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README.md
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---
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license: apache-2.0
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tags:
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- generated_from_trainer
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datasets:
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- common_voice_11_0
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metrics:
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- wer
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model-index:
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- name: openai/whisper-small
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results:
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- task:
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name: Automatic Speech Recognition
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type: automatic-speech-recognition
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dataset:
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name: common_voice_11_0
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type: common_voice_11_0
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config: it
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split: test
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args: it
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metrics:
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- name: Wer
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type: wer
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value: 12.502657877950243
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# openai/whisper-small
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This model is a fine-tuned version of [openai/whisper-small](https://huggingface.co/openai/whisper-small) on the common_voice_11_0 dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.2698
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- Wer: 12.5027
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 8e-06
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- train_batch_size: 64
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- eval_batch_size: 32
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- lr_scheduler_warmup_steps: 500
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- training_steps: 6000
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Wer |
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|:-------------:|:-----:|:----:|:---------------:|:-------:|
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| 0.2737 | 2.01 | 1000 | 0.2728 | 13.4097 |
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| 0.1536 | 4.02 | 2000 | 0.2611 | 12.9897 |
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| 0.0905 | 6.03 | 3000 | 0.2686 | 12.9273 |
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| 0.1301 | 8.04 | 4000 | 0.2534 | 12.3040 |
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| 0.096 | 10.05 | 5000 | 0.2727 | 12.6130 |
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| 0.0604 | 12.06 | 6000 | 0.2698 | 12.5027 |
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### Framework versions
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- Transformers 4.26.0.dev0
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- Pytorch 1.13.0+cu117
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- Datasets 2.7.1.dev0
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- Tokenizers 0.13.2
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log
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[INFO|configuration_utils.py:447] 2022-12-15 17:20:48,112 >> Configuration saved in ./config.json
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[INFO|modeling_utils.py:1680] 2022-12-15 17:20:49,374 >> Model weights saved in ./pytorch_model.bin
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[INFO|feature_extraction_utils.py:368] 2022-12-15 17:20:49,390 >> Feature extractor saved in ./preprocessor_config.json
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[INFO|configuration_utils.py:447] 2022-12-15 17:20:48,112 >> Configuration saved in ./config.json
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[INFO|modeling_utils.py:1680] 2022-12-15 17:20:49,374 >> Model weights saved in ./pytorch_model.bin
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[INFO|feature_extraction_utils.py:368] 2022-12-15 17:20:49,390 >> Feature extractor saved in ./preprocessor_config.json
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Several commits (2) will be pushed upstream.
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{'eval_loss': 0.26977524161338806, 'eval_wer': 12.502657877950243, 'eval_runtime': 5061.9846, 'eval_samples_per_second': 2.964, 'eval_steps_per_second': 0.093, 'epoch': 12.06}
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{'train_runtime': 84190.0984, 'train_samples_per_second': 4.561, 'train_steps_per_second': 0.071, 'train_loss': 0.1507516227165858, 'epoch': 12.06}
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12/15/2022 17:21:21 - WARNING - huggingface_hub.repository - Several commits (2) will be pushed upstream.
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The progress bars may be unreliable.
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12/15/2022 17:21:21 - WARNING - huggingface_hub.repository - The progress bars may be unreliable.
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remote: LFS file scan complete.
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To https://huggingface.co/nefasto/whisper-small-it
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1875cbe..950168c main -> main
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12/15/2022 17:21:26 - WARNING - huggingface_hub.repository - remote: Scanning LFS files for validity, may be slow...
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remote: LFS file scan complete.
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To https://huggingface.co/nefasto/whisper-small-it
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1875cbe..950168c main -> main
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