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Try A100-80GB for more memory bandwidth
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modal_app/fit_weights.py

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secrets=[hf_secret],
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memory=32768,
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cpu=4.0,
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gpu="A100-40GB",
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gpu="A100-80GB",
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timeout=14400,
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)
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def fit_weights(branch: str = "main", epochs: int = 200) -> bytes:

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