|
{ |
|
"best_metric": 0.01635025069117546, |
|
"best_model_checkpoint": "bert-base-uncased-hate-offensive-normal-speech-lr-2e-05/checkpoint-765", |
|
"epoch": 5.0, |
|
"eval_steps": 500, |
|
"global_step": 765, |
|
"is_hyper_param_search": false, |
|
"is_local_process_zero": true, |
|
"is_world_process_zero": true, |
|
"log_history": [ |
|
{ |
|
"epoch": 0.01, |
|
"learning_rate": 1.997385620915033e-05, |
|
"loss": 1.1996, |
|
"step": 1 |
|
}, |
|
{ |
|
"epoch": 1.0, |
|
"learning_rate": 1.6000000000000003e-05, |
|
"loss": 0.6115, |
|
"step": 153 |
|
}, |
|
{ |
|
"epoch": 1.0, |
|
"eval_Macro F1": 0.9729341469616068, |
|
"eval_Macro Precision": 0.9718924972004479, |
|
"eval_Macro Recall": 0.9749090532326395, |
|
"eval_Micro F1": 0.9739413680781759, |
|
"eval_Micro Precision": 0.9739413680781759, |
|
"eval_Micro Recall": 0.9739413680781759, |
|
"eval_Weighted F1": 0.974189084096731, |
|
"eval_Weighted Precision": 0.97531214549646, |
|
"eval_Weighted Recall": 0.9739413680781759, |
|
"eval_accuracy": 0.9739413680781759, |
|
"eval_loss": 0.08827492594718933, |
|
"eval_runtime": 0.6114, |
|
"eval_samples_per_second": 502.164, |
|
"eval_steps_per_second": 32.714, |
|
"step": 153 |
|
}, |
|
{ |
|
"epoch": 2.0, |
|
"learning_rate": 1.2e-05, |
|
"loss": 0.0759, |
|
"step": 306 |
|
}, |
|
{ |
|
"epoch": 2.0, |
|
"eval_Macro F1": 0.993179353485733, |
|
"eval_Macro Precision": 0.9926739926739927, |
|
"eval_Macro Recall": 0.9937955373406194, |
|
"eval_Micro F1": 0.993485342019544, |
|
"eval_Micro Precision": 0.993485342019544, |
|
"eval_Micro Recall": 0.993485342019544, |
|
"eval_Weighted F1": 0.9935063052016132, |
|
"eval_Weighted Precision": 0.9936285213158177, |
|
"eval_Weighted Recall": 0.993485342019544, |
|
"eval_accuracy": 0.993485342019544, |
|
"eval_loss": 0.029480930417776108, |
|
"eval_runtime": 0.5986, |
|
"eval_samples_per_second": 512.887, |
|
"eval_steps_per_second": 33.413, |
|
"step": 306 |
|
}, |
|
{ |
|
"epoch": 3.0, |
|
"learning_rate": 8.000000000000001e-06, |
|
"loss": 0.0279, |
|
"step": 459 |
|
}, |
|
{ |
|
"epoch": 3.0, |
|
"eval_Macro F1": 0.9860112452705044, |
|
"eval_Macro Precision": 0.985663082437276, |
|
"eval_Macro Recall": 0.9868510928961749, |
|
"eval_Micro F1": 0.9869706840390879, |
|
"eval_Micro Precision": 0.9869706840390879, |
|
"eval_Micro Recall": 0.9869706840390879, |
|
"eval_Weighted F1": 0.9870296055601882, |
|
"eval_Weighted Precision": 0.9875310847255788, |
|
"eval_Weighted Recall": 0.9869706840390879, |
|
"eval_accuracy": 0.9869706840390879, |
|
"eval_loss": 0.027695246040821075, |
|
"eval_runtime": 0.6054, |
|
"eval_samples_per_second": 507.13, |
|
"eval_steps_per_second": 33.038, |
|
"step": 459 |
|
}, |
|
{ |
|
"epoch": 4.0, |
|
"learning_rate": 4.000000000000001e-06, |
|
"loss": 0.0207, |
|
"step": 612 |
|
}, |
|
{ |
|
"epoch": 4.0, |
|
"eval_Macro F1": 0.9932684864595648, |
|
"eval_Macro Precision": 0.9935862691960252, |
|
"eval_Macro Recall": 0.9930555555555555, |
|
"eval_Micro F1": 0.993485342019544, |
|
"eval_Micro Precision": 0.993485342019544, |
|
"eval_Micro Recall": 0.993485342019544, |
|
"eval_Weighted F1": 0.9934668006404771, |
|
"eval_Weighted Precision": 0.9935480169133939, |
|
"eval_Weighted Recall": 0.993485342019544, |
|
"eval_accuracy": 0.993485342019544, |
|
"eval_loss": 0.026556001976132393, |
|
"eval_runtime": 0.6018, |
|
"eval_samples_per_second": 510.162, |
|
"eval_steps_per_second": 33.235, |
|
"step": 612 |
|
}, |
|
{ |
|
"epoch": 5.0, |
|
"learning_rate": 0.0, |
|
"loss": 0.0099, |
|
"step": 765 |
|
}, |
|
{ |
|
"epoch": 5.0, |
|
"eval_Macro F1": 0.9932684864595648, |
|
"eval_Macro Precision": 0.9935862691960252, |
|
"eval_Macro Recall": 0.9930555555555555, |
|
"eval_Micro F1": 0.993485342019544, |
|
"eval_Micro Precision": 0.993485342019544, |
|
"eval_Micro Recall": 0.993485342019544, |
|
"eval_Weighted F1": 0.9934668006404771, |
|
"eval_Weighted Precision": 0.9935480169133939, |
|
"eval_Weighted Recall": 0.993485342019544, |
|
"eval_accuracy": 0.993485342019544, |
|
"eval_loss": 0.01635025069117546, |
|
"eval_runtime": 0.5984, |
|
"eval_samples_per_second": 513.075, |
|
"eval_steps_per_second": 33.425, |
|
"step": 765 |
|
}, |
|
{ |
|
"epoch": 5.0, |
|
"step": 765, |
|
"total_flos": 717066286251840.0, |
|
"train_loss": 0.14996177059373045, |
|
"train_runtime": 83.8708, |
|
"train_samples_per_second": 145.939, |
|
"train_steps_per_second": 9.121 |
|
} |
|
], |
|
"logging_steps": 500, |
|
"max_steps": 765, |
|
"num_train_epochs": 5, |
|
"save_steps": 500, |
|
"total_flos": 717066286251840.0, |
|
"trial_name": null, |
|
"trial_params": null |
|
} |
|
|