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End of training

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  1. README.md +84 -0
  2. generation_config.json +251 -0
  3. pytorch_model.bin +1 -1
README.md ADDED
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+ ---
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+ license: apache-2.0
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+ base_model: openai/whisper-tiny
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+ tags:
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+ - generated_from_trainer
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+ datasets:
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+ - PolyAI/minds14
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+ metrics:
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+ - wer
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+ model-index:
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+ - name: whisper-tiny-en-US
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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: PolyAI/minds14
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+ type: PolyAI/minds14
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+ config: en-US
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+ split: train[450:]
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+ args: en-US
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+ metrics:
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+ - name: Wer
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+ type: wer
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+ value: 0.3884297520661157
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+ ---
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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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+
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+ # whisper-tiny-en-US
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+
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+ This model is a fine-tuned version of [openai/whisper-tiny](https://huggingface.co/openai/whisper-tiny) on the PolyAI/minds14 dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.9670
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+ - Wer Ortho: 0.3825
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+ - Wer: 0.3884
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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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: 32
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+ - eval_batch_size: 16
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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: 50
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+ - training_steps: 4000
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Wer Ortho | Wer |
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+ |:-------------:|:------:|:----:|:---------------:|:---------:|:------:|
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+ | 0.1121 | 35.71 | 500 | 0.7395 | 0.3646 | 0.3660 |
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+ | 0.0526 | 71.43 | 1000 | 0.8020 | 0.3615 | 0.3619 |
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+ | 0.0263 | 107.14 | 1500 | 0.8685 | 0.3769 | 0.3790 |
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+ | 0.0162 | 142.86 | 2000 | 0.9158 | 0.3782 | 0.3825 |
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+ | 0.0152 | 178.57 | 2500 | 0.9300 | 0.3800 | 0.3831 |
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+ | 0.0138 | 214.29 | 3000 | 0.9595 | 0.3905 | 0.3926 |
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+ | 0.0127 | 250.0 | 3500 | 0.9687 | 0.3899 | 0.3949 |
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+ | 0.0119 | 285.71 | 4000 | 0.9670 | 0.3825 | 0.3884 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.34.0.dev0
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+ - Pytorch 2.0.1+cu118
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+ - Datasets 2.14.5
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+ - Tokenizers 0.13.3
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