distilbert_rand_50_v1_qqp / trainer_state.json
Hartunka's picture
End of training
fc4a7fa verified
{
"best_global_step": 2844,
"best_metric": 0.39313429594039917,
"best_model_checkpoint": "distilbert_rand_50_v1_qqp/checkpoint-2844",
"epoch": 7.0,
"eval_steps": 500,
"global_step": 9954,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 1.0,
"grad_norm": 2.4479265213012695,
"learning_rate": 4.9e-05,
"loss": 0.4792,
"step": 1422
},
{
"epoch": 1.0,
"eval_accuracy": 0.7869651249072471,
"eval_combined_score": 0.725829664100371,
"eval_f1": 0.6646942032934947,
"eval_loss": 0.4546143114566803,
"eval_runtime": 16.6725,
"eval_samples_per_second": 2424.955,
"eval_steps_per_second": 9.477,
"step": 1422
},
{
"epoch": 2.0,
"grad_norm": 2.99049711227417,
"learning_rate": 4.8e-05,
"loss": 0.3719,
"step": 2844
},
{
"epoch": 2.0,
"eval_accuracy": 0.8182537719515212,
"eval_combined_score": 0.7852647054080308,
"eval_f1": 0.7522756388645405,
"eval_loss": 0.39313429594039917,
"eval_runtime": 16.4438,
"eval_samples_per_second": 2458.679,
"eval_steps_per_second": 9.608,
"step": 2844
},
{
"epoch": 3.0,
"grad_norm": 4.110503673553467,
"learning_rate": 4.7e-05,
"loss": 0.2971,
"step": 4266
},
{
"epoch": 3.0,
"eval_accuracy": 0.8249319812020777,
"eval_combined_score": 0.7953193504156697,
"eval_f1": 0.7657067196292618,
"eval_loss": 0.4137588441371918,
"eval_runtime": 16.4167,
"eval_samples_per_second": 2462.731,
"eval_steps_per_second": 9.624,
"step": 4266
},
{
"epoch": 4.0,
"grad_norm": 3.949686288833618,
"learning_rate": 4.600000000000001e-05,
"loss": 0.2387,
"step": 5688
},
{
"epoch": 4.0,
"eval_accuracy": 0.8321048726193421,
"eval_combined_score": 0.7984828090407228,
"eval_f1": 0.7648607454621034,
"eval_loss": 0.4155418574810028,
"eval_runtime": 16.3987,
"eval_samples_per_second": 2465.443,
"eval_steps_per_second": 9.635,
"step": 5688
},
{
"epoch": 5.0,
"grad_norm": 1.9670673608779907,
"learning_rate": 4.5e-05,
"loss": 0.1924,
"step": 7110
},
{
"epoch": 5.0,
"eval_accuracy": 0.8351471679445956,
"eval_combined_score": 0.8034664105430904,
"eval_f1": 0.7717856531415853,
"eval_loss": 0.46950042247772217,
"eval_runtime": 16.2628,
"eval_samples_per_second": 2486.048,
"eval_steps_per_second": 9.715,
"step": 7110
},
{
"epoch": 6.0,
"grad_norm": 3.5114402770996094,
"learning_rate": 4.4000000000000006e-05,
"loss": 0.1575,
"step": 8532
},
{
"epoch": 6.0,
"eval_accuracy": 0.8350729656195894,
"eval_combined_score": 0.8026660307701035,
"eval_f1": 0.7702590959206174,
"eval_loss": 0.505837619304657,
"eval_runtime": 16.1985,
"eval_samples_per_second": 2495.915,
"eval_steps_per_second": 9.754,
"step": 8532
},
{
"epoch": 7.0,
"grad_norm": 4.6916093826293945,
"learning_rate": 4.3e-05,
"loss": 0.1303,
"step": 9954
},
{
"epoch": 7.0,
"eval_accuracy": 0.8334899826861242,
"eval_combined_score": 0.806701837164953,
"eval_f1": 0.7799136916437819,
"eval_loss": 0.5472820401191711,
"eval_runtime": 16.2255,
"eval_samples_per_second": 2491.752,
"eval_steps_per_second": 9.738,
"step": 9954
},
{
"epoch": 7.0,
"step": 9954,
"total_flos": 1.686920659598684e+17,
"train_loss": 0.26674099171619137,
"train_runtime": 2427.168,
"train_samples_per_second": 7495.279,
"train_steps_per_second": 29.293
}
],
"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": 1.686920659598684e+17,
"train_batch_size": 256,
"trial_name": null,
"trial_params": null
}