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* Add GEMM logic for blockwise quantized tensors.

GEMM test cases included in pytorch integration.
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* Update NVTE_BLOCK_SCALING for GEMM.
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* Update FIXME to TODO with linked issue.
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* MR Feedback. Avoid reusing quantizer objects.
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* Update test import.
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* support columnwise only mode to 1D quantize kernel
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* Document and type code.
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* Dont set high precision dtype.
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* Add test for sanity and CG; fix CG for sequential?
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* Keep make_quantizers API stable

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* LayerNorm linear bwd gather logic.
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* Communication updates.
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* Update transformer_engine/pytorch/ops/op.py

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* Lint fix.
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Support fp8 primary weight in fsdp training
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* Handle case where FP8 current scaling quantizer gets default process group
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* All amaxes of model_weights should participate in reduce-max
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* remove manual setting of workopt path due to dbias after v1 update
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

* fix paddle CI
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

* add post_scale_bias and alibi to sdpa flash support matrix
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

* fix support matrix in header files
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

* move headers back to .cu and change seed/offset to int64
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

* update Megatron commit in L1 test and remove all prints in fused attn test
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

* fix L1 Megatron test
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

* fix fp8 arg in L1 Megatron script
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

* print only when debug flag is on
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

* remove checkpointing loading to avoid loading other tests results
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

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Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>
Signed-off-by: cyanguwa <8636796+cyanguwa@users.noreply.github.com>

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

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

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

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

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

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

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

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

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

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

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

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

* get default file name with time
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

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