bert_base_rand_10_v1_mrpc / trainer_state.json
Hartunka's picture
End of training
bd2005c verified
{
"best_global_step": 30,
"best_metric": 0.591094434261322,
"best_model_checkpoint": "bert_base_rand_10_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": 0.8852230906486511,
"learning_rate": 4.9e-05,
"loss": 0.6362,
"step": 15
},
{
"epoch": 1.0,
"eval_accuracy": 0.6985294117647058,
"eval_combined_score": 0.7550840014413116,
"eval_f1": 0.8116385911179173,
"eval_loss": 0.5929145812988281,
"eval_runtime": 0.2694,
"eval_samples_per_second": 1514.386,
"eval_steps_per_second": 7.423,
"step": 15
},
{
"epoch": 2.0,
"grad_norm": 1.5255680084228516,
"learning_rate": 4.8e-05,
"loss": 0.5718,
"step": 30
},
{
"epoch": 2.0,
"eval_accuracy": 0.7156862745098039,
"eval_combined_score": 0.7614976223047358,
"eval_f1": 0.8073089700996677,
"eval_loss": 0.591094434261322,
"eval_runtime": 0.2892,
"eval_samples_per_second": 1410.999,
"eval_steps_per_second": 6.917,
"step": 30
},
{
"epoch": 3.0,
"grad_norm": 2.7048187255859375,
"learning_rate": 4.7e-05,
"loss": 0.4802,
"step": 45
},
{
"epoch": 3.0,
"eval_accuracy": 0.6617647058823529,
"eval_combined_score": 0.7094034797017399,
"eval_f1": 0.7570422535211268,
"eval_loss": 0.6726020574569702,
"eval_runtime": 0.2783,
"eval_samples_per_second": 1466.223,
"eval_steps_per_second": 7.187,
"step": 45
},
{
"epoch": 4.0,
"grad_norm": 5.6311116218566895,
"learning_rate": 4.600000000000001e-05,
"loss": 0.3577,
"step": 60
},
{
"epoch": 4.0,
"eval_accuracy": 0.6666666666666666,
"eval_combined_score": 0.7136150234741784,
"eval_f1": 0.7605633802816901,
"eval_loss": 0.7456569075584412,
"eval_runtime": 0.3148,
"eval_samples_per_second": 1296.242,
"eval_steps_per_second": 6.354,
"step": 60
},
{
"epoch": 5.0,
"grad_norm": 4.9386162757873535,
"learning_rate": 4.5e-05,
"loss": 0.2272,
"step": 75
},
{
"epoch": 5.0,
"eval_accuracy": 0.6372549019607843,
"eval_combined_score": 0.6840819964349376,
"eval_f1": 0.730909090909091,
"eval_loss": 1.0270462036132812,
"eval_runtime": 0.2766,
"eval_samples_per_second": 1474.94,
"eval_steps_per_second": 7.23,
"step": 75
},
{
"epoch": 6.0,
"grad_norm": 2.5608620643615723,
"learning_rate": 4.4000000000000006e-05,
"loss": 0.1378,
"step": 90
},
{
"epoch": 6.0,
"eval_accuracy": 0.6421568627450981,
"eval_combined_score": 0.6888320545609549,
"eval_f1": 0.7355072463768116,
"eval_loss": 1.1775949001312256,
"eval_runtime": 0.2748,
"eval_samples_per_second": 1484.885,
"eval_steps_per_second": 7.279,
"step": 90
},
{
"epoch": 7.0,
"grad_norm": 5.652944087982178,
"learning_rate": 4.3e-05,
"loss": 0.1022,
"step": 105
},
{
"epoch": 7.0,
"eval_accuracy": 0.6274509803921569,
"eval_combined_score": 0.6740196078431373,
"eval_f1": 0.7205882352941176,
"eval_loss": 1.371445894241333,
"eval_runtime": 0.2791,
"eval_samples_per_second": 1461.721,
"eval_steps_per_second": 7.165,
"step": 105
},
{
"epoch": 7.0,
"step": 105,
"total_flos": 3377819728711680.0,
"train_loss": 0.35898870059422083,
"train_runtime": 57.9855,
"train_samples_per_second": 3162.86,
"train_steps_per_second": 12.934
}
],
"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
}