{ "best_metric": 0.8493150684931506, "best_model_checkpoint": "swin-base-patch4-window7-224-finetuned-piid/checkpoint-348", "epoch": 19.51219512195122, "eval_steps": 500, "global_step": 400, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.49, "learning_rate": 1.25e-05, "loss": 1.4202, "step": 10 }, { "epoch": 0.98, "learning_rate": 2.5e-05, "loss": 1.1815, "step": 20 }, { "epoch": 0.98, "eval_accuracy": 0.5251141552511416, "eval_loss": 1.0441278219223022, "eval_runtime": 2.969, "eval_samples_per_second": 73.762, "eval_steps_per_second": 9.431, "step": 20 }, { "epoch": 1.46, "learning_rate": 3.7500000000000003e-05, "loss": 0.8542, "step": 30 }, { "epoch": 1.95, "learning_rate": 5e-05, "loss": 0.6548, "step": 40 }, { "epoch": 2.0, "eval_accuracy": 0.639269406392694, "eval_loss": 0.8150126934051514, "eval_runtime": 2.9105, "eval_samples_per_second": 75.245, "eval_steps_per_second": 9.62, "step": 41 }, { "epoch": 2.44, "learning_rate": 4.8611111111111115e-05, "loss": 0.51, "step": 50 }, { "epoch": 2.93, "learning_rate": 4.722222222222222e-05, "loss": 0.6083, "step": 60 }, { "epoch": 2.98, "eval_accuracy": 0.6986301369863014, "eval_loss": 0.6395346522331238, "eval_runtime": 2.9853, "eval_samples_per_second": 73.36, "eval_steps_per_second": 9.379, "step": 61 }, { "epoch": 3.41, "learning_rate": 4.5833333333333334e-05, "loss": 0.4977, "step": 70 }, { "epoch": 3.9, "learning_rate": 4.4444444444444447e-05, "loss": 0.4925, "step": 80 }, { "epoch": 4.0, "eval_accuracy": 0.680365296803653, "eval_loss": 0.6272767782211304, "eval_runtime": 3.0039, "eval_samples_per_second": 72.904, "eval_steps_per_second": 9.321, "step": 82 }, { "epoch": 4.39, "learning_rate": 4.305555555555556e-05, "loss": 0.5078, "step": 90 }, { "epoch": 4.88, "learning_rate": 4.166666666666667e-05, "loss": 0.4448, "step": 100 }, { "epoch": 4.98, "eval_accuracy": 0.817351598173516, "eval_loss": 0.48121878504753113, "eval_runtime": 3.0486, "eval_samples_per_second": 71.836, "eval_steps_per_second": 9.185, "step": 102 }, { "epoch": 5.37, "learning_rate": 4.027777777777778e-05, "loss": 0.4302, "step": 110 }, { "epoch": 5.85, "learning_rate": 3.888888888888889e-05, "loss": 0.3387, "step": 120 }, { "epoch": 6.0, "eval_accuracy": 0.7945205479452054, "eval_loss": 0.586761474609375, "eval_runtime": 3.0271, "eval_samples_per_second": 72.346, "eval_steps_per_second": 9.25, "step": 123 }, { "epoch": 6.34, "learning_rate": 3.7500000000000003e-05, "loss": 0.3207, "step": 130 }, { "epoch": 6.83, "learning_rate": 3.611111111111111e-05, "loss": 0.2622, "step": 140 }, { "epoch": 6.98, "eval_accuracy": 0.726027397260274, "eval_loss": 0.7868249416351318, "eval_runtime": 3.0111, "eval_samples_per_second": 72.731, "eval_steps_per_second": 9.299, "step": 143 }, { "epoch": 7.32, "learning_rate": 3.472222222222222e-05, "loss": 0.3422, "step": 150 }, { "epoch": 7.8, "learning_rate": 3.3333333333333335e-05, "loss": 0.2656, "step": 160 }, { "epoch": 8.0, "eval_accuracy": 0.8127853881278538, "eval_loss": 0.4432077705860138, "eval_runtime": 3.1504, "eval_samples_per_second": 69.514, "eval_steps_per_second": 8.888, "step": 164 }, { "epoch": 8.29, "learning_rate": 3.194444444444444e-05, "loss": 0.2049, "step": 170 }, { "epoch": 8.78, "learning_rate": 3.055555555555556e-05, "loss": 0.2259, "step": 180 }, { "epoch": 8.98, "eval_accuracy": 0.7488584474885844, "eval_loss": 0.6553168892860413, "eval_runtime": 3.0029, "eval_samples_per_second": 72.929, "eval_steps_per_second": 9.324, "step": 184 }, { "epoch": 9.27, "learning_rate": 2.916666666666667e-05, "loss": 0.239, "step": 190 }, { "epoch": 9.76, "learning_rate": 2.777777777777778e-05, "loss": 0.1997, "step": 200 }, { "epoch": 10.0, "eval_accuracy": 0.7853881278538812, "eval_loss": 0.5142815709114075, "eval_runtime": 3.172, "eval_samples_per_second": 69.041, "eval_steps_per_second": 8.827, "step": 205 }, { "epoch": 10.24, "learning_rate": 2.6388888888888892e-05, "loss": 0.1559, "step": 210 }, { "epoch": 10.73, "learning_rate": 2.5e-05, "loss": 0.1892, "step": 220 }, { "epoch": 10.98, "eval_accuracy": 0.7945205479452054, "eval_loss": 0.5656914114952087, "eval_runtime": 3.0489, "eval_samples_per_second": 71.829, "eval_steps_per_second": 9.184, "step": 225 }, { "epoch": 11.22, "learning_rate": 2.361111111111111e-05, "loss": 0.1942, "step": 230 }, { "epoch": 11.71, "learning_rate": 2.2222222222222223e-05, "loss": 0.1522, "step": 240 }, { "epoch": 12.0, "eval_accuracy": 0.7579908675799086, "eval_loss": 0.7339126467704773, "eval_runtime": 3.1764, "eval_samples_per_second": 68.946, "eval_steps_per_second": 8.815, "step": 246 }, { "epoch": 12.2, "learning_rate": 2.0833333333333336e-05, "loss": 0.1607, "step": 250 }, { "epoch": 12.68, "learning_rate": 1.9444444444444445e-05, "loss": 0.1309, "step": 260 }, { "epoch": 12.98, "eval_accuracy": 0.817351598173516, "eval_loss": 0.6064341068267822, "eval_runtime": 3.034, "eval_samples_per_second": 72.182, "eval_steps_per_second": 9.229, "step": 266 }, { "epoch": 13.17, "learning_rate": 1.8055555555555555e-05, "loss": 0.1803, "step": 270 }, { "epoch": 13.66, "learning_rate": 1.6666666666666667e-05, "loss": 0.1482, "step": 280 }, { "epoch": 14.0, "eval_accuracy": 0.8127853881278538, "eval_loss": 0.5874872207641602, "eval_runtime": 3.1935, "eval_samples_per_second": 68.576, "eval_steps_per_second": 8.768, "step": 287 }, { "epoch": 14.15, "learning_rate": 1.527777777777778e-05, "loss": 0.1641, "step": 290 }, { "epoch": 14.63, "learning_rate": 1.388888888888889e-05, "loss": 0.1459, "step": 300 }, { "epoch": 14.98, "eval_accuracy": 0.7899543378995434, "eval_loss": 0.6442859768867493, "eval_runtime": 3.0922, "eval_samples_per_second": 70.824, "eval_steps_per_second": 9.055, "step": 307 }, { "epoch": 15.12, "learning_rate": 1.25e-05, "loss": 0.136, "step": 310 }, { "epoch": 15.61, "learning_rate": 1.1111111111111112e-05, "loss": 0.1224, "step": 320 }, { "epoch": 16.0, "eval_accuracy": 0.8036529680365296, "eval_loss": 0.652053713798523, "eval_runtime": 3.1086, "eval_samples_per_second": 70.45, "eval_steps_per_second": 9.007, "step": 328 }, { "epoch": 16.1, "learning_rate": 9.722222222222223e-06, "loss": 0.1393, "step": 330 }, { "epoch": 16.59, "learning_rate": 8.333333333333334e-06, "loss": 0.0533, "step": 340 }, { "epoch": 16.98, "eval_accuracy": 0.8493150684931506, "eval_loss": 0.5914698243141174, "eval_runtime": 3.1723, "eval_samples_per_second": 69.034, "eval_steps_per_second": 8.826, "step": 348 }, { "epoch": 17.07, "learning_rate": 6.944444444444445e-06, "loss": 0.1186, "step": 350 }, { "epoch": 17.56, "learning_rate": 5.555555555555556e-06, "loss": 0.1133, "step": 360 }, { "epoch": 18.0, "eval_accuracy": 0.8264840182648402, "eval_loss": 0.6151906251907349, "eval_runtime": 3.0754, "eval_samples_per_second": 71.21, "eval_steps_per_second": 9.104, "step": 369 }, { "epoch": 18.05, "learning_rate": 4.166666666666667e-06, "loss": 0.1631, "step": 370 }, { "epoch": 18.54, "learning_rate": 2.777777777777778e-06, "loss": 0.0923, "step": 380 }, { "epoch": 18.98, "eval_accuracy": 0.7853881278538812, "eval_loss": 0.6819412112236023, "eval_runtime": 3.2565, "eval_samples_per_second": 67.25, "eval_steps_per_second": 8.598, "step": 389 }, { "epoch": 19.02, "learning_rate": 1.388888888888889e-06, "loss": 0.1299, "step": 390 }, { "epoch": 19.51, "learning_rate": 0.0, "loss": 0.086, "step": 400 }, { "epoch": 19.51, "eval_accuracy": 0.8127853881278538, "eval_loss": 0.6629763245582581, "eval_runtime": 3.0498, "eval_samples_per_second": 71.808, "eval_steps_per_second": 9.181, "step": 400 }, { "epoch": 19.51, "step": 400, "total_flos": 9.98381008961151e+17, "train_loss": 0.31942258909344673, "train_runtime": 678.6178, "train_samples_per_second": 19.245, "train_steps_per_second": 0.589 } ], "logging_steps": 10, "max_steps": 400, "num_train_epochs": 20, "save_steps": 500, "total_flos": 9.98381008961151e+17, "trial_name": null, "trial_params": null }