--- license: apache-2.0 tags: - generated_from_trainer model-index: - name: wav2vec2-xls-r-300m_phoneme-mfa_korean_samsung-54k_003 results: [] --- # wav2vec2-xls-r-300m_phoneme-mfa_korean_samsung-54k_003 This model is a fine-tuned version of [facebook/wav2vec2-xls-r-300m](https://huggingface.co/facebook/wav2vec2-xls-r-300m) on the None dataset. It achieves the following results on the evaluation set: - Loss: 0.2517 - Per: 0.0763 - Learning Rate: 0.0001 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 0.0001 - train_batch_size: 8 - eval_batch_size: 8 - seed: 42 - gradient_accumulation_steps: 2 - total_train_batch_size: 16 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.2 - num_epochs: 20 (EarlyStopping: patience -5) - mixed_precision_training: Native AMP ### Training results | Training Loss | Epoch | Step | Validation Loss | PER | Rate | |:-------------:|:-----:|:-----:|:---------------:|:------:|:------:| | 5.1523 | 1.0 | 3362 | 0.6130 | 0.1649 | 0.0000 | | 0.512 | 2.0 | 6724 | 0.2874 | 0.0959 | 0.0000 | | 0.3554 | 3.0 | 10086 | 0.2540 | 0.0868 | 0.0001 | | 0.2992 | 4.0 | 13448 | 0.2578 | 0.0749 | 0.0001 | | 0.2619 | 5.0 | 16810 | 0.2524 | 0.0808 | 0.0001 | | 0.2313 | 6.0 | 20172 | 0.2496 | 0.0738 | 0.0001 | | 0.2084 | 7.0 | 23534 | 0.2420 | 0.0523 | 0.0001 | | 0.1928 | 8.0 | 26896 | 0.2425 | 0.0523 | 0.0001 | | 0.1791 | 9.0 | 30258 | 0.2426 | 0.0748 | 0.0001 | | 0.1678 | 10.0 | 33620 | 0.2427 | 0.0752 | 0.0001 | | 0.1584 | 11.0 | 36982 | 0.2526 | 0.0792 | 0.0001 | | 0.1483 | 12.0 | 40344 | 0.2517 | 0.0763 | 0.0001 | Final Result: PER 3.88% ### Framework versions - Transformers 4.21.3 - Pytorch 1.12.1 - Datasets 2.4.0 - Tokenizers 0.12.1