| { | |
| "best_global_step": 5514, | |
| "best_metric": 0.861991895146672, | |
| "best_model_checkpoint": "outputs/hate-speech-detection/mbert/checkpoint-5514", | |
| "epoch": 6.0, | |
| "eval_steps": 500, | |
| "global_step": 5514, | |
| "is_hyper_param_search": false, | |
| "is_local_process_zero": true, | |
| "is_world_process_zero": true, | |
| "log_history": [ | |
| { | |
| "epoch": 0.998911860718172, | |
| "grad_norm": 4.496480941772461, | |
| "learning_rate": 1.9996091589167148e-05, | |
| "loss": 0.4497, | |
| "step": 918 | |
| }, | |
| { | |
| "epoch": 1.0, | |
| "eval_accuracy": 0.8672093023255814, | |
| "eval_f1": 0.8381693329314983, | |
| "eval_loss": 0.38074544072151184, | |
| "eval_precision": 0.839596315015221, | |
| "eval_recall": 0.8672093023255814, | |
| "eval_runtime": 19.5248, | |
| "eval_samples_per_second": 220.233, | |
| "eval_steps_per_second": 6.914, | |
| "step": 919 | |
| }, | |
| { | |
| "epoch": 1.997823721436344, | |
| "grad_norm": 3.883493185043335, | |
| "learning_rate": 1.9982377977480694e-05, | |
| "loss": 0.3285, | |
| "step": 1836 | |
| }, | |
| { | |
| "epoch": 2.0, | |
| "eval_accuracy": 0.871860465116279, | |
| "eval_f1": 0.8487258188734706, | |
| "eval_loss": 0.38101404905319214, | |
| "eval_precision": 0.8488176209662102, | |
| "eval_recall": 0.871860465116279, | |
| "eval_runtime": 19.6307, | |
| "eval_samples_per_second": 219.044, | |
| "eval_steps_per_second": 6.877, | |
| "step": 1838 | |
| }, | |
| { | |
| "epoch": 2.996735582154516, | |
| "grad_norm": 6.906253814697266, | |
| "learning_rate": 1.9958812963917564e-05, | |
| "loss": 0.2625, | |
| "step": 2754 | |
| }, | |
| { | |
| "epoch": 3.0, | |
| "eval_accuracy": 0.8690697674418605, | |
| "eval_f1": 0.8595973310447063, | |
| "eval_loss": 0.38094526529312134, | |
| "eval_precision": 0.8602939065897677, | |
| "eval_recall": 0.8690697674418605, | |
| "eval_runtime": 19.6152, | |
| "eval_samples_per_second": 219.218, | |
| "eval_steps_per_second": 6.882, | |
| "step": 2757 | |
| }, | |
| { | |
| "epoch": 3.995647442872688, | |
| "grad_norm": 5.721479415893555, | |
| "learning_rate": 1.992541980430111e-05, | |
| "loss": 0.2028, | |
| "step": 3672 | |
| }, | |
| { | |
| "epoch": 4.0, | |
| "eval_accuracy": 0.8455813953488373, | |
| "eval_f1": 0.8481157607486833, | |
| "eval_loss": 0.4412923753261566, | |
| "eval_precision": 0.8528228084873011, | |
| "eval_recall": 0.8455813953488373, | |
| "eval_runtime": 19.5818, | |
| "eval_samples_per_second": 219.592, | |
| "eval_steps_per_second": 6.894, | |
| "step": 3676 | |
| }, | |
| { | |
| "epoch": 4.99455930359086, | |
| "grad_norm": 2.1352882385253906, | |
| "learning_rate": 1.9882231453648264e-05, | |
| "loss": 0.1518, | |
| "step": 4590 | |
| }, | |
| { | |
| "epoch": 5.0, | |
| "eval_accuracy": 0.858139534883721, | |
| "eval_f1": 0.8538781067265747, | |
| "eval_loss": 0.5418818593025208, | |
| "eval_precision": 0.8503660980046817, | |
| "eval_recall": 0.858139534883721, | |
| "eval_runtime": 19.6103, | |
| "eval_samples_per_second": 219.273, | |
| "eval_steps_per_second": 6.884, | |
| "step": 4595 | |
| }, | |
| { | |
| "epoch": 5.993471164309032, | |
| "grad_norm": 1.7267584800720215, | |
| "learning_rate": 1.982929053364693e-05, | |
| "loss": 0.1191, | |
| "step": 5508 | |
| }, | |
| { | |
| "epoch": 6.0, | |
| "eval_accuracy": 0.8748837209302326, | |
| "eval_f1": 0.861991895146672, | |
| "eval_loss": 0.5352126955986023, | |
| "eval_precision": 0.85848454601395, | |
| "eval_recall": 0.8748837209302326, | |
| "eval_runtime": 40.9448, | |
| "eval_samples_per_second": 105.02, | |
| "eval_steps_per_second": 3.297, | |
| "step": 5514 | |
| } | |
| ], | |
| "logging_steps": 918, | |
| "max_steps": 91900, | |
| "num_input_tokens_seen": 0, | |
| "num_train_epochs": 100, | |
| "save_steps": 500, | |
| "stateful_callbacks": { | |
| "EarlyStoppingCallback": { | |
| "args": { | |
| "early_stopping_patience": 5, | |
| "early_stopping_threshold": 0.0 | |
| }, | |
| "attributes": { | |
| "early_stopping_patience_counter": 0 | |
| } | |
| }, | |
| "TrainerControl": { | |
| "args": { | |
| "should_epoch_stop": false, | |
| "should_evaluate": false, | |
| "should_log": false, | |
| "should_save": true, | |
| "should_training_stop": false | |
| }, | |
| "attributes": {} | |
| } | |
| }, | |
| "total_flos": 0.0, | |
| "train_batch_size": 32, | |
| "trial_name": null, | |
| "trial_params": null | |
| } | |