| { | |
| "best_metric": 0.9695078031212484, | |
| "best_model_checkpoint": "swin-tiny-patch4-window7-224-finetuned-eurosat/checkpoint-111", | |
| "epoch": 9.887640449438202, | |
| "eval_steps": 500, | |
| "global_step": 220, | |
| "is_hyper_param_search": false, | |
| "is_local_process_zero": true, | |
| "is_world_process_zero": true, | |
| "log_history": [ | |
| { | |
| "epoch": 0.449438202247191, | |
| "grad_norm": 6.729045391082764, | |
| "learning_rate": 2.272727272727273e-05, | |
| "loss": 0.6016, | |
| "step": 10 | |
| }, | |
| { | |
| "epoch": 0.898876404494382, | |
| "grad_norm": 5.153387546539307, | |
| "learning_rate": 4.545454545454546e-05, | |
| "loss": 0.2262, | |
| "step": 20 | |
| }, | |
| { | |
| "epoch": 0.9887640449438202, | |
| "eval_accuracy": 0.9365079365079365, | |
| "eval_f1": 0.9058027582617746, | |
| "eval_loss": 0.20612730085849762, | |
| "eval_precision": 0.8770471151423532, | |
| "eval_recall": 0.9365079365079365, | |
| "eval_runtime": 29.0895, | |
| "eval_samples_per_second": 10.829, | |
| "eval_steps_per_second": 0.344, | |
| "step": 22 | |
| }, | |
| { | |
| "epoch": 1.348314606741573, | |
| "grad_norm": 2.6891238689422607, | |
| "learning_rate": 4.797979797979798e-05, | |
| "loss": 0.1932, | |
| "step": 30 | |
| }, | |
| { | |
| "epoch": 1.797752808988764, | |
| "grad_norm": 10.437292098999023, | |
| "learning_rate": 4.545454545454546e-05, | |
| "loss": 0.1666, | |
| "step": 40 | |
| }, | |
| { | |
| "epoch": 1.9775280898876404, | |
| "eval_accuracy": 0.9333333333333333, | |
| "eval_f1": 0.9042145593869733, | |
| "eval_loss": 0.12735532224178314, | |
| "eval_precision": 0.8768577494692145, | |
| "eval_recall": 0.9333333333333333, | |
| "eval_runtime": 28.9476, | |
| "eval_samples_per_second": 10.882, | |
| "eval_steps_per_second": 0.345, | |
| "step": 44 | |
| }, | |
| { | |
| "epoch": 2.247191011235955, | |
| "grad_norm": 13.23202896118164, | |
| "learning_rate": 4.292929292929293e-05, | |
| "loss": 0.1408, | |
| "step": 50 | |
| }, | |
| { | |
| "epoch": 2.696629213483146, | |
| "grad_norm": 13.037389755249023, | |
| "learning_rate": 4.0404040404040405e-05, | |
| "loss": 0.1168, | |
| "step": 60 | |
| }, | |
| { | |
| "epoch": 2.966292134831461, | |
| "eval_accuracy": 0.9523809523809523, | |
| "eval_f1": 0.9437855353283663, | |
| "eval_loss": 0.10540811717510223, | |
| "eval_precision": 0.9461043676729951, | |
| "eval_recall": 0.9523809523809523, | |
| "eval_runtime": 28.9757, | |
| "eval_samples_per_second": 10.871, | |
| "eval_steps_per_second": 0.345, | |
| "step": 66 | |
| }, | |
| { | |
| "epoch": 3.146067415730337, | |
| "grad_norm": 13.592888832092285, | |
| "learning_rate": 3.787878787878788e-05, | |
| "loss": 0.132, | |
| "step": 70 | |
| }, | |
| { | |
| "epoch": 3.595505617977528, | |
| "grad_norm": 4.916988849639893, | |
| "learning_rate": 3.535353535353535e-05, | |
| "loss": 0.0984, | |
| "step": 80 | |
| }, | |
| { | |
| "epoch": 4.0, | |
| "eval_accuracy": 0.9619047619047619, | |
| "eval_f1": 0.9599166265832932, | |
| "eval_loss": 0.08242347091436386, | |
| "eval_precision": 0.9590699155916548, | |
| "eval_recall": 0.9619047619047619, | |
| "eval_runtime": 29.2105, | |
| "eval_samples_per_second": 10.784, | |
| "eval_steps_per_second": 0.342, | |
| "step": 89 | |
| }, | |
| { | |
| "epoch": 4.044943820224719, | |
| "grad_norm": 5.384190082550049, | |
| "learning_rate": 3.282828282828283e-05, | |
| "loss": 0.0997, | |
| "step": 90 | |
| }, | |
| { | |
| "epoch": 4.49438202247191, | |
| "grad_norm": 6.7096028327941895, | |
| "learning_rate": 3.0303030303030306e-05, | |
| "loss": 0.1319, | |
| "step": 100 | |
| }, | |
| { | |
| "epoch": 4.943820224719101, | |
| "grad_norm": 3.9921090602874756, | |
| "learning_rate": 2.777777777777778e-05, | |
| "loss": 0.1028, | |
| "step": 110 | |
| }, | |
| { | |
| "epoch": 4.98876404494382, | |
| "eval_accuracy": 0.9714285714285714, | |
| "eval_f1": 0.9695078031212484, | |
| "eval_loss": 0.08143213391304016, | |
| "eval_precision": 0.9696825396825397, | |
| "eval_recall": 0.9714285714285714, | |
| "eval_runtime": 29.3091, | |
| "eval_samples_per_second": 10.748, | |
| "eval_steps_per_second": 0.341, | |
| "step": 111 | |
| }, | |
| { | |
| "epoch": 5.393258426966292, | |
| "grad_norm": 7.567589282989502, | |
| "learning_rate": 2.5252525252525256e-05, | |
| "loss": 0.0806, | |
| "step": 120 | |
| }, | |
| { | |
| "epoch": 5.842696629213483, | |
| "grad_norm": 3.001021385192871, | |
| "learning_rate": 2.272727272727273e-05, | |
| "loss": 0.1082, | |
| "step": 130 | |
| }, | |
| { | |
| "epoch": 5.97752808988764, | |
| "eval_accuracy": 0.9492063492063492, | |
| "eval_f1": 0.9329456755199329, | |
| "eval_loss": 0.08350013196468353, | |
| "eval_precision": 0.9518195273822283, | |
| "eval_recall": 0.9492063492063492, | |
| "eval_runtime": 28.3828, | |
| "eval_samples_per_second": 11.098, | |
| "eval_steps_per_second": 0.352, | |
| "step": 133 | |
| }, | |
| { | |
| "epoch": 6.292134831460674, | |
| "grad_norm": 3.2272369861602783, | |
| "learning_rate": 2.0202020202020203e-05, | |
| "loss": 0.0914, | |
| "step": 140 | |
| }, | |
| { | |
| "epoch": 6.741573033707866, | |
| "grad_norm": 11.393094062805176, | |
| "learning_rate": 1.7676767676767676e-05, | |
| "loss": 0.0962, | |
| "step": 150 | |
| }, | |
| { | |
| "epoch": 6.966292134831461, | |
| "eval_accuracy": 0.9587301587301588, | |
| "eval_f1": 0.9582359734643997, | |
| "eval_loss": 0.08720001578330994, | |
| "eval_precision": 0.9578027275395696, | |
| "eval_recall": 0.9587301587301588, | |
| "eval_runtime": 28.5518, | |
| "eval_samples_per_second": 11.033, | |
| "eval_steps_per_second": 0.35, | |
| "step": 155 | |
| }, | |
| { | |
| "epoch": 7.191011235955056, | |
| "grad_norm": 3.3998546600341797, | |
| "learning_rate": 1.5151515151515153e-05, | |
| "loss": 0.1013, | |
| "step": 160 | |
| }, | |
| { | |
| "epoch": 7.640449438202247, | |
| "grad_norm": 2.875291109085083, | |
| "learning_rate": 1.2626262626262628e-05, | |
| "loss": 0.0799, | |
| "step": 170 | |
| }, | |
| { | |
| "epoch": 8.0, | |
| "eval_accuracy": 0.9587301587301588, | |
| "eval_f1": 0.9545950048462611, | |
| "eval_loss": 0.08030053973197937, | |
| "eval_precision": 0.9543377887748749, | |
| "eval_recall": 0.9587301587301588, | |
| "eval_runtime": 28.171, | |
| "eval_samples_per_second": 11.182, | |
| "eval_steps_per_second": 0.355, | |
| "step": 178 | |
| }, | |
| { | |
| "epoch": 8.089887640449438, | |
| "grad_norm": 3.642427682876587, | |
| "learning_rate": 1.0101010101010101e-05, | |
| "loss": 0.0703, | |
| "step": 180 | |
| }, | |
| { | |
| "epoch": 8.539325842696629, | |
| "grad_norm": 11.242568016052246, | |
| "learning_rate": 7.5757575757575764e-06, | |
| "loss": 0.0869, | |
| "step": 190 | |
| }, | |
| { | |
| "epoch": 8.98876404494382, | |
| "grad_norm": 11.542448997497559, | |
| "learning_rate": 5.050505050505051e-06, | |
| "loss": 0.0954, | |
| "step": 200 | |
| }, | |
| { | |
| "epoch": 8.98876404494382, | |
| "eval_accuracy": 0.9619047619047619, | |
| "eval_f1": 0.9587351719211175, | |
| "eval_loss": 0.06851905584335327, | |
| "eval_precision": 0.9583926593893372, | |
| "eval_recall": 0.9619047619047619, | |
| "eval_runtime": 28.2782, | |
| "eval_samples_per_second": 11.139, | |
| "eval_steps_per_second": 0.354, | |
| "step": 200 | |
| }, | |
| { | |
| "epoch": 9.438202247191011, | |
| "grad_norm": 4.964309215545654, | |
| "learning_rate": 2.5252525252525253e-06, | |
| "loss": 0.0806, | |
| "step": 210 | |
| }, | |
| { | |
| "epoch": 9.887640449438202, | |
| "grad_norm": 3.8892452716827393, | |
| "learning_rate": 0.0, | |
| "loss": 0.0771, | |
| "step": 220 | |
| }, | |
| { | |
| "epoch": 9.887640449438202, | |
| "eval_accuracy": 0.9619047619047619, | |
| "eval_f1": 0.9587351719211175, | |
| "eval_loss": 0.07111740857362747, | |
| "eval_precision": 0.9583926593893372, | |
| "eval_recall": 0.9619047619047619, | |
| "eval_runtime": 28.6883, | |
| "eval_samples_per_second": 10.98, | |
| "eval_steps_per_second": 0.349, | |
| "step": 220 | |
| }, | |
| { | |
| "epoch": 9.887640449438202, | |
| "step": 220, | |
| "total_flos": 6.968127952294871e+17, | |
| "train_loss": 0.13535271666266702, | |
| "train_runtime": 2769.4739, | |
| "train_samples_per_second": 10.233, | |
| "train_steps_per_second": 0.079 | |
| } | |
| ], | |
| "logging_steps": 10, | |
| "max_steps": 220, | |
| "num_input_tokens_seen": 0, | |
| "num_train_epochs": 10, | |
| "save_steps": 500, | |
| "stateful_callbacks": { | |
| "TrainerControl": { | |
| "args": { | |
| "should_epoch_stop": false, | |
| "should_evaluate": false, | |
| "should_log": false, | |
| "should_save": true, | |
| "should_training_stop": true | |
| }, | |
| "attributes": {} | |
| } | |
| }, | |
| "total_flos": 6.968127952294871e+17, | |
| "train_batch_size": 32, | |
| "trial_name": null, | |
| "trial_params": null | |
| } | |