tiny_bert_rand_20_v1_mnli / trainer_state.json
Hartunka's picture
End of training
b174bad verified
{
"best_global_step": 6136,
"best_metric": 0.8717783093452454,
"best_model_checkpoint": "tiny_bert_rand_20_v1_mnli/checkpoint-6136",
"epoch": 9.0,
"eval_steps": 500,
"global_step": 13806,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 1.0,
"grad_norm": 1.116929531097412,
"learning_rate": 4.9e-05,
"loss": 0.9987,
"step": 1534
},
{
"epoch": 1.0,
"eval_accuracy": 0.5349974528782476,
"eval_loss": 0.9482256770133972,
"eval_runtime": 3.0048,
"eval_samples_per_second": 3266.443,
"eval_steps_per_second": 12.979,
"step": 1534
},
{
"epoch": 2.0,
"grad_norm": 1.5099765062332153,
"learning_rate": 4.8e-05,
"loss": 0.9153,
"step": 3068
},
{
"epoch": 2.0,
"eval_accuracy": 0.5830871115639328,
"eval_loss": 0.8893212676048279,
"eval_runtime": 2.8696,
"eval_samples_per_second": 3420.282,
"eval_steps_per_second": 13.591,
"step": 3068
},
{
"epoch": 3.0,
"grad_norm": 1.534440279006958,
"learning_rate": 4.7e-05,
"loss": 0.8571,
"step": 4602
},
{
"epoch": 3.0,
"eval_accuracy": 0.5966377992868059,
"eval_loss": 0.8751558065414429,
"eval_runtime": 2.8585,
"eval_samples_per_second": 3433.572,
"eval_steps_per_second": 13.643,
"step": 4602
},
{
"epoch": 4.0,
"grad_norm": 1.8849776983261108,
"learning_rate": 4.600000000000001e-05,
"loss": 0.8033,
"step": 6136
},
{
"epoch": 4.0,
"eval_accuracy": 0.6011207335710647,
"eval_loss": 0.8717783093452454,
"eval_runtime": 2.9065,
"eval_samples_per_second": 3376.859,
"eval_steps_per_second": 13.418,
"step": 6136
},
{
"epoch": 5.0,
"grad_norm": 1.8985122442245483,
"learning_rate": 4.5e-05,
"loss": 0.7482,
"step": 7670
},
{
"epoch": 5.0,
"eval_accuracy": 0.6078451349974529,
"eval_loss": 0.8746739625930786,
"eval_runtime": 2.9141,
"eval_samples_per_second": 3368.133,
"eval_steps_per_second": 13.383,
"step": 7670
},
{
"epoch": 6.0,
"grad_norm": 2.6544694900512695,
"learning_rate": 4.4000000000000006e-05,
"loss": 0.6947,
"step": 9204
},
{
"epoch": 6.0,
"eval_accuracy": 0.6129393785022924,
"eval_loss": 0.9125290513038635,
"eval_runtime": 2.8702,
"eval_samples_per_second": 3419.607,
"eval_steps_per_second": 13.588,
"step": 9204
},
{
"epoch": 7.0,
"grad_norm": 2.5749664306640625,
"learning_rate": 4.3e-05,
"loss": 0.6416,
"step": 10738
},
{
"epoch": 7.0,
"eval_accuracy": 0.6154865002547122,
"eval_loss": 0.9405058026313782,
"eval_runtime": 2.8943,
"eval_samples_per_second": 3391.14,
"eval_steps_per_second": 13.475,
"step": 10738
},
{
"epoch": 8.0,
"grad_norm": 2.8357646465301514,
"learning_rate": 4.2e-05,
"loss": 0.5894,
"step": 12272
},
{
"epoch": 8.0,
"eval_accuracy": 0.6038716250636781,
"eval_loss": 1.0252567529678345,
"eval_runtime": 2.8812,
"eval_samples_per_second": 3406.525,
"eval_steps_per_second": 13.536,
"step": 12272
},
{
"epoch": 9.0,
"grad_norm": 3.2707016468048096,
"learning_rate": 4.1e-05,
"loss": 0.5403,
"step": 13806
},
{
"epoch": 9.0,
"eval_accuracy": 0.601935812531839,
"eval_loss": 1.1121231317520142,
"eval_runtime": 2.903,
"eval_samples_per_second": 3380.968,
"eval_steps_per_second": 13.434,
"step": 13806
},
{
"epoch": 9.0,
"step": 13806,
"total_flos": 9.268524907513344e+16,
"train_loss": 0.7542917184444263,
"train_runtime": 1890.837,
"train_samples_per_second": 10384.343,
"train_steps_per_second": 40.564
}
],
"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": 9.268524907513344e+16,
"train_batch_size": 256,
"trial_name": null,
"trial_params": null
}