distilbert_rand_10_v1_mrpc / trainer_state.json
Hartunka's picture
End of training
7e95957 verified
{
"best_global_step": 30,
"best_metric": 0.5883752703666687,
"best_model_checkpoint": "distilbert_rand_10_v1_mrpc/checkpoint-30",
"epoch": 7.0,
"eval_steps": 500,
"global_step": 105,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 1.0,
"grad_norm": 1.2386474609375,
"learning_rate": 4.9e-05,
"loss": 0.6309,
"step": 15
},
{
"epoch": 1.0,
"eval_accuracy": 0.6936274509803921,
"eval_combined_score": 0.7474496555378909,
"eval_f1": 0.8012718600953895,
"eval_loss": 0.5975795984268188,
"eval_runtime": 0.1902,
"eval_samples_per_second": 2145.384,
"eval_steps_per_second": 10.517,
"step": 15
},
{
"epoch": 2.0,
"grad_norm": 1.6848299503326416,
"learning_rate": 4.8e-05,
"loss": 0.5756,
"step": 30
},
{
"epoch": 2.0,
"eval_accuracy": 0.6666666666666666,
"eval_combined_score": 0.7207505518763797,
"eval_f1": 0.7748344370860927,
"eval_loss": 0.5883752703666687,
"eval_runtime": 0.2083,
"eval_samples_per_second": 1958.546,
"eval_steps_per_second": 9.601,
"step": 30
},
{
"epoch": 3.0,
"grad_norm": 1.6218466758728027,
"learning_rate": 4.7e-05,
"loss": 0.507,
"step": 45
},
{
"epoch": 3.0,
"eval_accuracy": 0.6985294117647058,
"eval_combined_score": 0.7476118133203695,
"eval_f1": 0.7966942148760331,
"eval_loss": 0.616435706615448,
"eval_runtime": 0.2045,
"eval_samples_per_second": 1994.657,
"eval_steps_per_second": 9.778,
"step": 45
},
{
"epoch": 4.0,
"grad_norm": 3.5884528160095215,
"learning_rate": 4.600000000000001e-05,
"loss": 0.4021,
"step": 60
},
{
"epoch": 4.0,
"eval_accuracy": 0.6838235294117647,
"eval_combined_score": 0.7285549984492918,
"eval_f1": 0.773286467486819,
"eval_loss": 0.7436296343803406,
"eval_runtime": 0.1815,
"eval_samples_per_second": 2247.645,
"eval_steps_per_second": 11.018,
"step": 60
},
{
"epoch": 5.0,
"grad_norm": 4.304786682128906,
"learning_rate": 4.5e-05,
"loss": 0.2627,
"step": 75
},
{
"epoch": 5.0,
"eval_accuracy": 0.6127450980392157,
"eval_combined_score": 0.6567513368983957,
"eval_f1": 0.7007575757575758,
"eval_loss": 0.9783936142921448,
"eval_runtime": 0.1818,
"eval_samples_per_second": 2243.949,
"eval_steps_per_second": 11.0,
"step": 75
},
{
"epoch": 6.0,
"grad_norm": 5.823033809661865,
"learning_rate": 4.4000000000000006e-05,
"loss": 0.1522,
"step": 90
},
{
"epoch": 6.0,
"eval_accuracy": 0.6397058823529411,
"eval_combined_score": 0.6824697636063771,
"eval_f1": 0.7252336448598131,
"eval_loss": 1.2597531080245972,
"eval_runtime": 0.1808,
"eval_samples_per_second": 2257.176,
"eval_steps_per_second": 11.065,
"step": 90
},
{
"epoch": 7.0,
"grad_norm": 3.5266897678375244,
"learning_rate": 4.3e-05,
"loss": 0.0925,
"step": 105
},
{
"epoch": 7.0,
"eval_accuracy": 0.6544117647058824,
"eval_combined_score": 0.7050221735141197,
"eval_f1": 0.755632582322357,
"eval_loss": 1.4431391954421997,
"eval_runtime": 0.1779,
"eval_samples_per_second": 2293.853,
"eval_steps_per_second": 11.244,
"step": 105
},
{
"epoch": 7.0,
"step": 105,
"total_flos": 1700616463945728.0,
"train_loss": 0.37471781231108164,
"train_runtime": 33.5374,
"train_samples_per_second": 5468.518,
"train_steps_per_second": 22.363
}
],
"logging_steps": 1,
"max_steps": 750,
"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": 1700616463945728.0,
"train_batch_size": 256,
"trial_name": null,
"trial_params": null
}