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PhysicsNeMo container depends on the underlying PyTorch container which dropped support for Pascal GPUs with their 23.xx releases (support matrix).
You'll have to try the older versions of PhysicsNeMo going as far back as V 1.0 (link).

@ktangsali to add any additional suggestions.

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Answer selected by ram-cherukuri
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