{ "best_metric": 0.9859259259259259, "best_model_checkpoint": "swin-tiny-patch4-window7-224-finetuned-eurosat-kornia/checkpoint-570", "epoch": 3.0, "eval_steps": 500, "global_step": 570, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.05, "learning_rate": 8.771929824561403e-06, "loss": 2.3409, "step": 10 }, { "epoch": 0.11, "learning_rate": 1.7543859649122806e-05, "loss": 2.1353, "step": 20 }, { "epoch": 0.16, "learning_rate": 2.6315789473684212e-05, "loss": 1.675, "step": 30 }, { "epoch": 0.21, "learning_rate": 3.508771929824561e-05, "loss": 0.9284, "step": 40 }, { "epoch": 0.26, "learning_rate": 4.3859649122807014e-05, "loss": 0.4401, "step": 50 }, { "epoch": 0.32, "learning_rate": 4.970760233918128e-05, "loss": 0.298, "step": 60 }, { "epoch": 0.37, "learning_rate": 4.8732943469785574e-05, "loss": 0.2324, "step": 70 }, { "epoch": 0.42, "learning_rate": 4.7758284600389865e-05, "loss": 0.197, "step": 80 }, { "epoch": 0.47, "learning_rate": 4.678362573099415e-05, "loss": 0.1968, "step": 90 }, { "epoch": 0.53, "learning_rate": 4.580896686159844e-05, "loss": 0.1871, "step": 100 }, { "epoch": 0.58, "learning_rate": 4.483430799220273e-05, "loss": 0.1575, "step": 110 }, { "epoch": 0.63, "learning_rate": 4.3859649122807014e-05, "loss": 0.1613, "step": 120 }, { "epoch": 0.68, "learning_rate": 4.2884990253411305e-05, "loss": 0.1312, "step": 130 }, { "epoch": 0.74, "learning_rate": 4.1910331384015596e-05, "loss": 0.1433, "step": 140 }, { "epoch": 0.79, "learning_rate": 4.093567251461988e-05, "loss": 0.1181, "step": 150 }, { "epoch": 0.84, "learning_rate": 3.996101364522417e-05, "loss": 0.1127, "step": 160 }, { "epoch": 0.89, "learning_rate": 3.898635477582846e-05, "loss": 0.1241, "step": 170 }, { "epoch": 0.95, "learning_rate": 3.8011695906432746e-05, "loss": 0.0925, "step": 180 }, { "epoch": 1.0, "learning_rate": 3.7037037037037037e-05, "loss": 0.1099, "step": 190 }, { "epoch": 1.0, "eval_accuracy": 0.9607407407407408, "eval_loss": 0.132521852850914, "eval_runtime": 28.1721, "eval_samples_per_second": 95.84, "eval_steps_per_second": 3.017, "step": 190 }, { "epoch": 1.05, "learning_rate": 3.606237816764133e-05, "loss": 0.0904, "step": 200 }, { "epoch": 1.11, "learning_rate": 3.508771929824561e-05, "loss": 0.0863, "step": 210 }, { "epoch": 1.16, "learning_rate": 3.41130604288499e-05, "loss": 0.0928, "step": 220 }, { "epoch": 1.21, "learning_rate": 3.313840155945419e-05, "loss": 0.0582, "step": 230 }, { "epoch": 1.26, "learning_rate": 3.216374269005848e-05, "loss": 0.1032, "step": 240 }, { "epoch": 1.32, "learning_rate": 3.118908382066277e-05, "loss": 0.0785, "step": 250 }, { "epoch": 1.37, "learning_rate": 3.0214424951267055e-05, "loss": 0.0761, "step": 260 }, { "epoch": 1.42, "learning_rate": 2.9239766081871346e-05, "loss": 0.1002, "step": 270 }, { "epoch": 1.47, "learning_rate": 2.8265107212475634e-05, "loss": 0.0582, "step": 280 }, { "epoch": 1.53, "learning_rate": 2.729044834307992e-05, "loss": 0.0695, "step": 290 }, { "epoch": 1.58, "learning_rate": 2.6315789473684212e-05, "loss": 0.0636, "step": 300 }, { "epoch": 1.63, "learning_rate": 2.53411306042885e-05, "loss": 0.0729, "step": 310 }, { "epoch": 1.68, "learning_rate": 2.4366471734892787e-05, "loss": 0.0728, "step": 320 }, { "epoch": 1.74, "learning_rate": 2.3391812865497074e-05, "loss": 0.0722, "step": 330 }, { "epoch": 1.79, "learning_rate": 2.2417153996101365e-05, "loss": 0.0682, "step": 340 }, { "epoch": 1.84, "learning_rate": 2.1442495126705653e-05, "loss": 0.0789, "step": 350 }, { "epoch": 1.89, "learning_rate": 2.046783625730994e-05, "loss": 0.068, "step": 360 }, { "epoch": 1.95, "learning_rate": 1.949317738791423e-05, "loss": 0.0631, "step": 370 }, { "epoch": 2.0, "learning_rate": 1.8518518518518518e-05, "loss": 0.0727, "step": 380 }, { "epoch": 2.0, "eval_accuracy": 0.9777777777777777, "eval_loss": 0.06108269467949867, "eval_runtime": 29.1295, "eval_samples_per_second": 92.689, "eval_steps_per_second": 2.918, "step": 380 }, { "epoch": 2.05, "learning_rate": 1.7543859649122806e-05, "loss": 0.0488, "step": 390 }, { "epoch": 2.11, "learning_rate": 1.6569200779727097e-05, "loss": 0.0588, "step": 400 }, { "epoch": 2.16, "learning_rate": 1.5594541910331384e-05, "loss": 0.0472, "step": 410 }, { "epoch": 2.21, "learning_rate": 1.4619883040935673e-05, "loss": 0.0391, "step": 420 }, { "epoch": 2.26, "learning_rate": 1.364522417153996e-05, "loss": 0.0475, "step": 430 }, { "epoch": 2.32, "learning_rate": 1.267056530214425e-05, "loss": 0.0448, "step": 440 }, { "epoch": 2.37, "learning_rate": 1.1695906432748537e-05, "loss": 0.0357, "step": 450 }, { "epoch": 2.42, "learning_rate": 1.0721247563352826e-05, "loss": 0.0408, "step": 460 }, { "epoch": 2.47, "learning_rate": 9.746588693957115e-06, "loss": 0.0549, "step": 470 }, { "epoch": 2.53, "learning_rate": 8.771929824561403e-06, "loss": 0.0442, "step": 480 }, { "epoch": 2.58, "learning_rate": 7.797270955165692e-06, "loss": 0.0403, "step": 490 }, { "epoch": 2.63, "learning_rate": 6.82261208576998e-06, "loss": 0.0413, "step": 500 }, { "epoch": 2.68, "learning_rate": 5.8479532163742686e-06, "loss": 0.0495, "step": 510 }, { "epoch": 2.74, "learning_rate": 4.873294346978558e-06, "loss": 0.0456, "step": 520 }, { "epoch": 2.79, "learning_rate": 3.898635477582846e-06, "loss": 0.0263, "step": 530 }, { "epoch": 2.84, "learning_rate": 2.9239766081871343e-06, "loss": 0.0301, "step": 540 }, { "epoch": 2.89, "learning_rate": 1.949317738791423e-06, "loss": 0.0239, "step": 550 }, { "epoch": 2.95, "learning_rate": 9.746588693957115e-07, "loss": 0.0293, "step": 560 }, { "epoch": 3.0, "learning_rate": 0.0, "loss": 0.0319, "step": 570 }, { "epoch": 3.0, "eval_accuracy": 0.9859259259259259, "eval_loss": 0.04464924708008766, "eval_runtime": 27.6917, "eval_samples_per_second": 97.502, "eval_steps_per_second": 3.07, "step": 570 }, { "epoch": 3.0, "step": 570, "total_flos": 1.8124066505760768e+18, "train_loss": 0.2106599067386828, "train_runtime": 2165.214, "train_samples_per_second": 33.669, "train_steps_per_second": 0.263 } ], "logging_steps": 10, "max_steps": 570, "num_train_epochs": 3, "save_steps": 500, "total_flos": 1.8124066505760768e+18, "trial_name": null, "trial_params": null }