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update model card README.md
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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: es
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split: test
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args: es
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metrics:
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- name: Wer
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type: wer
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value: 8.44550699028117
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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: 0.2520
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- Wer: 8.4455
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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: 1e-05
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- train_batch_size: 64
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- eval_batch_size: 64
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- seed: 42
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- gradient_accumulation_steps: 2
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- total_train_batch_size: 128
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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: 5000
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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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| 0.1386 | 4.01 | 1000 | 0.2464 | 9.8000 |
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| 0.1098 | 8.01 | 2000 | 0.2272 | 8.6229 |
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| 0.028 | 12.02 | 3000 | 0.2577 | 8.6956 |
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| 0.1083 | 16.02 | 4000 | 0.2210 | 8.2123 |
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| 0.0189 | 20.03 | 5000 | 0.2520 | 8.4455 |
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### Framework versions
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- Transformers 4.29.0.dev0
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- Pytorch 2.0.0+cu117
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- Datasets 2.12.1.dev0
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- Tokenizers 0.13.3
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training.log
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[INFO|configuration_utils.py:364] 2023-05-12 06:45:07,589 >> Configuration saved in ./generation_config.json
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[INFO|modeling_utils.py:1855] 2023-05-12 06:45:10,742 >> Model weights saved in ./pytorch_model.bin
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[INFO|feature_extraction_utils.py:369] 2023-05-12 06:45:10,746 >> Feature extractor saved in ./preprocessor_config.json
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[INFO|configuration_utils.py:364] 2023-05-12 06:45:07,589 >> Configuration saved in ./generation_config.json
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[INFO|modeling_utils.py:1855] 2023-05-12 06:45:10,742 >> Model weights saved in ./pytorch_model.bin
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[INFO|feature_extraction_utils.py:369] 2023-05-12 06:45:10,746 >> Feature extractor saved in ./preprocessor_config.json
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Several commits (2) will be pushed upstream.
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{'eval_loss': 0.25196951627731323, 'eval_wer': 8.44550699028117, 'eval_runtime': 3402.3954, 'eval_samples_per_second': 4.561, 'eval_steps_per_second': 0.071, 'epoch': 20.03}
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{'train_runtime': 162214.2802, 'train_samples_per_second': 3.945, 'train_steps_per_second': 0.031, 'train_loss': 0.10428944413661957, 'epoch': 20.03}
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05/12/2023 06:45:57 - WARNING - huggingface_hub.repository - Several commits (2) will be pushed upstream.
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05/12/2023 06:45:57 - WARNING - huggingface_hub.repository - The progress bars may be unreliable.
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cbe0ded..ac68b76 main -> main
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05/12/2023 06:47:27 - WARNING - huggingface_hub.repository - To https://huggingface.co/danielizham/whisper-small-es
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cbe0ded..ac68b76 main -> main
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wandb/run-20230510_094132-lvsln7ks/files/output.log
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[INFO|configuration_utils.py:458] 2023-05-12 06:45:07,586 >> Configuration saved in ./config.json
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[INFO|configuration_utils.py:364] 2023-05-12 06:45:07,589 >> Configuration saved in ./generation_config.json
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[INFO|modeling_utils.py:1855] 2023-05-12 06:45:10,742 >> Model weights saved in ./pytorch_model.bin
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[INFO|configuration_utils.py:458] 2023-05-12 06:45:07,586 >> Configuration saved in ./config.json
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[INFO|modeling_utils.py:1855] 2023-05-12 06:45:10,742 >> Model weights saved in ./pytorch_model.bin
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[INFO|feature_extraction_utils.py:369] 2023-05-12 06:45:10,746 >> Feature extractor saved in ./preprocessor_config.json
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Several commits (2) will be pushed upstream.
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The progress bars may be unreliable.
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05/12/2023 06:45:57 - WARNING - huggingface_hub.repository - Several commits (2) will be pushed upstream.
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Upload file pytorch_model.bin: 931MB [01:20, 15.4MB/s] To https://huggingface.co/danielizham/whisper-small-es
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