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// Copyright 2019 Google LLC
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// https://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
#include "compiler/IR/Sequencer/LLOps.h"
#include "compiler/IR/Ops.h"
#include "compiler/Utils/OpUtils.h"
#include "mlir/IR/Attributes.h"
#include "mlir/IR/Builders.h"
#include "mlir/IR/Function.h"
#include "mlir/IR/Matchers.h"
#include "mlir/IR/Module.h"
#include "mlir/IR/OpImplementation.h"
#include "mlir/IR/Operation.h"
#include "mlir/IR/PatternMatch.h"
#include "mlir/IR/TypeUtilities.h"
#include "mlir/Support/STLExtras.h"
namespace mlir {
namespace iree_compiler {
namespace IREESeq {
namespace LL {
namespace {
static LogicalResult verifyWorkload(Operation *op, Value *workload) {
if (auto workloadType = workload->getType().dyn_cast<MemRefType>()) {
if (workloadType.getNumElements() != 3) {
return op->emitOpError("workload must be specified as (x,y,z) but has ")
<< workloadType.getNumElements()
<< " elements (type=" << workload->getType() << ")";
}
return success();
}
return op->emitOpError(
"workload must be specified as an (x,y,z) memref but has type ")
<< workload->getType();
}
static LogicalResult verifyWorkload(Operation *op, ElementsAttr workload) {
if (workload.getNumElements() != 3) {
return op->emitOpError("workload must be specified as (x,y,z) but has ")
<< workload.getNumElements() << " elements (value=" << workload
<< ")";
}
return success();
}
} // namespace
//===----------------------------------------------------------------------===//
// iree_ll_seq.constant
//===----------------------------------------------------------------------===//
OpFoldResult ConstantOp::fold(ArrayRef<Attribute> operands) {
return getValue();
}
//===----------------------------------------------------------------------===//
// iree_ll_seq.call
//===----------------------------------------------------------------------===//
static ParseResult parseCallOp(OpAsmParser &parser, OperationState &state) {
SymbolRefAttr calleeAttr;
FunctionType calleeType;
SmallVector<OpAsmParser::OperandType, 4> operands;
auto calleeLoc = parser.getNameLoc();
if (parser.parseAttribute(calleeAttr, "callee", state.attributes) ||
parser.parseOperandList(operands, OpAsmParser::Delimiter::Paren) ||
parser.parseOptionalAttributeDict(state.attributes) ||
parser.parseColonType(calleeType) ||
parser.addTypesToList(calleeType.getResults(), state.types) ||
parser.resolveOperands(operands, calleeType.getInputs(), calleeLoc,
state.operands)) {
return failure();
}
return success();
}
static void printCallOp(OpAsmPrinter &p, CallOp op) {
p << "iree_ll_seq.call " << op.getAttr("callee") << '(';
p.printOperands(op.getOperands());
p << ')';
p.printOptionalAttrDict(op.getAttrs(), /*elidedAttrs=*/{"callee"});
p << " : ";
p.printType(op.getCalleeType());
}
FunctionType CallOp::getCalleeType() {
SmallVector<Type, 4> resultTypes(getResultTypes());
SmallVector<Type, 8> argTypes(getOperandTypes());
return FunctionType::get(argTypes, resultTypes, getContext());
}
//===----------------------------------------------------------------------===//
// iree_ll_seq.call_import
//===----------------------------------------------------------------------===//
static ParseResult parseCallImportOp(OpAsmParser &parser,
OperationState &state) {
SymbolRefAttr calleeAttr;
FunctionType calleeType;
SmallVector<OpAsmParser::OperandType, 4> operands;
auto calleeLoc = parser.getNameLoc();
if (parser.parseAttribute(calleeAttr, "callee", state.attributes) ||
parser.parseOperandList(operands, OpAsmParser::Delimiter::Paren) ||
parser.parseOptionalAttributeDict(state.attributes) ||
parser.parseColonType(calleeType) ||
parser.addTypesToList(calleeType.getResults(), state.types) ||
parser.resolveOperands(operands, calleeType.getInputs(), calleeLoc,
state.operands)) {
return failure();
}
return success();
}
static void printCallImportOp(OpAsmPrinter &p, CallImportOp op) {
p << "iree_ll_seq.call_import " << op.getAttr("callee") << '(';
p.printOperands(op.getOperands());
p << ')';
p.printOptionalAttrDict(op.getAttrs(), /*elidedAttrs=*/{"callee"});
p << " : ";
p.printType(op.getCalleeType());
}
FunctionType CallImportOp::getCalleeType() {
SmallVector<Type, 4> resultTypes(getResultTypes());
SmallVector<Type, 8> argTypes(getOperandTypes());
return FunctionType::get(argTypes, resultTypes, getContext());
}
//===----------------------------------------------------------------------===//
// iree_ll_seq.call_indirect
//===----------------------------------------------------------------------===//
static ParseResult parseCallIndirectOp(OpAsmParser &parser,
OperationState &result) {
FunctionType calleeType;
OpAsmParser::OperandType callee;
llvm::SMLoc operandsLoc;
SmallVector<OpAsmParser::OperandType, 4> operands;
return failure(
parser.parseOperand(callee) || parser.getCurrentLocation(&operandsLoc) ||
parser.parseOperandList(operands, OpAsmParser::Delimiter::Paren) ||
parser.parseOptionalAttributeDict(result.attributes) ||
parser.parseColonType(calleeType) ||
parser.resolveOperand(callee, calleeType, result.operands) ||
parser.resolveOperands(operands, calleeType.getInputs(), operandsLoc,
result.operands) ||
parser.addTypesToList(calleeType.getResults(), result.types));
}
static void printCallIndirectOp(OpAsmPrinter &p, CallIndirectOp op) {
p << "iree_ll_seq.call_indirect ";
p.printOperand(op.getCallee());
p << '(';
auto operandRange = op.getOperands();
p.printOperands(++operandRange.begin(), operandRange.end());
p << ')';
p.printOptionalAttrDict(op.getAttrs(), /*elidedAttrs=*/{"callee"});
p << " : " << op.getCallee()->getType();
}
//===----------------------------------------------------------------------===//
// iree_ll_seq.return
//===----------------------------------------------------------------------===//
static ParseResult parseReturnOp(OpAsmParser &parser, OperationState &state) {
SmallVector<OpAsmParser::OperandType, 2> opInfo;
SmallVector<Type, 2> types;
llvm::SMLoc loc = parser.getCurrentLocation();
return failure(parser.parseOperandList(opInfo) ||
(!opInfo.empty() && parser.parseColonTypeList(types)) ||
parser.resolveOperands(opInfo, types, loc, state.operands));
}
static void printReturnOp(OpAsmPrinter &p, ReturnOp op) {
p << "iree_ll_seq.return";
if (op.getNumOperands() > 0) {
p << ' ';
p.printOperands(op.operand_begin(), op.operand_end());
p << " : ";
interleaveComma(op.getOperandTypes(), p);
}
}
//===----------------------------------------------------------------------===//
// iree_ll_seq.br
//===----------------------------------------------------------------------===//
static ParseResult parseBranchOp(OpAsmParser &parser, OperationState &result) {
Block *dest;
SmallVector<Value *, 4> destOperands;
if (parser.parseSuccessorAndUseList(dest, destOperands)) return failure();
result.addSuccessor(dest, destOperands);
return success();
}
static void printBranchOp(OpAsmPrinter &p, BranchOp op) {
p << "iree_ll_seq.br ";
p.printSuccessorAndUseList(op.getOperation(), 0);
}
Block *BranchOp::getDest() { return getOperation()->getSuccessor(0); }
void BranchOp::setDest(Block *block) {
return getOperation()->setSuccessor(block, 0);
}
void BranchOp::eraseOperand(unsigned index) {
getOperation()->eraseSuccessorOperand(0, index);
}
//===----------------------------------------------------------------------===//
// iree_ll_seq.cond_br
//===----------------------------------------------------------------------===//
static ParseResult parseCondBranchOp(OpAsmParser &parser,
OperationState &result) {
SmallVector<Value *, 4> destOperands;
Block *dest;
OpAsmParser::OperandType condInfo;
// Parse the condition.
Type int1Ty = parser.getBuilder().getI1Type();
if (parser.parseOperand(condInfo) || parser.parseComma() ||
parser.resolveOperand(condInfo, int1Ty, result.operands)) {
return parser.emitError(parser.getNameLoc(),
"expected condition type was boolean (i1)");
}
// Parse the true successor.
if (parser.parseSuccessorAndUseList(dest, destOperands)) return failure();
result.addSuccessor(dest, destOperands);
// Parse the false successor.
destOperands.clear();
if (parser.parseComma() ||
parser.parseSuccessorAndUseList(dest, destOperands))
return failure();
result.addSuccessor(dest, destOperands);
return success();
}
static void printCondBranchOp(OpAsmPrinter &p, CondBranchOp op) {
p << "iree_ll_interp.cond_br ";
p.printOperand(op.getCondition());
p << ", ";
p.printSuccessorAndUseList(op.getOperation(), CondBranchOp::trueIndex);
p << ", ";
p.printSuccessorAndUseList(op.getOperation(), CondBranchOp::falseIndex);
}
//===----------------------------------------------------------------------===//
// iree_ll_seq.dynamic_dispatch
//===----------------------------------------------------------------------===//
static ParseResult parseDynamicDispatchOp(OpAsmParser &parser,
OperationState &state) {
auto executableLoc = parser.getNameLoc();
SymbolRefAttr executableAttr;
SymbolRefAttr entryPointAttr;
FunctionType entryPointType;
if (failed(parser.parseAttribute(executableAttr, "executable",
state.attributes)) ||
failed(parser.parseColon()) || failed(parser.parseColon()) ||
failed(parser.parseAttribute(entryPointAttr, "entry_point",
state.attributes))) {
return failure();
}
OpAsmParser::OperandType workloadArg;
Type workloadArgType;
if (failed(parser.parseLSquare()) ||
failed(parser.parseOperand(workloadArg)) ||
failed(parser.parseColonType(workloadArgType)) ||
failed(parser.parseRSquare()) ||
failed(parser.resolveOperand(workloadArg, workloadArgType,
state.operands))) {
return failure();
}
SmallVector<OpAsmParser::OperandType, 4> operands;
if (failed(
parser.parseOperandList(operands, OpAsmParser::Delimiter::Paren)) ||
failed(parser.parseOptionalAttributeDict(state.attributes)) ||
failed(parser.parseColonType(entryPointType)) ||
failed(parser.addTypesToList(entryPointType.getResults(), state.types)) ||
failed(parser.resolveOperands(operands, entryPointType.getInputs(),
executableLoc, state.operands))) {
return failure();
}
return success();
}
static void printDynamicDispatchOp(OpAsmPrinter &p, DynamicDispatchOp op) {
p << "iree_ll_seq.dynamic_dispatch " << op.getExecutable()
<< "::" << op.getEntryPoint();
p << "[";
p.printOperand(op.getWorkload());
p << " : ";
p.printType(op.getWorkload()->getType());
p << "](";
p.printOperands(op.getArgOperands());
p << ')';
p.printOptionalAttrDict(op.getAttrs(), /*elidedAttrs=*/{
"executable",
"entry_point",
});
p << " : ";
p.printType(op.getEntryPointType());
}
static LogicalResult verifyDynamicDispatchOp(DynamicDispatchOp op) {
if (failed(verifyWorkload(op, op.getWorkload()))) {
return failure();
}
return success();
}
FunctionType DynamicDispatchOp::getEntryPointType() {
SmallVector<Type, 4> resultTypes(getResultTypes());
SmallVector<Type, 8> argTypes(getArgOperandTypes());
return FunctionType::get(argTypes, resultTypes, getContext());
}
namespace {
struct MakeDynamicDispatchOpStatic
: public OpRewritePattern<DynamicDispatchOp> {
using OpRewritePattern::OpRewritePattern;
PatternMatchResult matchAndRewrite(DynamicDispatchOp dynamicDispatchOp,
PatternRewriter &rewriter) const override {
ElementsAttr workloadAttr;
if (!matchPattern(dynamicDispatchOp.getWorkload(),
m_Constant(&workloadAttr))) {
return matchFailure();
}
SmallVector<Type, 8> resultTypes{dynamicDispatchOp.getResultTypes()};
SmallVector<Value *, 8> operands{dynamicDispatchOp.getArgOperands()};
rewriter.replaceOpWithNewOp<IREESeq::LL::StaticDispatchOp>(
dynamicDispatchOp, dynamicDispatchOp.getExecutable(),
dynamicDispatchOp.getEntryPoint(), workloadAttr, resultTypes, operands);
return matchSuccess();
}
};
} // namespace
void DynamicDispatchOp::getCanonicalizationPatterns(
OwningRewritePatternList &results, MLIRContext *context) {
results.insert<MakeDynamicDispatchOpStatic>(context);
}
//===----------------------------------------------------------------------===//
// iree_ll_seq.static_dispatch
//===----------------------------------------------------------------------===//
static ParseResult parseStaticDispatchOp(OpAsmParser &parser,
OperationState &state) {
auto executableLoc = parser.getNameLoc();
SymbolRefAttr executableAttr;
SymbolRefAttr entryPointAttr;
FunctionType entryPointType;
if (failed(parser.parseAttribute(executableAttr, "executable",
state.attributes)) ||
failed(parser.parseColon()) || failed(parser.parseColon()) ||
failed(parser.parseAttribute(entryPointAttr, "entry_point",
state.attributes))) {
return failure();
}
ElementsAttr workloadAttr;
if (failed(parser.parseLSquare()) ||
failed(
parser.parseAttribute(workloadAttr, "workload", state.attributes)) ||
failed(parser.parseRSquare())) {
return failure();
}
SmallVector<OpAsmParser::OperandType, 4> operands;
if (failed(
parser.parseOperandList(operands, OpAsmParser::Delimiter::Paren)) ||
failed(parser.parseOptionalAttributeDict(state.attributes)) ||
failed(parser.parseColonType(entryPointType)) ||
failed(parser.addTypesToList(entryPointType.getResults(), state.types)) ||
failed(parser.resolveOperands(operands, entryPointType.getInputs(),
executableLoc, state.operands))) {
return failure();
}
return success();
}
static void printStaticDispatchOp(OpAsmPrinter &p, StaticDispatchOp op) {
p << "iree_ll_seq.static_dispatch " << op.getExecutable()
<< "::" << op.getEntryPoint();
p << "[";
p.printAttribute(op.getWorkload());
p << "](";
p.printOperands(op.getArgOperands());
p << ')';
p.printOptionalAttrDict(op.getAttrs(), /*elidedAttrs=*/{
"executable",
"entry_point",
"workload",
});
p << " : ";
p.printType(op.getEntryPointType());
}
static LogicalResult verifyStaticDispatchOp(StaticDispatchOp op) {
if (failed(verifyWorkload(op, op.getWorkload()))) {
return failure();
}
return success();
}
FunctionType StaticDispatchOp::getEntryPointType() {
SmallVector<Type, 4> resultTypes(getResultTypes());
SmallVector<Type, 8> argTypes(getArgOperandTypes());
return FunctionType::get(argTypes, resultTypes, getContext());
}
//===----------------------------------------------------------------------===//
// iree_ll_seq.shape
//===----------------------------------------------------------------------===//
namespace {
struct FoldShapeOp : public OpRewritePattern<ShapeOp> {
using OpRewritePattern::OpRewritePattern;
PatternMatchResult matchAndRewrite(ShapeOp shapeOp,
PatternRewriter &rewriter) const override {
auto memRefType = shapeOp.input()->getType().cast<MemRefType>();
if (memRefType.hasStaticShape()) {
auto constantOp = rewriter.create<IREESeq::LL::ConstantOp>(
shapeOp.getLoc(),
MemRefType::get({memRefType.getRank()}, rewriter.getIntegerType(64)),
DenseIntElementsAttr::get(
RankedTensorType::get({memRefType.getRank()},
rewriter.getIntegerType(64)),
memRefType.getShape()));
replaceSubsequentUses(shapeOp, shapeOp.dst(), constantOp.getResult());
rewriter.eraseOp(shapeOp);
return matchSuccess();
}
return matchFailure();
}
};
} // namespace
void ShapeOp::getCanonicalizationPatterns(OwningRewritePatternList &results,
MLIRContext *context) {
results.insert<FoldShapeOp>(context);
}
//===----------------------------------------------------------------------===//
// iree_ll_seq.length
//===----------------------------------------------------------------------===//
namespace {
struct FoldLengthOp : public OpRewritePattern<LengthOp> {
using OpRewritePattern::OpRewritePattern;
PatternMatchResult matchAndRewrite(LengthOp lengthOp,
PatternRewriter &rewriter) const override {
auto memRefType = lengthOp.input()->getType().cast<MemRefType>();
if (memRefType.hasStaticShape()) {
auto constantOp = rewriter.create<IREESeq::LL::ConstantOp>(
lengthOp.getLoc(), MemRefType::get({}, rewriter.getIntegerType(64)),
DenseIntElementsAttr::get(
RankedTensorType::get({}, rewriter.getIntegerType(64)),
{memRefType.getNumElements()}));
replaceSubsequentUses(lengthOp, lengthOp.dst(), constantOp.getResult());
rewriter.eraseOp(lengthOp);
return matchSuccess();
}
return matchFailure();
}
};
} // namespace
void LengthOp::getCanonicalizationPatterns(OwningRewritePatternList &results,
MLIRContext *context) {
results.insert<FoldLengthOp>(context);
}
//===----------------------------------------------------------------------===//
// iree_ll_seq.compute_offset
//===----------------------------------------------------------------------===//
namespace {
struct FoldComputeOffsetOp : public OpRewritePattern<ComputeOffsetOp> {
using OpRewritePattern::OpRewritePattern;
PatternMatchResult matchAndRewrite(ComputeOffsetOp computeOffsetOp,
PatternRewriter &rewriter) const override {
ElementsAttr shapeAttr;
ElementsAttr indicesAttr;
if (!matchPattern(computeOffsetOp.shape(), m_Constant(&shapeAttr)) ||
!matchPattern(computeOffsetOp.indices(), m_Constant(&indicesAttr))) {
return matchFailure();
}
int64_t offset = 0;
for (unsigned i = 0; i < indicesAttr.getNumElements(); ++i) {
int64_t axisOffset =
indicesAttr.getValue({i}).cast<IntegerAttr>().getInt();
for (unsigned j = i + 1; j < shapeAttr.getNumElements(); ++j) {
axisOffset *= shapeAttr.getValue({j}).cast<IntegerAttr>().getInt();
}
offset += axisOffset;
}
offset *= computeOffsetOp.elementSize().getZExtValue();
auto constantOp = rewriter.create<IREESeq::LL::ConstantOp>(
computeOffsetOp.getLoc(),
MemRefType::get({}, rewriter.getIntegerType(64)),
DenseIntElementsAttr::get(
RankedTensorType::get({}, rewriter.getIntegerType(64)), {offset}));
replaceSubsequentUses(computeOffsetOp, computeOffsetOp.dst(),
constantOp.getResult());
rewriter.eraseOp(computeOffsetOp);
return matchSuccess();
}
};
} // namespace
void ComputeOffsetOp::getCanonicalizationPatterns(
OwningRewritePatternList &results, MLIRContext *context) {
results.insert<FoldComputeOffsetOp>(context);
}
//===----------------------------------------------------------------------===//
// iree_ll_seq.compute_range
//===----------------------------------------------------------------------===//
namespace {
struct FoldComputeRangeOp : public OpRewritePattern<ComputeRangeOp> {
using OpRewritePattern::OpRewritePattern;
PatternMatchResult matchAndRewrite(ComputeRangeOp computeRangeOp,
PatternRewriter &rewriter) const override {
ElementsAttr shapeAttr;
ElementsAttr indicesAttr;
ElementsAttr lengthsAttr;
if (!matchPattern(computeRangeOp.shape(), m_Constant(&shapeAttr)) ||
!matchPattern(computeRangeOp.indices(), m_Constant(&indicesAttr)) ||
!matchPattern(computeRangeOp.lengths(), m_Constant(&lengthsAttr))) {
return matchFailure();
}
int64_t offset = 0;
int64_t length = computeRangeOp.elementSize().getZExtValue();
for (unsigned i = 0; i < indicesAttr.getNumElements(); ++i) {
int64_t axisOffset =
indicesAttr.getValue({i}).cast<IntegerAttr>().getInt();
for (unsigned j = i + 1; j < shapeAttr.getNumElements(); ++j) {
axisOffset *= shapeAttr.getValue({j}).cast<IntegerAttr>().getInt();
}
offset += axisOffset;
length *= lengthsAttr.getValue({i}).cast<IntegerAttr>().getInt();
}
offset *= computeRangeOp.elementSize().getZExtValue();
auto offsetConstantOp = rewriter.create<IREESeq::LL::ConstantOp>(
computeRangeOp.getLoc(),
MemRefType::get({}, rewriter.getIntegerType(64)),
DenseIntElementsAttr::get(
RankedTensorType::get({}, rewriter.getIntegerType(64)), {offset}));
replaceSubsequentUses(computeRangeOp, computeRangeOp.dstOffset(),
offsetConstantOp.getResult());
auto lengthConstantOp = rewriter.create<IREESeq::LL::ConstantOp>(
computeRangeOp.getLoc(),
MemRefType::get({}, rewriter.getIntegerType(64)),
DenseIntElementsAttr::get(
RankedTensorType::get({}, rewriter.getIntegerType(64)), {length}));
replaceSubsequentUses(computeRangeOp, computeRangeOp.dstLength(),
lengthConstantOp.getResult());
rewriter.eraseOp(computeRangeOp);
return matchSuccess();
}
};
} // namespace
void ComputeRangeOp::getCanonicalizationPatterns(
OwningRewritePatternList &results, MLIRContext *context) {
results.insert<FoldComputeRangeOp>(context);
}
//===----------------------------------------------------------------------===//
// iree_ll_seq.dynamic_copy
//===----------------------------------------------------------------------===//
namespace {
struct MakeDynamicCopyOpStatic : public OpRewritePattern<DynamicCopyOp> {
using OpRewritePattern::OpRewritePattern;
PatternMatchResult matchAndRewrite(DynamicCopyOp dynamicCopyOp,
PatternRewriter &rewriter) const override {
ElementsAttr srcOffsetAttr;
ElementsAttr dstOffsetAttr;
ElementsAttr lengthAttr;
if (!matchPattern(dynamicCopyOp.srcOffset(), m_Constant(&srcOffsetAttr)) ||
!matchPattern(dynamicCopyOp.dstOffset(), m_Constant(&dstOffsetAttr)) ||
!matchPattern(dynamicCopyOp.length(), m_Constant(&lengthAttr))) {
return matchFailure();
}
rewriter.replaceOpWithNewOp<IREESeq::LL::StaticCopyOp>(
dynamicCopyOp, dynamicCopyOp.src(),
srcOffsetAttr.getValue({}).cast<IntegerAttr>(), dynamicCopyOp.dst(),
dstOffsetAttr.getValue({}).cast<IntegerAttr>(),
lengthAttr.getValue({}).cast<IntegerAttr>());
return matchSuccess();
}
};
} // namespace
void DynamicCopyOp::getCanonicalizationPatterns(
OwningRewritePatternList &results, MLIRContext *context) {
results.insert<MakeDynamicCopyOpStatic>(context);
}
//===----------------------------------------------------------------------===//
// iree_ll_seq.dynamic_fill
//===----------------------------------------------------------------------===//
namespace {
struct MakeDynamicFillOpStatic : public OpRewritePattern<DynamicFillOp> {
using OpRewritePattern::OpRewritePattern;
PatternMatchResult matchAndRewrite(DynamicFillOp dynamicFillOp,
PatternRewriter &rewriter) const override {
ElementsAttr valueAttr;
ElementsAttr dstOffsetAttr;
ElementsAttr lengthAttr;
if (!matchPattern(dynamicFillOp.value(), m_Constant(&valueAttr)) ||
!matchPattern(dynamicFillOp.dstOffset(), m_Constant(&dstOffsetAttr)) ||
!matchPattern(dynamicFillOp.length(), m_Constant(&lengthAttr))) {
return matchFailure();
}
rewriter.replaceOpWithNewOp<IREESeq::LL::StaticFillOp>(
dynamicFillOp, valueAttr.getValue({}).cast<IntegerAttr>(),
dynamicFillOp.dst(), dstOffsetAttr.getValue({}).cast<IntegerAttr>(),
lengthAttr.getValue({}).cast<IntegerAttr>());
return matchSuccess();
}
};
} // namespace
void DynamicFillOp::getCanonicalizationPatterns(
OwningRewritePatternList &results, MLIRContext *context) {
results.insert<MakeDynamicFillOpStatic>(context);
}
#define GET_OP_CLASSES
#include "compiler/IR/Sequencer/LLOps.cpp.inc"
} // namespace LL
} // namespace IREESeq
} // namespace iree_compiler
} // namespace mlir