mirror of
https://github.com/tile-ai/tilelang.git
synced 2026-10-26 07:22:54 +08:00
Lei Wang
872f561366
* [Feature] Add reshape and view functionalities to tilelang language module - Introduced new test files for reshape and view operations in the tilelang language. - Implemented reshape and view functions in the customize module, enhancing buffer manipulation capabilities. - Updated the language initialization to include the new functionalities. - Removed unnecessary import from test_tilelang_language_clamp.py for cleaner code. * Update copyright to Tile-AI Corporation * [Refactor] Clean up whitespace in test files for reshape and view functionalities - Removed unnecessary blank lines in `test_tilelang_language_reshape.py` and `test_tilelang_language_view.py` for improved readability. - Ensured consistent formatting across test files to enhance code clarity.
77 lines
1.8 KiB
Python
77 lines
1.8 KiB
Python
from tilelang import tvm as tvm
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import tilelang.testing
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import tilelang as tl
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def reshape_test(N, M, dtype):
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import tilelang.language as T
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@T.prim_func
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def main(
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A: T.Buffer((N,), dtype),
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B: T.Buffer((N // M, M), dtype),
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):
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with T.Kernel(1) as _:
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A_reshaped = T.reshape(A, [N // M, M])
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T.copy(A_reshaped, B)
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return main
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def run_reshape(N, M, dtype):
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program = reshape_test(N, M, dtype)
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jit_kernel = tl.compile(program, out_idx=-1)
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profiler = jit_kernel.get_profiler()
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def ref_program(A):
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return A.reshape(N // M, M)
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profiler.assert_allclose(ref_program, atol=1e-2, rtol=1e-2)
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def test_reshape_smem():
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# Test reshape
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run_reshape(1024, 32, "float32")
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run_reshape(2048, 64, "float16")
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def reshape_test_smem(N, M, dtype):
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import tilelang.language as T
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@T.prim_func
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def main(
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A: T.Buffer((N,), dtype),
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B: T.Buffer((N // M, M), dtype),
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):
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with T.Kernel(1) as _:
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A_shared = T.alloc_shared((N,), dtype)
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for i in range(N):
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A_shared[i] = A[i]
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A_smem_reshaped = T.reshape(A_shared, [N // M, M])
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for i in range(N // M):
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for j in range(M):
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B[i, j] = A_smem_reshaped[i, j]
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return main
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def run_reshape_smem(N, M, dtype):
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program = reshape_test_smem(N, M, dtype)
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jit_kernel = tl.compile(program, out_idx=-1)
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profiler = jit_kernel.get_profiler()
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def ref_program(A):
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return A.reshape(N // M, M)
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profiler.assert_allclose(ref_program, atol=1e-2, rtol=1e-2)
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def test_reshape_smem_shared():
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run_reshape_smem(1024, 32, "float32")
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run_reshape_smem(2048, 64, "float16")
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if __name__ == "__main__":
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tilelang.testing.main()
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