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Mixed precision / autocast for bf16 and fp16 on NKI #22

@scttfrdmn

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@scttfrdmn

Support dtype="bf16" / dtype="fp16" overrides on einsum. Align with Neuron SDK's autocast recommendations for Trainium.

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