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authorMatthias Springer <springerm@google.com>2022-11-11 10:32:05 +0100
committerMatthias Springer <springerm@google.com>2022-11-11 11:39:18 +0100
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parent882ddab4c0674763473ca82451bb8fe96a998f5a (diff)
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[mlir][bufferize] Eliminate tensor.empty ops instead of bufferization.alloc_tensor ops
tensor.empty op elimination is an optimization that brings IR in a more bufferization-friendly form. E.g.: ``` %0 = tensor.empty() %1 = linalg.fill(%cst, %0) {inplace = [true]} %2 = tensor.insert_slice %1 into %t[10][20][1] ``` Is rewritten to: ``` %0 = tensor.extract_slice %t[10][20][1] %1 = linalg.fill(%cst, %0) {inplace = [true]} %2 = tensor.insert_slice %1 into %t[10][20][1] ``` This optimization used to operate on bufferization.alloc_tensor ops. This is not correct because the documentation of bufferization.alloc_tensor says that it always bufferizes to an allocation. Instead, this optimization should operate on tensor.empty ops, which can then be lowered to bufferization.alloc_tensor ops (if they don't get eliminated). Differential Revision: https://reviews.llvm.org/D137162
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