{ "best_metric": 0.7309491978609626, "best_model_checkpoint": "swin-tiny-patch4-window7-224-finetuned-eurosat/checkpoint-374", "epoch": 3.0, "eval_steps": 500, "global_step": 1122, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.03, "learning_rate": 4.424778761061947e-06, "loss": 0.0665, "step": 10 }, { "epoch": 0.05, "learning_rate": 8.849557522123894e-06, "loss": 0.1002, "step": 20 }, { "epoch": 0.08, "learning_rate": 1.3274336283185843e-05, "loss": 0.0924, "step": 30 }, { "epoch": 0.11, "learning_rate": 1.7699115044247787e-05, "loss": 0.0878, "step": 40 }, { "epoch": 0.13, "learning_rate": 2.2123893805309738e-05, "loss": 0.0939, "step": 50 }, { "epoch": 0.16, "learning_rate": 2.6548672566371686e-05, "loss": 0.1337, "step": 60 }, { "epoch": 0.19, "learning_rate": 3.097345132743363e-05, "loss": 0.0824, "step": 70 }, { "epoch": 0.21, "learning_rate": 3.5398230088495574e-05, "loss": 0.0707, "step": 80 }, { "epoch": 0.24, "learning_rate": 3.982300884955752e-05, "loss": 0.1135, "step": 90 }, { "epoch": 0.27, "learning_rate": 4.4247787610619477e-05, "loss": 0.1088, "step": 100 }, { "epoch": 0.29, "learning_rate": 4.867256637168142e-05, "loss": 0.0919, "step": 110 }, { "epoch": 0.32, "learning_rate": 4.9653121902874134e-05, "loss": 0.1008, "step": 120 }, { "epoch": 0.35, "learning_rate": 4.9157581764122896e-05, "loss": 0.0987, "step": 130 }, { "epoch": 0.37, "learning_rate": 4.866204162537166e-05, "loss": 0.1161, "step": 140 }, { "epoch": 0.4, "learning_rate": 4.816650148662042e-05, "loss": 0.1068, "step": 150 }, { "epoch": 0.43, "learning_rate": 4.767096134786918e-05, "loss": 0.0652, "step": 160 }, { "epoch": 0.45, "learning_rate": 4.717542120911794e-05, "loss": 0.1044, "step": 170 }, { "epoch": 0.48, "learning_rate": 4.66798810703667e-05, "loss": 0.1804, "step": 180 }, { "epoch": 0.51, "learning_rate": 4.618434093161546e-05, "loss": 0.0707, "step": 190 }, { "epoch": 0.53, "learning_rate": 4.568880079286422e-05, "loss": 0.1282, "step": 200 }, { "epoch": 0.56, "learning_rate": 4.5193260654112984e-05, "loss": 0.0637, "step": 210 }, { "epoch": 0.59, "learning_rate": 4.4697720515361746e-05, "loss": 0.0571, "step": 220 }, { "epoch": 0.61, "learning_rate": 4.420218037661051e-05, "loss": 0.0717, "step": 230 }, { "epoch": 0.64, "learning_rate": 4.370664023785927e-05, "loss": 0.14, "step": 240 }, { "epoch": 0.67, "learning_rate": 4.321110009910803e-05, "loss": 0.0784, "step": 250 }, { "epoch": 0.7, "learning_rate": 4.27155599603568e-05, "loss": 0.0848, "step": 260 }, { "epoch": 0.72, "learning_rate": 4.222001982160555e-05, "loss": 0.1064, "step": 270 }, { "epoch": 0.75, "learning_rate": 4.172447968285431e-05, "loss": 0.0558, "step": 280 }, { "epoch": 0.78, "learning_rate": 4.122893954410307e-05, "loss": 0.0626, "step": 290 }, { "epoch": 0.8, "learning_rate": 4.0733399405351834e-05, "loss": 0.0301, "step": 300 }, { "epoch": 0.83, "learning_rate": 4.0237859266600596e-05, "loss": 0.0348, "step": 310 }, { "epoch": 0.86, "learning_rate": 3.9742319127849357e-05, "loss": 0.0649, "step": 320 }, { "epoch": 0.88, "learning_rate": 3.924677898909812e-05, "loss": 0.0319, "step": 330 }, { "epoch": 0.91, "learning_rate": 3.8751238850346886e-05, "loss": 0.1511, "step": 340 }, { "epoch": 0.94, "learning_rate": 3.825569871159564e-05, "loss": 0.1504, "step": 350 }, { "epoch": 0.96, "learning_rate": 3.77601585728444e-05, "loss": 0.0843, "step": 360 }, { "epoch": 0.99, "learning_rate": 3.726461843409316e-05, "loss": 0.1263, "step": 370 }, { "epoch": 1.0, "eval_accuracy": 0.7309491978609626, "eval_confusion_matrix": [ [ 1493, 19 ], [ 786, 694 ] ], "eval_loss": 1.1457709074020386, "eval_precision": 0.812530143476721, "eval_recall": 0.7309491978609626, "eval_runtime": 66.553, "eval_samples_per_second": 44.957, "eval_steps_per_second": 5.62, "step": 374 }, { "epoch": 1.02, "learning_rate": 3.676907829534192e-05, "loss": 0.0779, "step": 380 }, { "epoch": 1.04, "learning_rate": 3.6273538156590684e-05, "loss": 0.0757, "step": 390 }, { "epoch": 1.07, "learning_rate": 3.5777998017839445e-05, "loss": 0.0952, "step": 400 }, { "epoch": 1.1, "learning_rate": 3.5282457879088207e-05, "loss": 0.0992, "step": 410 }, { "epoch": 1.12, "learning_rate": 3.4786917740336974e-05, "loss": 0.0747, "step": 420 }, { "epoch": 1.15, "learning_rate": 3.429137760158573e-05, "loss": 0.0645, "step": 430 }, { "epoch": 1.18, "learning_rate": 3.379583746283449e-05, "loss": 0.1018, "step": 440 }, { "epoch": 1.2, "learning_rate": 3.330029732408325e-05, "loss": 0.0564, "step": 450 }, { "epoch": 1.23, "learning_rate": 3.280475718533201e-05, "loss": 0.1334, "step": 460 }, { "epoch": 1.26, "learning_rate": 3.230921704658077e-05, "loss": 0.0634, "step": 470 }, { "epoch": 1.28, "learning_rate": 3.1813676907829534e-05, "loss": 0.0376, "step": 480 }, { "epoch": 1.31, "learning_rate": 3.13181367690783e-05, "loss": 0.0646, "step": 490 }, { "epoch": 1.34, "learning_rate": 3.0822596630327057e-05, "loss": 0.0231, "step": 500 }, { "epoch": 1.36, "learning_rate": 3.0327056491575818e-05, "loss": 0.0274, "step": 510 }, { "epoch": 1.39, "learning_rate": 2.983151635282458e-05, "loss": 0.0562, "step": 520 }, { "epoch": 1.42, "learning_rate": 2.933597621407334e-05, "loss": 0.101, "step": 530 }, { "epoch": 1.44, "learning_rate": 2.88404360753221e-05, "loss": 0.1182, "step": 540 }, { "epoch": 1.47, "learning_rate": 2.8344895936570865e-05, "loss": 0.03, "step": 550 }, { "epoch": 1.5, "learning_rate": 2.7849355797819627e-05, "loss": 0.0995, "step": 560 }, { "epoch": 1.52, "learning_rate": 2.7353815659068388e-05, "loss": 0.048, "step": 570 }, { "epoch": 1.55, "learning_rate": 2.6858275520317145e-05, "loss": 0.0313, "step": 580 }, { "epoch": 1.58, "learning_rate": 2.6362735381565906e-05, "loss": 0.0406, "step": 590 }, { "epoch": 1.6, "learning_rate": 2.5867195242814668e-05, "loss": 0.0981, "step": 600 }, { "epoch": 1.63, "learning_rate": 2.537165510406343e-05, "loss": 0.0543, "step": 610 }, { "epoch": 1.66, "learning_rate": 2.4876114965312193e-05, "loss": 0.0887, "step": 620 }, { "epoch": 1.68, "learning_rate": 2.4380574826560954e-05, "loss": 0.0818, "step": 630 }, { "epoch": 1.71, "learning_rate": 2.3885034687809712e-05, "loss": 0.0595, "step": 640 }, { "epoch": 1.74, "learning_rate": 2.3389494549058473e-05, "loss": 0.0589, "step": 650 }, { "epoch": 1.76, "learning_rate": 2.2893954410307238e-05, "loss": 0.0314, "step": 660 }, { "epoch": 1.79, "learning_rate": 2.2398414271556e-05, "loss": 0.0449, "step": 670 }, { "epoch": 1.82, "learning_rate": 2.1902874132804756e-05, "loss": 0.103, "step": 680 }, { "epoch": 1.84, "learning_rate": 2.1407333994053518e-05, "loss": 0.0536, "step": 690 }, { "epoch": 1.87, "learning_rate": 2.0911793855302282e-05, "loss": 0.0393, "step": 700 }, { "epoch": 1.9, "learning_rate": 2.0416253716551043e-05, "loss": 0.0677, "step": 710 }, { "epoch": 1.93, "learning_rate": 1.99207135777998e-05, "loss": 0.0656, "step": 720 }, { "epoch": 1.95, "learning_rate": 1.9425173439048562e-05, "loss": 0.0458, "step": 730 }, { "epoch": 1.98, "learning_rate": 1.8929633300297326e-05, "loss": 0.0301, "step": 740 }, { "epoch": 2.0, "eval_accuracy": 0.6330213903743316, "eval_confusion_matrix": [ [ 1502, 10 ], [ 1088, 392 ] ], "eval_loss": 3.09244704246521, "eval_precision": 0.7754102014857064, "eval_recall": 0.6330213903743316, "eval_runtime": 69.4399, "eval_samples_per_second": 43.088, "eval_steps_per_second": 5.386, "step": 748 }, { "epoch": 2.01, "learning_rate": 1.8434093161546088e-05, "loss": 0.0299, "step": 750 }, { "epoch": 2.03, "learning_rate": 1.7938553022794845e-05, "loss": 0.0272, "step": 760 }, { "epoch": 2.06, "learning_rate": 1.7443012884043606e-05, "loss": 0.0089, "step": 770 }, { "epoch": 2.09, "learning_rate": 1.694747274529237e-05, "loss": 0.0787, "step": 780 }, { "epoch": 2.11, "learning_rate": 1.6451932606541132e-05, "loss": 0.0303, "step": 790 }, { "epoch": 2.14, "learning_rate": 1.595639246778989e-05, "loss": 0.0309, "step": 800 }, { "epoch": 2.17, "learning_rate": 1.5460852329038654e-05, "loss": 0.0575, "step": 810 }, { "epoch": 2.19, "learning_rate": 1.4965312190287414e-05, "loss": 0.0498, "step": 820 }, { "epoch": 2.22, "learning_rate": 1.4469772051536176e-05, "loss": 0.0819, "step": 830 }, { "epoch": 2.25, "learning_rate": 1.3974231912784936e-05, "loss": 0.0691, "step": 840 }, { "epoch": 2.27, "learning_rate": 1.3478691774033697e-05, "loss": 0.074, "step": 850 }, { "epoch": 2.3, "learning_rate": 1.298315163528246e-05, "loss": 0.05, "step": 860 }, { "epoch": 2.33, "learning_rate": 1.2487611496531219e-05, "loss": 0.0446, "step": 870 }, { "epoch": 2.35, "learning_rate": 1.1992071357779982e-05, "loss": 0.0401, "step": 880 }, { "epoch": 2.38, "learning_rate": 1.1496531219028741e-05, "loss": 0.0313, "step": 890 }, { "epoch": 2.41, "learning_rate": 1.1000991080277504e-05, "loss": 0.0661, "step": 900 }, { "epoch": 2.43, "learning_rate": 1.0505450941526264e-05, "loss": 0.0259, "step": 910 }, { "epoch": 2.46, "learning_rate": 1.0009910802775026e-05, "loss": 0.0426, "step": 920 }, { "epoch": 2.49, "learning_rate": 9.514370664023786e-06, "loss": 0.084, "step": 930 }, { "epoch": 2.51, "learning_rate": 9.018830525272549e-06, "loss": 0.0682, "step": 940 }, { "epoch": 2.54, "learning_rate": 8.523290386521308e-06, "loss": 0.0331, "step": 950 }, { "epoch": 2.57, "learning_rate": 8.02775024777007e-06, "loss": 0.0344, "step": 960 }, { "epoch": 2.59, "learning_rate": 7.532210109018831e-06, "loss": 0.0813, "step": 970 }, { "epoch": 2.62, "learning_rate": 7.036669970267593e-06, "loss": 0.0557, "step": 980 }, { "epoch": 2.65, "learning_rate": 6.541129831516353e-06, "loss": 0.0511, "step": 990 }, { "epoch": 2.67, "learning_rate": 6.045589692765114e-06, "loss": 0.003, "step": 1000 }, { "epoch": 2.7, "learning_rate": 5.5500495540138754e-06, "loss": 0.0376, "step": 1010 }, { "epoch": 2.73, "learning_rate": 5.0545094152626366e-06, "loss": 0.0519, "step": 1020 }, { "epoch": 2.75, "learning_rate": 4.558969276511398e-06, "loss": 0.0632, "step": 1030 }, { "epoch": 2.78, "learning_rate": 4.063429137760159e-06, "loss": 0.0447, "step": 1040 }, { "epoch": 2.81, "learning_rate": 3.56788899900892e-06, "loss": 0.0451, "step": 1050 }, { "epoch": 2.83, "learning_rate": 3.072348860257681e-06, "loss": 0.0328, "step": 1060 }, { "epoch": 2.86, "learning_rate": 2.576808721506442e-06, "loss": 0.0339, "step": 1070 }, { "epoch": 2.89, "learning_rate": 2.081268582755203e-06, "loss": 0.0474, "step": 1080 }, { "epoch": 2.91, "learning_rate": 1.5857284440039643e-06, "loss": 0.054, "step": 1090 }, { "epoch": 2.94, "learning_rate": 1.0901883052527254e-06, "loss": 0.0625, "step": 1100 }, { "epoch": 2.97, "learning_rate": 5.946481665014866e-07, "loss": 0.035, "step": 1110 }, { "epoch": 2.99, "learning_rate": 9.910802775024777e-08, "loss": 0.0467, "step": 1120 }, { "epoch": 3.0, "eval_accuracy": 0.6343582887700535, "eval_confusion_matrix": [ [ 1498, 14 ], [ 1080, 400 ] ], "eval_loss": 3.3035988807678223, "eval_precision": 0.7715676584335054, "eval_recall": 0.6343582887700535, "eval_runtime": 69.9389, "eval_samples_per_second": 42.78, "eval_steps_per_second": 5.348, "step": 1122 }, { "epoch": 3.0, "step": 1122, "total_flos": 8.923548605812163e+17, "train_loss": 0.0682210739697421, "train_runtime": 1125.3274, "train_samples_per_second": 31.903, "train_steps_per_second": 0.997 } ], "logging_steps": 10, "max_steps": 1122, "num_train_epochs": 3, "save_steps": 500, "total_flos": 8.923548605812163e+17, "trial_name": null, "trial_params": null }