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[Dev] Migrate default backend from tir into tilelang #270
Merged
LeiWang1999
merged 26 commits into
microsoft:main
from
LeiWang1999:change_default_backend
Dec 17, 2024
Merged
[Dev] Migrate default backend from tir into tilelang #270
LeiWang1999
merged 26 commits into
microsoft:main
from
LeiWang1999:change_default_backend
Dec 17, 2024
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…ge_default_backend
Luckily to get all tests passed, but we should also implement NF Format and implement relevant test case. |
This was referenced Dec 17, 2024
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This pull request focuse on improving backend handling, updating data type mappings, and enhancing matrix multiplication operations. The most important changes are summarized below:
Backend Handling Improvements:
backend
parameter in the__init__
method ofbitblas/ops/general_matmul/__init__.py
to use "tl" instead of "tir".dispatch_tir
method todispatch
inbitblas/ops/general_matmul/__init__.py
.Data Type Mappings:
bitblas/builder/wrapper/tl.py
to use new type names forbfloat16
,e4m3_float8
, ande5m2_float8
.Matrix Multiplication Enhancements:
with_bias
inbitblas/ops/general_matmul/tilelang/dense/matmul_simt.py
by including bias shape and updating the main computation loop. [1] [2] [3] [4] [5]retrieve_weight_shape
method inbitblas/ops/general_matmul/__init__.py
to handle cases whereprim_func
isNone
.Testing Enhancements:
testing/python/builder/test_backend_tir_builder.py
.test_repack_from_gptq.py
to include a package requirement decorator forauto_gptq
and refactored the import statement. [1] [2]