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* Refactor _OperationFuserAutogradFunction.forward to use less parameters
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* Review suggestions from @ptrendx

Return default recipe from FP8GlobalStateManager.get_fp8_recipe if needed. Expand error message when failing to load FP8 state after capturing CUDA graph.
Signed-off-by: Tim Moon <tmoon@nvidia.com>

* Avoid unnecessary recursion when saving/loading FP8 state
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* Fix circular import
Signed-off-by: Tim Moon <tmoon@nvidia.com>

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for more information, see https://pre-commit.ci



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Signed-off-by: Tim Moon <tmoon@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Upgrade pylint and first round formatting
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* round 2
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Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

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* Fixes
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

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Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

Add pool argument to make_graphed_callable
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Buf fix for num_warmup_iters=0 case
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* Add option to pass kwargs to CUDA graph module
Signed-off-by: Tim Moon <tmoon@nvidia.com>

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* Debug unit tests
Signed-off-by: Tim Moon <tmoon@nvidia.com>

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* Tweak comments
Signed-off-by: Tim Moon <tmoon@nvidia.com>

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* Apply formatting
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* Apply formatting
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* Modify CUDA graph tests to use grad accumulation steps
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* Initialize grad buffers before capturing CUDA graph in CUDA graph tests
Signed-off-by: Tim Moon <tmoon@nvidia.com>

* Only use BS=2 in CUDA graph tests
Signed-off-by: Tim Moon <tmoon@nvidia.com>

* Update tests/pytorch/test_cuda_graphs.py
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Signed-off-by: Tim Moon <tmoon@nvidia.com>
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* FP8 cuda graphs
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