{ "best_metric": 0.9811111111111112, "best_model_checkpoint": "swin-tiny-patch4-window7-224-finetuned-eurosat/checkpoint-1137", "epoch": 2.9980250164581963, "global_step": 1137, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.03, "learning_rate": 4.3859649122807014e-06, "loss": 2.2879, "step": 10 }, { "epoch": 0.05, "learning_rate": 8.771929824561403e-06, "loss": 2.1937, "step": 20 }, { "epoch": 0.08, "learning_rate": 1.3157894736842106e-05, "loss": 1.9682, "step": 30 }, { "epoch": 0.11, "learning_rate": 1.7543859649122806e-05, "loss": 1.5989, "step": 40 }, { "epoch": 0.13, "learning_rate": 2.1929824561403507e-05, "loss": 1.1674, "step": 50 }, { "epoch": 0.16, "learning_rate": 2.6315789473684212e-05, "loss": 0.8328, "step": 60 }, { "epoch": 0.18, "learning_rate": 3.0701754385964913e-05, "loss": 0.5801, "step": 70 }, { "epoch": 0.21, "learning_rate": 3.508771929824561e-05, "loss": 0.5215, "step": 80 }, { "epoch": 0.24, "learning_rate": 3.9473684210526316e-05, "loss": 0.5077, "step": 90 }, { "epoch": 0.26, "learning_rate": 4.3859649122807014e-05, "loss": 0.3814, "step": 100 }, { "epoch": 0.29, "learning_rate": 4.824561403508772e-05, "loss": 0.4916, "step": 110 }, { "epoch": 0.32, "learning_rate": 4.9706744868035194e-05, "loss": 0.471, "step": 120 }, { "epoch": 0.34, "learning_rate": 4.921798631476051e-05, "loss": 0.3859, "step": 130 }, { "epoch": 0.37, "learning_rate": 4.8729227761485826e-05, "loss": 0.4545, "step": 140 }, { "epoch": 0.39, "learning_rate": 4.824046920821115e-05, "loss": 0.3339, "step": 150 }, { "epoch": 0.42, "learning_rate": 4.7751710654936466e-05, "loss": 0.3497, "step": 160 }, { "epoch": 0.45, "learning_rate": 4.726295210166178e-05, "loss": 0.3524, "step": 170 }, { "epoch": 0.47, "learning_rate": 4.67741935483871e-05, "loss": 0.3657, "step": 180 }, { "epoch": 0.5, "learning_rate": 4.6285434995112415e-05, "loss": 0.3355, "step": 190 }, { "epoch": 0.53, "learning_rate": 4.579667644183773e-05, "loss": 0.3126, "step": 200 }, { "epoch": 0.55, "learning_rate": 4.530791788856305e-05, "loss": 0.2599, "step": 210 }, { "epoch": 0.58, "learning_rate": 4.481915933528837e-05, "loss": 0.3003, "step": 220 }, { "epoch": 0.61, "learning_rate": 4.433040078201369e-05, "loss": 0.2953, "step": 230 }, { "epoch": 0.63, "learning_rate": 4.3841642228739e-05, "loss": 0.299, "step": 240 }, { "epoch": 0.66, "learning_rate": 4.3352883675464326e-05, "loss": 0.3176, "step": 250 }, { "epoch": 0.68, "learning_rate": 4.286412512218964e-05, "loss": 0.3457, "step": 260 }, { "epoch": 0.71, "learning_rate": 4.237536656891496e-05, "loss": 0.2836, "step": 270 }, { "epoch": 0.74, "learning_rate": 4.1886608015640275e-05, "loss": 0.276, "step": 280 }, { "epoch": 0.76, "learning_rate": 4.13978494623656e-05, "loss": 0.286, "step": 290 }, { "epoch": 0.79, "learning_rate": 4.0909090909090915e-05, "loss": 0.2599, "step": 300 }, { "epoch": 0.82, "learning_rate": 4.0420332355816224e-05, "loss": 0.2062, "step": 310 }, { "epoch": 0.84, "learning_rate": 3.993157380254155e-05, "loss": 0.2683, "step": 320 }, { "epoch": 0.87, "learning_rate": 3.9442815249266864e-05, "loss": 0.2461, "step": 330 }, { "epoch": 0.9, "learning_rate": 3.895405669599218e-05, "loss": 0.2316, "step": 340 }, { "epoch": 0.92, "learning_rate": 3.8465298142717496e-05, "loss": 0.2065, "step": 350 }, { "epoch": 0.95, "learning_rate": 3.797653958944282e-05, "loss": 0.2518, "step": 360 }, { "epoch": 0.97, "learning_rate": 3.7487781036168136e-05, "loss": 0.2623, "step": 370 }, { "epoch": 1.0, "eval_accuracy": 0.9674074074074074, "eval_loss": 0.10060614347457886, "eval_runtime": 39.1856, "eval_samples_per_second": 68.903, "eval_steps_per_second": 4.313, "step": 379 }, { "epoch": 1.0, "learning_rate": 3.699902248289345e-05, "loss": 0.2489, "step": 380 }, { "epoch": 1.03, "learning_rate": 3.651026392961877e-05, "loss": 0.1956, "step": 390 }, { "epoch": 1.06, "learning_rate": 3.602150537634409e-05, "loss": 0.2072, "step": 400 }, { "epoch": 1.08, "learning_rate": 3.553274682306941e-05, "loss": 0.2942, "step": 410 }, { "epoch": 1.11, "learning_rate": 3.5043988269794724e-05, "loss": 0.2417, "step": 420 }, { "epoch": 1.13, "learning_rate": 3.455522971652004e-05, "loss": 0.2737, "step": 430 }, { "epoch": 1.16, "learning_rate": 3.406647116324536e-05, "loss": 0.188, "step": 440 }, { "epoch": 1.19, "learning_rate": 3.357771260997067e-05, "loss": 0.1887, "step": 450 }, { "epoch": 1.21, "learning_rate": 3.308895405669599e-05, "loss": 0.162, "step": 460 }, { "epoch": 1.24, "learning_rate": 3.260019550342131e-05, "loss": 0.2178, "step": 470 }, { "epoch": 1.27, "learning_rate": 3.211143695014663e-05, "loss": 0.21, "step": 480 }, { "epoch": 1.29, "learning_rate": 3.1622678396871946e-05, "loss": 0.2613, "step": 490 }, { "epoch": 1.32, "learning_rate": 3.113391984359726e-05, "loss": 0.2346, "step": 500 }, { "epoch": 1.34, "learning_rate": 3.0645161290322585e-05, "loss": 0.2232, "step": 510 }, { "epoch": 1.37, "learning_rate": 3.01564027370479e-05, "loss": 0.2075, "step": 520 }, { "epoch": 1.4, "learning_rate": 2.9667644183773218e-05, "loss": 0.183, "step": 530 }, { "epoch": 1.42, "learning_rate": 2.9178885630498537e-05, "loss": 0.191, "step": 540 }, { "epoch": 1.45, "learning_rate": 2.8690127077223854e-05, "loss": 0.1784, "step": 550 }, { "epoch": 1.48, "learning_rate": 2.8201368523949173e-05, "loss": 0.1796, "step": 560 }, { "epoch": 1.5, "learning_rate": 2.7712609970674486e-05, "loss": 0.2068, "step": 570 }, { "epoch": 1.53, "learning_rate": 2.7223851417399803e-05, "loss": 0.1868, "step": 580 }, { "epoch": 1.56, "learning_rate": 2.6735092864125122e-05, "loss": 0.1637, "step": 590 }, { "epoch": 1.58, "learning_rate": 2.624633431085044e-05, "loss": 0.1847, "step": 600 }, { "epoch": 1.61, "learning_rate": 2.575757575757576e-05, "loss": 0.2313, "step": 610 }, { "epoch": 1.63, "learning_rate": 2.5268817204301075e-05, "loss": 0.1774, "step": 620 }, { "epoch": 1.66, "learning_rate": 2.4780058651026395e-05, "loss": 0.1533, "step": 630 }, { "epoch": 1.69, "learning_rate": 2.429130009775171e-05, "loss": 0.1553, "step": 640 }, { "epoch": 1.71, "learning_rate": 2.380254154447703e-05, "loss": 0.1509, "step": 650 }, { "epoch": 1.74, "learning_rate": 2.3313782991202347e-05, "loss": 0.1703, "step": 660 }, { "epoch": 1.77, "learning_rate": 2.2825024437927663e-05, "loss": 0.1582, "step": 670 }, { "epoch": 1.79, "learning_rate": 2.2336265884652983e-05, "loss": 0.1765, "step": 680 }, { "epoch": 1.82, "learning_rate": 2.18475073313783e-05, "loss": 0.1067, "step": 690 }, { "epoch": 1.85, "learning_rate": 2.135874877810362e-05, "loss": 0.2041, "step": 700 }, { "epoch": 1.87, "learning_rate": 2.0869990224828935e-05, "loss": 0.1287, "step": 710 }, { "epoch": 1.9, "learning_rate": 2.0381231671554255e-05, "loss": 0.1599, "step": 720 }, { "epoch": 1.92, "learning_rate": 1.989247311827957e-05, "loss": 0.1947, "step": 730 }, { "epoch": 1.95, "learning_rate": 1.9403714565004888e-05, "loss": 0.128, "step": 740 }, { "epoch": 1.98, "learning_rate": 1.8914956011730208e-05, "loss": 0.1712, "step": 750 }, { "epoch": 2.0, "eval_accuracy": 0.9803703703703703, "eval_loss": 0.06200645864009857, "eval_runtime": 23.9639, "eval_samples_per_second": 112.67, "eval_steps_per_second": 7.052, "step": 758 }, { "epoch": 2.01, "learning_rate": 1.8426197458455524e-05, "loss": 0.1996, "step": 760 }, { "epoch": 2.03, "learning_rate": 1.7937438905180844e-05, "loss": 0.1536, "step": 770 }, { "epoch": 2.06, "learning_rate": 1.744868035190616e-05, "loss": 0.1541, "step": 780 }, { "epoch": 2.08, "learning_rate": 1.6959921798631476e-05, "loss": 0.1816, "step": 790 }, { "epoch": 2.11, "learning_rate": 1.6471163245356793e-05, "loss": 0.1873, "step": 800 }, { "epoch": 2.14, "learning_rate": 1.5982404692082112e-05, "loss": 0.1438, "step": 810 }, { "epoch": 2.16, "learning_rate": 1.549364613880743e-05, "loss": 0.1331, "step": 820 }, { "epoch": 2.19, "learning_rate": 1.5004887585532748e-05, "loss": 0.1349, "step": 830 }, { "epoch": 2.22, "learning_rate": 1.4516129032258066e-05, "loss": 0.1604, "step": 840 }, { "epoch": 2.24, "learning_rate": 1.4027370478983381e-05, "loss": 0.1458, "step": 850 }, { "epoch": 2.27, "learning_rate": 1.3538611925708699e-05, "loss": 0.1664, "step": 860 }, { "epoch": 2.29, "learning_rate": 1.3049853372434017e-05, "loss": 0.1661, "step": 870 }, { "epoch": 2.32, "learning_rate": 1.2561094819159335e-05, "loss": 0.1145, "step": 880 }, { "epoch": 2.35, "learning_rate": 1.2072336265884653e-05, "loss": 0.1451, "step": 890 }, { "epoch": 2.37, "learning_rate": 1.1583577712609971e-05, "loss": 0.125, "step": 900 }, { "epoch": 2.4, "learning_rate": 1.109481915933529e-05, "loss": 0.166, "step": 910 }, { "epoch": 2.43, "learning_rate": 1.0606060606060607e-05, "loss": 0.1224, "step": 920 }, { "epoch": 2.45, "learning_rate": 1.0117302052785924e-05, "loss": 0.1164, "step": 930 }, { "epoch": 2.48, "learning_rate": 9.628543499511242e-06, "loss": 0.1776, "step": 940 }, { "epoch": 2.51, "learning_rate": 9.13978494623656e-06, "loss": 0.1205, "step": 950 }, { "epoch": 2.53, "learning_rate": 8.651026392961878e-06, "loss": 0.1365, "step": 960 }, { "epoch": 2.56, "learning_rate": 8.162267839687194e-06, "loss": 0.1259, "step": 970 }, { "epoch": 2.58, "learning_rate": 7.673509286412512e-06, "loss": 0.1319, "step": 980 }, { "epoch": 2.61, "learning_rate": 7.184750733137831e-06, "loss": 0.1263, "step": 990 }, { "epoch": 2.64, "learning_rate": 6.695992179863147e-06, "loss": 0.1881, "step": 1000 }, { "epoch": 2.66, "learning_rate": 6.207233626588465e-06, "loss": 0.1263, "step": 1010 }, { "epoch": 2.69, "learning_rate": 5.7184750733137834e-06, "loss": 0.1082, "step": 1020 }, { "epoch": 2.72, "learning_rate": 5.2297165200391015e-06, "loss": 0.1434, "step": 1030 }, { "epoch": 2.74, "learning_rate": 4.740957966764419e-06, "loss": 0.0859, "step": 1040 }, { "epoch": 2.77, "learning_rate": 4.252199413489736e-06, "loss": 0.1362, "step": 1050 }, { "epoch": 2.8, "learning_rate": 3.763440860215054e-06, "loss": 0.1036, "step": 1060 }, { "epoch": 2.82, "learning_rate": 3.2746823069403715e-06, "loss": 0.1185, "step": 1070 }, { "epoch": 2.85, "learning_rate": 2.785923753665689e-06, "loss": 0.1534, "step": 1080 }, { "epoch": 2.87, "learning_rate": 2.297165200391007e-06, "loss": 0.1346, "step": 1090 }, { "epoch": 2.9, "learning_rate": 1.8084066471163247e-06, "loss": 0.1079, "step": 1100 }, { "epoch": 2.93, "learning_rate": 1.3196480938416423e-06, "loss": 0.1347, "step": 1110 }, { "epoch": 2.95, "learning_rate": 8.308895405669599e-07, "loss": 0.1662, "step": 1120 }, { "epoch": 2.98, "learning_rate": 3.4213098729227765e-07, "loss": 0.1206, "step": 1130 }, { "epoch": 3.0, "eval_accuracy": 0.9811111111111112, "eval_loss": 0.04829270392656326, "eval_runtime": 23.9411, "eval_samples_per_second": 112.777, "eval_steps_per_second": 7.059, "step": 1137 }, { "epoch": 3.0, "step": 1137, "total_flos": 1.8113127425839596e+18, "train_loss": 0.29242842561231963, "train_runtime": 1937.8226, "train_samples_per_second": 37.62, "train_steps_per_second": 0.587 } ], "max_steps": 1137, "num_train_epochs": 3, "total_flos": 1.8113127425839596e+18, "trial_name": null, "trial_params": null }