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[PyTorch] Implement Selective Activation Checkpointing for LayerNormMLP with checkpoint flag (#2311)

* custom tests for selective activation checkpointing for layernorm mlp
Signed-off-by: Jaime Cardenas <jaime@evolutionaryscale.ai>

* add selective layernorm mlp to te.pytorch
Signed-off-by: Jaime Cardenas <jaime@evolutionaryscale.ai>

* update test and fix SLNMLP bug
Signed-off-by: Jaime Cardenas <jaime@evolutionaryscale.ai>

* implement slnmlp
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* fix tests pointed out by greptile app bot, still pass
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* minor formatting change in tests/pytorch/selective_layernorm_mlp/distributed/run_numerics.py
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* remove duplicate import in test/pytorch/selective_layernorm_mlp/test_recipe.py
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* clean up tests, remove unused imports
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* remove unused paths in test_deffered_init
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* fix issue with zero_centered_gamma in test_numerics reference implementation
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* clean up tests
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* make comparison.py more extensive, cleaner output
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* fix small typo in tests/pytorch/selective_layernorm_mlp/compare.py
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* fix typo by grepbot in compare.py
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* make selectiuve activation checkpointing optional in slnmlp via checkpoint flag
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* add comments to clarify logic
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* add checkpoint param to pytests, change compare.py to compare checkppoint=False vs checkpoint=True, skip cuda graph tests for checkpoint=True
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Signed-off-by: Jaime Cardenas <jaime@evolutionaryscale.ai>

* refactor tests to call modified LayerNormMLP
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* refactor to implement selective activation checkpointing directly into LayerNormMLP, also fix bug to reach cleanup logic in fwd
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* fix skip explanation for cuda_graphs.py
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* make _recompute deal with lists instead of tuples
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* fix MOST cuda graph failures by initializing identical quantizers during fwd. Float8CurrentScaling with bf16 and fp16 still fail with checkpointing
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* fix cuda graphs issue, all tests pass now
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* fix small logic bugs, clean up
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* integrate tests into main testing scripts
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* incorporate rng state tracking in checkpointing
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* clean up tests
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* fix return type mismatches
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* remove checkpoint test from test_recipe, add sperate test in test_numerics
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* minor typo fix
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* clear up assertions in tests/pytorch/layernorm_mlp/test_selective_activation_checkpoint.py
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* add license and copyright info
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* fix lint issues in layernorm_mlp
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* fix cpu_offload_v1 error
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* possibly fix recomputation in cuda graph bug
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* skip cuda graphs test for SLNMLP with SM>=10.0 and using delayed scaling
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* fix typo for setting IS_FIRST_FP8_MODULE
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* Initial API change
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* Change all imports and api
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* fix typo
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* Change internal uses of fp8_autocast
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* Address nits
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* CG function, and small test fixes
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* Change instances of make_graphed_callables internally
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* Review
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* fix nvfp4 test
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