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* [BugFix] Fix loop-dependent conditions in IfThenElse within T.Pipelined This commit applies the same strategy used for LetStmt to IfThenElse conditions: 1.Introduced IfWrapper struct to track if conditions that depend on the loop variable 2.Added dependency detection that checks if an if condition uses: - The pipeline loop variable directly, OR - Any variable transitively dependent on the loop variable 3.Loop-dependent conditions are pushed inside each pipeline stage with the loop variable properly substituted for that iteration * Add test for loop-dependent condtions within T.Pipelined * Fix code format
58 lines
1.7 KiB
Python
58 lines
1.7 KiB
Python
import tilelang
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import tilelang.language as T
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import tilelang.testing
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def _make_kernel(M, N):
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dtype = T.bfloat16
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@T.prim_func
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def fwd_main(KV: T.Tensor((M, N), dtype), ids: T.Tensor((4,), T.int32)):
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with T.Kernel(4, threads=1):
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A = T.alloc_shared([N], dtype)
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B = T.alloc_shared([N], dtype)
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# Regression for a bug where InjectSoftwarePipeline left the loop
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# variable as a free var, causing MakePackedAPI to fail
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for i in T.Pipelined(4, num_stages=1):
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_id = ids[i]
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T.copy(KV[_id, :], A)
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T.clear(B)
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return fwd_main
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def _make_kernel_if_cond(M, N):
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dtype = T.bfloat16
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@T.prim_func
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def fwd_main(KV: T.Tensor((M, N), dtype), ids: T.Tensor((4,), T.int32)):
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with T.Kernel(4, threads=1):
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A = T.alloc_shared([N], dtype)
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B = T.alloc_shared([N], dtype)
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# Regression for a bug where InjectSoftwarePipeline left the loop
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# variable as a free var, causing MakePackedAPI to fail
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for i in T.Pipelined(4, num_stages=1):
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if i > 1:
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_id = ids[i]
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T.copy(KV[_id, :], A)
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T.clear(B)
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return fwd_main
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def test_make_packed_api_no_free_loop_var():
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func, func_if_cond = _make_kernel(4, 4), _make_kernel_if_cond(4, 4)
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# Keep warp-specialization/TMA disabled to match the original repro
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cfg = {
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tilelang.PassConfigKey.TL_DISABLE_WARP_SPECIALIZED: True,
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tilelang.PassConfigKey.TL_DISABLE_TMA_LOWER: True,
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}
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tilelang.compile(func, pass_configs=cfg)
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tilelang.compile(func_if_cond, pass_configs=cfg)
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if __name__ == "__main__":
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tilelang.testing.main()
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