rate": 7.2686230248307e-05, "loss": 0.0688, "step": 1210 }, { "epoch": 2.75, "learning_rate": 7.246049661399549e-05, "loss": 0.0708, "step": 1220 }, { "epoch": 2.78, "learning_rate": 7.223476297968398e-05, "loss": 0.0665, "step": 1230 }, { "epoch": 2.8, "learning_rate": 7.200902934537245e-05, "loss": 0.0685, "step": 1240 }, { "epoch": 2.82, "learning_rate": 7.178329571106094e-05, "loss": 0.0691, "step": 1250 }, { "epoch": 2.84, "learning_rate": 7.155756207674944e-05, "loss": 0.0636, "step": 1260 }, { "epoch": 2.87, "learning_rate": 7.133182844243793e-05, "loss": 0.0676, "step": 1270 }, { "epoch": 2.89, "learning_rate": 7.110609480812642e-05, "loss": 0.0615, "step": 1280 }, { "epoch": 2.91, "learning_rate": 7.088036117381491e-05, "loss": 0.0645, "step": 1290 }, { "epoch": 2.93, "learning_rate": 7.06546275395034e-05, "loss": 0.0685, "step": 1300 }, { "epoch": 2.93, "eval_accuracy": 0.9839247311827957, "eval_f1": 0.138328530259366, "eval_loss": 0.06600068509578705, "eval_precision": 0.8888888888888888, "eval_recall": 0.075, "eval_roc_auc_score": 0.8572521198030635, "eval_runtime": 5.1885, "eval_samples_per_second": 35.848, "eval_steps_per_second": 2.313, "step": 1300 }, { "epoch": 2.96, "learning_rate": 7.042889390519188e-05, "loss": 0.0615, "step": 1310 }, { "epoch": 2.98, "learning_rate": 7.020316027088037e-05, "loss": 0.0686, "step": 1320 }, { "epoch": 3.0, "learning_rate": 6.997742663656886e-05, "loss": 0.0643, "step": 1330 }, { "epoch": 3.02, "learning_rate": 6.975169300225734e-05, "loss": 0.062, "step": 1340 }, { "epoch": 3.05, "learning_rate": 6.952595936794583e-05, "loss": 0.0603, "step": 1350 }, { "epoch": 3.07, "learning_rate": 6.930022573363432e-05, "loss": 0.061, "step": 1360 }, { "epoch": 3.09, "learning_rate": 6.907449209932281e-05, "loss": 0.0654, "step": 1370 }, { "epoch": 3.12, "learning_rate": 6.884875846501129e-05, "loss": 0.0661, "step": 1380 }, { "epoch": 3.14, "learning_rate": 6.862302483069978e-05, "loss": 0.0641, "step": 1390 }, { "epoch": 3.16, "learning_rate": 6.839729119638827e-05, "loss": 0.0622, "step": 1400 }, { "epoch": 3.16, "eval_accuracy": 0.9839784946236559, "eval_f1": 0.14367816091954022, "eval_loss": 0.06484588235616684, "eval_precision": 0.8928571428571429, "eval_recall": 0.078125, "eval_roc_auc_score": 0.85113221416849, "eval_runtime": 5.2041, "eval_samples_per_second": 35.741, "eval_steps_per_second": 2.306, "step": 1400 }, { "epoch": 3.18, "learning_rate": 6.817155756207674e-05, "loss": 0.0588, "step": 1410 }, { "epoch": 3.21, "learning_rate": 6.794582392776524e-05, "loss": 0.0666, "step": 1420 }, { "epoch": 3.23, "learning_rate": 6.772009029345373e-05, "loss": 0.0618, "step": 1430 }, { "epoch": 3.25, "learning_rate": 6.749435665914222e-05, "loss": 0.0625, "step": 1440 }, { "epoch": 3.27, "learning_rate": 6.726862302483071e-05, "loss": 0.0605, "step": 1450 }, { "epoch": 3.3, "learning_rate": 6.70428893905192e-05, "loss": 0.0631, "step": 1460 }, { "epoch": 3.32, "learning_rate": 6.681715575620769e-05, "loss": 0.0583, "step": 1470 }, { "epoch": 3.34, "learning_rate": 6.659142212189617e-05, "loss": 0.0624, "step": 1480 }, { "epoch": 3.36, "learning_rate": 6.636568848758466e-05, "loss": 0.0649, "step": 1490 }, { "epoch": 3.39, "learning_rate": 6.613995485327315e-05, "loss": 0.0588, "step": 1500 }, { "epoch": 3.39, "eval_accuracy": 0.9840860215053764, "eval_f1": 0.14942528735632185, "eval_loss": 0.06257249414920807, "eval_precision": 0.9285714285714286, "eval_recall": 0.08125, "eval_roc_auc_score": 0.8762311952954048, "eval_runtime": 5.2626, "eval_samples_per_second": 35.344, "eval_steps_per_second": 2.28, "step": 1500 }, { "epoch": 3.41, "learning_rate": 6.591422121896163e-05, "loss": 0.0619, "step": 1510 }, { "epoch": 3.43, "learning_rate": 6.568848758465012e-05, "loss": 0.0587, "step": 1520 }, { "epoch": 3.45, "learning_rate": 6.546275395033861e-05, "loss": 0.0609, "step": 1530 }, { "epoch": 3.48, "learning_rate": 6.523702031602708e-05, "loss": 0.0595, "step": 1540 }, { "epoch": 3.5, "learning_rate": 6.501128668171558e-05, "loss": 0.056, "step": 1550 }, { "epoch": 3.52, "learning_rate": 6.478555304740407e-05, "loss": 0.06, "step": 1560 }, { "epoch": 3.54, "learning_rate": 6.455981941309256e-05, "loss": 0.0599, "step": 1570 }, { "epoch": 3.57, "learning_rate": 6.433408577878103e-05, "loss": 0.0627, "step": 1580 }, { "epoch": 3.59, "learning_rate": 6.410835214446953e-05, "loss": 0.0625, "step": 1590 }, { "epoch": 3.61, "learning_rate": 6.388261851015802e-05, "loss": 0.0628, "step": 1600 }, { "epoch": 3.61, "eval_accuracy": 0.984516129032258, "eval_f1": 0.21311475409836067, "eval_loss": 0.06195955350995064, "eval_precision": 0.8478260869565217, "eval_recall": 0.121875, "eval_roc_auc_score": 0.8683221074945295, "eval_runtime": 5.1808, "eval_samples_per_second": 35.902, "eval_steps_per_second": 2.316, "step": 1600 }, { "epoch": 3.63, "learning_rate": 6.365688487584651e-05, "loss": 0.0646, "step": 1610 }, { "epoch": 3.66, "learning_rate": 6.3431151241535e-05, "loss": 0.0644, "step": 1620 }, { "epoch": 3.68, "learning_rate": 6.320541760722349e-05, "loss": 0.067, "step": 1630 }, { "epoch": 3.7, "learning_rate": 6.297968397291197e-05, "loss": 0.0617, "step": 1640 }, { "epoch": 3.72, "learning_rate": 6.275395033860046e-05, "loss": 0.0619, "step": 1650 }, { "epoch": 3.75, "learning_rate": 6.252821670428895e-05, "loss": 0.0591, "step": 1660 }, { "epoch": 3.77, "learning_rate": 6.230248306997743e-05, "loss": 0.0601, "step": 1670 }, { "epoch": 3.79, "learning_rate": 6.207674943566592e-05, "loss": 0.057, "step": 1680 }, { "epoch": 3.81, "learning_rate": 6.185101580135441e-05, "loss": 0.0631, "step": 1690 }, { "epoch": 3.84, "learning_rate": 6.16252821670429e-05, "loss": 0.0593, "step": 1700 }, { "epoch": 3.84, "eval_accuracy": 0.9848924731182795, "eval_f1": 0.24258760107816713, "eval_loss": 0.060088034719228745, "eval_precision": 0.8823529411764706, "eval_recall": 0.140625, "eval_roc_auc_score": 0.8836091356673962, "eval_runtime": 5.2773, "eval_samples_per_second": 35.245, "eval_steps_per_second": 2.274, "step": 1700 }, { "epoch": 3.86, "learning_rate": 6.139954853273138e-05, "loss": 0.0624, "step": 1710 }, { "epoch": 3.88, "learning_rate": 6.117381489841987e-05, "loss": 0.0592, "step": 1720 }, { "epoch": 3.91, "learning_rate": 6.094808126410836e-05, "loss": 0.0615, "step": 1730 }, { "epoch": 3.93, "learning_rate": 6.072234762979684e-05, "loss": 0.0567, "step": 1740 }, { "epoch": 3.95, "learning_rate": 6.049661399548533e-05, "loss": 0.0586, "step": 1750 }, { "epoch": 3.97, "learning_rate": 6.027088036117382e-05, "loss": 0.059, "step": 1760 }, { "epoch": 4.0, "learning_rate": 6.00451467268623e-05, "loss": 0.0536, "step": 1770 }, { "epoch": 4.02, "learning_rate": 5.981941309255079e-05, "loss": 0.0558, "step": 1780 }, { "epoch": 4.04, "learning_rate": 5.959367945823928e-05, "loss": 0.0552, "step": 1790 }, { "epoch": 4.06, "learning_rate": 5.936794582392777e-05, "loss": 0.0556, "step": 1800 }, { "epoch": 4.06, "eval_accuracy": 0.9850537634408603, "eval_f1": 0.2606382978723405, "eval_loss": 0.05858895182609558, "eval_precision": 0.875, "eval_recall": 0.153125, "eval_roc_auc_score": 0.8913255607221007, "eval_runtime": 5.2674, "eval_samples_per_second": 35.312, "eval_steps_per_second": 2.278, "step": 1800 }, { "epoch": 4.09, "learning_rate": 5.914221218961625e-05, "loss": 0.0566, "step": 1810 }, { "epoch": 4.11, "learning_rate": 5.891647855530474e-05, "loss": 0.0498, "step": 1820 }, { "epoch": 4.13, "learning_rate": 5.869074492099323e-05, "loss": 0.0561, "step": 1830 }, { "epoch": 4.15, "learning_rate": 5.8465011286681716e-05, "loss": 0.0582, "step": 1840 }, { "epoch": 4.18, "learning_rate": 5.823927765237021e-05, "loss": 0.055, "step": 1850 }, { "epoch": 4.2, "learning_rate": 5.80135440180587e-05, "loss": 0.0523, "step": 1860 }, { "epoch": 4.22, "learning_rate": 5.7787810383747176e-05, "loss": 0.0593, "step": 1870 }, { "epoch": 4.24, "learning_rate": 5.7562076749435666e-05, "loss": 0.0534, "step": 1880 }, { "epoch": 4.27, "learning_rate": 5.733634311512416e-05, "loss": 0.057, "step": 1890 }, { "epoch": 4.29, "learning_rate": 5.711060948081265e-05, "loss": 0.0583, "step": 1900 }, { "epoch": 4.29, "eval_accuracy": 0.984516129032258, "eval_f1": 0.19553072625698326, "eval_loss": 0.057477883994579315, "eval_precision": 0.9210526315789473, "eval_recall": 0.109375, "eval_roc_auc_score": 0.9017182371444201, "eval_runtime": 5.1921, "eval_samples_per_second": 35.824, "eval_steps_per_second": 2.311, "step": 1900 }, { "epoch": 4.31, "learning_rate": 5.688487584650113e-05, "loss": 0.0634, "step": 1910 }, { "epoch": 4.33, "learning_rate": 5.665914221218962e-05, "loss": 0.0534, "step": 1920 }, { "epoch": 4.36, "learning_rate": 5.6433408577878114e-05, "loss": 0.054, "step": 1930 }, { "epoch": 4.38, "learning_rate": 5.620767494356659e-05, "loss": 0.0538, "step": 1940 }, { "epoch": 4.4, "learning_rate": 5.598194130925508e-05, "loss": 0.0586, "step": 1950 }, { "epoch": 4.42, "learning_rate": 5.575620767494357e-05, "loss": 0.0509, "step": 1960 }, { "epoch": 4.45, "learning_rate": 5.553047404063205e-05, "loss": 0.0511, "step": 1970 }, { "epoch": 4.47, "learning_rate": 5.530474040632054e-05, "loss": 0.0556, "step": 1980 }, { "epoch": 4.49, "learning_rate": 5.507900677200903e-05, "loss": 0.053, "step": 1990 }, { "epoch": 4.51, "learning_rate": 5.485327313769752e-05, "loss": 0.0559, "step": 2000 }, { "epoch": 4.51, "eval_accuracy": 0.9845698924731183, "eval_f1": 0.22641509433962267, "eval_loss": 0.056463927030563354, "eval_precision": 0.8235294117647058, "eval_recall": 0.13125, "eval_roc_auc_score": 0.9055733725382933, "eval_runtime": 5.1748, "eval_samples_per_second": 35.944, "eval_steps_per_second": 2.319, "step": 2000 }, { "epoch": 4.54, "learning_rate": 5.462753950338601e-05, "loss": 0.0566, "step": 2010 }, { "epoch": 4.56, "learning_rate": 5.44018058690745e-05, "loss": 0.0504, "step": 2020 }, { "epoch": 4.58, "learning_rate": 5.417607223476299e-05, "loss": 0.0538, "step": 2030 }, { "epoch": 4.6, "learning_rate": 5.3950338600451466e-05, "loss": 0.05, "step": 2040 }, { "epoch": 4.63, "learning_rate": 5.372460496613996e-05, "loss": 0.0539, "step": 2050 }, { "epoch": 4.65, "learning_rate": 5.349887133182845e-05, "loss": 0.0557, "step": 2060 }, { "epoch": 4.67, "learning_rate": 5.3273137697516925e-05, "loss": 0.057, "step": 2070 }, { "epoch": 4.7, "learning_rate": 5.3047404063205416e-05, "loss": 0.0578, "step": 2080 }, { "epoch": 4.72, "learning_rate": 5.282167042889391e-05, "loss": 0.0574, "step": 2090 }, { "epoch": 4.74, "learning_rate": 5.259593679458239e-05, "loss": 0.0502, "step": 2100 }, { "epoch": 4.74, "eval_accuracy": 0.9849462365591398, "eval_f1": 0.2553191489361702, "eval_loss": 0.0548568032681942, "eval_precision": 0.8571428571428571, "eval_recall": 0.15, "eval_roc_auc_score": 0.9057971485229759, "eval_runtime": 5.1983, "eval_samples_per_second": 35.781, "eval_steps_per_second": 2.308, "step": 2100 }, { "epoch": 4.76, "learning_rate": 5.237020316027088e-05, "loss": 0.0487, "step": 2110 }, { "epoch": 4.79, "learning_rate": 5.214446952595937e-05, "loss": 0.0524, "step": 2120 }, { "epoch": 4.81, "learning_rate": 5.1918735891647864e-05, "loss": 0.0517, "step": 2130 }, { "epoch": 4.83, "learning_rate": 5.169300225733634e-05, "loss": 0.0538, "step": 2140 }, { "epoch": 4.85, "learning_rate": 5.146726862302483e-05, "loss": 0.0601, "step": 2150 }, { "epoch": 4.88, "learning_rate": 5.124153498871332e-05, "loss": 0.056, "step": 2160 }, { "epoch": 4.9, "learning_rate": 5.101580135440181e-05, "loss": 0.0548, "step": 2170 }, { "epoch": 4.92, "learning_rate": 5.07900677200903e-05, "loss": 0.0561, "step": 2180 }, { "epoch": 4.94, "learning_rate": 5.056433408577879e-05, "loss": 0.0521, "step": 2190 }, { "epoch": 4.97, "learning_rate": 5.0338600451467266e-05, "loss": 0.058, "step": 2200 }, { "epoch": 4.97, "eval_accuracy": 0.985268817204301, "eval_f1": 0.2751322751322751, "eval_loss": 0.0537453219294548, "eval_precision": 0.896551724137931, "eval_recall": 0.1625, "eval_roc_auc_score": 0.9138139359956235, "eval_runtime": 5.1845, "eval_samples_per_second": 35.876, "eval_steps_per_second": 2.315, "step": 2200 }, { "epoch": 4.99, "learning_rate": 5.011286681715576e-05, "loss": 0.0533, "step": 2210 }, { "epoch": 5.01, "learning_rate": 4.988713318284425e-05, "loss": 0.0528, "step": 2220 }, { "epoch": 5.03, "learning_rate": 4.966139954853273e-05, "loss": 0.0527, "step": 2230 }, { "epoch": 5.06, "learning_rate": 4.9435665914221216e-05, "loss": 0.0566, "step": 2240 }, { "epoch": 5.08, "learning_rate": 4.920993227990971e-05, "loss": 0.0485, "step": 2250 }, { "epoch": 5.1, "learning_rate": 4.89841986455982e-05, "loss": 0.0516, "step": 2260 }, { "epoch": 5.12, "learning_rate": 4.875846501128669e-05, "loss": 0.0514, "step": 2270 }, { "epoch": 5.15, "learning_rate": 4.853273137697517e-05, "loss": 0.0476, "step": 2280 }, { "epoch": 5.17, "learning_rate": 4.830699774266366e-05, "loss": 0.0502, "step": 2290 }, { "epoch": 5.19, "learning_rate": 4.808126410835215e-05, "loss": 0.0527, "step": 2300 }, { "epoch": 5.19, "eval_accuracy": 0.9853225806451613, "eval_f1": 0.28720626631853785, "eval_loss": 0.05435943603515625, "eval_precision": 0.873015873015873, "eval_recall": 0.171875, "eval_roc_auc_score": 0.9080290960065646, "eval_runtime": 5.1704, "eval_samples_per_second": 35.974, "eval_steps_per_second": 2.321, "step": 2300 }, { "epoch": 5.21, "learning_rate": 4.785553047404063e-05, "loss": 0.0516, "step": 2310 }, { "epoch": 5.24, "learning_rate": 4.762979683972912e-05, "loss": 0.0457, "step": 2320 }, { "epoch": 5.26, "learning_rate": 4.740406320541761e-05, "loss": 0.0519, "step": 2330 }, { "epoch": 5.28, "learning_rate": 4.71783295711061e-05, "loss": 0.0523, "step": 2340 }, { "epoch": 5.3, "learning_rate": 4.695259593679459e-05, "loss": 0.0491, "step": 2350 }, { "epoch": 5.33, "learning_rate": 4.672686230248307e-05, "loss": 0.0511, "step": 2360 }, { "epoch": 5.35, "learning_rate": 4.6501128668171564e-05, "loss": 0.0491, "step": 2370 }, { "epoch": 5.37, "learning_rate": 4.627539503386005e-05, "loss": 0.0499, "step": 2380 }, { "epoch": 5.4, "learning_rate": 4.604966139954853e-05, "loss": 0.0471, "step": 2390 }, { "epoch": 5.42, "learning_rate": 4.582392776523702e-05, "loss": 0.0442, "step": 2400 }, { "epoch": 5.42, "eval_accuracy": 0.9856451612903225, "eval_f1": 0.30649350649350654, "eval_loss": 0.052230026572942734, "eval_precision": 0.9076923076923077, "eval_recall": 0.184375, "eval_roc_auc_score": 0.9181778241247265, "eval_runtime": 5.2656, "eval_samples_per_second": 35.324, "eval_steps_per_second": 2.279, "step": 2400 }, { "epoch": 5.44, "learning_rate": 4.559819413092551e-05, "loss": 0.048, "step": 2410 }, { "epoch": 5.46, "learning_rate": 4.5372460496614e-05, "loss": 0.0511, "step": 2420 }, { "epoch": 5.49, "learning_rate": 4.514672686230249e-05, "loss": 0.052, "step": 2430 }, { "epoch": 5.51, "learning_rate": 4.492099322799097e-05, "loss": 0.0503, "step": 2440 }, { "epoch": 5.53, "learning_rate": 4.4695259593679463e-05, "loss": 0.0489, "step": 2450 }, { "epoch": 5.55, "learning_rate": 4.446952595936795e-05, "loss": 0.0502, "step": 2460 }, { "epoch": 5.58, "learning_rate": 4.424379232505644e-05, "loss": 0.0477, "step": 2470 }, { "epoch": 5.6, "learning_rate": 4.401805869074492e-05, "loss": 0.0527, "step": 2480 }, { "epoch": 5.62, "learning_rate": 4.379232505643341e-05, "loss": 0.0481, "step": 2490 }, { "epoch": 5.64, "learning_rate": 4.35665914221219e-05, "loss": 0.0431, "step": 2500 }, { "epoch": 5.64, "eval_accuracy": 0.9854838709677419, "eval_f1": 0.296875, "eval_loss": 0.05206151306629181, "eval_precision": 0.890625, "eval_recall": 0.178125, "eval_roc_auc_score": 0.9214854007111598, "eval_runtime": 5.1881, "eval_samples_per_second": 35.851, "eval_steps_per_second": 2.313, "step": 2500 }, { "epoch": 5.67, "learning_rate": 4.334085778781038e-05, "loss": 0.0488, "step": 2510 }, { "epoch": 5.69, "learning_rate": 4.311512415349887e-05, "loss": 0.0491, "step": 2520 }, { "epoch": 5.71, "learning_rate": 4.2889390519187363e-05, "loss": 0.0489, "step": 2530 }, { "epoch": 5.73, "learning_rate": 4.266365688487585e-05, "loss": 0.0471, "step": 2540 }, { "epoch": 5.76, "learning_rate": 4.243792325056434e-05, "loss": 0.0477, "step": 2550 }, { "epoch": 5.78, "learning_rate": 4.221218961625282e-05, "loss": 0.0507, "step": 2560 }, { "epoch": 5.8, "learning_rate": 4.198645598194131e-05, "loss": 0.0533, "step": 2570 }, { "epoch": 5.82, "learning_rate": 4.17607223476298e-05, "loss": 0.0536, "step": 2580 }, { "epoch": 5.85, "learning_rate": 4.153498871331828e-05, "loss": 0.05, "step": 2590 }, { "epoch": 5.87, "learning_rate": 4.130925507900677e-05, "loss": 0.0482, "step": 2600 }, { "epoch": 5.87, "eval_accuracy": 0.9855913978494624, "eval_f1": 0.30927835051546393, "eval_loss": 0.051463063806295395, "eval_precision": 0.8823529411764706, "eval_recall": 0.1875, "eval_roc_auc_score": 0.9182954390043764, "eval_runtime": 5.1963, "eval_samples_per_second": 35.794, "eval_steps_per_second": 2.309, "step": 2600 }, { "epoch": 5.89, "learning_rate": 4.108352144469526e-05, "loss": 0.0468, "step": 2610 }, { "epoch": 5.91, "learning_rate": 4.085778781038375e-05, "loss": 0.047, "step": 2620 }, { "epoch": 5.94, "learning_rate": 4.063205417607224e-05, "loss": 0.0485, "step": 2630 }, { "epoch": 5.96, "learning_rate": 4.040632054176072e-05, "loss": 0.0485, "step": 2640 }, { "epoch": 5.98, "learning_rate": 4.018058690744921e-05, "loss": 0.0513, "step": 2650 }, { "epoch": 6.0, "learning_rate": 3.99548532731377e-05, "loss": 0.0521, "step": 2660 }, { "epoch": 6.03, "learning_rate": 3.972911963882618e-05, "loss": 0.0456, "step": 2670 }, { "epoch": 6.05, "learning_rate": 3.950338600451467e-05, "loss": 0.0501, "step": 2680 }, { "epoch": 6.07, "learning_rate": 3.927765237020316e-05, "loss": 0.0459, "step": 2690 }, { "epoch": 6.09, "learning_rate": 3.9051918735891654e-05, "loss": 0.048, "step": 2700 }, { "epoch": 6.09, "eval_accuracy": 0.986021505376344, "eval_f1": 0.3434343434343434, "eval_loss": 0.050363171845674515, "eval_precision": 0.8947368421052632, "eval_recall": 0.2125, "eval_roc_auc_score": 0.9214696731400437, "eval_runtime": 5.2157, "eval_samples_per_second": 35.662, "eval_steps_per_second": 2.301, "step": 2700 }, { "epoch": 6.12, "learning_rate": 3.882618510158014e-05, "loss": 0.0508, "step": 2710 }, { "epoch": 6.14, "learning_rate": 3.860045146726862e-05, "loss": 0.0496, "step": 2720 }, { "epoch": 6.16, "learning_rate": 3.837471783295711e-05, "loss": 0.045, "step": 2730 }, { "epoch": 6.19, "learning_rate": 3.81489841986456e-05, "loss": 0.0438, "step": 2740 }, { "epoch": 6.21, "learning_rate": 3.792325056433409e-05, "loss": 0.0476, "step": 2750 }, { "epoch": 6.23, "learning_rate": 3.769751693002257e-05, "loss": 0.0496, "step": 2760 }, { "epoch": 6.25, "learning_rate": 3.747178329571106e-05, "loss": 0.0458, "step": 2770 }, { "epoch": 6.28, "learning_rate": 3.7246049661399554e-05, "loss": 0.0454, "step": 2780 }, { "epoch": 6.3, "learning_rate": 3.702031602708804e-05, "loss": 0.0472, "step": 2790 }, { "epoch": 6.32, "learning_rate": 3.679458239277653e-05, "loss": 0.0423, "step": 2800 }, { "epoch": 6.32, "eval_accuracy": 0.9862365591397849, "eval_f1": 0.3694581280788177, "eval_loss": 0.04973728582262993, "eval_precision": 0.872093023255814, "eval_recall": 0.234375, "eval_roc_auc_score": 0.9257974049507658, "eval_runtime": 5.164, "eval_samples_per_second": 36.019, "eval_steps_per_second": 2.324, "step": 2800 }, { "epoch": 6.34, "learning_rate": 3.656884875846501e-05, "loss": 0.042, "step": 2810 }, { "epoch": 6.37, "learning_rate": 3.63431151241535e-05, "loss": 0.0479, "step": 2820 }, { "epoch": 6.39, "learning_rate": 3.611738148984199e-05, "loss": 0.0437, "step": 2830 }, { "epoch": 6.41, "learning_rate": 3.589164785553047e-05, "loss": 0.0463, "step": 2840 }, { "epoch": 6.43, "learning_rate": 3.566591422121896e-05, "loss": 0.0457, "step": 2850 }, { "epoch": 6.46, "learning_rate": 3.5440180586907454e-05, "loss": 0.0473, "step": 2860 }, { "epoch": 6.48, "learning_rate": 3.521444695259594e-05, "loss": 0.0438, "step": 2870 }, { "epoch": 6.5, "learning_rate": 3.498871331828443e-05, "loss": 0.0468, "step": 2880 }, { "epoch": 6.52, "learning_rate": 3.476297968397291e-05, "loss": 0.0445, "step": 2890 }, { "epoch": 6.55, "learning_rate": 3.4537246049661404e-05, "loss": 0.0433, "step": 2900 }, { "epoch": 6.55, "eval_accuracy": 0.9862365591397849, "eval_f1": 0.36318407960199006, "eval_loss": 0.04913609102368355, "eval_precision": 0.8902439024390244, "eval_recall": 0.228125, "eval_roc_auc_score": 0.92824193107221, "eval_runtime": 5.1037, "eval_samples_per_second": 36.444, "eval_steps_per_second": 2.351, "step": 2900 }, { "epoch": 6.57, "learning_rate": 3.431151241534989e-05, "loss": 0.0496, "step": 2910 }, { "epoch": 6.59, "learning_rate": 3.408577878103837e-05, "loss": 0.0432, "step": 2920 }, { "epoch": 6.61, "learning_rate": 3.386004514672686e-05, "loss": 0.0438, "step": 2930 }, { "epoch": 6.64, "learning_rate": 3.3634311512415354e-05, "loss": 0.0447, "step": 2940 }, { "epoch": 6.66, "learning_rate": 3.3408577878103845e-05, "loss": 0.0448, "step": 2950 }, { "epoch": 6.68, "learning_rate": 3.318284424379233e-05, "loss": 0.0387, "step": 2960 }, { "epoch": 6.7, "learning_rate": 3.295711060948081e-05, "loss": 0.0403, "step": 2970 }, { "epoch": 6.73, "learning_rate": 3.2731376975169304e-05, "loss": 0.0427, "step": 2980 }, { "epoch": 6.75, "learning_rate": 3.250564334085779e-05, "loss": 0.0483, "step": 2990 }, { "epoch": 6.77, "learning_rate": 3.227990970654628e-05, "loss": 0.0444, "step": 3000 }, { "epoch": 6.77, "eval_accuracy": 0.9864516129032258, "eval_f1": 0.3793103448275862, "eval_loss": 0.04895901307463646, "eval_precision": 0.8953488372093024, "eval_recall": 0.240625, "eval_roc_auc_score": 0.9280762787199124, "eval_runtime": 5.2128, "eval_samples_per_second": 35.681, "eval_steps_per_second": 2.302, "step": 3000 }, { "epoch": 6.79, "learning_rate": 3.205417607223476e-05, "loss": 0.0396, "step": 3010 }, { "epoch": 6.82, "learning_rate": 3.1828442437923254e-05, "loss": 0.0401, "step": 3020 }, { "epoch": 6.84, "learning_rate": 3.1602708803611745e-05, "loss": 0.0444, "step": 3030 }, { "epoch": 6.86, "learning_rate": 3.137697516930023e-05, "loss": 0.0444, "step": 3040 }, { "epoch": 6.88, "learning_rate": 3.115124153498871e-05, "loss": 0.0439, "step": 3050 }, { "epoch": 6.91, "learning_rate": 3.0925507900677204e-05, "loss": 0.049, "step": 3060 }, { "epoch": 6.93, "learning_rate": 3.069977426636569e-05, "loss": 0.0481, "step": 3070 }, { "epoch": 6.95, "learning_rate": 3.047404063205418e-05, "loss": 0.0461, "step": 3080 }, { "epoch": 6.98, "learning_rate": 3.0248306997742666e-05, "loss": 0.0515, "step": 3090 }, { "epoch": 7.0, "learning_rate": 3.002257336343115e-05, "loss": 0.049, "step": 3100 }, { "epoch": 7.0, "eval_accuracy": 0.9867204301075269, "eval_f1": 0.3990267639902676, "eval_loss": 0.048538196831941605, "eval_precision": 0.9010989010989011, "eval_recall": 0.25625, "eval_roc_auc_score": 0.9276545404814005, "eval_runtime": 5.2996, "eval_samples_per_second": 35.097, "eval_steps_per_second": 2.264, "step": 3100 }, { "epoch": 7.02, "learning_rate": 2.979683972911964e-05, "loss": 0.0424, "step": 3110 }, { "epoch": 7.04, "learning_rate": 2.9571106094808125e-05, "loss": 0.0416, "step": 3120 }, { "epoch": 7.07, "learning_rate": 2.9345372460496616e-05, "loss": 0.0394, "step": 3130 }, { "epoch": 7.09, "learning_rate": 2.9119638826185104e-05, "loss": 0.042, "step": 3140 }, { "epoch": 7.11, "learning_rate": 2.8893905191873588e-05, "loss": 0.0424, "step": 3150 }, { "epoch": 7.13, "learning_rate": 2.866817155756208e-05, "loss": 0.0406, "step": 3160 }, { "epoch": 7.16, "learning_rate": 2.8442437923250566e-05, "loss": 0.0406, "step": 3170 }, { "epoch": 7.18, "learning_rate": 2.8216704288939057e-05, "loss": 0.0485, "step": 3180 }, { "epoch": 7.2, "learning_rate": 2.799097065462754e-05, "loss": 0.0447, "step": 3190 }, { "epoch": 7.22, "learning_rate": 2.7765237020316025e-05, "loss": 0.0441, "step": 3200 }, { "epoch": 7.22, "eval_accuracy": 0.986505376344086, "eval_f1": 0.3802469135802469, "eval_loss": 0.04807009920477867, "eval_precision": 0.9058823529411765, "eval_recall": 0.240625, "eval_roc_auc_score": 0.9290772873358861, "eval_runtime": 5.1517, "eval_samples_per_second": 36.104, "eval_steps_per_second": 2.329, "step": 3200 }, { "epoch": 7.25, "learning_rate": 2.7539503386004516e-05, "loss": 0.0407, "step": 3210 }, { "epoch": 7.27, "learning_rate": 2.7313769751693004e-05, "loss": 0.0395, "step": 3220 }, { "epoch": 7.29, "learning_rate": 2.7088036117381494e-05, "loss": 0.0434, "step": 3230 }, { "epoch": 7.31, "learning_rate": 2.686230248306998e-05, "loss": 0.0407, "step": 3240 }, { "epoch": 7.34, "learning_rate": 2.6636568848758463e-05, "loss": 0.0377, "step": 3250 }, { "epoch": 7.36, "learning_rate": 2.6410835214446954e-05, "loss": 0.0423, "step": 3260 }, { "epoch": 7.38, "learning_rate": 2.618510158013544e-05, "loss": 0.0447, "step": 3270 }, { "epoch": 7.4, "learning_rate": 2.5959367945823932e-05, "loss": 0.0425, "step": 3280 }, { "epoch": 7.43, "learning_rate": 2.5733634311512416e-05, "loss": 0.0399, "step": 3290 }, { "epoch": 7.45, "learning_rate": 2.5507900677200903e-05, "loss": 0.0454, "step": 3300 }, { "epoch": 7.45, "eval_accuracy": 0.9869354838709677, "eval_f1": 0.42004773269689744, "eval_loss": 0.04823455959558487, "eval_precision": 0.8888888888888888, "eval_recall": 0.275, "eval_roc_auc_score": 0.9287259812636762, "eval_runtime": 5.2168, "eval_samples_per_second": 35.654, "eval_steps_per_second": 2.3, "step": 3300 }, { "epoch": 7.47, "learning_rate": 2.5282167042889394e-05, "loss": 0.0417, "step": 3310 }, { "epoch": 7.49, "learning_rate": 2.505643340857788e-05, "loss": 0.0403, "step": 3320 }, { "epoch": 7.52, "learning_rate": 2.4830699774266366e-05, "loss": 0.0411, "step": 3330 }, { "epoch": 7.54, "learning_rate": 2.4604966139954853e-05, "loss": 0.038, "step": 3340 }, { "epoch": 7.56, "learning_rate": 2.4379232505643344e-05, "loss": 0.045, "step": 3350 }, { "epoch": 7.58, "learning_rate": 2.415349887133183e-05, "loss": 0.044, "step": 3360 }, { "epoch": 7.61, "learning_rate": 2.3927765237020316e-05, "loss": 0.0397, "step": 3370 }, { "epoch": 7.63, "learning_rate": 2.3702031602708803e-05, "loss": 0.0453, "step": 3380 }, { "epoch": 7.65, "learning_rate": 2.3476297968397294e-05, "loss": 0.0455, "step": 3390 }, { "epoch": 7.67, "learning_rate": 2.3250564334085782e-05, "loss": 0.0405, "step": 3400 }, { "epoch": 7.67, "eval_accuracy": 0.9869354838709677, "eval_f1": 0.42004773269689744, "eval_loss": 0.04781893268227577, "eval_precision": 0.8888888888888888, "eval_recall": 0.275, "eval_roc_auc_score": 0.9291827646334793, "eval_runtime": 5.1939, "eval_samples_per_second": 35.811, "eval_steps_per_second": 2.31, "step": 3400 }, { "epoch": 7.7, "learning_rate": 2.3024830699774266e-05, "loss": 0.0404, "step": 3410 }, { "epoch": 7.72, "learning_rate": 2.2799097065462753e-05, "loss": 0.0404, "step": 3420 }, { "epoch": 7.74, "learning_rate": 2.2573363431151244e-05, "loss": 0.045, "step": 3430 }, { "epoch": 7.77, "learning_rate": 2.2347629796839732e-05, "loss": 0.0401, "step": 3440 }, { "epoch": 7.79, "learning_rate": 2.212189616252822e-05, "loss": 0.0425, "step": 3450 }, { "epoch": 7.81, "learning_rate": 2.1896162528216703e-05, "loss": 0.0395, "step": 3460 }, { "epoch": 7.83, "learning_rate": 2.167042889390519e-05, "loss": 0.0474, "step": 3470 }, { "epoch": 7.86, "learning_rate": 2.1444695259593682e-05, "loss": 0.0423, "step": 3480 }, { "epoch": 7.88, "learning_rate": 2.121896162528217e-05, "loss": 0.0439, "step": 3490 }, { "epoch": 7.9, "learning_rate": 2.0993227990970657e-05, "loss": 0.042, "step": 3500 }, { "epoch": 7.9, "eval_accuracy": 0.9867204301075269, "eval_f1": 0.41330166270783847, "eval_loss": 0.047578372061252594, "eval_precision": 0.8613861386138614, "eval_recall": 0.271875, "eval_roc_auc_score": 0.9298246033916849, "eval_runtime": 5.0799, "eval_samples_per_second": 36.615, "eval_steps_per_second": 2.362, "step": 3500 }, { "epoch": 7.92, "learning_rate": 2.076749435665914e-05, "loss": 0.0402, "step": 3510 }, { "epoch": 7.95, "learning_rate": 2.054176072234763e-05, "loss": 0.0417, "step": 3520 }, { "epoch": 7.97, "learning_rate": 2.031602708803612e-05, "loss": 0.0416, "step": 3530 }, { "epoch": 7.99, "learning_rate": 2.0090293453724607e-05, "loss": 0.0375, "step": 3540 }, { "epoch": 8.01, "learning_rate": 1.986455981941309e-05, "loss": 0.0404, "step": 3550 }, { "epoch": 8.04, "learning_rate": 1.963882618510158e-05, "loss": 0.043, "step": 3560 }, { "epoch": 8.06, "learning_rate": 1.941309255079007e-05, "loss": 0.0376, "step": 3570 }, { "epoch": 8.08, "learning_rate": 1.9187358916478557e-05, "loss": 0.0371, "step": 3580 }, { "epoch": 8.1, "learning_rate": 1.8961625282167044e-05, "loss": 0.0396, "step": 3590 }, { "epoch": 8.13, "learning_rate": 1.873589164785553e-05, "loss": 0.0364, "step": 3600 }, { "epoch": 8.13, "eval_accuracy": 0.9872580645161291, "eval_f1": 0.44496487119437944, "eval_loss": 0.04716450721025467, "eval_precision": 0.8878504672897196, "eval_recall": 0.296875, "eval_roc_auc_score": 0.9299637582056892, "eval_runtime": 5.1786, "eval_samples_per_second": 35.917, "eval_steps_per_second": 2.317, "step": 3600 }, { "epoch": 8.15, "learning_rate": 1.851015801354402e-05, "loss": 0.0431, "step": 3610 }, { "epoch": 8.17, "learning_rate": 1.8284424379232507e-05, "loss": 0.0364, "step": 3620 }, { "epoch": 8.19, "learning_rate": 1.8058690744920994e-05, "loss": 0.0404, "step": 3630 }, { "epoch": 8.22, "learning_rate": 1.783295711060948e-05, "loss": 0.0359, "step": 3640 }, { "epoch": 8.24, "learning_rate": 1.760722347629797e-05, "loss": 0.0395, "step": 3650 }, { "epoch": 8.26, "learning_rate": 1.7381489841986457e-05, "loss": 0.0421, "step": 3660 }, { "epoch": 8.28, "learning_rate": 1.7155756207674944e-05, "loss": 0.0366, "step": 3670 }, { "epoch": 8.31, "learning_rate": 1.693002257336343e-05, "loss": 0.0354, "step": 3680 }, { "epoch": 8.33, "learning_rate": 1.6704288939051922e-05, "loss": 0.0365, "step": 3690 }, { "epoch": 8.35, "learning_rate": 1.6478555304740406e-05, "loss": 0.0425, "step": 3700 }, { "epoch": 8.35, "eval_accuracy": 0.9871505376344086, "eval_f1": 0.43498817966903064, "eval_loss": 0.04713977128267288, "eval_precision": 0.8932038834951457, "eval_recall": 0.2875, "eval_roc_auc_score": 0.929676046225383, "eval_runtime": 5.3146, "eval_samples_per_second": 34.998, "eval_steps_per_second": 2.258, "step": 3700 }, { "epoch": 8.37, "learning_rate": 1.6252821670428894e-05, "loss": 0.0367, "step": 3710 }, { "epoch": 8.4, "learning_rate": 1.602708803611738e-05, "loss": 0.0375, "step": 3720 }, { "epoch": 8.42, "learning_rate": 1.5801354401805872e-05, "loss": 0.0387, "step": 3730 }, { "epoch": 8.44, "learning_rate": 1.5575620767494356e-05, "loss": 0.039, "step": 3740 }, { "epoch": 8.47, "learning_rate": 1.5349887133182844e-05, "loss": 0.0407, "step": 3750 }, { "epoch": 8.49, "learning_rate": 1.5124153498871333e-05, "loss": 0.04, "step": 3760 }, { "epoch": 8.51, "learning_rate": 1.489841986455982e-05, "loss": 0.0433, "step": 3770 }, { "epoch": 8.53, "learning_rate": 1.4672686230248308e-05, "loss": 0.0406, "step": 3780 }, { "epoch": 8.56, "learning_rate": 1.4446952595936794e-05, "loss": 0.0403, "step": 3790 }, { "epoch": 8.58, "learning_rate": 1.4221218961625283e-05, "loss": 0.0416, "step": 3800 }, { "epoch": 8.58, "eval_accuracy": 0.9874731182795699, "eval_f1": 0.45433255269320844, "eval_loss": 0.04680037871003151, "eval_precision": 0.9065420560747663, "eval_recall": 0.303125, "eval_roc_auc_score": 0.9314481332056893, "eval_runtime": 5.2387, "eval_samples_per_second": 35.505, "eval_steps_per_second": 2.291, "step": 3800 }, { "epoch": 8.6, "learning_rate": 1.399548532731377e-05, "loss": 0.039, "step": 3810 }, { "epoch": 8.62, "learning_rate": 1.3769751693002258e-05, "loss": 0.0405, "step": 3820 }, { "epoch": 8.65, "learning_rate": 1.3544018058690747e-05, "loss": 0.0388, "step": 3830 }, { "epoch": 8.67, "learning_rate": 1.3318284424379231e-05, "loss": 0.039, "step": 3840 }, { "epoch": 8.69, "learning_rate": 1.309255079006772e-05, "loss": 0.0369, "step": 3850 }, { "epoch": 8.71, "learning_rate": 1.2866817155756208e-05, "loss": 0.0406, "step": 3860 }, { "epoch": 8.74, "learning_rate": 1.2641083521444697e-05, "loss": 0.0413, "step": 3870 }, { "epoch": 8.76, "learning_rate": 1.2415349887133183e-05, "loss": 0.0399, "step": 3880 }, { "epoch": 8.78, "learning_rate": 1.2189616252821672e-05, "loss": 0.0448, "step": 3890 }, { "epoch": 8.8, "learning_rate": 1.1963882618510158e-05, "loss": 0.0394, "step": 3900 }, { "epoch": 8.8, "eval_accuracy": 0.9870430107526882, "eval_f1": 0.4329411764705882, "eval_loss": 0.04629945382475853, "eval_precision": 0.8761904761904762, "eval_recall": 0.2875, "eval_roc_auc_score": 0.9352978836159738, "eval_runtime": 5.2999, "eval_samples_per_second": 35.095, "eval_steps_per_second": 2.264, "step": 3900 }, { "epoch": 8.83, "learning_rate": 1.1738148984198647e-05, "loss": 0.0346, "step": 3910 }, { "epoch": 8.85, "learning_rate": 1.1512415349887133e-05, "loss": 0.0399, "step": 3920 }, { "epoch": 8.87, "learning_rate": 1.1286681715575622e-05, "loss": 0.0396, "step": 3930 }, { "epoch": 8.89, "learning_rate": 1.106094808126411e-05, "loss": 0.0395, "step": 3940 }, { "epoch": 8.92, "learning_rate": 1.0835214446952595e-05, "loss": 0.0398, "step": 3950 }, { "epoch": 8.94, "learning_rate": 1.0609480812641085e-05, "loss": 0.0449, "step": 3960 }, { "epoch": 8.96, "learning_rate": 1.038374717832957e-05, "loss": 0.0334, "step": 3970 }, { "epoch": 8.98, "learning_rate": 1.015801354401806e-05, "loss": 0.042, "step": 3980 }, { "epoch": 9.01, "learning_rate": 9.932279909706545e-06, "loss": 0.037, "step": 3990 }, { "epoch": 9.03, "learning_rate": 9.706546275395035e-06, "loss": 0.037, "step": 4000 }, { "epoch": 9.03, "eval_accuracy": 0.9872580645161291, "eval_f1": 0.4501160092807424, "eval_loss": 0.046479061245918274, "eval_precision": 0.8738738738738738, "eval_recall": 0.303125, "eval_roc_auc_score": 0.9332275711159737, "eval_runtime": 5.2391, "eval_samples_per_second": 35.502, "eval_steps_per_second": 2.29, "step": 4000 } ], "max_steps": 4430, "num_train_epochs": 10, "total_flos": 3.368919067577549e+16, "trial_name": null, "trial_params": null }