bert_uncased_L-4_H-512_A-8_mnli / trainer_state.json
gokulsrinivasagan's picture
End of training
7e4332a verified
{
"best_metric": 0.5685115456581116,
"best_model_checkpoint": "bert_uncased_L-4_H-512_A-8_mnli/checkpoint-4602",
"epoch": 8.0,
"eval_steps": 500,
"global_step": 12272,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 1.0,
"grad_norm": 2.8079047203063965,
"learning_rate": 4.9e-05,
"loss": 0.7086,
"step": 1534
},
{
"epoch": 1.0,
"eval_accuracy": 0.7437595517065716,
"eval_loss": 0.6315475106239319,
"eval_runtime": 3.8782,
"eval_samples_per_second": 2530.843,
"eval_steps_per_second": 10.056,
"step": 1534
},
{
"epoch": 2.0,
"grad_norm": 2.195190191268921,
"learning_rate": 4.8e-05,
"loss": 0.5704,
"step": 3068
},
{
"epoch": 2.0,
"eval_accuracy": 0.7651553744268976,
"eval_loss": 0.5782365798950195,
"eval_runtime": 3.8189,
"eval_samples_per_second": 2570.109,
"eval_steps_per_second": 10.212,
"step": 3068
},
{
"epoch": 3.0,
"grad_norm": 2.5033040046691895,
"learning_rate": 4.7e-05,
"loss": 0.4967,
"step": 4602
},
{
"epoch": 3.0,
"eval_accuracy": 0.7793173713703515,
"eval_loss": 0.5685115456581116,
"eval_runtime": 4.1555,
"eval_samples_per_second": 2361.944,
"eval_steps_per_second": 9.385,
"step": 4602
},
{
"epoch": 4.0,
"grad_norm": 3.240811586380005,
"learning_rate": 4.600000000000001e-05,
"loss": 0.4356,
"step": 6136
},
{
"epoch": 4.0,
"eval_accuracy": 0.7821701477330616,
"eval_loss": 0.5847141146659851,
"eval_runtime": 3.813,
"eval_samples_per_second": 2574.059,
"eval_steps_per_second": 10.228,
"step": 6136
},
{
"epoch": 5.0,
"grad_norm": 4.033494472503662,
"learning_rate": 4.5e-05,
"loss": 0.3809,
"step": 7670
},
{
"epoch": 5.0,
"eval_accuracy": 0.7855323484462557,
"eval_loss": 0.600440502166748,
"eval_runtime": 3.9079,
"eval_samples_per_second": 2511.562,
"eval_steps_per_second": 9.98,
"step": 7670
},
{
"epoch": 6.0,
"grad_norm": 3.2427990436553955,
"learning_rate": 4.4000000000000006e-05,
"loss": 0.3341,
"step": 9204
},
{
"epoch": 6.0,
"eval_accuracy": 0.7836984207845135,
"eval_loss": 0.6375390887260437,
"eval_runtime": 3.8931,
"eval_samples_per_second": 2521.117,
"eval_steps_per_second": 10.018,
"step": 9204
},
{
"epoch": 7.0,
"grad_norm": 2.801443576812744,
"learning_rate": 4.3e-05,
"loss": 0.2922,
"step": 10738
},
{
"epoch": 7.0,
"eval_accuracy": 0.7808456444218034,
"eval_loss": 0.6665855050086975,
"eval_runtime": 3.8712,
"eval_samples_per_second": 2535.361,
"eval_steps_per_second": 10.074,
"step": 10738
},
{
"epoch": 8.0,
"grad_norm": 4.255834102630615,
"learning_rate": 4.2e-05,
"loss": 0.2565,
"step": 12272
},
{
"epoch": 8.0,
"eval_accuracy": 0.7762608252674478,
"eval_loss": 0.7132487893104553,
"eval_runtime": 3.8681,
"eval_samples_per_second": 2537.445,
"eval_steps_per_second": 10.083,
"step": 12272
},
{
"epoch": 8.0,
"step": 12272,
"total_flos": 6.212741576306688e+16,
"train_loss": 0.43437760563220007,
"train_runtime": 1957.6876,
"train_samples_per_second": 10029.741,
"train_steps_per_second": 39.179
}
],
"logging_steps": 1,
"max_steps": 76700,
"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": 6.212741576306688e+16,
"train_batch_size": 256,
"trial_name": null,
"trial_params": null
}