distilbert_km_20_v2_qqp / trainer_state.json
Hartunka's picture
End of training
00c5901 verified
{
"best_global_step": 4266,
"best_metric": 0.3996587097644806,
"best_model_checkpoint": "distilbert_km_20_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": 1.645755648612976,
"learning_rate": 4.9e-05,
"loss": 0.4873,
"step": 1422
},
{
"epoch": 1.0,
"eval_accuracy": 0.7871382636655948,
"eval_combined_score": 0.7330094303402601,
"eval_f1": 0.6788805970149254,
"eval_loss": 0.44391870498657227,
"eval_runtime": 17.1295,
"eval_samples_per_second": 2360.254,
"eval_steps_per_second": 9.224,
"step": 1422
},
{
"epoch": 2.0,
"grad_norm": 2.4969005584716797,
"learning_rate": 4.8e-05,
"loss": 0.3842,
"step": 2844
},
{
"epoch": 2.0,
"eval_accuracy": 0.8114271580509522,
"eval_combined_score": 0.7733984106811512,
"eval_f1": 0.7353696633113502,
"eval_loss": 0.40490370988845825,
"eval_runtime": 16.1565,
"eval_samples_per_second": 2502.405,
"eval_steps_per_second": 9.779,
"step": 2844
},
{
"epoch": 3.0,
"grad_norm": 2.8454954624176025,
"learning_rate": 4.7e-05,
"loss": 0.3094,
"step": 4266
},
{
"epoch": 3.0,
"eval_accuracy": 0.8217412812268118,
"eval_combined_score": 0.7907980005814177,
"eval_f1": 0.7598547199360235,
"eval_loss": 0.3996587097644806,
"eval_runtime": 16.1929,
"eval_samples_per_second": 2496.774,
"eval_steps_per_second": 9.757,
"step": 4266
},
{
"epoch": 4.0,
"grad_norm": 4.840691566467285,
"learning_rate": 4.600000000000001e-05,
"loss": 0.2464,
"step": 5688
},
{
"epoch": 4.0,
"eval_accuracy": 0.8266881028938907,
"eval_combined_score": 0.7929198944332307,
"eval_f1": 0.7591516859725708,
"eval_loss": 0.4325845241546631,
"eval_runtime": 17.0075,
"eval_samples_per_second": 2377.192,
"eval_steps_per_second": 9.29,
"step": 5688
},
{
"epoch": 5.0,
"grad_norm": 3.780235767364502,
"learning_rate": 4.5e-05,
"loss": 0.1952,
"step": 7110
},
{
"epoch": 5.0,
"eval_accuracy": 0.8320801385110067,
"eval_combined_score": 0.8014577907744906,
"eval_f1": 0.7708354430379747,
"eval_loss": 0.44030794501304626,
"eval_runtime": 16.2856,
"eval_samples_per_second": 2482.564,
"eval_steps_per_second": 9.702,
"step": 7110
},
{
"epoch": 6.0,
"grad_norm": 4.330679416656494,
"learning_rate": 4.4000000000000006e-05,
"loss": 0.1541,
"step": 8532
},
{
"epoch": 6.0,
"eval_accuracy": 0.8302745486025229,
"eval_combined_score": 0.7976131255035632,
"eval_f1": 0.7649517024046036,
"eval_loss": 0.5289042592048645,
"eval_runtime": 16.4617,
"eval_samples_per_second": 2456.0,
"eval_steps_per_second": 9.598,
"step": 8532
},
{
"epoch": 7.0,
"grad_norm": 4.10150146484375,
"learning_rate": 4.3e-05,
"loss": 0.1242,
"step": 9954
},
{
"epoch": 7.0,
"eval_accuracy": 0.8327974276527331,
"eval_combined_score": 0.8015811311101495,
"eval_f1": 0.7703648345675658,
"eval_loss": 0.6010123491287231,
"eval_runtime": 16.3775,
"eval_samples_per_second": 2468.636,
"eval_steps_per_second": 9.647,
"step": 9954
},
{
"epoch": 8.0,
"grad_norm": 3.78735089302063,
"learning_rate": 4.2e-05,
"loss": 0.1003,
"step": 11376
},
{
"epoch": 8.0,
"eval_accuracy": 0.8328716299777393,
"eval_combined_score": 0.8030899566334497,
"eval_f1": 0.7733082832891602,
"eval_loss": 0.6165689826011658,
"eval_runtime": 16.263,
"eval_samples_per_second": 2486.012,
"eval_steps_per_second": 9.715,
"step": 11376
},
{
"epoch": 8.0,
"step": 11376,
"total_flos": 1.927909325255639e+17,
"train_loss": 0.2501452965072439,
"train_runtime": 2776.6461,
"train_samples_per_second": 6551.897,
"train_steps_per_second": 25.606
}
],
"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": 1.927909325255639e+17,
"train_batch_size": 256,
"trial_name": null,
"trial_params": null
}