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[benchmarks] Add docs file. #8023

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**PyTorch/XLA Metrics:** (repeat-specific) the flag `--dump-pytorch-xla-metrics` creates a
new file, dumping PyTorch/XLA metrics, such as graph compiling and execution information.

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@miladm miladm Sep 16, 2024

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Can we have a section on Nightly CI runs - TPU and GPU

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Sure. But I don't really have any information on those nightly CI runs. What should it contain?


**PyTorch/XLA Metrics:** (repeat-specific) the flag `--dump-pytorch-xla-metrics` creates a
new file, dumping PyTorch/XLA metrics, such as graph compiling and execution information.

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Can we include a troubleshooting section? this should include the pitfalls we ran into as well as approaches to debug the benchmark efficiently.

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@miladm I don't think it is appropriate to document any resolved issue here. If there are any features that can be used to debug different performance issues we should absolutely make sure they are captured.

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