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compiler/plugins/target/AMD-AIE/iree-amd-aie/Transforms/AMDAIECanonicalizeNpuDmaCpyNd.cpp
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// Copyright 2024 The IREE Authors | ||
// | ||
// Licensed under the Apache License v2.0 with LLVM Exceptions. | ||
// See https://llvm.org/LICENSE.txt for license information. | ||
// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception | ||
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#include <memory> | ||
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#include "iree-amd-aie/IR/AMDAIEDialect.h" | ||
#include "iree-amd-aie/IR/AMDAIEOps.h" | ||
#include "iree-amd-aie/Transforms/Passes.h" | ||
#include "mlir/Dialect/Utils/StaticValueUtils.h" | ||
#include "mlir/Pass/Pass.h" | ||
#include "mlir/Pass/PassManager.h" | ||
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#define DEBUG_TYPE "iree-amdaie-canonicalize-npu-dma-cpy-nd" | ||
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namespace mlir::iree_compiler::AMDAIE { | ||
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class AMDAIECanonicalizeNpuDmaCpyNdPass | ||
: public impl::AMDAIECanonicalizeNpuDmaCpyNdBase< | ||
AMDAIECanonicalizeNpuDmaCpyNdPass> { | ||
public: | ||
void getDependentDialects(DialectRegistry ®istry) const override { | ||
registry.insert<AMDAIEDialect>(); | ||
} | ||
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void runOnOperation() override { | ||
MLIRContext *context = &getContext(); | ||
ModuleOp moduleOp = getOperation(); | ||
IRRewriter rewriter(context); | ||
Attribute zero = rewriter.getIndexAttr(0); | ||
Attribute one = rewriter.getIndexAttr(1); | ||
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WalkResult walkResult = moduleOp->walk([&](NpuDmaCpyNdOp dmaOp) { | ||
SmallVector<OpFoldResult> srcOffsets = dmaOp.getSourceMixedOffsets(); | ||
SmallVector<OpFoldResult> srcSizes = dmaOp.getSourceMixedSizes(); | ||
SmallVector<OpFoldResult> srcStrides = dmaOp.getSourceMixedStrides(); | ||
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SmallVector<OpFoldResult> tgtOffsets = dmaOp.getTargetMixedOffsets(); | ||
SmallVector<OpFoldResult> tgtSizes = dmaOp.getTargetMixedSizes(); | ||
SmallVector<OpFoldResult> tgtStrides = dmaOp.getTargetMixedStrides(); | ||
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// The first step in canonicalization is padding the offsets/sizes/strides | ||
// vectors to be of rank `nbDimensions`. If the rank of any of these | ||
// vectors is greater than `nbDimensions`, then this is impossible. | ||
bool allValidRanks = srcOffsets.size() <= nbDimensions && | ||
srcSizes.size() <= nbDimensions && | ||
srcStrides.size() <= nbDimensions && | ||
tgtOffsets.size() <= nbDimensions && | ||
tgtSizes.size() <= nbDimensions && | ||
tgtStrides.size() <= nbDimensions; | ||
if (!allValidRanks) { | ||
dmaOp.emitOpError() | ||
<< " has offsets/sizes/strides attributes that are " | ||
"larger than the target canonicalization dimension of " | ||
<< nbDimensions << "."; | ||
return WalkResult::interrupt(); | ||
} | ||
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// If the source is in L3, then canonicalize the source addressing. | ||
// 1) Pad to the correct rank | ||
// 2) Move the zero stride (if any) to the outer-most (slowest) dim. | ||
if (dmaOp.getSourceMemorySpaceAsUInt() == 0) { | ||
if (!dmaOp.hasSourceAddressing()) { | ||
dmaOp.emitOpError() | ||
<< "has source in L3, but does not have source addressing. " | ||
"Source addressing is required to canonicalize here."; | ||
return WalkResult::interrupt(); | ||
} | ||
srcOffsets = getPrepended(srcOffsets, zero); | ||
srcSizes = getPrepended(srcSizes, one); | ||
srcStrides = getPrepended(srcStrides, zero); | ||
std::optional<uint32_t> maybeSwapIndex = | ||
verifyAndGetZeroStrideIndex(srcSizes, srcStrides, dmaOp); | ||
if (!maybeSwapIndex.has_value()) { | ||
return WalkResult::interrupt(); | ||
} | ||
uint32_t swapIndex = maybeSwapIndex.value(); | ||
bubble(srcOffsets, swapIndex); | ||
bubble(srcSizes, swapIndex); | ||
bubble(srcStrides, swapIndex); | ||
} | ||
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if (dmaOp.getTargetMemorySpaceAsUInt() == 0) { | ||
if (!dmaOp.hasTargetAddressing()) { | ||
dmaOp.emitOpError() | ||
<< "has target in L3, but does not have target addressing. " | ||
"Target addressing is required to canonicalize here."; | ||
return WalkResult::interrupt(); | ||
} | ||
tgtOffsets = getPrepended(tgtOffsets, zero); | ||
tgtSizes = getPrepended(tgtSizes, one); | ||
tgtStrides = getPrepended(tgtStrides, zero); | ||
std::optional<uint32_t> maybeSwapIndex = | ||
verifyAndGetZeroStrideIndex(tgtSizes, tgtStrides, dmaOp); | ||
if (!maybeSwapIndex.has_value()) { | ||
return WalkResult::interrupt(); | ||
} | ||
uint32_t swapIndex = maybeSwapIndex.value(); | ||
bubble(tgtOffsets, swapIndex); | ||
bubble(tgtSizes, swapIndex); | ||
bubble(tgtStrides, swapIndex); | ||
} | ||
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rewriter.setInsertionPoint(dmaOp); | ||
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// Replace the npu.dma_cpy_nd with the canonicalized version. | ||
dmaOp = rewriter.replaceOpWithNewOp<AMDAIE::NpuDmaCpyNdOp>( | ||
dmaOp, dmaOp.getDma(), dmaOp.getTarget(), tgtOffsets, tgtSizes, | ||
tgtStrides, dmaOp.getTargetBdId(), dmaOp.getSource(), srcOffsets, | ||
srcSizes, srcStrides, dmaOp.getSourceBdId()); | ||
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return WalkResult::advance(); | ||
}); | ||
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if (walkResult.wasInterrupted()) { | ||
return signalPassFailure(); | ||
} | ||
} | ||
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private: | ||
/// Repeat prepend 'def' to 'tail' to make 'tail' have nbDimensions elements. | ||
SmallVector<OpFoldResult> getPrepended(ArrayRef<OpFoldResult> tail, | ||
Attribute def) { | ||
assert(tail.size() <= nbDimensions); | ||
SmallVector<OpFoldResult> res(nbDimensions, def); | ||
std::copy(tail.begin(), tail.end(), | ||
res.begin() + nbDimensions - tail.size()); | ||
return res; | ||
} | ||
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static size_t getLowestIndexMaybeAboveOne(ArrayRef<OpFoldResult> v) { | ||
for (size_t i = 0; i < v.size(); i++) { | ||
std::optional<int64_t> maybe = getConstantIntValue(v[i]); | ||
if (!maybe.has_value() || maybe.value() > 1) { | ||
return i; | ||
} | ||
} | ||
return v.size(); | ||
} | ||
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static size_t getHighestIndexMaybeZero(ArrayRef<OpFoldResult> v) { | ||
for (size_t i = v.size(); i > 0; i--) { | ||
std::optional<int64_t> maybe = getConstantIntValue(v[i - 1]); | ||
if (!maybe.has_value() || maybe.value() == 0) { | ||
return i - 1; | ||
} | ||
} | ||
return 0; | ||
} | ||
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/// Get the highest index where the stride is 0. If this index is greater | ||
/// than the lowest index where the size is greater than 1, then fail. | ||
std::optional<uint32_t> verifyAndGetZeroStrideIndex( | ||
ArrayRef<OpFoldResult> sizes, ArrayRef<OpFoldResult> strides, | ||
NpuDmaCpyNdOp dmaOp) { | ||
assert(strides.size() == sizes.size() && strides.size() == nbDimensions); | ||
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size_t firstNonUnitDim = getLowestIndexMaybeAboveOne(sizes); | ||
size_t lastZeroStrideDim = getHighestIndexMaybeZero(strides); | ||
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if (firstNonUnitDim < lastZeroStrideDim) { | ||
// Limitation until AIE-4. | ||
dmaOp.emitOpError("might have stride=0 in dimension ") | ||
<< lastZeroStrideDim << ", and size>1 in dimension " | ||
<< firstNonUnitDim << ". As " << firstNonUnitDim << " < " | ||
<< lastZeroStrideDim | ||
<< ", this cannot be supported -- the zero stride cannot be moved " | ||
"to the outer-most (slowest) dimension, as required by current " | ||
"AIE architecture."; | ||
return {}; | ||
} | ||
return lastZeroStrideDim; | ||
} | ||
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/// Example, for swapIndex = 2. | ||
/// Input | ||
/// [0 1 7 13] | ||
/// is mutated to | ||
/// [7 0 1 13] | ||
static void bubble(MutableArrayRef<OpFoldResult> arr, size_t swapIndex) { | ||
if (swapIndex > 0) { | ||
std::rotate(arr.begin(), arr.begin() + swapIndex, | ||
arr.begin() + swapIndex + 1); | ||
} | ||
} | ||
}; | ||
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std::unique_ptr<Pass> createAMDAIECanonicalizeNpuDmaCpyNdPass() { | ||
return std::make_unique<AMDAIECanonicalizeNpuDmaCpyNdPass>(); | ||
} | ||
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} // namespace mlir::iree_compiler::AMDAIE |
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