bert_base_km_50_v2_mrpc / trainer_state.json
Hartunka's picture
End of training
7854855 verified
{
"best_global_step": 30,
"best_metric": 0.5948534607887268,
"best_model_checkpoint": "bert_base_km_50_v2_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": 1.3010720014572144,
"learning_rate": 4.9e-05,
"loss": 0.6303,
"step": 15
},
{
"epoch": 1.0,
"eval_accuracy": 0.6838235294117647,
"eval_combined_score": 0.7412877397448839,
"eval_f1": 0.7987519500780031,
"eval_loss": 0.6091092824935913,
"eval_runtime": 0.2809,
"eval_samples_per_second": 1452.299,
"eval_steps_per_second": 7.119,
"step": 15
},
{
"epoch": 2.0,
"grad_norm": 1.8739886283874512,
"learning_rate": 4.8e-05,
"loss": 0.5743,
"step": 30
},
{
"epoch": 2.0,
"eval_accuracy": 0.7132352941176471,
"eval_combined_score": 0.7670311233222232,
"eval_f1": 0.8208269525267994,
"eval_loss": 0.5948534607887268,
"eval_runtime": 0.2838,
"eval_samples_per_second": 1437.56,
"eval_steps_per_second": 7.047,
"step": 30
},
{
"epoch": 3.0,
"grad_norm": 1.6283915042877197,
"learning_rate": 4.7e-05,
"loss": 0.5186,
"step": 45
},
{
"epoch": 3.0,
"eval_accuracy": 0.7009803921568627,
"eval_combined_score": 0.7563543936092956,
"eval_f1": 0.8117283950617284,
"eval_loss": 0.6003393530845642,
"eval_runtime": 0.2903,
"eval_samples_per_second": 1405.556,
"eval_steps_per_second": 6.89,
"step": 45
},
{
"epoch": 4.0,
"grad_norm": 1.6895073652267456,
"learning_rate": 4.600000000000001e-05,
"loss": 0.4417,
"step": 60
},
{
"epoch": 4.0,
"eval_accuracy": 0.6764705882352942,
"eval_combined_score": 0.7244421906693712,
"eval_f1": 0.7724137931034483,
"eval_loss": 0.6426466107368469,
"eval_runtime": 0.2719,
"eval_samples_per_second": 1500.477,
"eval_steps_per_second": 7.355,
"step": 60
},
{
"epoch": 5.0,
"grad_norm": 4.009364128112793,
"learning_rate": 4.5e-05,
"loss": 0.3244,
"step": 75
},
{
"epoch": 5.0,
"eval_accuracy": 0.6691176470588235,
"eval_combined_score": 0.7111584578986987,
"eval_f1": 0.753199268738574,
"eval_loss": 0.7227545976638794,
"eval_runtime": 0.2795,
"eval_samples_per_second": 1459.752,
"eval_steps_per_second": 7.156,
"step": 75
},
{
"epoch": 6.0,
"grad_norm": 3.109133005142212,
"learning_rate": 4.4000000000000006e-05,
"loss": 0.2037,
"step": 90
},
{
"epoch": 6.0,
"eval_accuracy": 0.678921568627451,
"eval_combined_score": 0.722704991087344,
"eval_f1": 0.7664884135472371,
"eval_loss": 0.841673731803894,
"eval_runtime": 0.2863,
"eval_samples_per_second": 1425.321,
"eval_steps_per_second": 6.987,
"step": 90
},
{
"epoch": 7.0,
"grad_norm": 2.244492769241333,
"learning_rate": 4.3e-05,
"loss": 0.1058,
"step": 105
},
{
"epoch": 7.0,
"eval_accuracy": 0.6715686274509803,
"eval_combined_score": 0.716141456582633,
"eval_f1": 0.7607142857142857,
"eval_loss": 1.0139018297195435,
"eval_runtime": 0.2851,
"eval_samples_per_second": 1431.127,
"eval_steps_per_second": 7.015,
"step": 105
},
{
"epoch": 7.0,
"step": 105,
"total_flos": 3377819728711680.0,
"train_loss": 0.3998178311756679,
"train_runtime": 58.584,
"train_samples_per_second": 3130.549,
"train_steps_per_second": 12.802
}
],
"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
}