File size: 4,652 Bytes
b0b10bd | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 | {
"best_global_step": 2844,
"best_metric": 0.38297006487846375,
"best_model_checkpoint": "bert_base_km_5_v2_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": 2.0869553089141846,
"learning_rate": 4.9e-05,
"loss": 0.4655,
"step": 1422
},
{
"epoch": 1.0,
"eval_accuracy": 0.7970813752164234,
"eval_combined_score": 0.7420713559023833,
"eval_f1": 0.687061336588343,
"eval_loss": 0.42958006262779236,
"eval_runtime": 25.6003,
"eval_samples_per_second": 1579.279,
"eval_steps_per_second": 6.172,
"step": 1422
},
{
"epoch": 2.0,
"grad_norm": 3.090320348739624,
"learning_rate": 4.8e-05,
"loss": 0.3502,
"step": 2844
},
{
"epoch": 2.0,
"eval_accuracy": 0.8237447440019787,
"eval_combined_score": 0.7930977870286579,
"eval_f1": 0.762450830055337,
"eval_loss": 0.38297006487846375,
"eval_runtime": 25.307,
"eval_samples_per_second": 1597.58,
"eval_steps_per_second": 6.243,
"step": 2844
},
{
"epoch": 3.0,
"grad_norm": 3.375284194946289,
"learning_rate": 4.7e-05,
"loss": 0.2673,
"step": 4266
},
{
"epoch": 3.0,
"eval_accuracy": 0.8350234974029186,
"eval_combined_score": 0.8055012697601011,
"eval_f1": 0.7759790421172835,
"eval_loss": 0.4027860760688782,
"eval_runtime": 25.2732,
"eval_samples_per_second": 1599.72,
"eval_steps_per_second": 6.252,
"step": 4266
},
{
"epoch": 4.0,
"grad_norm": 4.9200439453125,
"learning_rate": 4.600000000000001e-05,
"loss": 0.2003,
"step": 5688
},
{
"epoch": 4.0,
"eval_accuracy": 0.8395745733366312,
"eval_combined_score": 0.8054280229684778,
"eval_f1": 0.7712814726003244,
"eval_loss": 0.4558044970035553,
"eval_runtime": 25.3269,
"eval_samples_per_second": 1596.328,
"eval_steps_per_second": 6.238,
"step": 5688
},
{
"epoch": 5.0,
"grad_norm": 3.585550546646118,
"learning_rate": 4.5e-05,
"loss": 0.151,
"step": 7110
},
{
"epoch": 5.0,
"eval_accuracy": 0.843705169428642,
"eval_combined_score": 0.8116771828243046,
"eval_f1": 0.7796491962199672,
"eval_loss": 0.4538190960884094,
"eval_runtime": 25.1996,
"eval_samples_per_second": 1604.391,
"eval_steps_per_second": 6.27,
"step": 7110
},
{
"epoch": 6.0,
"grad_norm": 3.546767234802246,
"learning_rate": 4.4000000000000006e-05,
"loss": 0.1178,
"step": 8532
},
{
"epoch": 6.0,
"eval_accuracy": 0.8423942616868662,
"eval_combined_score": 0.8112895828925568,
"eval_f1": 0.7801849040982476,
"eval_loss": 0.556125819683075,
"eval_runtime": 25.1928,
"eval_samples_per_second": 1604.822,
"eval_steps_per_second": 6.272,
"step": 8532
},
{
"epoch": 7.0,
"grad_norm": 4.131615161895752,
"learning_rate": 4.3e-05,
"loss": 0.0952,
"step": 9954
},
{
"epoch": 7.0,
"eval_accuracy": 0.8405886717783824,
"eval_combined_score": 0.8133517812149138,
"eval_f1": 0.7861148906514452,
"eval_loss": 0.5664165616035461,
"eval_runtime": 25.2685,
"eval_samples_per_second": 1600.015,
"eval_steps_per_second": 6.253,
"step": 9954
},
{
"epoch": 7.0,
"step": 9954,
"total_flos": 3.3506166766980096e+17,
"train_loss": 0.23533505897146403,
"train_runtime": 4256.8509,
"train_samples_per_second": 4273.652,
"train_steps_per_second": 16.702
}
],
"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": 3.3506166766980096e+17,
"train_batch_size": 256,
"trial_name": null,
"trial_params": null
}
|