bert_base_lda_20_v1_qqp / trainer_state.json
gokulsrinivasagan's picture
End of training
0fd0141 verified
{
"best_metric": 0.3611699044704437,
"best_model_checkpoint": "bert_base_lda_20_v1_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": 1.913527011871338,
"learning_rate": 4.9e-05,
"loss": 0.4706,
"step": 1422
},
{
"epoch": 1.0,
"eval_accuracy": 0.7975760573831313,
"eval_combined_score": 0.7412216058960324,
"eval_f1": 0.6848671544089334,
"eval_loss": 0.41439592838287354,
"eval_runtime": 26.0568,
"eval_samples_per_second": 1551.613,
"eval_steps_per_second": 6.064,
"step": 1422
},
{
"epoch": 2.0,
"grad_norm": 2.9698476791381836,
"learning_rate": 4.8e-05,
"loss": 0.3635,
"step": 2844
},
{
"epoch": 2.0,
"eval_accuracy": 0.8274301261439525,
"eval_combined_score": 0.8024355964223224,
"eval_f1": 0.7774410667006922,
"eval_loss": 0.3808220326900482,
"eval_runtime": 26.0976,
"eval_samples_per_second": 1549.186,
"eval_steps_per_second": 6.054,
"step": 2844
},
{
"epoch": 3.0,
"grad_norm": 3.8180556297302246,
"learning_rate": 4.7e-05,
"loss": 0.2981,
"step": 4266
},
{
"epoch": 3.0,
"eval_accuracy": 0.840563937670047,
"eval_combined_score": 0.8157680574270204,
"eval_f1": 0.7909721771839938,
"eval_loss": 0.3611699044704437,
"eval_runtime": 26.154,
"eval_samples_per_second": 1545.844,
"eval_steps_per_second": 6.041,
"step": 4266
},
{
"epoch": 4.0,
"grad_norm": 3.3878448009490967,
"learning_rate": 4.600000000000001e-05,
"loss": 0.2419,
"step": 5688
},
{
"epoch": 4.0,
"eval_accuracy": 0.8491219391540935,
"eval_combined_score": 0.8199943211952585,
"eval_f1": 0.7908667032364235,
"eval_loss": 0.4086599349975586,
"eval_runtime": 25.573,
"eval_samples_per_second": 1580.967,
"eval_steps_per_second": 6.178,
"step": 5688
},
{
"epoch": 5.0,
"grad_norm": 3.262328863143921,
"learning_rate": 4.5e-05,
"loss": 0.1933,
"step": 7110
},
{
"epoch": 5.0,
"eval_accuracy": 0.8506059856542172,
"eval_combined_score": 0.8207251134725826,
"eval_f1": 0.7908442412909481,
"eval_loss": 0.44820770621299744,
"eval_runtime": 26.1949,
"eval_samples_per_second": 1543.43,
"eval_steps_per_second": 6.032,
"step": 7110
},
{
"epoch": 6.0,
"grad_norm": 4.035948276519775,
"learning_rate": 4.4000000000000006e-05,
"loss": 0.1514,
"step": 8532
},
{
"epoch": 6.0,
"eval_accuracy": 0.8534504081127875,
"eval_combined_score": 0.8276283651201168,
"eval_f1": 0.8018063221274461,
"eval_loss": 0.43122583627700806,
"eval_runtime": 26.1244,
"eval_samples_per_second": 1547.595,
"eval_steps_per_second": 6.048,
"step": 8532
},
{
"epoch": 7.0,
"grad_norm": 4.258938312530518,
"learning_rate": 4.3e-05,
"loss": 0.1208,
"step": 9954
},
{
"epoch": 7.0,
"eval_accuracy": 0.8498392282958199,
"eval_combined_score": 0.8269528560391477,
"eval_f1": 0.8040664837824754,
"eval_loss": 0.5434415936470032,
"eval_runtime": 25.8296,
"eval_samples_per_second": 1565.258,
"eval_steps_per_second": 6.117,
"step": 9954
},
{
"epoch": 8.0,
"grad_norm": 3.5687382221221924,
"learning_rate": 4.2e-05,
"loss": 0.097,
"step": 11376
},
{
"epoch": 8.0,
"eval_accuracy": 0.853227801137769,
"eval_combined_score": 0.8277139005688845,
"eval_f1": 0.8022000000000001,
"eval_loss": 0.5604811310768127,
"eval_runtime": 25.8751,
"eval_samples_per_second": 1562.506,
"eval_steps_per_second": 6.106,
"step": 11376
},
{
"epoch": 8.0,
"step": 11376,
"total_flos": 3.8292762019405824e+17,
"train_loss": 0.2420723964728719,
"train_runtime": 4923.4333,
"train_samples_per_second": 3695.043,
"train_steps_per_second": 14.441
}
],
"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
}