{ "best_metric": 0.9157343919162757, "best_model_checkpoint": "violation-classification-bantai-vit-v100ep/checkpoint-808", "epoch": 10.99753086419753, "global_step": 1111, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.1, "learning_rate": 4.950495049504951e-07, "loss": 0.2829, "step": 10 }, { "epoch": 0.2, "learning_rate": 9.900990099009902e-07, "loss": 0.2759, "step": 20 }, { "epoch": 0.3, "learning_rate": 1.4851485148514852e-06, "loss": 0.2657, "step": 30 }, { "epoch": 0.4, "learning_rate": 1.9801980198019803e-06, "loss": 0.2642, "step": 40 }, { "epoch": 0.49, "learning_rate": 2.4752475247524753e-06, "loss": 0.2586, "step": 50 }, { "epoch": 0.59, "learning_rate": 2.9702970297029703e-06, "loss": 0.2344, "step": 60 }, { "epoch": 0.69, "learning_rate": 3.4653465346534657e-06, "loss": 0.2868, "step": 70 }, { "epoch": 0.79, "learning_rate": 3.960396039603961e-06, "loss": 0.2831, "step": 80 }, { "epoch": 0.89, "learning_rate": 4.455445544554456e-06, "loss": 0.2574, "step": 90 }, { "epoch": 0.99, "learning_rate": 4.950495049504951e-06, "loss": 0.2811, "step": 100 }, { "epoch": 1.0, "eval_accuracy": 0.9027426921688921, "eval_loss": 0.28554767370224, "eval_runtime": 59.413, "eval_samples_per_second": 93.279, "eval_steps_per_second": 2.929, "step": 101 }, { "epoch": 1.09, "learning_rate": 5.445544554455446e-06, "loss": 0.2769, "step": 110 }, { "epoch": 1.19, "learning_rate": 5.940594059405941e-06, "loss": 0.2356, "step": 120 }, { "epoch": 1.29, "learning_rate": 6.4356435643564364e-06, "loss": 0.2493, "step": 130 }, { "epoch": 1.39, "learning_rate": 6.9306930693069314e-06, "loss": 0.2455, "step": 140 }, { "epoch": 1.48, "learning_rate": 7.4257425742574256e-06, "loss": 0.2305, "step": 150 }, { "epoch": 1.58, "learning_rate": 7.920792079207921e-06, "loss": 0.2439, "step": 160 }, { "epoch": 1.68, "learning_rate": 8.415841584158417e-06, "loss": 0.2493, "step": 170 }, { "epoch": 1.78, "learning_rate": 8.910891089108911e-06, "loss": 0.2357, "step": 180 }, { "epoch": 1.88, "learning_rate": 9.405940594059407e-06, "loss": 0.2709, "step": 190 }, { "epoch": 1.98, "learning_rate": 9.900990099009901e-06, "loss": 0.2382, "step": 200 }, { "epoch": 2.0, "eval_accuracy": 0.908516780945507, "eval_loss": 0.27634507417678833, "eval_runtime": 58.9068, "eval_samples_per_second": 94.081, "eval_steps_per_second": 2.954, "step": 202 }, { "epoch": 2.08, "learning_rate": 1.0396039603960395e-05, "loss": 0.2447, "step": 210 }, { "epoch": 2.18, "learning_rate": 1.0891089108910891e-05, "loss": 0.2369, "step": 220 }, { "epoch": 2.28, "learning_rate": 1.1386138613861387e-05, "loss": 0.2213, "step": 230 }, { "epoch": 2.38, "learning_rate": 1.1881188118811881e-05, "loss": 0.2433, "step": 240 }, { "epoch": 2.47, "learning_rate": 1.2376237623762377e-05, "loss": 0.2184, "step": 250 }, { "epoch": 2.57, "learning_rate": 1.2871287128712873e-05, "loss": 0.22, "step": 260 }, { "epoch": 2.67, "learning_rate": 1.3366336633663367e-05, "loss": 0.2111, "step": 270 }, { "epoch": 2.77, "learning_rate": 1.3861386138613863e-05, "loss": 0.2134, "step": 280 }, { "epoch": 2.87, "learning_rate": 1.4356435643564355e-05, "loss": 0.222, "step": 290 }, { "epoch": 2.97, "learning_rate": 1.4851485148514851e-05, "loss": 0.2361, "step": 300 }, { "epoch": 3.0, "eval_accuracy": 0.9108625045110068, "eval_loss": 0.2605169415473938, "eval_runtime": 59.2161, "eval_samples_per_second": 93.589, "eval_steps_per_second": 2.938, "step": 303 }, { "epoch": 3.07, "learning_rate": 1.534653465346535e-05, "loss": 0.2091, "step": 310 }, { "epoch": 3.17, "learning_rate": 1.5841584158415843e-05, "loss": 0.2363, "step": 320 }, { "epoch": 3.27, "learning_rate": 1.6336633663366337e-05, "loss": 0.2161, "step": 330 }, { "epoch": 3.37, "learning_rate": 1.6831683168316834e-05, "loss": 0.2232, "step": 340 }, { "epoch": 3.46, "learning_rate": 1.7326732673267325e-05, "loss": 0.2071, "step": 350 }, { "epoch": 3.56, "learning_rate": 1.7821782178217823e-05, "loss": 0.1942, "step": 360 }, { "epoch": 3.66, "learning_rate": 1.8316831683168317e-05, "loss": 0.2114, "step": 370 }, { "epoch": 3.76, "learning_rate": 1.8811881188118814e-05, "loss": 0.2158, "step": 380 }, { "epoch": 3.86, "learning_rate": 1.930693069306931e-05, "loss": 0.1908, "step": 390 }, { "epoch": 3.96, "learning_rate": 1.9801980198019803e-05, "loss": 0.196, "step": 400 }, { "epoch": 4.0, "eval_accuracy": 0.911042944785276, "eval_loss": 0.2652387320995331, "eval_runtime": 59.3905, "eval_samples_per_second": 93.315, "eval_steps_per_second": 2.93, "step": 404 }, { "epoch": 4.06, "learning_rate": 2.02970297029703e-05, "loss": 0.2102, "step": 410 }, { "epoch": 4.16, "learning_rate": 2.079207920792079e-05, "loss": 0.1816, "step": 420 }, { "epoch": 4.26, "learning_rate": 2.128712871287129e-05, "loss": 0.195, "step": 430 }, { "epoch": 4.36, "learning_rate": 2.1782178217821783e-05, "loss": 0.1772, "step": 440 }, { "epoch": 4.45, "learning_rate": 2.227722772277228e-05, "loss": 0.2059, "step": 450 }, { "epoch": 4.55, "learning_rate": 2.2772277227722774e-05, "loss": 0.1992, "step": 460 }, { "epoch": 4.65, "learning_rate": 2.326732673267327e-05, "loss": 0.2042, "step": 470 }, { "epoch": 4.75, "learning_rate": 2.3762376237623762e-05, "loss": 0.1945, "step": 480 }, { "epoch": 4.85, "learning_rate": 2.4257425742574257e-05, "loss": 0.1775, "step": 490 }, { "epoch": 4.95, "learning_rate": 2.4752475247524754e-05, "loss": 0.1395, "step": 500 }, { "epoch": 5.0, "eval_accuracy": 0.9133886683507759, "eval_loss": 0.2648361623287201, "eval_runtime": 59.3489, "eval_samples_per_second": 93.38, "eval_steps_per_second": 2.932, "step": 505 }, { "epoch": 5.05, "learning_rate": 2.5247524752475248e-05, "loss": 0.1543, "step": 510 }, { "epoch": 5.15, "learning_rate": 2.5742574257425746e-05, "loss": 0.1534, "step": 520 }, { "epoch": 5.25, "learning_rate": 2.623762376237624e-05, "loss": 0.1504, "step": 530 }, { "epoch": 5.35, "learning_rate": 2.6732673267326734e-05, "loss": 0.1909, "step": 540 }, { "epoch": 5.44, "learning_rate": 2.722772277227723e-05, "loss": 0.1579, "step": 550 }, { "epoch": 5.54, "learning_rate": 2.7722772277227726e-05, "loss": 0.1695, "step": 560 }, { "epoch": 5.64, "learning_rate": 2.8217821782178216e-05, "loss": 0.1638, "step": 570 }, { "epoch": 5.74, "learning_rate": 2.871287128712871e-05, "loss": 0.1574, "step": 580 }, { "epoch": 5.84, "learning_rate": 2.9207920792079208e-05, "loss": 0.1471, "step": 590 }, { "epoch": 5.94, "learning_rate": 2.9702970297029702e-05, "loss": 0.155, "step": 600 }, { "epoch": 6.0, "eval_accuracy": 0.915193071093468, "eval_loss": 0.26563403010368347, "eval_runtime": 59.8577, "eval_samples_per_second": 92.586, "eval_steps_per_second": 2.907, "step": 606 }, { "epoch": 6.04, "learning_rate": 3.01980198019802e-05, "loss": 0.1669, "step": 610 }, { "epoch": 6.14, "learning_rate": 3.06930693069307e-05, "loss": 0.137, "step": 620 }, { "epoch": 6.24, "learning_rate": 3.118811881188119e-05, "loss": 0.1461, "step": 630 }, { "epoch": 6.34, "learning_rate": 3.1683168316831686e-05, "loss": 0.1362, "step": 640 }, { "epoch": 6.43, "learning_rate": 3.217821782178218e-05, "loss": 0.1111, "step": 650 }, { "epoch": 6.53, "learning_rate": 3.2673267326732674e-05, "loss": 0.1515, "step": 660 }, { "epoch": 6.63, "learning_rate": 3.3168316831683175e-05, "loss": 0.1637, "step": 670 }, { "epoch": 6.73, "learning_rate": 3.366336633663367e-05, "loss": 0.1567, "step": 680 }, { "epoch": 6.83, "learning_rate": 3.415841584158416e-05, "loss": 0.1492, "step": 690 }, { "epoch": 6.93, "learning_rate": 3.465346534653465e-05, "loss": 0.1422, "step": 700 }, { "epoch": 7.0, "eval_accuracy": 0.9141104294478528, "eval_loss": 0.26065394282341003, "eval_runtime": 59.5203, "eval_samples_per_second": 93.111, "eval_steps_per_second": 2.923, "step": 707 }, { "epoch": 7.03, "learning_rate": 3.514851485148515e-05, "loss": 0.1479, "step": 710 }, { "epoch": 7.13, "learning_rate": 3.5643564356435645e-05, "loss": 0.1464, "step": 720 }, { "epoch": 7.23, "learning_rate": 3.613861386138614e-05, "loss": 0.1469, "step": 730 }, { "epoch": 7.33, "learning_rate": 3.6633663366336634e-05, "loss": 0.1403, "step": 740 }, { "epoch": 7.42, "learning_rate": 3.712871287128713e-05, "loss": 0.1166, "step": 750 }, { "epoch": 7.52, "learning_rate": 3.762376237623763e-05, "loss": 0.1276, "step": 760 }, { "epoch": 7.62, "learning_rate": 3.811881188118812e-05, "loss": 0.1356, "step": 770 }, { "epoch": 7.72, "learning_rate": 3.861386138613862e-05, "loss": 0.1563, "step": 780 }, { "epoch": 7.82, "learning_rate": 3.910891089108911e-05, "loss": 0.1256, "step": 790 }, { "epoch": 7.92, "learning_rate": 3.9603960396039605e-05, "loss": 0.1511, "step": 800 }, { "epoch": 8.0, "eval_accuracy": 0.9157343919162757, "eval_loss": 0.25571852922439575, "eval_runtime": 59.7308, "eval_samples_per_second": 92.783, "eval_steps_per_second": 2.913, "step": 808 }, { "epoch": 8.02, "learning_rate": 4.0099009900990106e-05, "loss": 0.165, "step": 810 }, { "epoch": 8.12, "learning_rate": 4.05940594059406e-05, "loss": 0.2171, "step": 820 }, { "epoch": 8.22, "learning_rate": 4.108910891089109e-05, "loss": 0.2175, "step": 830 }, { "epoch": 8.32, "learning_rate": 4.158415841584158e-05, "loss": 0.1698, "step": 840 }, { "epoch": 8.41, "learning_rate": 4.207920792079208e-05, "loss": 0.183, "step": 850 }, { "epoch": 8.51, "learning_rate": 4.257425742574258e-05, "loss": 0.1738, "step": 860 }, { "epoch": 8.61, "learning_rate": 4.306930693069307e-05, "loss": 0.1784, "step": 870 }, { "epoch": 8.71, "learning_rate": 4.3564356435643565e-05, "loss": 0.1965, "step": 880 }, { "epoch": 8.81, "learning_rate": 4.405940594059406e-05, "loss": 0.2112, "step": 890 }, { "epoch": 8.91, "learning_rate": 4.455445544554456e-05, "loss": 0.1938, "step": 900 }, { "epoch": 9.0, "eval_accuracy": 0.9049079754601227, "eval_loss": 0.2679148316383362, "eval_runtime": 59.5803, "eval_samples_per_second": 93.017, "eval_steps_per_second": 2.92, "step": 909 }, { "epoch": 9.01, "learning_rate": 4.5049504950495054e-05, "loss": 0.2518, "step": 910 }, { "epoch": 9.11, "learning_rate": 4.554455445544555e-05, "loss": 0.1973, "step": 920 }, { "epoch": 9.21, "learning_rate": 4.603960396039604e-05, "loss": 0.1798, "step": 930 }, { "epoch": 9.31, "learning_rate": 4.653465346534654e-05, "loss": 0.1841, "step": 940 }, { "epoch": 9.4, "learning_rate": 4.702970297029703e-05, "loss": 0.1806, "step": 950 }, { "epoch": 9.5, "learning_rate": 4.7524752475247525e-05, "loss": 0.1602, "step": 960 }, { "epoch": 9.6, "learning_rate": 4.801980198019802e-05, "loss": 0.1913, "step": 970 }, { "epoch": 9.7, "learning_rate": 4.851485148514851e-05, "loss": 0.2061, "step": 980 }, { "epoch": 9.8, "learning_rate": 4.9009900990099014e-05, "loss": 0.1838, "step": 990 }, { "epoch": 9.9, "learning_rate": 4.950495049504951e-05, "loss": 0.1629, "step": 1000 }, { "epoch": 10.0, "learning_rate": 5e-05, "loss": 0.2094, "step": 1010 }, { "epoch": 10.0, "eval_accuracy": 0.9137495488993144, "eval_loss": 0.23915652930736542, "eval_runtime": 59.6978, "eval_samples_per_second": 92.834, "eval_steps_per_second": 2.915, "step": 1010 }, { "epoch": 10.1, "learning_rate": 4.994499449944995e-05, "loss": 0.2019, "step": 1020 }, { "epoch": 10.2, "learning_rate": 4.9889988998899896e-05, "loss": 0.1756, "step": 1030 }, { "epoch": 10.3, "learning_rate": 4.9834983498349835e-05, "loss": 0.1626, "step": 1040 }, { "epoch": 10.4, "learning_rate": 4.977997799779978e-05, "loss": 0.1608, "step": 1050 }, { "epoch": 10.49, "learning_rate": 4.972497249724973e-05, "loss": 0.1912, "step": 1060 }, { "epoch": 10.59, "learning_rate": 4.9669966996699675e-05, "loss": 0.1716, "step": 1070 }, { "epoch": 10.69, "learning_rate": 4.961496149614962e-05, "loss": 0.1683, "step": 1080 }, { "epoch": 10.79, "learning_rate": 4.955995599559956e-05, "loss": 0.1497, "step": 1090 }, { "epoch": 10.89, "learning_rate": 4.950495049504951e-05, "loss": 0.1827, "step": 1100 }, { "epoch": 10.99, "learning_rate": 4.9449944994499455e-05, "loss": 0.1835, "step": 1110 }, { "epoch": 11.0, "eval_accuracy": 0.9155539516420065, "eval_loss": 0.23998872935771942, "eval_runtime": 59.7253, "eval_samples_per_second": 92.792, "eval_steps_per_second": 2.913, "step": 1111 }, { "epoch": 11.0, "step": 1111, "total_flos": 1.1021883250648596e+19, "train_loss": 0.1948466427711406, "train_runtime": 3819.4144, "train_samples_per_second": 338.534, "train_steps_per_second": 2.644 } ], "max_steps": 10100, "num_train_epochs": 100, "total_flos": 1.1021883250648596e+19, "trial_name": null, "trial_params": null }