|
{ |
|
"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 |
|
} |
|
|