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//===- ExtractAddressCmoputations.cpp - Extract address computations -----===//
//
// Part of the LLVM Project, 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
//
//===----------------------------------------------------------------------===//
//
/// This transformation pass rewrites loading/storing from/to a memref with
/// offsets into loading/storing from/to a subview and without any offset on
/// the instruction itself.
//
//===----------------------------------------------------------------------===//
#include "mlir/Dialect/Affine/IR/AffineOps.h"
#include "mlir/Dialect/Arith/IR/Arith.h"
#include "mlir/Dialect/MemRef/IR/MemRef.h"
#include "mlir/Dialect/MemRef/Transforms/Transforms.h"
#include "mlir/Dialect/NVGPU/IR/NVGPUDialect.h"
#include "mlir/Dialect/Utils/StaticValueUtils.h"
#include "mlir/Dialect/Vector/IR/VectorOps.h"
#include "mlir/IR/PatternMatch.h"
using namespace mlir;
namespace {
//===----------------------------------------------------------------------===//
// Helper functions for the `load base[off0...]`
// => `load (subview base[off0...])[0...]` pattern.
//===----------------------------------------------------------------------===//
// Matches getFailureOrSrcMemRef specs for LoadOp.
// \see LoadStoreLikeOpRewriter.
static FailureOr<Value> getLoadOpSrcMemRef(memref::LoadOp loadOp) {
return loadOp.getMemRef();
}
// Matches rebuildOpFromAddressAndIndices specs for LoadOp.
// \see LoadStoreLikeOpRewriter.
static memref::LoadOp rebuildLoadOp(RewriterBase &rewriter,
memref::LoadOp loadOp, Value srcMemRef,
ArrayRef<Value> indices) {
Location loc = loadOp.getLoc();
return rewriter.create<memref::LoadOp>(loc, srcMemRef, indices,
loadOp.getNontemporal());
}
// Matches getViewSizeForEachDim specs for LoadOp.
// \see LoadStoreLikeOpRewriter.
static SmallVector<OpFoldResult>
getLoadOpViewSizeForEachDim(RewriterBase &rewriter, memref::LoadOp loadOp) {
MemRefType ldTy = loadOp.getMemRefType();
unsigned loadRank = ldTy.getRank();
return SmallVector<OpFoldResult>(loadRank, rewriter.getIndexAttr(1));
}
//===----------------------------------------------------------------------===//
// Helper functions for the `store val, base[off0...]`
// => `store val, (subview base[off0...])[0...]` pattern.
//===----------------------------------------------------------------------===//
// Matches getFailureOrSrcMemRef specs for StoreOp.
// \see LoadStoreLikeOpRewriter.
static FailureOr<Value> getStoreOpSrcMemRef(memref::StoreOp storeOp) {
return storeOp.getMemRef();
}
// Matches rebuildOpFromAddressAndIndices specs for StoreOp.
// \see LoadStoreLikeOpRewriter.
static memref::StoreOp rebuildStoreOp(RewriterBase &rewriter,
memref::StoreOp storeOp, Value srcMemRef,
ArrayRef<Value> indices) {
Location loc = storeOp.getLoc();
return rewriter.create<memref::StoreOp>(loc, storeOp.getValueToStore(),
srcMemRef, indices,
storeOp.getNontemporal());
}
// Matches getViewSizeForEachDim specs for StoreOp.
// \see LoadStoreLikeOpRewriter.
static SmallVector<OpFoldResult>
getStoreOpViewSizeForEachDim(RewriterBase &rewriter, memref::StoreOp storeOp) {
MemRefType ldTy = storeOp.getMemRefType();
unsigned loadRank = ldTy.getRank();
return SmallVector<OpFoldResult>(loadRank, rewriter.getIndexAttr(1));
}
//===----------------------------------------------------------------------===//
// Helper functions for the `ldmatrix base[off0...]`
// => `ldmatrix (subview base[off0...])[0...]` pattern.
//===----------------------------------------------------------------------===//
// Matches getFailureOrSrcMemRef specs for LdMatrixOp.
// \see LoadStoreLikeOpRewriter.
static FailureOr<Value> getLdMatrixOpSrcMemRef(nvgpu::LdMatrixOp ldMatrixOp) {
return ldMatrixOp.getSrcMemref();
}
// Matches rebuildOpFromAddressAndIndices specs for LdMatrixOp.
// \see LoadStoreLikeOpRewriter.
static nvgpu::LdMatrixOp rebuildLdMatrixOp(RewriterBase &rewriter,
nvgpu::LdMatrixOp ldMatrixOp,
Value srcMemRef,
ArrayRef<Value> indices) {
Location loc = ldMatrixOp.getLoc();
return rewriter.create<nvgpu::LdMatrixOp>(
loc, ldMatrixOp.getResult().getType(), srcMemRef, indices,
ldMatrixOp.getTranspose(), ldMatrixOp.getNumTiles());
}
//===----------------------------------------------------------------------===//
// Helper functions for the `transfer_read base[off0...]`
// => `transfer_read (subview base[off0...])[0...]` pattern.
//===----------------------------------------------------------------------===//
// Matches getFailureOrSrcMemRef specs for TransferReadOp.
// \see LoadStoreLikeOpRewriter.
template <typename TransferLikeOp>
static FailureOr<Value>
getTransferLikeOpSrcMemRef(TransferLikeOp transferLikeOp) {
Value src = transferLikeOp.getSource();
if (isa<MemRefType>(src.getType()))
return src;
return failure();
}
// Matches rebuildOpFromAddressAndIndices specs for TransferReadOp.
// \see LoadStoreLikeOpRewriter.
static vector::TransferReadOp
rebuildTransferReadOp(RewriterBase &rewriter,
vector::TransferReadOp transferReadOp, Value srcMemRef,
ArrayRef<Value> indices) {
Location loc = transferReadOp.getLoc();
return rewriter.create<vector::TransferReadOp>(
loc, transferReadOp.getResult().getType(), srcMemRef, indices,
transferReadOp.getPermutationMap(), transferReadOp.getPadding(),
transferReadOp.getMask(), transferReadOp.getInBoundsAttr());
}
//===----------------------------------------------------------------------===//
// Helper functions for the `transfer_write base[off0...]`
// => `transfer_write (subview base[off0...])[0...]` pattern.
//===----------------------------------------------------------------------===//
// Matches rebuildOpFromAddressAndIndices specs for TransferWriteOp.
// \see LoadStoreLikeOpRewriter.
static vector::TransferWriteOp
rebuildTransferWriteOp(RewriterBase &rewriter,
vector::TransferWriteOp transferWriteOp, Value srcMemRef,
ArrayRef<Value> indices) {
Location loc = transferWriteOp.getLoc();
return rewriter.create<vector::TransferWriteOp>(
loc, transferWriteOp.getValue(), srcMemRef, indices,
transferWriteOp.getPermutationMapAttr(), transferWriteOp.getMask(),
transferWriteOp.getInBoundsAttr());
}
//===----------------------------------------------------------------------===//
// Generic helper functions used as default implementation in
// LoadStoreLikeOpRewriter.
//===----------------------------------------------------------------------===//
/// Helper function to get the src memref.
/// It uses the already defined getFailureOrSrcMemRef but asserts
/// that the source is a memref.
template <typename LoadStoreLikeOp,
FailureOr<Value> (*getFailureOrSrcMemRef)(LoadStoreLikeOp)>
static Value getSrcMemRef(LoadStoreLikeOp loadStoreLikeOp) {
FailureOr<Value> failureOrSrcMemRef = getFailureOrSrcMemRef(loadStoreLikeOp);
assert(!failed(failureOrSrcMemRef) && "Generic getSrcMemRef cannot be used");
return *failureOrSrcMemRef;
}
/// Helper function to get the sizes of the resulting view.
/// This function gets the sizes of the source memref then substracts the
/// offsets used within \p loadStoreLikeOp. This gives the maximal (for
/// inbound) sizes for the view.
/// The source memref is retrieved using getSrcMemRef on \p loadStoreLikeOp.
template <typename LoadStoreLikeOp, Value (*getSrcMemRef)(LoadStoreLikeOp)>
static SmallVector<OpFoldResult>
getGenericOpViewSizeForEachDim(RewriterBase &rewriter,
LoadStoreLikeOp loadStoreLikeOp) {
Location loc = loadStoreLikeOp.getLoc();
auto extractStridedMetadataOp =
rewriter.create<memref::ExtractStridedMetadataOp>(
loc, getSrcMemRef(loadStoreLikeOp));
SmallVector<OpFoldResult> srcSizes =
extractStridedMetadataOp.getConstifiedMixedSizes();
SmallVector<OpFoldResult> indices =
getAsOpFoldResult(loadStoreLikeOp.getIndices());
SmallVector<OpFoldResult> finalSizes;
AffineExpr s0 = rewriter.getAffineSymbolExpr(0);
AffineExpr s1 = rewriter.getAffineSymbolExpr(1);
for (auto [srcSize, indice] : llvm::zip(srcSizes, indices)) {
finalSizes.push_back(affine::makeComposedFoldedAffineApply(
rewriter, loc, s0 - s1, {srcSize, indice}));
}
return finalSizes;
}
/// Rewrite a store/load-like op so that all its indices are zeros.
/// E.g., %ld = memref.load %base[%off0]...[%offN]
/// =>
/// %new_base = subview %base[%off0,.., %offN][1,..,1][1,..,1]
/// %ld = memref.load %new_base[0,..,0] :
/// memref<1x..x1xTy, strided<[1,..,1], offset: ?>>
///
/// `getSrcMemRef` returns the source memref for the given load-like operation.
///
/// `getViewSizeForEachDim` returns the sizes of view that is going to feed
/// new operation. This must return one size per dimension of the view.
/// The sizes of the view needs to be at least as big as what is actually
/// going to be accessed. Use the provided `loadStoreOp` to get the right
/// sizes.
///
/// Using the given rewriter, `rebuildOpFromAddressAndIndices` creates a new
/// LoadStoreLikeOp that reads from srcMemRef[indices].
/// The returned operation will be used to replace loadStoreOp.
template <typename LoadStoreLikeOp,
FailureOr<Value> (*getFailureOrSrcMemRef)(LoadStoreLikeOp),
LoadStoreLikeOp (*rebuildOpFromAddressAndIndices)(
RewriterBase & /*rewriter*/, LoadStoreLikeOp /*loadStoreOp*/,
Value /*srcMemRef*/, ArrayRef<Value> /*indices*/),
SmallVector<OpFoldResult> (*getViewSizeForEachDim)(
RewriterBase & /*rewriter*/, LoadStoreLikeOp /*loadStoreOp*/) =
getGenericOpViewSizeForEachDim<
LoadStoreLikeOp,
getSrcMemRef<LoadStoreLikeOp, getFailureOrSrcMemRef>>>
struct LoadStoreLikeOpRewriter : public OpRewritePattern<LoadStoreLikeOp> {
using OpRewritePattern<LoadStoreLikeOp>::OpRewritePattern;
LogicalResult matchAndRewrite(LoadStoreLikeOp loadStoreLikeOp,
PatternRewriter &rewriter) const override {
FailureOr<Value> failureOrSrcMemRef =
getFailureOrSrcMemRef(loadStoreLikeOp);
if (failed(failureOrSrcMemRef))
return rewriter.notifyMatchFailure(loadStoreLikeOp,
"source is not a memref");
Value srcMemRef = *failureOrSrcMemRef;
auto ldStTy = cast<MemRefType>(srcMemRef.getType());
unsigned loadStoreRank = ldStTy.getRank();
// Don't waste compile time if there is nothing to rewrite.
if (loadStoreRank == 0)
return rewriter.notifyMatchFailure(loadStoreLikeOp,
"0-D accesses don't need rewriting");
// If our load already has only zeros as indices there is nothing
// to do.
SmallVector<OpFoldResult> indices =
getAsOpFoldResult(loadStoreLikeOp.getIndices());
if (std::all_of(indices.begin(), indices.end(),
[](const OpFoldResult &opFold) {
return isConstantIntValue(opFold, 0);
})) {
return rewriter.notifyMatchFailure(
loadStoreLikeOp, "no computation to extract: offsets are 0s");
}
// Create the array of ones of the right size.
SmallVector<OpFoldResult> ones(loadStoreRank, rewriter.getIndexAttr(1));
SmallVector<OpFoldResult> sizes =
getViewSizeForEachDim(rewriter, loadStoreLikeOp);
assert(sizes.size() == loadStoreRank &&
"Expected one size per load dimension");
Location loc = loadStoreLikeOp.getLoc();
// The subview inherits its strides from the original memref and will
// apply them properly to the input indices.
// Therefore the strides multipliers are simply ones.
auto subview =
rewriter.create<memref::SubViewOp>(loc, /*source=*/srcMemRef,
/*offsets=*/indices,
/*sizes=*/sizes, /*strides=*/ones);
// Rewrite the load/store with the subview as the base pointer.
SmallVector<Value> zeros(loadStoreRank,
rewriter.create<arith::ConstantIndexOp>(loc, 0));
LoadStoreLikeOp newLoadStore = rebuildOpFromAddressAndIndices(
rewriter, loadStoreLikeOp, subview.getResult(), zeros);
rewriter.replaceOp(loadStoreLikeOp, newLoadStore->getResults());
return success();
}
};
} // namespace
void memref::populateExtractAddressComputationsPatterns(
RewritePatternSet &patterns) {
patterns.add<
LoadStoreLikeOpRewriter<
memref::LoadOp,
/*getSrcMemRef=*/getLoadOpSrcMemRef,
/*rebuildOpFromAddressAndIndices=*/rebuildLoadOp,
/*getViewSizeForEachDim=*/getLoadOpViewSizeForEachDim>,
LoadStoreLikeOpRewriter<
memref::StoreOp,
/*getSrcMemRef=*/getStoreOpSrcMemRef,
/*rebuildOpFromAddressAndIndices=*/rebuildStoreOp,
/*getViewSizeForEachDim=*/getStoreOpViewSizeForEachDim>,
LoadStoreLikeOpRewriter<
nvgpu::LdMatrixOp,
/*getSrcMemRef=*/getLdMatrixOpSrcMemRef,
/*rebuildOpFromAddressAndIndices=*/rebuildLdMatrixOp>,
LoadStoreLikeOpRewriter<
vector::TransferReadOp,
/*getSrcMemRef=*/getTransferLikeOpSrcMemRef<vector::TransferReadOp>,
/*rebuildOpFromAddressAndIndices=*/rebuildTransferReadOp>,
LoadStoreLikeOpRewriter<
vector::TransferWriteOp,
/*getSrcMemRef=*/getTransferLikeOpSrcMemRef<vector::TransferWriteOp>,
/*rebuildOpFromAddressAndIndices=*/rebuildTransferWriteOp>>(
patterns.getContext());
}
|