KexuanShi's picture
Upload 132 files
b7a4505 verified
{
"best_metric": 0.9136428329001622,
"best_model_checkpoint": "./nlu_finetuned_models/stsb/roberta-base_lr1e-05/checkpoint-3240",
"epoch": 10.0,
"eval_steps": 500,
"global_step": 3240,
"is_hyper_param_search": false,
"is_local_process_zero": true,
"is_world_process_zero": true,
"log_history": [
{
"epoch": 1.0,
"eval_averaged_scores": 0.8816061461419562,
"eval_loss": 0.5334980487823486,
"eval_pearson": 0.8896182775497437,
"eval_runtime": 0.3519,
"eval_samples_per_second": 1634.113,
"eval_spearmanr": 0.8735940147341689,
"eval_steps_per_second": 102.31,
"step": 324
},
{
"epoch": 1.5432098765432098,
"grad_norm": 32.22338104248047,
"learning_rate": 8.998357963875205e-06,
"loss": 1.956,
"step": 500
},
{
"epoch": 2.0,
"eval_averaged_scores": 0.8949135047425898,
"eval_loss": 0.5024552345275879,
"eval_pearson": 0.9004297852516174,
"eval_runtime": 0.3515,
"eval_samples_per_second": 1635.643,
"eval_spearmanr": 0.889397224233562,
"eval_steps_per_second": 102.405,
"step": 648
},
{
"epoch": 3.0,
"eval_averaged_scores": 0.904582944984353,
"eval_loss": 0.46397966146469116,
"eval_pearson": 0.909096360206604,
"eval_runtime": 0.3633,
"eval_samples_per_second": 1582.51,
"eval_spearmanr": 0.900069529762102,
"eval_steps_per_second": 99.079,
"step": 972
},
{
"epoch": 3.0864197530864197,
"grad_norm": 13.003278732299805,
"learning_rate": 7.35632183908046e-06,
"loss": 0.3528,
"step": 1000
},
{
"epoch": 4.0,
"eval_averaged_scores": 0.912462184900082,
"eval_loss": 0.41295871138572693,
"eval_pearson": 0.9181002974510193,
"eval_runtime": 0.3567,
"eval_samples_per_second": 1611.944,
"eval_spearmanr": 0.9068240723491446,
"eval_steps_per_second": 100.922,
"step": 1296
},
{
"epoch": 4.62962962962963,
"grad_norm": 21.318891525268555,
"learning_rate": 5.7142857142857145e-06,
"loss": 0.2328,
"step": 1500
},
{
"epoch": 5.0,
"eval_averaged_scores": 0.9084589737456479,
"eval_loss": 0.4895615577697754,
"eval_pearson": 0.9136067628860474,
"eval_runtime": 0.3493,
"eval_samples_per_second": 1646.18,
"eval_spearmanr": 0.9033111846052485,
"eval_steps_per_second": 103.065,
"step": 1620
},
{
"epoch": 6.0,
"eval_averaged_scores": 0.9130023419959661,
"eval_loss": 0.3939087986946106,
"eval_pearson": 0.9179745316505432,
"eval_runtime": 0.3505,
"eval_samples_per_second": 1640.644,
"eval_spearmanr": 0.908030152341389,
"eval_steps_per_second": 102.719,
"step": 1944
},
{
"epoch": 6.172839506172839,
"grad_norm": 8.538512229919434,
"learning_rate": 4.072249589490969e-06,
"loss": 0.1757,
"step": 2000
},
{
"epoch": 7.0,
"eval_averaged_scores": 0.9115858672183137,
"eval_loss": 0.40987882018089294,
"eval_pearson": 0.9166287183761597,
"eval_runtime": 0.3535,
"eval_samples_per_second": 1626.735,
"eval_spearmanr": 0.9065430160604677,
"eval_steps_per_second": 101.848,
"step": 2268
},
{
"epoch": 7.716049382716049,
"grad_norm": 9.155678749084473,
"learning_rate": 2.4302134646962236e-06,
"loss": 0.143,
"step": 2500
},
{
"epoch": 8.0,
"eval_averaged_scores": 0.9127395750571425,
"eval_loss": 0.39697495102882385,
"eval_pearson": 0.9181188344955444,
"eval_runtime": 0.3605,
"eval_samples_per_second": 1594.808,
"eval_spearmanr": 0.9073603156187405,
"eval_steps_per_second": 99.849,
"step": 2592
},
{
"epoch": 9.0,
"eval_averaged_scores": 0.9129500638808765,
"eval_loss": 0.4033946394920349,
"eval_pearson": 0.9185035824775696,
"eval_runtime": 0.3524,
"eval_samples_per_second": 1631.444,
"eval_spearmanr": 0.9073965452841836,
"eval_steps_per_second": 102.143,
"step": 2916
},
{
"epoch": 9.25925925925926,
"grad_norm": 13.51919174194336,
"learning_rate": 7.881773399014779e-07,
"loss": 0.1187,
"step": 3000
},
{
"epoch": 10.0,
"eval_averaged_scores": 0.9136428329001622,
"eval_loss": 0.4020698368549347,
"eval_pearson": 0.919518232345581,
"eval_runtime": 0.3311,
"eval_samples_per_second": 1736.654,
"eval_spearmanr": 0.9077674334547435,
"eval_steps_per_second": 108.73,
"step": 3240
},
{
"epoch": 10.0,
"step": 3240,
"total_flos": 1687665489390576.0,
"train_loss": 0.4677616125271644,
"train_runtime": 225.5275,
"train_samples_per_second": 229.418,
"train_steps_per_second": 14.366
}
],
"logging_steps": 500,
"max_steps": 3240,
"num_input_tokens_seen": 0,
"num_train_epochs": 10,
"save_steps": 500,
"stateful_callbacks": {
"TrainerControl": {
"args": {
"should_epoch_stop": false,
"should_evaluate": false,
"should_log": false,
"should_save": true,
"should_training_stop": true
},
"attributes": {}
}
},
"total_flos": 1687665489390576.0,
"train_batch_size": 16,
"trial_name": null,
"trial_params": null
}