bert_base_lda_5_v1_stsb / trainer_state.json
gokulsrinivasagan's picture
End of training
1d78db5 verified
{
"best_metric": 1.6190818548202515,
"best_model_checkpoint": "bert_base_lda_5_v1_stsb/checkpoint-138",
"epoch": 11.0,
"eval_steps": 500,
"global_step": 253,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 1.0,
"grad_norm": 3.5698792934417725,
"learning_rate": 4.9e-05,
"loss": 2.6199,
"step": 23
},
{
"epoch": 1.0,
"eval_combined_score": 0.0762828613089408,
"eval_loss": 2.5334348678588867,
"eval_pearson": 0.08810304441387712,
"eval_runtime": 0.9594,
"eval_samples_per_second": 1563.484,
"eval_spearmanr": 0.06446267820400446,
"eval_steps_per_second": 6.254,
"step": 23
},
{
"epoch": 2.0,
"grad_norm": 14.151108741760254,
"learning_rate": 4.8e-05,
"loss": 1.9109,
"step": 46
},
{
"epoch": 2.0,
"eval_combined_score": 0.36476464733810526,
"eval_loss": 2.047811985015869,
"eval_pearson": 0.36724434323508826,
"eval_runtime": 0.9781,
"eval_samples_per_second": 1533.516,
"eval_spearmanr": 0.36228495144112227,
"eval_steps_per_second": 6.134,
"step": 46
},
{
"epoch": 3.0,
"grad_norm": 22.73438835144043,
"learning_rate": 4.7e-05,
"loss": 1.4094,
"step": 69
},
{
"epoch": 3.0,
"eval_combined_score": 0.5038154114449356,
"eval_loss": 1.7320016622543335,
"eval_pearson": 0.5080314849305678,
"eval_runtime": 0.9668,
"eval_samples_per_second": 1551.517,
"eval_spearmanr": 0.4995993379593033,
"eval_steps_per_second": 6.206,
"step": 69
},
{
"epoch": 4.0,
"grad_norm": 10.041772842407227,
"learning_rate": 4.600000000000001e-05,
"loss": 0.9385,
"step": 92
},
{
"epoch": 4.0,
"eval_combined_score": 0.5257169620696511,
"eval_loss": 1.9693756103515625,
"eval_pearson": 0.5238214152085215,
"eval_runtime": 0.9678,
"eval_samples_per_second": 1549.828,
"eval_spearmanr": 0.5276125089307807,
"eval_steps_per_second": 6.199,
"step": 92
},
{
"epoch": 5.0,
"grad_norm": 17.2652645111084,
"learning_rate": 4.5e-05,
"loss": 0.6759,
"step": 115
},
{
"epoch": 5.0,
"eval_combined_score": 0.5430029550606046,
"eval_loss": 1.6463857889175415,
"eval_pearson": 0.5449225085129881,
"eval_runtime": 0.9788,
"eval_samples_per_second": 1532.5,
"eval_spearmanr": 0.5410834016082212,
"eval_steps_per_second": 6.13,
"step": 115
},
{
"epoch": 6.0,
"grad_norm": 11.10145092010498,
"learning_rate": 4.4000000000000006e-05,
"loss": 0.5133,
"step": 138
},
{
"epoch": 6.0,
"eval_combined_score": 0.562871620868381,
"eval_loss": 1.6190818548202515,
"eval_pearson": 0.5646223727019971,
"eval_runtime": 0.9701,
"eval_samples_per_second": 1546.162,
"eval_spearmanr": 0.5611208690347649,
"eval_steps_per_second": 6.185,
"step": 138
},
{
"epoch": 7.0,
"grad_norm": 7.592547416687012,
"learning_rate": 4.3e-05,
"loss": 0.377,
"step": 161
},
{
"epoch": 7.0,
"eval_combined_score": 0.5338739723007462,
"eval_loss": 1.7542551755905151,
"eval_pearson": 0.5361279903927652,
"eval_runtime": 0.9773,
"eval_samples_per_second": 1534.871,
"eval_spearmanr": 0.5316199542087273,
"eval_steps_per_second": 6.139,
"step": 161
},
{
"epoch": 8.0,
"grad_norm": 7.5484232902526855,
"learning_rate": 4.2e-05,
"loss": 0.3223,
"step": 184
},
{
"epoch": 8.0,
"eval_combined_score": 0.5719622639217419,
"eval_loss": 1.6248753070831299,
"eval_pearson": 0.5752071229769086,
"eval_runtime": 0.9811,
"eval_samples_per_second": 1528.848,
"eval_spearmanr": 0.5687174048665751,
"eval_steps_per_second": 6.115,
"step": 184
},
{
"epoch": 9.0,
"grad_norm": 11.02824592590332,
"learning_rate": 4.1e-05,
"loss": 0.2679,
"step": 207
},
{
"epoch": 9.0,
"eval_combined_score": 0.5653106471913698,
"eval_loss": 1.679746150970459,
"eval_pearson": 0.5684789908543003,
"eval_runtime": 0.9683,
"eval_samples_per_second": 1549.087,
"eval_spearmanr": 0.5621423035284394,
"eval_steps_per_second": 6.196,
"step": 207
},
{
"epoch": 10.0,
"grad_norm": 5.702976703643799,
"learning_rate": 4e-05,
"loss": 0.2156,
"step": 230
},
{
"epoch": 10.0,
"eval_combined_score": 0.5539869393273291,
"eval_loss": 1.6664037704467773,
"eval_pearson": 0.559161559056532,
"eval_runtime": 0.9742,
"eval_samples_per_second": 1539.752,
"eval_spearmanr": 0.5488123195981262,
"eval_steps_per_second": 6.159,
"step": 230
},
{
"epoch": 11.0,
"grad_norm": 4.3981852531433105,
"learning_rate": 3.9000000000000006e-05,
"loss": 0.1962,
"step": 253
},
{
"epoch": 11.0,
"eval_combined_score": 0.5756187387849405,
"eval_loss": 1.6273460388183594,
"eval_pearson": 0.5784070931166707,
"eval_runtime": 0.9851,
"eval_samples_per_second": 1522.642,
"eval_spearmanr": 0.5728303844532103,
"eval_steps_per_second": 6.091,
"step": 253
},
{
"epoch": 11.0,
"step": 253,
"total_flos": 8319365318060544.0,
"train_loss": 0.8587995838270828,
"train_runtime": 139.3814,
"train_samples_per_second": 2062.327,
"train_steps_per_second": 8.251
}
],
"logging_steps": 1,
"max_steps": 1150,
"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": 8319365318060544.0,
"train_batch_size": 256,
"trial_name": null,
"trial_params": null
}