| { | |
| "best_metric": 0.9642857142857143, | |
| "best_model_checkpoint": "ast-finetuned-audioset-10-10-0.4593_ft_env_aug_0-2\\checkpoint-84", | |
| "epoch": 10.0, | |
| "global_step": 280, | |
| "is_hyper_param_search": false, | |
| "is_local_process_zero": true, | |
| "is_world_process_zero": true, | |
| "log_history": [ | |
| { | |
| "epoch": 0.36, | |
| "learning_rate": 7.142857142857143e-07, | |
| "loss": 2.1288, | |
| "step": 10 | |
| }, | |
| { | |
| "epoch": 0.71, | |
| "learning_rate": 1.4285714285714286e-06, | |
| "loss": 2.0165, | |
| "step": 20 | |
| }, | |
| { | |
| "epoch": 1.0, | |
| "eval_accuracy": 0.4642857142857143, | |
| "eval_f1": 0.4710884353741497, | |
| "eval_loss": 1.6251839399337769, | |
| "eval_precision": 0.5373376623376623, | |
| "eval_recall": 0.4642857142857143, | |
| "eval_runtime": 2.5452, | |
| "eval_samples_per_second": 11.001, | |
| "eval_steps_per_second": 5.501, | |
| "step": 28 | |
| }, | |
| { | |
| "epoch": 1.07, | |
| "learning_rate": 1.984126984126984e-06, | |
| "loss": 1.816, | |
| "step": 30 | |
| }, | |
| { | |
| "epoch": 1.43, | |
| "learning_rate": 1.9047619047619045e-06, | |
| "loss": 1.5466, | |
| "step": 40 | |
| }, | |
| { | |
| "epoch": 1.79, | |
| "learning_rate": 1.8253968253968254e-06, | |
| "loss": 1.3702, | |
| "step": 50 | |
| }, | |
| { | |
| "epoch": 2.0, | |
| "eval_accuracy": 0.8571428571428571, | |
| "eval_f1": 0.8535714285714285, | |
| "eval_loss": 1.0553056001663208, | |
| "eval_precision": 0.8928571428571429, | |
| "eval_recall": 0.8571428571428571, | |
| "eval_runtime": 2.5524, | |
| "eval_samples_per_second": 10.97, | |
| "eval_steps_per_second": 5.485, | |
| "step": 56 | |
| }, | |
| { | |
| "epoch": 2.14, | |
| "learning_rate": 1.746031746031746e-06, | |
| "loss": 1.2834, | |
| "step": 60 | |
| }, | |
| { | |
| "epoch": 2.5, | |
| "learning_rate": 1.6666666666666667e-06, | |
| "loss": 0.9612, | |
| "step": 70 | |
| }, | |
| { | |
| "epoch": 2.86, | |
| "learning_rate": 1.587301587301587e-06, | |
| "loss": 0.8861, | |
| "step": 80 | |
| }, | |
| { | |
| "epoch": 3.0, | |
| "eval_accuracy": 0.9642857142857143, | |
| "eval_f1": 0.9631083202511775, | |
| "eval_loss": 0.6899059414863586, | |
| "eval_precision": 0.9693877551020408, | |
| "eval_recall": 0.9642857142857143, | |
| "eval_runtime": 2.5679, | |
| "eval_samples_per_second": 10.904, | |
| "eval_steps_per_second": 5.452, | |
| "step": 84 | |
| }, | |
| { | |
| "epoch": 3.21, | |
| "learning_rate": 1.5079365079365078e-06, | |
| "loss": 0.7961, | |
| "step": 90 | |
| }, | |
| { | |
| "epoch": 3.57, | |
| "learning_rate": 1.4285714285714286e-06, | |
| "loss": 0.7187, | |
| "step": 100 | |
| }, | |
| { | |
| "epoch": 3.93, | |
| "learning_rate": 1.3492063492063493e-06, | |
| "loss": 0.5655, | |
| "step": 110 | |
| }, | |
| { | |
| "epoch": 4.0, | |
| "eval_accuracy": 0.9642857142857143, | |
| "eval_f1": 0.9631083202511775, | |
| "eval_loss": 0.47662997245788574, | |
| "eval_precision": 0.9693877551020408, | |
| "eval_recall": 0.9642857142857143, | |
| "eval_runtime": 2.6044, | |
| "eval_samples_per_second": 10.751, | |
| "eval_steps_per_second": 5.376, | |
| "step": 112 | |
| }, | |
| { | |
| "epoch": 4.29, | |
| "learning_rate": 1.2698412698412697e-06, | |
| "loss": 0.4864, | |
| "step": 120 | |
| }, | |
| { | |
| "epoch": 4.64, | |
| "learning_rate": 1.1904761904761904e-06, | |
| "loss": 0.4195, | |
| "step": 130 | |
| }, | |
| { | |
| "epoch": 5.0, | |
| "learning_rate": 1.111111111111111e-06, | |
| "loss": 0.4232, | |
| "step": 140 | |
| }, | |
| { | |
| "epoch": 5.0, | |
| "eval_accuracy": 0.9642857142857143, | |
| "eval_f1": 0.9631083202511775, | |
| "eval_loss": 0.3402732312679291, | |
| "eval_precision": 0.9693877551020408, | |
| "eval_recall": 0.9642857142857143, | |
| "eval_runtime": 2.6311, | |
| "eval_samples_per_second": 10.642, | |
| "eval_steps_per_second": 5.321, | |
| "step": 140 | |
| }, | |
| { | |
| "epoch": 5.36, | |
| "learning_rate": 1.031746031746032e-06, | |
| "loss": 0.3117, | |
| "step": 150 | |
| }, | |
| { | |
| "epoch": 5.71, | |
| "learning_rate": 9.523809523809522e-07, | |
| "loss": 0.3148, | |
| "step": 160 | |
| }, | |
| { | |
| "epoch": 6.0, | |
| "eval_accuracy": 0.9642857142857143, | |
| "eval_f1": 0.9631083202511775, | |
| "eval_loss": 0.2678673565387726, | |
| "eval_precision": 0.9693877551020408, | |
| "eval_recall": 0.9642857142857143, | |
| "eval_runtime": 2.5813, | |
| "eval_samples_per_second": 10.847, | |
| "eval_steps_per_second": 5.424, | |
| "step": 168 | |
| }, | |
| { | |
| "epoch": 6.07, | |
| "learning_rate": 8.73015873015873e-07, | |
| "loss": 0.3124, | |
| "step": 170 | |
| }, | |
| { | |
| "epoch": 6.43, | |
| "learning_rate": 7.936507936507936e-07, | |
| "loss": 0.2345, | |
| "step": 180 | |
| }, | |
| { | |
| "epoch": 6.79, | |
| "learning_rate": 7.142857142857143e-07, | |
| "loss": 0.2335, | |
| "step": 190 | |
| }, | |
| { | |
| "epoch": 7.0, | |
| "eval_accuracy": 0.9642857142857143, | |
| "eval_f1": 0.9631083202511775, | |
| "eval_loss": 0.22391526401042938, | |
| "eval_precision": 0.9693877551020408, | |
| "eval_recall": 0.9642857142857143, | |
| "eval_runtime": 2.5943, | |
| "eval_samples_per_second": 10.793, | |
| "eval_steps_per_second": 5.397, | |
| "step": 196 | |
| }, | |
| { | |
| "epoch": 7.14, | |
| "learning_rate": 6.349206349206349e-07, | |
| "loss": 0.2206, | |
| "step": 200 | |
| }, | |
| { | |
| "epoch": 7.5, | |
| "learning_rate": 5.555555555555555e-07, | |
| "loss": 0.1858, | |
| "step": 210 | |
| }, | |
| { | |
| "epoch": 7.86, | |
| "learning_rate": 4.761904761904761e-07, | |
| "loss": 0.176, | |
| "step": 220 | |
| }, | |
| { | |
| "epoch": 8.0, | |
| "eval_accuracy": 0.9642857142857143, | |
| "eval_f1": 0.9631083202511775, | |
| "eval_loss": 0.19793787598609924, | |
| "eval_precision": 0.9693877551020408, | |
| "eval_recall": 0.9642857142857143, | |
| "eval_runtime": 2.6109, | |
| "eval_samples_per_second": 10.724, | |
| "eval_steps_per_second": 5.362, | |
| "step": 224 | |
| }, | |
| { | |
| "epoch": 8.21, | |
| "learning_rate": 3.968253968253968e-07, | |
| "loss": 0.1796, | |
| "step": 230 | |
| }, | |
| { | |
| "epoch": 8.57, | |
| "learning_rate": 3.1746031746031743e-07, | |
| "loss": 0.1475, | |
| "step": 240 | |
| }, | |
| { | |
| "epoch": 8.93, | |
| "learning_rate": 2.3809523809523806e-07, | |
| "loss": 0.1624, | |
| "step": 250 | |
| }, | |
| { | |
| "epoch": 9.0, | |
| "eval_accuracy": 0.9642857142857143, | |
| "eval_f1": 0.9631083202511775, | |
| "eval_loss": 0.1823665350675583, | |
| "eval_precision": 0.9693877551020408, | |
| "eval_recall": 0.9642857142857143, | |
| "eval_runtime": 2.6135, | |
| "eval_samples_per_second": 10.714, | |
| "eval_steps_per_second": 5.357, | |
| "step": 252 | |
| }, | |
| { | |
| "epoch": 9.29, | |
| "learning_rate": 1.5873015873015872e-07, | |
| "loss": 0.1532, | |
| "step": 260 | |
| }, | |
| { | |
| "epoch": 9.64, | |
| "learning_rate": 7.936507936507936e-08, | |
| "loss": 0.1549, | |
| "step": 270 | |
| }, | |
| { | |
| "epoch": 10.0, | |
| "learning_rate": 0.0, | |
| "loss": 0.1466, | |
| "step": 280 | |
| }, | |
| { | |
| "epoch": 10.0, | |
| "eval_accuracy": 0.9642857142857143, | |
| "eval_f1": 0.9631083202511775, | |
| "eval_loss": 0.17811881005764008, | |
| "eval_precision": 0.9693877551020408, | |
| "eval_recall": 0.9642857142857143, | |
| "eval_runtime": 2.5988, | |
| "eval_samples_per_second": 10.774, | |
| "eval_steps_per_second": 5.387, | |
| "step": 280 | |
| }, | |
| { | |
| "epoch": 10.0, | |
| "step": 280, | |
| "total_flos": 1.5184033474412544e+17, | |
| "train_loss": 0.6554145208426885, | |
| "train_runtime": 635.0581, | |
| "train_samples_per_second": 3.527, | |
| "train_steps_per_second": 0.441 | |
| }, | |
| { | |
| "epoch": 10.0, | |
| "eval_accuracy": 0.9642857142857143, | |
| "eval_f1": 0.9631083202511775, | |
| "eval_loss": 0.6899059414863586, | |
| "eval_precision": 0.9693877551020408, | |
| "eval_recall": 0.9642857142857143, | |
| "eval_runtime": 2.7776, | |
| "eval_samples_per_second": 10.081, | |
| "eval_steps_per_second": 5.04, | |
| "step": 280 | |
| }, | |
| { | |
| "epoch": 10.0, | |
| "step": 280, | |
| "test_accuracy": 0.8928571428571429, | |
| "test_f1": 0.8869047619047619, | |
| "test_loss": 0.8998350501060486, | |
| "test_precision": 0.9345238095238095, | |
| "test_recall": 0.8928571428571429, | |
| "test_runtime": 2.9018, | |
| "test_samples_per_second": 9.649, | |
| "test_steps_per_second": 4.825 | |
| } | |
| ], | |
| "max_steps": 280, | |
| "num_train_epochs": 10, | |
| "total_flos": 1.5184033474412544e+17, | |
| "trial_name": null, | |
| "trial_params": null | |
| } | |