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Update README.md

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@@ -36,18 +36,15 @@ import torch
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  import torchaudio
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  from huggingface_hub import hf_hub_download
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  model_file = hf_hub_download(repo_id='Jenthe/ECAPA2', filename='model.pt')
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  model = torch.jit.load(model_file, map_location='cpu')
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  audio, sr = torchaudio.load('sample.wav')
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- model = torch.jit.load(model_file, map_location='cpu')
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  embedding = model.extract_embedding(audio)
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  ```
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- Subsequent calls will load the previously downloaded model automatically.
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-
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- Note: input audio should have a sample rate of 16 kHz.
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-
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  ### Hierarchical Feature Extraction
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  For the extraction of other hierachical features, a separate model function is provided:
 
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  import torchaudio
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  from huggingface_hub import hf_hub_download
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+ # automatically checks for cached file
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  model_file = hf_hub_download(repo_id='Jenthe/ECAPA2', filename='model.pt')
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  model = torch.jit.load(model_file, map_location='cpu')
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+ # input audio should have a sample rate of 16 kHz
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  audio, sr = torchaudio.load('sample.wav')
 
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  embedding = model.extract_embedding(audio)
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  ```
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  ### Hierarchical Feature Extraction
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  For the extraction of other hierachical features, a separate model function is provided: