bert_base_km_100_v2_qqp / trainer_state.json
Hartunka's picture
End of training
d75a7b7 verified
{
"best_global_step": 4266,
"best_metric": 0.40034225583076477,
"best_model_checkpoint": "bert_base_km_100_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": 2.1033525466918945,
"learning_rate": 4.9e-05,
"loss": 0.4851,
"step": 1422
},
{
"epoch": 1.0,
"eval_accuracy": 0.7841949047736829,
"eval_combined_score": 0.7207300485293563,
"eval_f1": 0.6572651922850297,
"eval_loss": 0.45431217551231384,
"eval_runtime": 25.7195,
"eval_samples_per_second": 1571.958,
"eval_steps_per_second": 6.143,
"step": 1422
},
{
"epoch": 2.0,
"grad_norm": 2.518594980239868,
"learning_rate": 4.8e-05,
"loss": 0.3784,
"step": 2844
},
{
"epoch": 2.0,
"eval_accuracy": 0.8115755627009646,
"eval_combined_score": 0.7842808271588273,
"eval_f1": 0.7569860916166901,
"eval_loss": 0.40324944257736206,
"eval_runtime": 25.423,
"eval_samples_per_second": 1590.294,
"eval_steps_per_second": 6.215,
"step": 2844
},
{
"epoch": 3.0,
"grad_norm": 3.3977935314178467,
"learning_rate": 4.7e-05,
"loss": 0.2978,
"step": 4266
},
{
"epoch": 3.0,
"eval_accuracy": 0.8197378184516448,
"eval_combined_score": 0.7942450990976335,
"eval_f1": 0.7687523797436223,
"eval_loss": 0.40034225583076477,
"eval_runtime": 25.4506,
"eval_samples_per_second": 1588.571,
"eval_steps_per_second": 6.208,
"step": 4266
},
{
"epoch": 4.0,
"grad_norm": 4.080958366394043,
"learning_rate": 4.600000000000001e-05,
"loss": 0.2292,
"step": 5688
},
{
"epoch": 4.0,
"eval_accuracy": 0.8305218896858768,
"eval_combined_score": 0.796796214552482,
"eval_f1": 0.7630705394190871,
"eval_loss": 0.43787506222724915,
"eval_runtime": 25.4377,
"eval_samples_per_second": 1589.372,
"eval_steps_per_second": 6.211,
"step": 5688
},
{
"epoch": 5.0,
"grad_norm": 2.104090452194214,
"learning_rate": 4.5e-05,
"loss": 0.1741,
"step": 7110
},
{
"epoch": 5.0,
"eval_accuracy": 0.8309176354192431,
"eval_combined_score": 0.8029579948539833,
"eval_f1": 0.7749983542887235,
"eval_loss": 0.47364217042922974,
"eval_runtime": 25.4349,
"eval_samples_per_second": 1589.547,
"eval_steps_per_second": 6.212,
"step": 7110
},
{
"epoch": 6.0,
"grad_norm": 4.073667049407959,
"learning_rate": 4.4000000000000006e-05,
"loss": 0.1338,
"step": 8532
},
{
"epoch": 6.0,
"eval_accuracy": 0.8355181795696265,
"eval_combined_score": 0.8028503256156123,
"eval_f1": 0.770182471661598,
"eval_loss": 0.5308232307434082,
"eval_runtime": 25.4722,
"eval_samples_per_second": 1587.219,
"eval_steps_per_second": 6.203,
"step": 8532
},
{
"epoch": 7.0,
"grad_norm": 3.648453950881958,
"learning_rate": 4.3e-05,
"loss": 0.1055,
"step": 9954
},
{
"epoch": 7.0,
"eval_accuracy": 0.8292357160524363,
"eval_combined_score": 0.8033348148282813,
"eval_f1": 0.7774339136041264,
"eval_loss": 0.5860157608985901,
"eval_runtime": 25.4436,
"eval_samples_per_second": 1589.002,
"eval_steps_per_second": 6.21,
"step": 9954
},
{
"epoch": 8.0,
"grad_norm": 2.077934741973877,
"learning_rate": 4.2e-05,
"loss": 0.0843,
"step": 11376
},
{
"epoch": 8.0,
"eval_accuracy": 0.8314617858026219,
"eval_combined_score": 0.8038425513577969,
"eval_f1": 0.7762233169129721,
"eval_loss": 0.6411646604537964,
"eval_runtime": 25.4895,
"eval_samples_per_second": 1586.142,
"eval_steps_per_second": 6.199,
"step": 11376
},
{
"epoch": 8.0,
"step": 11376,
"total_flos": 3.8292762019405824e+17,
"train_loss": 0.23603766611692104,
"train_runtime": 4899.3821,
"train_samples_per_second": 3713.183,
"train_steps_per_second": 14.512
}
],
"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": 3.8292762019405824e+17,
"train_batch_size": 256,
"trial_name": null,
"trial_params": null
}