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Update README.md

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@@ -64,6 +64,9 @@ signal, fs =torchaudio.load('samples/audio_samples/example1.wav')
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  embeddings = classifier.encode_batch(signal)
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  ```
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  ### Inference on GPU
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  To perform inference on the GPU, add `run_opts={"device":"cuda"}` when calling the `from_hparams` method.
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  embeddings = classifier.encode_batch(signal)
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  ```
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+ The system is trained with recordings sampled at 16kHz (single channel).
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+ The code will automatically normalize your audio (i.e., resampling + mono channel selection) when calling *classify_file* if needed. Make sure your input tensor is compliant with the expected sampling rate if you use *encode_batch* and *classify_batch*.
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+
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  ### Inference on GPU
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  To perform inference on the GPU, add `run_opts={"device":"cuda"}` when calling the `from_hparams` method.
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