| { | |
| "best_global_step": 30, | |
| "best_metric": 0.5820168852806091, | |
| "best_model_checkpoint": "bert_base_km_20_v1_mrpc/checkpoint-30", | |
| "epoch": 7.0, | |
| "eval_steps": 500, | |
| "global_step": 105, | |
| "is_hyper_param_search": false, | |
| "is_local_process_zero": true, | |
| "is_world_process_zero": true, | |
| "log_history": [ | |
| { | |
| "epoch": 1.0, | |
| "grad_norm": 1.330278754234314, | |
| "learning_rate": 4.9e-05, | |
| "loss": 0.6264, | |
| "step": 15 | |
| }, | |
| { | |
| "epoch": 1.0, | |
| "eval_accuracy": 0.7107843137254902, | |
| "eval_combined_score": 0.760840874811463, | |
| "eval_f1": 0.8108974358974359, | |
| "eval_loss": 0.6000066995620728, | |
| "eval_runtime": 0.2813, | |
| "eval_samples_per_second": 1450.372, | |
| "eval_steps_per_second": 7.11, | |
| "step": 15 | |
| }, | |
| { | |
| "epoch": 2.0, | |
| "grad_norm": 1.7250771522521973, | |
| "learning_rate": 4.8e-05, | |
| "loss": 0.5604, | |
| "step": 30 | |
| }, | |
| { | |
| "epoch": 2.0, | |
| "eval_accuracy": 0.7132352941176471, | |
| "eval_combined_score": 0.7659199726402188, | |
| "eval_f1": 0.8186046511627907, | |
| "eval_loss": 0.5820168852806091, | |
| "eval_runtime": 0.277, | |
| "eval_samples_per_second": 1472.717, | |
| "eval_steps_per_second": 7.219, | |
| "step": 30 | |
| }, | |
| { | |
| "epoch": 3.0, | |
| "grad_norm": 2.663827419281006, | |
| "learning_rate": 4.7e-05, | |
| "loss": 0.4642, | |
| "step": 45 | |
| }, | |
| { | |
| "epoch": 3.0, | |
| "eval_accuracy": 0.6862745098039216, | |
| "eval_combined_score": 0.7324106113033448, | |
| "eval_f1": 0.7785467128027682, | |
| "eval_loss": 0.6450715661048889, | |
| "eval_runtime": 0.281, | |
| "eval_samples_per_second": 1451.831, | |
| "eval_steps_per_second": 7.117, | |
| "step": 45 | |
| }, | |
| { | |
| "epoch": 4.0, | |
| "grad_norm": 3.8037514686584473, | |
| "learning_rate": 4.600000000000001e-05, | |
| "loss": 0.3411, | |
| "step": 60 | |
| }, | |
| { | |
| "epoch": 4.0, | |
| "eval_accuracy": 0.6838235294117647, | |
| "eval_combined_score": 0.72895204491604, | |
| "eval_f1": 0.7740805604203153, | |
| "eval_loss": 0.7175894379615784, | |
| "eval_runtime": 0.2762, | |
| "eval_samples_per_second": 1476.972, | |
| "eval_steps_per_second": 7.24, | |
| "step": 60 | |
| }, | |
| { | |
| "epoch": 5.0, | |
| "grad_norm": 2.8671875, | |
| "learning_rate": 4.5e-05, | |
| "loss": 0.1998, | |
| "step": 75 | |
| }, | |
| { | |
| "epoch": 5.0, | |
| "eval_accuracy": 0.6911764705882353, | |
| "eval_combined_score": 0.7388085742771685, | |
| "eval_f1": 0.7864406779661017, | |
| "eval_loss": 0.9084722399711609, | |
| "eval_runtime": 0.2766, | |
| "eval_samples_per_second": 1475.0, | |
| "eval_steps_per_second": 7.23, | |
| "step": 75 | |
| }, | |
| { | |
| "epoch": 6.0, | |
| "grad_norm": 2.317751169204712, | |
| "learning_rate": 4.4000000000000006e-05, | |
| "loss": 0.1089, | |
| "step": 90 | |
| }, | |
| { | |
| "epoch": 6.0, | |
| "eval_accuracy": 0.6004901960784313, | |
| "eval_combined_score": 0.6450070028011204, | |
| "eval_f1": 0.6895238095238095, | |
| "eval_loss": 1.1335161924362183, | |
| "eval_runtime": 0.2999, | |
| "eval_samples_per_second": 1360.656, | |
| "eval_steps_per_second": 6.67, | |
| "step": 90 | |
| }, | |
| { | |
| "epoch": 7.0, | |
| "grad_norm": 5.213982105255127, | |
| "learning_rate": 4.3e-05, | |
| "loss": 0.0526, | |
| "step": 105 | |
| }, | |
| { | |
| "epoch": 7.0, | |
| "eval_accuracy": 0.6470588235294118, | |
| "eval_combined_score": 0.6958698372966208, | |
| "eval_f1": 0.7446808510638298, | |
| "eval_loss": 1.4105342626571655, | |
| "eval_runtime": 0.3111, | |
| "eval_samples_per_second": 1311.584, | |
| "eval_steps_per_second": 6.429, | |
| "step": 105 | |
| }, | |
| { | |
| "epoch": 7.0, | |
| "step": 105, | |
| "total_flos": 3377819728711680.0, | |
| "train_loss": 0.33620565221423193, | |
| "train_runtime": 59.6114, | |
| "train_samples_per_second": 3076.594, | |
| "train_steps_per_second": 12.581 | |
| } | |
| ], | |
| "logging_steps": 1, | |
| "max_steps": 750, | |
| "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": 3377819728711680.0, | |
| "train_batch_size": 256, | |
| "trial_name": null, | |
| "trial_params": null | |
| } | |