[Dev] Implement test case for tilelang transformations #53
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Test case for roadmap #29 |
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This pull request introduces several new test files and functions to enhance the testing capabilities for matrix multiplication and memory access transformations in the
tilelanglibrary. The most important changes include adding new test functions for autotuning matrix multiplication kernels, creating new test functions for JIT compilation of GEMM kernels, and adding tests for legalizing safe memory access and vectorized loops.New Test Functions for Matrix Multiplication:
testing/python/autotune/test_tilelang_autotune.py: Added functionsref_program,get_configs,matmul,test_autotune_get_configs, andtest_autotune_matmulto test autotuning of matrix multiplication kernels.testing/python/jit/test_tilelang_jit_gemm.py: Added functionsmatmu_jit_kernel,run_gemm_jit_kernel, andtest_gemm_jit_kernelto test JIT compilation of GEMM kernels.New Test Functions for Memory Access Transformations:
testing/python/transform/test_tilelang_transform_legalize_safe_memory_access.py: Added functionsvectorize_access_legalize,assert_vectorize_access, andtest_vectorize_accessto test the legalization of safe memory access transformations.testing/python/transform/test_tilelang_transform_legalize_vectorized_loop.py: Added functionsvectorize_access_legalize,assert_vectorize_access, andtest_vectorize_accessto test the legalization of vectorized loop transformations.