Federated Finetuning of OpenAI's Whisper on Raspberry Pi 5

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  • whisper

    Robust Speech Recognition via Large-Scale Weak Supervision

  • v3 only comes in one flavor: large.

    I don’t think you’re going to have a good time running the large model on a Pi of any kind.

    The large models are 32x slower than the tiny models, roughly.[0]

    I’m seeing people report that the Pi 4 can transcribe 30 seconds of audio in somewhere between 30 seconds and 60 seconds with the tiny model.

    You can do the math… 32x = 16 minutes to 32 minutes to transcribe 30 seconds of audio with the large model. Not a good time for most people.

    The Pi 5 could be 2x to 3x faster.

    I should benchmark my Pi 4 sometime (or Pi 5, if it ever shows up).

    [0]: https://github.com/openai/whisper/blob/main/README.md#availa...

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    The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

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