{ "best_metric": 0.2906099259853363, "best_model_checkpoint": "tinybert_train_book_v2_qqp/checkpoint-4266", "epoch": 8.0, "eval_steps": 500, "global_step": 11376, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 1.0, "grad_norm": 2.6571297645568848, "learning_rate": 4.9e-05, "loss": 0.397, "step": 1422 }, { "epoch": 1.0, "eval_accuracy": 0.8484046500123671, "eval_combined_score": 0.8136623401560591, "eval_f1": 0.7789200302997511, "eval_loss": 0.34448662400245667, "eval_runtime": 13.1165, "eval_samples_per_second": 3082.378, "eval_steps_per_second": 12.046, "step": 1422 }, { "epoch": 2.0, "grad_norm": 2.481895923614502, "learning_rate": 4.8e-05, "loss": 0.2958, "step": 2844 }, { "epoch": 2.0, "eval_accuracy": 0.8694781103141231, "eval_combined_score": 0.8457658634524586, "eval_f1": 0.8220536165907941, "eval_loss": 0.3028949499130249, "eval_runtime": 12.6986, "eval_samples_per_second": 3183.805, "eval_steps_per_second": 12.442, "step": 2844 }, { "epoch": 3.0, "grad_norm": 2.8351011276245117, "learning_rate": 4.7e-05, "loss": 0.2432, "step": 4266 }, { "epoch": 3.0, "eval_accuracy": 0.8763047242146921, "eval_combined_score": 0.8527731836322547, "eval_f1": 0.8292416430498173, "eval_loss": 0.2906099259853363, "eval_runtime": 13.3193, "eval_samples_per_second": 3035.444, "eval_steps_per_second": 11.862, "step": 4266 }, { "epoch": 4.0, "grad_norm": 2.612133502960205, "learning_rate": 4.600000000000001e-05, "loss": 0.1995, "step": 5688 }, { "epoch": 4.0, "eval_accuracy": 0.8798417017066534, "eval_combined_score": 0.8556741804870671, "eval_f1": 0.8315066592674807, "eval_loss": 0.2983686625957489, "eval_runtime": 13.2337, "eval_samples_per_second": 3055.089, "eval_steps_per_second": 11.939, "step": 5688 }, { "epoch": 5.0, "grad_norm": 3.5917608737945557, "learning_rate": 4.5e-05, "loss": 0.1629, "step": 7110 }, { "epoch": 5.0, "eval_accuracy": 0.8847390551570616, "eval_combined_score": 0.8650687512531376, "eval_f1": 0.8453984473492137, "eval_loss": 0.309291273355484, "eval_runtime": 13.3435, "eval_samples_per_second": 3029.941, "eval_steps_per_second": 11.841, "step": 7110 }, { "epoch": 6.0, "grad_norm": 4.064701557159424, "learning_rate": 4.4000000000000006e-05, "loss": 0.1334, "step": 8532 }, { "epoch": 6.0, "eval_accuracy": 0.8848627256987386, "eval_combined_score": 0.8641723937494736, "eval_f1": 0.8434820618002086, "eval_loss": 0.34539419412612915, "eval_runtime": 13.5312, "eval_samples_per_second": 2987.905, "eval_steps_per_second": 11.677, "step": 8532 }, { "epoch": 7.0, "grad_norm": 2.7387797832489014, "learning_rate": 4.3e-05, "loss": 0.1097, "step": 9954 }, { "epoch": 7.0, "eval_accuracy": 0.8846648528320554, "eval_combined_score": 0.8649125359959713, "eval_f1": 0.8451602191598871, "eval_loss": 0.3594832122325897, "eval_runtime": 13.2101, "eval_samples_per_second": 3060.542, "eval_steps_per_second": 11.961, "step": 9954 }, { "epoch": 8.0, "grad_norm": 3.645385503768921, "learning_rate": 4.2e-05, "loss": 0.0925, "step": 11376 }, { "epoch": 8.0, "eval_accuracy": 0.8853821419737818, "eval_combined_score": 0.8647196078020747, "eval_f1": 0.8440570736303675, "eval_loss": 0.3933313190937042, "eval_runtime": 12.7924, "eval_samples_per_second": 3160.468, "eval_steps_per_second": 12.351, "step": 11376 }, { "epoch": 8.0, "step": 11376, "total_flos": 7.633075201391002e+16, "train_loss": 0.20422728789338918, "train_runtime": 1699.6069, "train_samples_per_second": 10703.828, "train_steps_per_second": 41.833 } ], "logging_steps": 1, "max_steps": 71100, "num_input_tokens_seen": 0, "num_train_epochs": 50, "save_steps": 500, "stateful_callbacks": { "EarlyStoppingCallback": { "args": { "early_stopping_patience": 5, "early_stopping_threshold": 0.0 }, "attributes": { "early_stopping_patience_counter": 5 } }, "TrainerControl": { "args": { "should_epoch_stop": false, "should_evaluate": false, "should_log": false, "should_save": true, "should_training_stop": true }, "attributes": {} } }, "total_flos": 7.633075201391002e+16, "train_batch_size": 256, "trial_name": null, "trial_params": null }