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Update README.md of the profiling guide (#13400)
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examples/profiling/README.md

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@@ -339,4 +339,8 @@ there are still some gaps outside the compiled regions. A full compilation
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will likely mitigate it. In case it doesn't, the above observations could
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be useful to mitigate that.
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* Use of CUDA Graphs can also help mitigate CPU overhead related issues. CUDA Graphs can be enabled by setting the `torch.compile` mode to `"reduce-overhead"` or `"max-autotune"`.
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* Diffusers' integration of `torch.compile` is documented [here](https://huggingface.co/docs/diffusers/main/en/optimization/fp16#torchcompile).
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* Diffusers' integration of `torch.compile` is documented [here](https://huggingface.co/docs/diffusers/main/en/optimization/fp16#torchcompile).
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## Acknowledgements
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Thanks to [vkuzo](https://github.com/vkuzo) and [jbschlosser](https://github.com/jbschlosser) from the PyTorch team for providing invaluable feedback on the guide.

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