llvm-project/mlir/lib/Interfaces/InferIntRangeInterface.cpp
Fabian Mora aa8499863a
[mlir] Add strided metadata range dataflow analysis (#161280)
Introduces a dataflow analysis for tracking offset, size, and stride
ranges of operations.
Inference of the metadata is accomplished through the implementation of
the interface
`InferStridedMetadataOpInterface`.

To keep the size of the patch small, this patch only implements the
interface for the
`memref.subview` operation. It's future work to add more operations.

Example:
```mlir
func.func @memref_subview(%arg0: memref<8x16x4xf32, strided<[64, 4, 1]>>) {
  %c0 = arith.constant 0 : index
  %c1 = arith.constant 1 : index
  %c2 = arith.constant 2 : index
  %0 = test.with_bounds {smax = 13 : index, smin = 11 : index, umax = 13 : index, umin = 11 : index} : index
  %1 = test.with_bounds {smax = 7 : index, smin = 5 : index, umax = 7 : index, umin = 5 : index} : index
  %subview = memref.subview %arg0[%c0, %c0, %c1] [%1, %0, %c2] [%c1, %c1, %c1] : memref<8x16x4xf32, strided<[64, 4, 1]>> to memref<?x?x?xf32, strided<[?, ?, ?], offset: ?>>
  return
}
```

Applying `mlir-opt --test-strided-metadata-range-analysis` prints:
```
Op: %subview = memref.subview %arg0[%c0, %c0, %c1] [%1, %0, %c2] [%c1, %c1, %c1] : memref<8x16x4xf32, strided<[64, 4, 1]>> to memref<?x?x?xf32, strided<[?, ?, ?], offset: ?>>
  result[0]: strided_metadata<offset = [{unsigned : [1, 1] signed : [1, 1]}], sizes = [{unsigned : [5, 7] signed : [5, 7]}, {unsigned : [11, 13] signed : [11, 13]}, {unsigned : [2, 2] signed : [2, 2]}], strides = [{unsigned : [64, 64] signed : [64, 64]}, {unsigned : [4, 4] signed : [4, 4]}, {unsigned : [1, 1] signed : [1, 1]}]>
```

---------

Signed-off-by: Fabian Mora <fabian.mora-cordero@amd.com>
2025-10-14 10:09:42 -04:00

198 lines
6.9 KiB
C++

//===- InferIntRangeInterface.cpp - Integer range inference interface ---===//
//
// 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
//
//===----------------------------------------------------------------------===//
#include "mlir/Interfaces/InferIntRangeInterface.h"
#include "mlir/IR/BuiltinTypes.h"
#include "mlir/IR/TypeUtilities.h"
#include "mlir/Interfaces/InferIntRangeInterface.cpp.inc"
#include <optional>
using namespace mlir;
bool ConstantIntRanges::operator==(const ConstantIntRanges &other) const {
return umin().getBitWidth() == other.umin().getBitWidth() &&
umin() == other.umin() && umax() == other.umax() &&
smin() == other.smin() && smax() == other.smax();
}
const APInt &ConstantIntRanges::umin() const { return uminVal; }
const APInt &ConstantIntRanges::umax() const { return umaxVal; }
const APInt &ConstantIntRanges::smin() const { return sminVal; }
const APInt &ConstantIntRanges::smax() const { return smaxVal; }
unsigned ConstantIntRanges::getStorageBitwidth(Type type) {
type = getElementTypeOrSelf(type);
if (type.isIndex())
return IndexType::kInternalStorageBitWidth;
if (auto integerType = dyn_cast<IntegerType>(type))
return integerType.getWidth();
// Non-integer types have their bounds stored in width 0 `APInt`s.
return 0;
}
ConstantIntRanges ConstantIntRanges::maxRange(unsigned bitwidth) {
return fromUnsigned(APInt::getZero(bitwidth), APInt::getMaxValue(bitwidth));
}
ConstantIntRanges ConstantIntRanges::constant(const APInt &value) {
return {value, value, value, value};
}
ConstantIntRanges ConstantIntRanges::range(const APInt &min, const APInt &max,
bool isSigned) {
if (isSigned)
return fromSigned(min, max);
return fromUnsigned(min, max);
}
ConstantIntRanges ConstantIntRanges::fromSigned(const APInt &smin,
const APInt &smax) {
unsigned int width = smin.getBitWidth();
APInt umin, umax;
if (smin.isNonNegative() == smax.isNonNegative()) {
umin = smin.ult(smax) ? smin : smax;
umax = smin.ugt(smax) ? smin : smax;
} else {
umin = APInt::getMinValue(width);
umax = APInt::getMaxValue(width);
}
return {umin, umax, smin, smax};
}
ConstantIntRanges ConstantIntRanges::fromUnsigned(const APInt &umin,
const APInt &umax) {
unsigned int width = umin.getBitWidth();
APInt smin, smax;
if (umin.isNonNegative() == umax.isNonNegative()) {
smin = umin.slt(umax) ? umin : umax;
smax = umin.sgt(umax) ? umin : umax;
} else {
smin = APInt::getSignedMinValue(width);
smax = APInt::getSignedMaxValue(width);
}
return {umin, umax, smin, smax};
}
ConstantIntRanges
ConstantIntRanges::rangeUnion(const ConstantIntRanges &other) const {
// "Not an integer" poisons everything and also cannot be fed to comparison
// operators.
if (umin().getBitWidth() == 0)
return *this;
if (other.umin().getBitWidth() == 0)
return other;
const APInt &uminUnion = umin().ult(other.umin()) ? umin() : other.umin();
const APInt &umaxUnion = umax().ugt(other.umax()) ? umax() : other.umax();
const APInt &sminUnion = smin().slt(other.smin()) ? smin() : other.smin();
const APInt &smaxUnion = smax().sgt(other.smax()) ? smax() : other.smax();
return {uminUnion, umaxUnion, sminUnion, smaxUnion};
}
ConstantIntRanges
ConstantIntRanges::intersection(const ConstantIntRanges &other) const {
// "Not an integer" poisons everything and also cannot be fed to comparison
// operators.
if (umin().getBitWidth() == 0)
return *this;
if (other.umin().getBitWidth() == 0)
return other;
const APInt &uminIntersect = umin().ugt(other.umin()) ? umin() : other.umin();
const APInt &umaxIntersect = umax().ult(other.umax()) ? umax() : other.umax();
const APInt &sminIntersect = smin().sgt(other.smin()) ? smin() : other.smin();
const APInt &smaxIntersect = smax().slt(other.smax()) ? smax() : other.smax();
return {uminIntersect, umaxIntersect, sminIntersect, smaxIntersect};
}
std::optional<APInt> ConstantIntRanges::getConstantValue() const {
// Note: we need to exclude the trivially-equal width 0 values here.
if (umin() == umax() && umin().getBitWidth() != 0)
return umin();
if (smin() == smax() && smin().getBitWidth() != 0)
return smin();
return std::nullopt;
}
raw_ostream &mlir::operator<<(raw_ostream &os, const ConstantIntRanges &range) {
os << "unsigned : [";
range.umin().print(os, /*isSigned*/ false);
os << ", ";
range.umax().print(os, /*isSigned*/ false);
return os << "] signed : [" << range.smin() << ", " << range.smax() << "]";
}
IntegerValueRange IntegerValueRange::getMaxRange(Value value) {
unsigned width = ConstantIntRanges::getStorageBitwidth(value.getType());
APInt umin = APInt::getMinValue(width);
APInt umax = APInt::getMaxValue(width);
APInt smin = width != 0 ? APInt::getSignedMinValue(width) : umin;
APInt smax = width != 0 ? APInt::getSignedMaxValue(width) : umax;
return IntegerValueRange{ConstantIntRanges{umin, umax, smin, smax}};
}
raw_ostream &mlir::operator<<(raw_ostream &os, const IntegerValueRange &range) {
range.print(os);
return os;
}
SmallVector<IntegerValueRange>
mlir::getIntValueRanges(ArrayRef<OpFoldResult> values,
GetIntRangeFn getIntRange, int32_t indexBitwidth) {
SmallVector<IntegerValueRange> ranges;
ranges.reserve(values.size());
for (OpFoldResult ofr : values) {
if (auto value = dyn_cast<Value>(ofr)) {
ranges.push_back(getIntRange(value));
continue;
}
// Create a constant range.
auto attr = cast<IntegerAttr>(cast<Attribute>(ofr));
ranges.emplace_back(ConstantIntRanges::constant(
attr.getValue().sextOrTrunc(indexBitwidth)));
}
return ranges;
}
void mlir::intrange::detail::defaultInferResultRanges(
InferIntRangeInterface interface, ArrayRef<IntegerValueRange> argRanges,
SetIntLatticeFn setResultRanges) {
llvm::SmallVector<ConstantIntRanges> unpacked;
unpacked.reserve(argRanges.size());
for (const IntegerValueRange &range : argRanges) {
if (range.isUninitialized())
return;
unpacked.push_back(range.getValue());
}
interface.inferResultRanges(
unpacked,
[&setResultRanges](Value value, const ConstantIntRanges &argRanges) {
setResultRanges(value, IntegerValueRange{argRanges});
});
}
void mlir::intrange::detail::defaultInferResultRangesFromOptional(
InferIntRangeInterface interface, ArrayRef<ConstantIntRanges> argRanges,
SetIntRangeFn setResultRanges) {
auto ranges = llvm::to_vector_of<IntegerValueRange>(argRanges);
interface.inferResultRangesFromOptional(
ranges,
[&setResultRanges](Value value, const IntegerValueRange &argRanges) {
if (!argRanges.isUninitialized())
setResultRanges(value, argRanges.getValue());
});
}