{ "best_metric": 0.9842906234658811, "best_model_checkpoint": "swin-base-patch4-window7-224-in22k-finetuned-brain-tumor-skullStrippded_04/checkpoint-123", "epoch": 9.75609756097561, "global_step": 200, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.62, "learning_rate": 6.25e-05, "loss": 1.2662, "step": 10 }, { "epoch": 1.0, "eval_accuracy": 0.8370152184585175, "eval_f1_score": 0.8309274634035486, "eval_loss": 0.44239601492881775, "eval_precision": 0.8463813017583761, "eval_runtime": 208.875, "eval_samples_per_second": 9.752, "eval_steps_per_second": 0.077, "step": 16 }, { "epoch": 0.98, "learning_rate": 0.0001, "loss": 0.3778, "step": 20 }, { "epoch": 0.98, "eval_accuracy": 0.9062346588119784, "eval_f1_score": 0.9066525088672521, "eval_loss": 0.2700486481189728, "eval_precision": 0.9071937892005743, "eval_runtime": 204.4765, "eval_samples_per_second": 9.962, "eval_steps_per_second": 0.103, "step": 20 }, { "epoch": 1.46, "learning_rate": 9.444444444444444e-05, "loss": 0.2951, "step": 30 }, { "epoch": 1.95, "learning_rate": 8.888888888888889e-05, "loss": 0.2377, "step": 40 }, { "epoch": 2.0, "eval_accuracy": 0.9229258713794797, "eval_f1_score": 0.9233847000973788, "eval_loss": 0.20353713631629944, "eval_precision": 0.9268537243090427, "eval_runtime": 208.169, "eval_samples_per_second": 9.785, "eval_steps_per_second": 0.101, "step": 41 }, { "epoch": 2.44, "learning_rate": 8.333333333333334e-05, "loss": 0.1676, "step": 50 }, { "epoch": 2.93, "learning_rate": 7.777777777777778e-05, "loss": 0.1201, "step": 60 }, { "epoch": 2.98, "eval_accuracy": 0.9464899361806578, "eval_f1_score": 0.9466624955018323, "eval_loss": 0.13448551297187805, "eval_precision": 0.9512180953289231, "eval_runtime": 206.9703, "eval_samples_per_second": 9.842, "eval_steps_per_second": 0.101, "step": 61 }, { "epoch": 3.41, "learning_rate": 7.222222222222222e-05, "loss": 0.1025, "step": 70 }, { "epoch": 3.9, "learning_rate": 6.666666666666667e-05, "loss": 0.0774, "step": 80 }, { "epoch": 4.0, "eval_accuracy": 0.9612174766813942, "eval_f1_score": 0.9618098339374384, "eval_loss": 0.1229424849152565, "eval_precision": 0.9643105703851083, "eval_runtime": 205.1391, "eval_samples_per_second": 9.93, "eval_steps_per_second": 0.102, "step": 82 }, { "epoch": 4.39, "learning_rate": 6.111111111111112e-05, "loss": 0.058, "step": 90 }, { "epoch": 4.88, "learning_rate": 5.555555555555556e-05, "loss": 0.0495, "step": 100 }, { "epoch": 4.98, "eval_accuracy": 0.9813451153657339, "eval_f1_score": 0.9815016901025415, "eval_loss": 0.05617663636803627, "eval_precision": 0.9816047800258326, "eval_runtime": 201.6332, "eval_samples_per_second": 10.103, "eval_steps_per_second": 0.104, "step": 102 }, { "epoch": 5.37, "learning_rate": 5e-05, "loss": 0.035, "step": 110 }, { "epoch": 5.85, "learning_rate": 4.4444444444444447e-05, "loss": 0.0358, "step": 120 }, { "epoch": 6.0, "eval_accuracy": 0.9842906234658811, "eval_f1_score": 0.9844072801091768, "eval_loss": 0.04700547456741333, "eval_precision": 0.9845888529063952, "eval_runtime": 201.9642, "eval_samples_per_second": 10.086, "eval_steps_per_second": 0.104, "step": 123 }, { "epoch": 6.34, "learning_rate": 3.888888888888889e-05, "loss": 0.0301, "step": 130 }, { "epoch": 6.83, "learning_rate": 3.3333333333333335e-05, "loss": 0.0228, "step": 140 }, { "epoch": 6.98, "eval_accuracy": 0.9833087874324987, "eval_f1_score": 0.9834387946272402, "eval_loss": 0.04467308893799782, "eval_precision": 0.9836051007366963, "eval_runtime": 201.6017, "eval_samples_per_second": 10.104, "eval_steps_per_second": 0.104, "step": 143 }, { "epoch": 7.32, "learning_rate": 2.777777777777778e-05, "loss": 0.021, "step": 150 }, { "epoch": 7.8, "learning_rate": 2.2222222222222223e-05, "loss": 0.0181, "step": 160 }, { "epoch": 8.0, "eval_accuracy": 0.9828178694158075, "eval_f1_score": 0.982990812967336, "eval_loss": 0.04651310294866562, "eval_precision": 0.9830987734058751, "eval_runtime": 200.6389, "eval_samples_per_second": 10.153, "eval_steps_per_second": 0.105, "step": 164 }, { "epoch": 8.29, "learning_rate": 1.6666666666666667e-05, "loss": 0.0128, "step": 170 }, { "epoch": 8.78, "learning_rate": 1.1111111111111112e-05, "loss": 0.0132, "step": 180 }, { "epoch": 8.98, "eval_accuracy": 0.9833087874324987, "eval_f1_score": 0.9834792106943269, "eval_loss": 0.043627530336380005, "eval_precision": 0.9835721710721711, "eval_runtime": 197.7113, "eval_samples_per_second": 10.303, "eval_steps_per_second": 0.106, "step": 184 }, { "epoch": 9.27, "learning_rate": 5.555555555555556e-06, "loss": 0.0097, "step": 190 }, { "epoch": 9.76, "learning_rate": 0.0, "loss": 0.0126, "step": 200 }, { "epoch": 9.76, "eval_accuracy": 0.9837997054491899, "eval_f1_score": 0.983950241371011, "eval_loss": 0.04606052488088608, "eval_precision": 0.9840362340362341, "eval_runtime": 197.1193, "eval_samples_per_second": 10.334, "eval_steps_per_second": 0.107, "step": 200 }, { "epoch": 9.76, "step": 200, "total_flos": 6.366510302768824e+18, "train_loss": 0.0735103191435337, "train_runtime": 27763.2532, "train_samples_per_second": 2.934, "train_steps_per_second": 0.007 } ], "max_steps": 200, "num_train_epochs": 10, "total_flos": 6.366510302768824e+18, "trial_name": null, "trial_params": null }