xuancoblab2023's picture
Training in progress, epoch 3
e66c87a verified
{
"best_metric": 0.8033333333333333,
"best_model_checkpoint": "Bert_tinybert-distilled/run-44/checkpoint-516",
"epoch": 3.0,
"eval_steps": 500,
"global_step": 516,
"is_hyper_param_search": true,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 1.0,
"grad_norm": 1.0291366577148438,
"learning_rate": 0.0002345811638383558,
"loss": 0.5634,
"step": 172
},
{
"epoch": 1.0,
"eval_AUC": 0.8257493333333332,
"eval_BAC": 0.7493333333333334,
"eval_MCC": 0.4988440649884173,
"eval_PR_AUC": 0.7792588674864735,
"eval_accuracy": 0.7493333333333333,
"eval_loss": 0.5015578866004944,
"eval_runtime": 6.2231,
"eval_samples_per_second": 241.036,
"eval_steps_per_second": 7.552,
"step": 172
},
{
"epoch": 2.0,
"grad_norm": 2.020493507385254,
"learning_rate": 0.00020525851835856133,
"loss": 0.5193,
"step": 344
},
{
"epoch": 2.0,
"eval_AUC": 0.8491928888888889,
"eval_BAC": 0.782,
"eval_MCC": 0.5912326479111619,
"eval_PR_AUC": 0.8017644489241138,
"eval_accuracy": 0.782,
"eval_loss": 0.4762227237224579,
"eval_runtime": 6.2111,
"eval_samples_per_second": 241.504,
"eval_steps_per_second": 7.567,
"step": 344
},
{
"epoch": 3.0,
"grad_norm": 3.424774169921875,
"learning_rate": 0.00017593587287876683,
"loss": 0.4966,
"step": 516
},
{
"epoch": 3.0,
"eval_AUC": 0.8737475555555555,
"eval_BAC": 0.8033333333333333,
"eval_MCC": 0.6091019874205584,
"eval_PR_AUC": 0.8433535637379812,
"eval_accuracy": 0.8033333333333333,
"eval_loss": 0.4474146366119385,
"eval_runtime": 6.1822,
"eval_samples_per_second": 242.634,
"eval_steps_per_second": 7.603,
"step": 516
}
],
"logging_steps": 500,
"max_steps": 1548,
"num_input_tokens_seen": 0,
"num_train_epochs": 9,
"save_steps": 500,
"stateful_callbacks": {
"TrainerControl": {
"args": {
"should_epoch_stop": false,
"should_evaluate": false,
"should_log": false,
"should_save": true,
"should_training_stop": false
},
"attributes": {}
}
},
"total_flos": 1351133190000.0,
"train_batch_size": 32,
"trial_name": null,
"trial_params": {
"alpha": 0.8802632296149603,
"learning_rate": 0.00026390380931815027,
"num_train_epochs": 9,
"temperature": 3
}
}