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//===- Utils.cpp - Utilities to support the Linalg dialect ----------------===//
//
// 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 file implements utilities for the Linalg dialect.
//
//===----------------------------------------------------------------------===//
#include "mlir/Dialect/Arith/Utils/Utils.h"
#include "mlir/Dialect/Arith/IR/Arith.h"
#include "mlir/Dialect/Complex/IR/Complex.h"
#include "mlir/IR/ImplicitLocOpBuilder.h"
#include "llvm/ADT/SmallBitVector.h"
using namespace mlir;
/// Matches a ConstantIndexOp.
/// TODO: This should probably just be a general matcher that uses matchConstant
/// and checks the operation for an index type.
detail::op_matcher<arith::ConstantIndexOp> mlir::matchConstantIndex() {
return detail::op_matcher<arith::ConstantIndexOp>();
}
// Returns `success` when any of the elements in `ofrs` was produced by
// arith::ConstantIndexOp. In that case the constant attribute replaces the
// Value. Returns `failure` when no folding happened.
LogicalResult mlir::foldDynamicIndexList(Builder &b,
SmallVectorImpl<OpFoldResult> &ofrs) {
bool valuesChanged = false;
for (OpFoldResult &ofr : ofrs) {
if (ofr.is<Attribute>())
continue;
// Newly static, move from Value to constant.
if (auto cstOp = llvm::dyn_cast_if_present<Value>(ofr)
.getDefiningOp<arith::ConstantIndexOp>()) {
ofr = b.getIndexAttr(cstOp.value());
valuesChanged = true;
}
}
return success(valuesChanged);
}
llvm::SmallBitVector mlir::getPositionsOfShapeOne(unsigned rank,
ArrayRef<int64_t> shape) {
llvm::SmallBitVector dimsToProject(shape.size());
for (unsigned pos = 0, e = shape.size(); pos < e && rank > 0; ++pos) {
if (shape[pos] == 1) {
dimsToProject.set(pos);
--rank;
}
}
return dimsToProject;
}
Value mlir::getValueOrCreateConstantIndexOp(OpBuilder &b, Location loc,
OpFoldResult ofr) {
if (auto value = llvm::dyn_cast_if_present<Value>(ofr))
return value;
auto attr = dyn_cast<IntegerAttr>(llvm::dyn_cast_if_present<Attribute>(ofr));
assert(attr && "expect the op fold result casts to an integer attribute");
return b.create<arith::ConstantIndexOp>(loc, attr.getValue().getSExtValue());
}
Value mlir::getValueOrCreateCastToIndexLike(OpBuilder &b, Location loc,
Type targetType, Value value) {
if (targetType == value.getType())
return value;
bool targetIsIndex = targetType.isIndex();
bool valueIsIndex = value.getType().isIndex();
if (targetIsIndex ^ valueIsIndex)
return b.create<arith::IndexCastOp>(loc, targetType, value);
auto targetIntegerType = dyn_cast<IntegerType>(targetType);
auto valueIntegerType = dyn_cast<IntegerType>(value.getType());
assert(targetIntegerType && valueIntegerType &&
"unexpected cast between types other than integers and index");
assert(targetIntegerType.getSignedness() == valueIntegerType.getSignedness());
if (targetIntegerType.getWidth() > valueIntegerType.getWidth())
return b.create<arith::ExtSIOp>(loc, targetIntegerType, value);
return b.create<arith::TruncIOp>(loc, targetIntegerType, value);
}
static Value convertScalarToIntDtype(ImplicitLocOpBuilder &b, Value operand,
IntegerType toType, bool isUnsigned) {
// If operand is floating point, cast directly to the int type.
if (isa<FloatType>(operand.getType())) {
if (isUnsigned)
return b.create<arith::FPToUIOp>(toType, operand);
return b.create<arith::FPToSIOp>(toType, operand);
}
// Cast index operands directly to the int type.
if (operand.getType().isIndex())
return b.create<arith::IndexCastOp>(toType, operand);
if (auto fromIntType = dyn_cast<IntegerType>(operand.getType())) {
// Either extend or truncate.
if (toType.getWidth() > fromIntType.getWidth()) {
if (isUnsigned)
return b.create<arith::ExtUIOp>(toType, operand);
return b.create<arith::ExtSIOp>(toType, operand);
}
if (toType.getWidth() < fromIntType.getWidth())
return b.create<arith::TruncIOp>(toType, operand);
return operand;
}
return {};
}
static Value convertScalarToFpDtype(ImplicitLocOpBuilder &b, Value operand,
FloatType toType, bool isUnsigned) {
// If operand is integer, cast directly to the float type.
// Note that it is unclear how to cast from BF16<->FP16.
if (isa<IntegerType>(operand.getType())) {
if (isUnsigned)
return b.create<arith::UIToFPOp>(toType, operand);
return b.create<arith::SIToFPOp>(toType, operand);
}
if (auto fromFpTy = dyn_cast<FloatType>(operand.getType())) {
if (toType.getWidth() > fromFpTy.getWidth())
return b.create<arith::ExtFOp>(toType, operand);
if (toType.getWidth() < fromFpTy.getWidth())
return b.create<arith::TruncFOp>(toType, operand);
return operand;
}
return {};
}
static Value convertScalarToComplexDtype(ImplicitLocOpBuilder &b, Value operand,
ComplexType targetType,
bool isUnsigned) {
if (auto fromComplexType = dyn_cast<ComplexType>(operand.getType())) {
if (isa<FloatType>(targetType.getElementType()) &&
isa<FloatType>(fromComplexType.getElementType())) {
Value real = b.create<complex::ReOp>(operand);
Value imag = b.create<complex::ImOp>(operand);
Type targetETy = targetType.getElementType();
if (targetType.getElementType().getIntOrFloatBitWidth() <
fromComplexType.getElementType().getIntOrFloatBitWidth()) {
real = b.create<arith::TruncFOp>(targetETy, real);
imag = b.create<arith::TruncFOp>(targetETy, imag);
} else {
real = b.create<arith::ExtFOp>(targetETy, real);
imag = b.create<arith::ExtFOp>(targetETy, imag);
}
return b.create<complex::CreateOp>(targetType, real, imag);
}
}
if (auto fromFpType = dyn_cast<FloatType>(operand.getType())) {
FloatType toFpTy = cast<FloatType>(targetType.getElementType());
auto toBitwidth = toFpTy.getIntOrFloatBitWidth();
Value from = operand;
if (from.getType().getIntOrFloatBitWidth() < toBitwidth) {
from = b.create<arith::ExtFOp>(toFpTy, from);
}
if (from.getType().getIntOrFloatBitWidth() > toBitwidth) {
from = b.create<arith::TruncFOp>(toFpTy, from);
}
Value zero = b.create<mlir::arith::ConstantFloatOp>(
mlir::APFloat(toFpTy.getFloatSemantics(), 0), toFpTy);
return b.create<complex::CreateOp>(targetType, from, zero);
}
if (auto fromIntType = dyn_cast<IntegerType>(operand.getType())) {
FloatType toFpTy = cast<FloatType>(targetType.getElementType());
Value from = operand;
if (isUnsigned) {
from = b.create<arith::UIToFPOp>(toFpTy, from);
} else {
from = b.create<arith::SIToFPOp>(toFpTy, from);
}
Value zero = b.create<mlir::arith::ConstantFloatOp>(
mlir::APFloat(toFpTy.getFloatSemantics(), 0), toFpTy);
return b.create<complex::CreateOp>(targetType, from, zero);
}
return {};
}
Value mlir::convertScalarToDtype(OpBuilder &b, Location loc, Value operand,
Type toType, bool isUnsignedCast) {
if (operand.getType() == toType)
return operand;
ImplicitLocOpBuilder ib(loc, b);
Value result;
if (auto intTy = dyn_cast<IntegerType>(toType)) {
result = convertScalarToIntDtype(ib, operand, intTy, isUnsignedCast);
} else if (auto floatTy = dyn_cast<FloatType>(toType)) {
result = convertScalarToFpDtype(ib, operand, floatTy, isUnsignedCast);
} else if (auto complexTy = dyn_cast<ComplexType>(toType)) {
result =
convertScalarToComplexDtype(ib, operand, complexTy, isUnsignedCast);
}
if (result)
return result;
emitWarning(loc) << "could not cast operand of type " << operand.getType()
<< " to " << toType;
return operand;
}
SmallVector<Value>
mlir::getValueOrCreateConstantIndexOp(OpBuilder &b, Location loc,
ArrayRef<OpFoldResult> valueOrAttrVec) {
return llvm::to_vector<4>(
llvm::map_range(valueOrAttrVec, [&](OpFoldResult value) -> Value {
return getValueOrCreateConstantIndexOp(b, loc, value);
}));
}
Value ArithBuilder::_and(Value lhs, Value rhs) {
return b.create<arith::AndIOp>(loc, lhs, rhs);
}
Value ArithBuilder::add(Value lhs, Value rhs) {
if (isa<FloatType>(lhs.getType()))
return b.create<arith::AddFOp>(loc, lhs, rhs);
return b.create<arith::AddIOp>(loc, lhs, rhs);
}
Value ArithBuilder::sub(Value lhs, Value rhs) {
if (isa<FloatType>(lhs.getType()))
return b.create<arith::SubFOp>(loc, lhs, rhs);
return b.create<arith::SubIOp>(loc, lhs, rhs);
}
Value ArithBuilder::mul(Value lhs, Value rhs) {
if (isa<FloatType>(lhs.getType()))
return b.create<arith::MulFOp>(loc, lhs, rhs);
return b.create<arith::MulIOp>(loc, lhs, rhs);
}
Value ArithBuilder::sgt(Value lhs, Value rhs) {
if (isa<FloatType>(lhs.getType()))
return b.create<arith::CmpFOp>(loc, arith::CmpFPredicate::OGT, lhs, rhs);
return b.create<arith::CmpIOp>(loc, arith::CmpIPredicate::sgt, lhs, rhs);
}
Value ArithBuilder::slt(Value lhs, Value rhs) {
if (isa<FloatType>(lhs.getType()))
return b.create<arith::CmpFOp>(loc, arith::CmpFPredicate::OLT, lhs, rhs);
return b.create<arith::CmpIOp>(loc, arith::CmpIPredicate::slt, lhs, rhs);
}
Value ArithBuilder::select(Value cmp, Value lhs, Value rhs) {
return b.create<arith::SelectOp>(loc, cmp, lhs, rhs);
}
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