| Training Metrics Summary | |
| ======================================== | |
| training_loss: 0.0098 | |
| epochs_completed: 3.0000 | |
| original_train_samples: 545828.0000 | |
| windowed_train_features: 762683.0000 | |
| original_validation_samples: 136457.0000 | |
| windowed_validation_features: 194270.0000 | |
| benign_samples_used: 671100.0000 | |
| malicious_samples_used: 11185.0000 | |
| benign_to_malicious_ratio: 60.0000 | |
| vocab_size: 30522.0000 | |
| max_length: 512.0000 | |
| window_stride: 128.0000 | |
| batch_size: 16.0000 | |
| eval_loss: 0.0094 | |
| eval_accuracy: 0.9984 | |
| eval_f1: 0.9532 | |
| eval_precision: 0.9743 | |
| eval_recall: 0.9330 | |
| eval_runtime: 107.9760 | |
| eval_samples_per_second: 1799.1970 | |
| eval_steps_per_second: 112.4510 | |
| epoch: 3.0000 | |
| ======================================== | |
| Training completed successfully | |