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It should not download the model each time once it is fully downloaded. It appears that the Azure CDN that we're using is not particularly friendly with your network. Does it download any faster if you try this address in your browser:

https://openaipublic.azureedge.net/main/whisper/models/345ae4da62f9b3d59415adc60127b97c714f32e89e936602e85993674d08dcb1/medium.pt

Alternatively, you could try this non-CDN address which is typically slower:

https://openaipublic.blob.core.windows.net/main/whisper/models/345ae4da62f9b3d59415adc60127b97c714f32e89e936602e85993674d08dcb1/medium.pt

Once downloaded, Whisper can use the model if you copy them to ~/.cache/whisper/medium.pt.

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@lazarok09
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@vincedani
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@skywalk-explore
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@glangford
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@skywalk-explore
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Answer selected by jongwook
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