File size: 4,661 Bytes
4684629 | 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": 0.3963772654533386,
"best_model_checkpoint": "bert_base_km_10_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": 1.4397708177566528,
"learning_rate": 4.9e-05,
"loss": 0.4814,
"step": 1422
},
{
"epoch": 1.0,
"eval_accuracy": 0.7895622062824635,
"eval_combined_score": 0.7323898983771456,
"eval_f1": 0.6752175904718277,
"eval_loss": 0.43921375274658203,
"eval_runtime": 25.8733,
"eval_samples_per_second": 1562.618,
"eval_steps_per_second": 6.107,
"step": 1422
},
{
"epoch": 2.0,
"grad_norm": 2.1709325313568115,
"learning_rate": 4.8e-05,
"loss": 0.3764,
"step": 2844
},
{
"epoch": 2.0,
"eval_accuracy": 0.8140737076428395,
"eval_combined_score": 0.7833653721327619,
"eval_f1": 0.7526570366226844,
"eval_loss": 0.3963772654533386,
"eval_runtime": 25.3306,
"eval_samples_per_second": 1596.09,
"eval_steps_per_second": 6.238,
"step": 2844
},
{
"epoch": 3.0,
"grad_norm": 3.0599889755249023,
"learning_rate": 4.7e-05,
"loss": 0.2953,
"step": 4266
},
{
"epoch": 3.0,
"eval_accuracy": 0.8251051199604255,
"eval_combined_score": 0.7957035663589019,
"eval_f1": 0.7663020127573784,
"eval_loss": 0.40289756655693054,
"eval_runtime": 25.5862,
"eval_samples_per_second": 1580.146,
"eval_steps_per_second": 6.175,
"step": 4266
},
{
"epoch": 4.0,
"grad_norm": 3.135880947113037,
"learning_rate": 4.600000000000001e-05,
"loss": 0.2253,
"step": 5688
},
{
"epoch": 4.0,
"eval_accuracy": 0.8326737571110562,
"eval_combined_score": 0.7987869219960146,
"eval_f1": 0.7649000868809731,
"eval_loss": 0.4317234754562378,
"eval_runtime": 25.1067,
"eval_samples_per_second": 1610.326,
"eval_steps_per_second": 6.293,
"step": 5688
},
{
"epoch": 5.0,
"grad_norm": 3.71781587600708,
"learning_rate": 4.5e-05,
"loss": 0.17,
"step": 7110
},
{
"epoch": 5.0,
"eval_accuracy": 0.8364580756863715,
"eval_combined_score": 0.8038662316995577,
"eval_f1": 0.7712743877127439,
"eval_loss": 0.5111433863639832,
"eval_runtime": 25.5197,
"eval_samples_per_second": 1584.268,
"eval_steps_per_second": 6.191,
"step": 7110
},
{
"epoch": 6.0,
"grad_norm": 3.7161002159118652,
"learning_rate": 4.4000000000000006e-05,
"loss": 0.1295,
"step": 8532
},
{
"epoch": 6.0,
"eval_accuracy": 0.8370764283947564,
"eval_combined_score": 0.8060975327593938,
"eval_f1": 0.7751186371240313,
"eval_loss": 0.5110228061676025,
"eval_runtime": 25.2963,
"eval_samples_per_second": 1598.256,
"eval_steps_per_second": 6.246,
"step": 8532
},
{
"epoch": 7.0,
"grad_norm": 3.5093371868133545,
"learning_rate": 4.3e-05,
"loss": 0.1021,
"step": 9954
},
{
"epoch": 7.0,
"eval_accuracy": 0.8337620578778135,
"eval_combined_score": 0.8055066213559684,
"eval_f1": 0.7772511848341233,
"eval_loss": 0.5918472409248352,
"eval_runtime": 25.242,
"eval_samples_per_second": 1601.696,
"eval_steps_per_second": 6.259,
"step": 9954
},
{
"epoch": 7.0,
"step": 9954,
"total_flos": 3.3506166766980096e+17,
"train_loss": 0.25428547398354695,
"train_runtime": 4254.8392,
"train_samples_per_second": 4275.673,
"train_steps_per_second": 16.71
}
],
"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
}
|