tinybert_train_book_v2_qqp / trainer_state.json
gokulsrinivasagan's picture
End of training
8424889 verified
{
"best_metric": 0.2906099259853363,
"best_model_checkpoint": "tinybert_train_book_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": 2.6571297645568848,
"learning_rate": 4.9e-05,
"loss": 0.397,
"step": 1422
},
{
"epoch": 1.0,
"eval_accuracy": 0.8484046500123671,
"eval_combined_score": 0.8136623401560591,
"eval_f1": 0.7789200302997511,
"eval_loss": 0.34448662400245667,
"eval_runtime": 13.1165,
"eval_samples_per_second": 3082.378,
"eval_steps_per_second": 12.046,
"step": 1422
},
{
"epoch": 2.0,
"grad_norm": 2.481895923614502,
"learning_rate": 4.8e-05,
"loss": 0.2958,
"step": 2844
},
{
"epoch": 2.0,
"eval_accuracy": 0.8694781103141231,
"eval_combined_score": 0.8457658634524586,
"eval_f1": 0.8220536165907941,
"eval_loss": 0.3028949499130249,
"eval_runtime": 12.6986,
"eval_samples_per_second": 3183.805,
"eval_steps_per_second": 12.442,
"step": 2844
},
{
"epoch": 3.0,
"grad_norm": 2.8351011276245117,
"learning_rate": 4.7e-05,
"loss": 0.2432,
"step": 4266
},
{
"epoch": 3.0,
"eval_accuracy": 0.8763047242146921,
"eval_combined_score": 0.8527731836322547,
"eval_f1": 0.8292416430498173,
"eval_loss": 0.2906099259853363,
"eval_runtime": 13.3193,
"eval_samples_per_second": 3035.444,
"eval_steps_per_second": 11.862,
"step": 4266
},
{
"epoch": 4.0,
"grad_norm": 2.612133502960205,
"learning_rate": 4.600000000000001e-05,
"loss": 0.1995,
"step": 5688
},
{
"epoch": 4.0,
"eval_accuracy": 0.8798417017066534,
"eval_combined_score": 0.8556741804870671,
"eval_f1": 0.8315066592674807,
"eval_loss": 0.2983686625957489,
"eval_runtime": 13.2337,
"eval_samples_per_second": 3055.089,
"eval_steps_per_second": 11.939,
"step": 5688
},
{
"epoch": 5.0,
"grad_norm": 3.5917608737945557,
"learning_rate": 4.5e-05,
"loss": 0.1629,
"step": 7110
},
{
"epoch": 5.0,
"eval_accuracy": 0.8847390551570616,
"eval_combined_score": 0.8650687512531376,
"eval_f1": 0.8453984473492137,
"eval_loss": 0.309291273355484,
"eval_runtime": 13.3435,
"eval_samples_per_second": 3029.941,
"eval_steps_per_second": 11.841,
"step": 7110
},
{
"epoch": 6.0,
"grad_norm": 4.064701557159424,
"learning_rate": 4.4000000000000006e-05,
"loss": 0.1334,
"step": 8532
},
{
"epoch": 6.0,
"eval_accuracy": 0.8848627256987386,
"eval_combined_score": 0.8641723937494736,
"eval_f1": 0.8434820618002086,
"eval_loss": 0.34539419412612915,
"eval_runtime": 13.5312,
"eval_samples_per_second": 2987.905,
"eval_steps_per_second": 11.677,
"step": 8532
},
{
"epoch": 7.0,
"grad_norm": 2.7387797832489014,
"learning_rate": 4.3e-05,
"loss": 0.1097,
"step": 9954
},
{
"epoch": 7.0,
"eval_accuracy": 0.8846648528320554,
"eval_combined_score": 0.8649125359959713,
"eval_f1": 0.8451602191598871,
"eval_loss": 0.3594832122325897,
"eval_runtime": 13.2101,
"eval_samples_per_second": 3060.542,
"eval_steps_per_second": 11.961,
"step": 9954
},
{
"epoch": 8.0,
"grad_norm": 3.645385503768921,
"learning_rate": 4.2e-05,
"loss": 0.0925,
"step": 11376
},
{
"epoch": 8.0,
"eval_accuracy": 0.8853821419737818,
"eval_combined_score": 0.8647196078020747,
"eval_f1": 0.8440570736303675,
"eval_loss": 0.3933313190937042,
"eval_runtime": 12.7924,
"eval_samples_per_second": 3160.468,
"eval_steps_per_second": 12.351,
"step": 11376
},
{
"epoch": 8.0,
"step": 11376,
"total_flos": 7.633075201391002e+16,
"train_loss": 0.20422728789338918,
"train_runtime": 1699.6069,
"train_samples_per_second": 10703.828,
"train_steps_per_second": 41.833
}
],
"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": 7.633075201391002e+16,
"train_batch_size": 256,
"trial_name": null,
"trial_params": null
}