#include "mlir/Dialect/Affine/IR/AffineOps.h"
#include "mlir/Dialect/Arith/IR/Arith.h"
#include "mlir/Dialect/Arith/Utils/Utils.h"
#include "mlir/Dialect/Linalg/IR/Linalg.h"
#include "mlir/Dialect/MemRef/IR/MemRef.h"
#include "mlir/Dialect/SCF/IR/SCF.h"
#include "mlir/Dialect/Tensor/IR/Tensor.h"
#include "mlir/Dialect/Utils/IndexingUtils.h"
#include "mlir/Dialect/Utils/StructuredOpsUtils.h"
#include "mlir/Dialect/Vector/IR/VectorOps.h"
#include "mlir/Dialect/Vector/Transforms/LoweringPatterns.h"
#include "mlir/Dialect/Vector/Transforms/VectorRewritePatterns.h"
#include "mlir/Dialect/Vector/Utils/VectorUtils.h"
#include "mlir/IR/BuiltinAttributeInterfaces.h"
#include "mlir/IR/BuiltinTypes.h"
#include "mlir/IR/ImplicitLocOpBuilder.h"
#include "mlir/IR/Location.h"
#include "mlir/IR/Matchers.h"
#include "mlir/IR/PatternMatch.h"
#include "mlir/IR/TypeUtilities.h"
#include "mlir/Interfaces/VectorInterfaces.h"
#include "mlir/Support/LogicalResult.h"
#define DEBUG_TYPE "vector-shape-cast-lowering"
using namespace mlir;
using namespace mlir::vector;
namespace {
class ShapeCastOp2DDownCastRewritePattern
: public OpRewritePattern<vector::ShapeCastOp> {
public:
using OpRewritePattern::OpRewritePattern;
LogicalResult matchAndRewrite(vector::ShapeCastOp op,
PatternRewriter &rewriter) const override {
auto sourceVectorType = op.getSourceVectorType();
auto resultVectorType = op.getResultVectorType();
if (sourceVectorType.getRank() != 2 || resultVectorType.getRank() != 1)
return failure();
auto loc = op.getLoc();
Value desc = rewriter.create<arith::ConstantOp>(
loc, resultVectorType, rewriter.getZeroAttr(resultVectorType));
unsigned mostMinorVectorSize = sourceVectorType.getShape()[1];
for (int64_t i = 0, e = sourceVectorType.getShape().front(); i != e; ++i) {
Value vec = rewriter.create<vector::ExtractOp>(loc, op.getSource(), i);
desc = rewriter.create<vector::InsertStridedSliceOp>(
loc, vec, desc,
i * mostMinorVectorSize, 1);
}
rewriter.replaceOp(op, desc);
return success();
}
};
class ShapeCastOp2DUpCastRewritePattern
: public OpRewritePattern<vector::ShapeCastOp> {
public:
using OpRewritePattern::OpRewritePattern;
LogicalResult matchAndRewrite(vector::ShapeCastOp op,
PatternRewriter &rewriter) const override {
auto sourceVectorType = op.getSourceVectorType();
auto resultVectorType = op.getResultVectorType();
if (sourceVectorType.getRank() != 1 || resultVectorType.getRank() != 2)
return failure();
auto loc = op.getLoc();
Value desc = rewriter.create<arith::ConstantOp>(
loc, resultVectorType, rewriter.getZeroAttr(resultVectorType));
unsigned mostMinorVectorSize = resultVectorType.getShape()[1];
for (int64_t i = 0, e = resultVectorType.getShape().front(); i != e; ++i) {
Value vec = rewriter.create<vector::ExtractStridedSliceOp>(
loc, op.getSource(), i * mostMinorVectorSize,
mostMinorVectorSize,
1);
desc = rewriter.create<vector::InsertOp>(loc, vec, desc, i);
}
rewriter.replaceOp(op, desc);
return success();
}
};
class ShapeCastOpRewritePattern : public OpRewritePattern<vector::ShapeCastOp> {
public:
using OpRewritePattern::OpRewritePattern;
LogicalResult matchAndRewrite(vector::ShapeCastOp op,
PatternRewriter &rewriter) const override {
Location loc = op.getLoc();
auto sourceVectorType = op.getSourceVectorType();
auto resultVectorType = op.getResultVectorType();
int64_t srcRank = sourceVectorType.getRank();
int64_t resRank = resultVectorType.getRank();
if ((srcRank == 2 && resRank == 1) || (srcRank == 1 && resRank == 2))
return failure();
int64_t numElts = 1;
for (int64_t r = 0; r < srcRank; r++)
numElts *= sourceVectorType.getDimSize(r);
SmallVector<int64_t> srcIdx(srcRank);
SmallVector<int64_t> resIdx(resRank);
Value result = rewriter.create<arith::ConstantOp>(
loc, resultVectorType, rewriter.getZeroAttr(resultVectorType));
for (int64_t i = 0; i < numElts; i++) {
if (i != 0) {
incIdx(srcIdx, sourceVectorType, srcRank - 1);
incIdx(resIdx, resultVectorType, resRank - 1);
}
Value extract;
if (srcRank == 0) {
assert(srcIdx.empty() && "Unexpected indices for 0-D vector");
extract = rewriter.create<vector::ExtractElementOp>(
loc, op.getSourceVectorType().getElementType(), op.getSource());
} else {
extract =
rewriter.create<vector::ExtractOp>(loc, op.getSource(), srcIdx);
}
if (resRank == 0) {
assert(resIdx.empty() && "Unexpected indices for 0-D vector");
result = rewriter.create<vector::InsertElementOp>(loc, extract, result);
} else {
result =
rewriter.create<vector::InsertOp>(loc, extract, result, resIdx);
}
}
rewriter.replaceOp(op, result);
return success();
}
private:
static void incIdx(SmallVector<int64_t> &idx, VectorType tp, int64_t r) {
assert(0 <= r && r < tp.getRank());
if (++idx[r] == tp.getDimSize(r)) {
idx[r] = 0;
incIdx(idx, tp, r - 1);
}
}
};
}
void mlir::vector::populateVectorShapeCastLoweringPatterns(
RewritePatternSet &patterns, PatternBenefit benefit) {
patterns.add<ShapeCastOp2DDownCastRewritePattern,
ShapeCastOp2DUpCastRewritePattern, ShapeCastOpRewritePattern>(
patterns.getContext(), benefit);
}