End of training
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README.md
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- generated_from_trainer
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datasets:
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- librispeech_asr
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model-index:
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- name: SpeechGPT
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results:
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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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# SpeechGPT
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This model is a fine-tuned version of [openai/whisper-small](https://huggingface.co/openai/whisper-small) on the librispeech_asr dataset.
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## Model description
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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:
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- eval_batch_size: 8
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- seed: 42
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- gradient_accumulation_steps:
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- total_train_batch_size: 16
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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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-
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- mixed_precision_training: Native AMP
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### Training results
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### Framework versions
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- generated_from_trainer
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datasets:
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- librispeech_asr
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metrics:
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- wer
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model-index:
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- name: SpeechGPT
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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: librispeech_asr
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type: librispeech_asr
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config: clean
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split: None
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args: 'config: clean, split: train'
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metrics:
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- name: Wer
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type: wer
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value: 23.544963481436394
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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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# SpeechGPT
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This model is a fine-tuned version of [openai/whisper-small](https://huggingface.co/openai/whisper-small) on the librispeech_asr dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.5354
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- Wer: 23.5450
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## Model description
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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: 8
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- eval_batch_size: 8
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- seed: 42
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- gradient_accumulation_steps: 2
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- total_train_batch_size: 16
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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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- num_epochs: 1
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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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| 1.0518 | 0.12 | 1000 | 0.7491 | 31.7103 |
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| 0.8884 | 0.24 | 2000 | 0.6588 | 27.4003 |
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| 0.8061 | 0.36 | 3000 | 0.6177 | 26.4569 |
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| 0.8549 | 0.48 | 4000 | 0.5888 | 25.5002 |
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| 0.7836 | 0.6 | 5000 | 0.5688 | 25.8939 |
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| 0.691 | 0.72 | 6000 | 0.5542 | 24.1574 |
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| 0.7044 | 0.84 | 7000 | 0.5429 | 23.5450 |
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| 0.7309 | 0.97 | 8000 | 0.5354 | 23.5450 |
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### Framework versions
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model.safetensors
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