[Dev] Rename signature FineGrain
in Kernel with MMA
as MFMA
implementation will be introduced for rocm
#289
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This pull request includes significant changes to the matrix multiplication and dequantization scheduling code in the
bitblas
library. The primary changes involve replacing the existing TensorCore-based schedulers with new Tile Library and MMA-based schedulers. Additionally, several files have been renamed to reflect these changes.Scheduler Updates:
MatmulBlockScheduler
,MatmulFineGrainScheduler
, andMatmulWeightPropagationScheduler
withMatmulTileLibraryScheduler
,MatmulMMAScheduler
, andMatmulMMAWeightPropagationScheduler
respectively inbitblas/ops/general_matmul/tilelang/dense/__init__.py
.MatmulDequantizeBlockScheduler
,MatmulDequantizeFineGrainedScheduler
, andMatmulDequantizeWeightPropagationScheduler
toMatmulDequantizeTileLibraryScheduler
,MatmulDequantizeMMAScheduler
, andMatmulDequantizeMMAWeightPropagationScheduler
respectively inbitblas/ops/general_matmul/tilelang/dequantize/__init__.py
.Function and Class Updates:
is_int4_dtype
function to use the new MMA-based schedulers inbitblas/ops/general_matmul/tilelang/dense/__init__.py
. [1] [2] [3]MatmulScheduler
class to use the new schedulers inbitblas/ops/general_matmul/tilelang/dense/matmul.py
.bitblas/ops/general_matmul/tilelang/dequantize/matmul_dequantize_mma.py
. [1] [2] [3]File Renaming:
matmul_dequantize_tensorcore_finegrained.py
tomatmul_dequantize_mma.py
and updated its imports and class names accordingly. [1] [2]matmul_dequantize_tensorcore_weight_transform.py
tomatmul_dequantize_mma_weight_transform.py
and updated its imports and class names accordingly. [1] [2]matmul_dequantize_tensorcore.py
tomatmul_dequantize_tile.py
and updated its imports and class names accordingly. [1] [2] [3]Test Updates:
testing/python/operators/test_general_matmul_tilelang_impl.py
andtesting/python/operators/test_general_matmul_tilelang_kernel.py
. [1] [2]