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Pytorch TP transformer block benchmarking #2958

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Applies a tensor parallel sharding to NanoGPT transformer block and benchmarks forward and backward pass.
Benchmarks single device transformer block for reference point.

@cowanmeg cowanmeg changed the title Pytorch TP block benchmarking Pytorch TP transformer block benchmarking Sep 18, 2024
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