--- license: apache-2.0 base_model: openai/whisper-small tags: - generated_from_trainer metrics: - wer model-index: - name: whisper-small-bn-09092023 results: [] --- # whisper-small-bn-09092023 This model is a fine-tuned version of [openai/whisper-small](https://huggingface.co/openai/whisper-small) on the None dataset. It achieves the following results on the evaluation set: - Loss: 0.0498 - Wer: 7.7181 ## 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: 1e-05 - train_batch_size: 16 - eval_batch_size: 32 - seed: 42 - gradient_accumulation_steps: 16 - total_train_batch_size: 256 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_steps: 2500 - training_steps: 8000 ### Training results | Training Loss | Epoch | Step | Validation Loss | Wer | |:-------------:|:-----:|:----:|:---------------:|:-------:| | 0.4968 | 0.16 | 400 | 0.3922 | 44.0283 | | 0.2059 | 0.32 | 800 | 0.1848 | 27.1190 | | 0.1486 | 0.48 | 1200 | 0.1359 | 20.7105 | | 0.1203 | 0.64 | 1600 | 0.1094 | 16.8171 | | 0.1032 | 0.79 | 2000 | 0.0938 | 14.5648 | | 0.0912 | 0.95 | 2400 | 0.0816 | 12.6067 | | 0.0778 | 1.11 | 2800 | 0.0749 | 11.5556 | | 0.0717 | 1.27 | 3200 | 0.0686 | 10.8017 | | 0.0676 | 1.43 | 3600 | 0.0639 | 9.7786 | | 0.0641 | 1.59 | 4000 | 0.0607 | 9.4620 | | 0.0622 | 1.75 | 4400 | 0.0588 | 9.2326 | | 0.0597 | 1.91 | 4800 | 0.0561 | 8.8085 | | 0.0498 | 2.07 | 5200 | 0.0546 | 8.3926 | | 0.0493 | 2.23 | 5600 | 0.0539 | 8.3443 | | 0.0483 | 2.38 | 6000 | 0.0525 | 8.1459 | | 0.0478 | 2.54 | 6400 | 0.0518 | 8.0740 | | 0.0472 | 2.7 | 6800 | 0.0510 | 7.9834 | | 0.0463 | 2.86 | 7200 | 0.0502 | 7.7784 | | 0.0439 | 3.02 | 7600 | 0.0499 | 7.7532 | | 0.0407 | 3.18 | 8000 | 0.0498 | 7.7181 | ### Framework versions - Transformers 4.32.1 - Pytorch 2.0.1+cu117 - Datasets 2.14.4 - Tokenizers 0.13.3