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Add env to chose blocklen of blockwise quantize.
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Fix pytest of blockwise error
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Resolve new api in  int8 gemm test
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* Add support for Fused Attn MLA head_dim_qk != head_dim_v
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	Modify Fused Attn related cpp and csrc extension API calls to accept different head_dims for qk and v
	Modify DotProductAttention call() to extract head dims separately for qk and v
	Modify the FusedAttn Tests to accommodate for API changes in FusedAttn API
	Add test case for head_dim_qk != head_dim_v (failing)
	Modify the baseline JAX appropriately to reshape the output vector based on v dims and not q dims
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* Fix context dims in general DPA in test_fused_attn
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* Fix dim for output tensor by replacing with v head dim rather than q head dim
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* Modify the fused attn jax unit test case for head dim qk != head dim v
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* Use new FusedAttnRunner function signature for separate hidden dim for qk and v in Fused Attn distributed tests
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* Fix usage of is_fused_attn signature in distributed tests
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* Remove unnecessary assert
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* add support for head dim > 128
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* fix tols for Unfused
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* Refactoring to BitsNum in progress
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* Fixed errors in JAX C++ extensions
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* Debug MXFP8 tests
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* Do not initialize quantized weights with column-wise usage in inference mode
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* Fix bug in test
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Revert "[JAX] GroupedDense v.2 without dynamic shape (#1721)"

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