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@@ -18,10 +18,10 @@ license: apache-2.0
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  ## Note : Model has not been initialized. If you want to use it without further finetuning, do a forward pass first to recalculate the normalized weights of the positional convolutional layer :
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- ´´python
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  with torch.no_grad():
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  model_hf(torch.randn((1,300_000)))
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- ´´
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  [Facebook's Wav2Vec2](https://ai.facebook.com/blog/wav2vec-20-learning-the-structure-of-speech-from-raw-audio/)
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  ## Note : Model has not been initialized. If you want to use it without further finetuning, do a forward pass first to recalculate the normalized weights of the positional convolutional layer :
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+ ```ipython
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  with torch.no_grad():
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  model_hf(torch.randn((1,300_000)))
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+ ```
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  [Facebook's Wav2Vec2](https://ai.facebook.com/blog/wav2vec-20-learning-the-structure-of-speech-from-raw-audio/)
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