{ "best_metric": 0.9844028520499108, "best_model_checkpoint": "vit-base-patch16-224-finetuned-eurosat/checkpoint-981", "epoch": 2.9977081741787623, "eval_steps": 500, "global_step": 981, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.03, "learning_rate": 5.050505050505051e-06, "loss": 0.7345, "step": 10 }, { "epoch": 0.06, "learning_rate": 1.0101010101010101e-05, "loss": 0.6694, "step": 20 }, { "epoch": 0.09, "learning_rate": 1.5151515151515153e-05, "loss": 0.5908, "step": 30 }, { "epoch": 0.12, "learning_rate": 2.0202020202020203e-05, "loss": 0.4686, "step": 40 }, { "epoch": 0.15, "learning_rate": 2.5252525252525256e-05, "loss": 0.4016, "step": 50 }, { "epoch": 0.18, "learning_rate": 3.0303030303030306e-05, "loss": 0.3304, "step": 60 }, { "epoch": 0.21, "learning_rate": 3.535353535353535e-05, "loss": 0.2909, "step": 70 }, { "epoch": 0.24, "learning_rate": 4.0404040404040405e-05, "loss": 0.226, "step": 80 }, { "epoch": 0.28, "learning_rate": 4.545454545454546e-05, "loss": 0.1949, "step": 90 }, { "epoch": 0.31, "learning_rate": 4.9943310657596374e-05, "loss": 0.3078, "step": 100 }, { "epoch": 0.34, "learning_rate": 4.937641723356009e-05, "loss": 0.2718, "step": 110 }, { "epoch": 0.37, "learning_rate": 4.880952380952381e-05, "loss": 0.2043, "step": 120 }, { "epoch": 0.4, "learning_rate": 4.8242630385487533e-05, "loss": 0.2451, "step": 130 }, { "epoch": 0.43, "learning_rate": 4.767573696145125e-05, "loss": 0.235, "step": 140 }, { "epoch": 0.46, "learning_rate": 4.710884353741497e-05, "loss": 0.3714, "step": 150 }, { "epoch": 0.49, "learning_rate": 4.6541950113378686e-05, "loss": 0.173, "step": 160 }, { "epoch": 0.52, "learning_rate": 4.597505668934241e-05, "loss": 0.1935, "step": 170 }, { "epoch": 0.55, "learning_rate": 4.5408163265306124e-05, "loss": 0.2082, "step": 180 }, { "epoch": 0.58, "learning_rate": 4.4841269841269846e-05, "loss": 0.139, "step": 190 }, { "epoch": 0.61, "learning_rate": 4.427437641723356e-05, "loss": 0.1498, "step": 200 }, { "epoch": 0.64, "learning_rate": 4.3707482993197277e-05, "loss": 0.1188, "step": 210 }, { "epoch": 0.67, "learning_rate": 4.3140589569161e-05, "loss": 0.1702, "step": 220 }, { "epoch": 0.7, "learning_rate": 4.257369614512472e-05, "loss": 0.1709, "step": 230 }, { "epoch": 0.73, "learning_rate": 4.200680272108844e-05, "loss": 0.1468, "step": 240 }, { "epoch": 0.76, "learning_rate": 4.143990929705215e-05, "loss": 0.1389, "step": 250 }, { "epoch": 0.79, "learning_rate": 4.0873015873015874e-05, "loss": 0.1836, "step": 260 }, { "epoch": 0.83, "learning_rate": 4.0306122448979596e-05, "loss": 0.1395, "step": 270 }, { "epoch": 0.86, "learning_rate": 3.973922902494331e-05, "loss": 0.1685, "step": 280 }, { "epoch": 0.89, "learning_rate": 3.9172335600907026e-05, "loss": 0.1501, "step": 290 }, { "epoch": 0.92, "learning_rate": 3.860544217687075e-05, "loss": 0.0861, "step": 300 }, { "epoch": 0.95, "learning_rate": 3.803854875283447e-05, "loss": 0.2846, "step": 310 }, { "epoch": 0.98, "learning_rate": 3.7471655328798186e-05, "loss": 0.1418, "step": 320 }, { "epoch": 1.0, "eval_accuracy": 0.963680926916221, "eval_loss": 0.09791737049818039, "eval_runtime": 121.1611, "eval_samples_per_second": 37.042, "eval_steps_per_second": 4.63, "step": 327 }, { "epoch": 1.01, "learning_rate": 3.690476190476191e-05, "loss": 0.1285, "step": 330 }, { "epoch": 1.04, "learning_rate": 3.633786848072562e-05, "loss": 0.0797, "step": 340 }, { "epoch": 1.07, "learning_rate": 3.5770975056689345e-05, "loss": 0.0737, "step": 350 }, { "epoch": 1.1, "learning_rate": 3.520408163265306e-05, "loss": 0.1093, "step": 360 }, { "epoch": 1.13, "learning_rate": 3.463718820861678e-05, "loss": 0.1201, "step": 370 }, { "epoch": 1.16, "learning_rate": 3.4070294784580505e-05, "loss": 0.0933, "step": 380 }, { "epoch": 1.19, "learning_rate": 3.350340136054422e-05, "loss": 0.1399, "step": 390 }, { "epoch": 1.22, "learning_rate": 3.2936507936507936e-05, "loss": 0.1143, "step": 400 }, { "epoch": 1.25, "learning_rate": 3.236961451247166e-05, "loss": 0.1083, "step": 410 }, { "epoch": 1.28, "learning_rate": 3.180272108843538e-05, "loss": 0.1619, "step": 420 }, { "epoch": 1.31, "learning_rate": 3.1235827664399095e-05, "loss": 0.1267, "step": 430 }, { "epoch": 1.34, "learning_rate": 3.066893424036281e-05, "loss": 0.1482, "step": 440 }, { "epoch": 1.38, "learning_rate": 3.0102040816326533e-05, "loss": 0.0971, "step": 450 }, { "epoch": 1.41, "learning_rate": 2.953514739229025e-05, "loss": 0.0947, "step": 460 }, { "epoch": 1.44, "learning_rate": 2.8968253968253974e-05, "loss": 0.0807, "step": 470 }, { "epoch": 1.47, "learning_rate": 2.8401360544217685e-05, "loss": 0.0854, "step": 480 }, { "epoch": 1.5, "learning_rate": 2.7834467120181408e-05, "loss": 0.0921, "step": 490 }, { "epoch": 1.53, "learning_rate": 2.7267573696145126e-05, "loss": 0.0957, "step": 500 }, { "epoch": 1.56, "learning_rate": 2.6700680272108845e-05, "loss": 0.1141, "step": 510 }, { "epoch": 1.59, "learning_rate": 2.613378684807256e-05, "loss": 0.1462, "step": 520 }, { "epoch": 1.62, "learning_rate": 2.5566893424036282e-05, "loss": 0.1089, "step": 530 }, { "epoch": 1.65, "learning_rate": 2.5e-05, "loss": 0.0966, "step": 540 }, { "epoch": 1.68, "learning_rate": 2.443310657596372e-05, "loss": 0.1093, "step": 550 }, { "epoch": 1.71, "learning_rate": 2.386621315192744e-05, "loss": 0.0786, "step": 560 }, { "epoch": 1.74, "learning_rate": 2.3299319727891157e-05, "loss": 0.103, "step": 570 }, { "epoch": 1.77, "learning_rate": 2.2732426303854876e-05, "loss": 0.1525, "step": 580 }, { "epoch": 1.8, "learning_rate": 2.2165532879818595e-05, "loss": 0.0774, "step": 590 }, { "epoch": 1.83, "learning_rate": 2.1598639455782314e-05, "loss": 0.0831, "step": 600 }, { "epoch": 1.86, "learning_rate": 2.1031746031746032e-05, "loss": 0.0823, "step": 610 }, { "epoch": 1.89, "learning_rate": 2.046485260770975e-05, "loss": 0.0809, "step": 620 }, { "epoch": 1.93, "learning_rate": 1.989795918367347e-05, "loss": 0.0975, "step": 630 }, { "epoch": 1.96, "learning_rate": 1.9331065759637192e-05, "loss": 0.0884, "step": 640 }, { "epoch": 1.99, "learning_rate": 1.8764172335600907e-05, "loss": 0.0631, "step": 650 }, { "epoch": 2.0, "eval_accuracy": 0.9790552584670231, "eval_loss": 0.05776624009013176, "eval_runtime": 122.7481, "eval_samples_per_second": 36.563, "eval_steps_per_second": 4.57, "step": 654 }, { "epoch": 2.02, "learning_rate": 1.8197278911564626e-05, "loss": 0.0779, "step": 660 }, { "epoch": 2.05, "learning_rate": 1.7630385487528345e-05, "loss": 0.0602, "step": 670 }, { "epoch": 2.08, "learning_rate": 1.7063492063492063e-05, "loss": 0.0747, "step": 680 }, { "epoch": 2.11, "learning_rate": 1.6496598639455782e-05, "loss": 0.0537, "step": 690 }, { "epoch": 2.14, "learning_rate": 1.59297052154195e-05, "loss": 0.1051, "step": 700 }, { "epoch": 2.17, "learning_rate": 1.5362811791383223e-05, "loss": 0.083, "step": 710 }, { "epoch": 2.2, "learning_rate": 1.479591836734694e-05, "loss": 0.0572, "step": 720 }, { "epoch": 2.23, "learning_rate": 1.4229024943310659e-05, "loss": 0.062, "step": 730 }, { "epoch": 2.26, "learning_rate": 1.3662131519274376e-05, "loss": 0.069, "step": 740 }, { "epoch": 2.29, "learning_rate": 1.3095238095238096e-05, "loss": 0.0788, "step": 750 }, { "epoch": 2.32, "learning_rate": 1.2528344671201813e-05, "loss": 0.0699, "step": 760 }, { "epoch": 2.35, "learning_rate": 1.1961451247165534e-05, "loss": 0.0628, "step": 770 }, { "epoch": 2.38, "learning_rate": 1.1394557823129252e-05, "loss": 0.07, "step": 780 }, { "epoch": 2.41, "learning_rate": 1.0827664399092971e-05, "loss": 0.0608, "step": 790 }, { "epoch": 2.44, "learning_rate": 1.026077097505669e-05, "loss": 0.0636, "step": 800 }, { "epoch": 2.48, "learning_rate": 9.693877551020408e-06, "loss": 0.0549, "step": 810 }, { "epoch": 2.51, "learning_rate": 9.126984126984127e-06, "loss": 0.0655, "step": 820 }, { "epoch": 2.54, "learning_rate": 8.560090702947846e-06, "loss": 0.0503, "step": 830 }, { "epoch": 2.57, "learning_rate": 7.993197278911566e-06, "loss": 0.06, "step": 840 }, { "epoch": 2.6, "learning_rate": 7.426303854875284e-06, "loss": 0.1075, "step": 850 }, { "epoch": 2.63, "learning_rate": 6.859410430839003e-06, "loss": 0.0822, "step": 860 }, { "epoch": 2.66, "learning_rate": 6.292517006802722e-06, "loss": 0.103, "step": 870 }, { "epoch": 2.69, "learning_rate": 5.72562358276644e-06, "loss": 0.0538, "step": 880 }, { "epoch": 2.72, "learning_rate": 5.158730158730159e-06, "loss": 0.0672, "step": 890 }, { "epoch": 2.75, "learning_rate": 4.591836734693878e-06, "loss": 0.0365, "step": 900 }, { "epoch": 2.78, "learning_rate": 4.0249433106575965e-06, "loss": 0.0564, "step": 910 }, { "epoch": 2.81, "learning_rate": 3.4580498866213153e-06, "loss": 0.0348, "step": 920 }, { "epoch": 2.84, "learning_rate": 2.8911564625850344e-06, "loss": 0.0465, "step": 930 }, { "epoch": 2.87, "learning_rate": 2.3242630385487527e-06, "loss": 0.0627, "step": 940 }, { "epoch": 2.9, "learning_rate": 1.7573696145124719e-06, "loss": 0.0659, "step": 950 }, { "epoch": 2.93, "learning_rate": 1.1904761904761904e-06, "loss": 0.0594, "step": 960 }, { "epoch": 2.96, "learning_rate": 6.235827664399093e-07, "loss": 0.0352, "step": 970 }, { "epoch": 2.99, "learning_rate": 5.668934240362812e-08, "loss": 0.0466, "step": 980 }, { "epoch": 3.0, "eval_accuracy": 0.9844028520499108, "eval_loss": 0.04237278550863266, "eval_runtime": 121.9616, "eval_samples_per_second": 36.798, "eval_steps_per_second": 4.6, "step": 981 }, { "epoch": 3.0, "step": 981, "total_flos": 2.432473554002043e+18, "train_loss": 0.14160844961619887, "train_runtime": 1869.1518, "train_samples_per_second": 16.806, "train_steps_per_second": 0.525 } ], "logging_steps": 10, "max_steps": 981, "num_train_epochs": 3, "save_steps": 500, "total_flos": 2.432473554002043e+18, "trial_name": null, "trial_params": null }