[Mlir-commits] [flang] [mlir] [MLIR][OpenMP] Support basic materialization for `omp.private` ops (PR #81715)
Kareem Ergawy
llvmlistbot at llvm.org
Wed Feb 14 00:24:04 PST 2024
https://github.com/ergawy updated https://github.com/llvm/llvm-project/pull/81715
>From 179819c189a438a8eedc1c782d4a1e3800994e98 Mon Sep 17 00:00:00 2001
From: ergawy <kareem.ergawy at amd.com>
Date: Sun, 11 Feb 2024 07:57:53 -0600
Subject: [PATCH 1/3] [MLIR][OpenMP] Support `llvm` conversion for
`omp.private` regions
Introduces conversion of `omp.private`'s regions to the LLVM dialect.
This reuses the already existing conversion pattern for
`ReducetionDeclareOp` and repurposes it to be used for multi-region ops
as well.
---
mlir/include/mlir/Dialect/OpenMP/OpenMPOps.td | 6 ++++
.../Conversion/OpenMPToLLVM/OpenMPToLLVM.cpp | 32 +++++++++++--------
mlir/lib/Dialect/OpenMP/IR/OpenMPDialect.cpp | 9 ++++++
.../OpenMPToLLVM/convert-to-llvmir.mlir | 26 +++++++++++++++
4 files changed, 60 insertions(+), 13 deletions(-)
diff --git a/mlir/include/mlir/Dialect/OpenMP/OpenMPOps.td b/mlir/include/mlir/Dialect/OpenMP/OpenMPOps.td
index 0adf186ae0c7e9..4ddb784d3aeef6 100644
--- a/mlir/include/mlir/Dialect/OpenMP/OpenMPOps.td
+++ b/mlir/include/mlir/Dialect/OpenMP/OpenMPOps.td
@@ -221,6 +221,12 @@ def PrivateClauseOp : OpenMP_Op<"private", [IsolatedFromAbove]> {
attr-dict
}];
+ let builders = [
+ OpBuilder<(ins CArg<"TypeRange">:$result,
+ CArg<"StringAttr">:$sym_name,
+ CArg<"TypeAttr">:$type)>
+ ];
+
let hasVerifier = 1;
}
diff --git a/mlir/lib/Conversion/OpenMPToLLVM/OpenMPToLLVM.cpp b/mlir/lib/Conversion/OpenMPToLLVM/OpenMPToLLVM.cpp
index 730858ffc67a71..2eba4fba105c7b 100644
--- a/mlir/lib/Conversion/OpenMPToLLVM/OpenMPToLLVM.cpp
+++ b/mlir/lib/Conversion/OpenMPToLLVM/OpenMPToLLVM.cpp
@@ -200,16 +200,20 @@ struct ReductionOpConversion : public ConvertOpToLLVMPattern<omp::ReductionOp> {
}
};
-struct ReductionDeclareOpConversion
- : public ConvertOpToLLVMPattern<omp::ReductionDeclareOp> {
- using ConvertOpToLLVMPattern<omp::ReductionDeclareOp>::ConvertOpToLLVMPattern;
+template <typename OpType>
+struct MultiRegionOpConversion : public ConvertOpToLLVMPattern<OpType> {
+ using ConvertOpToLLVMPattern<OpType>::ConvertOpToLLVMPattern;
LogicalResult
- matchAndRewrite(omp::ReductionDeclareOp curOp, OpAdaptor adaptor,
+ matchAndRewrite(OpType curOp, typename OpType::Adaptor adaptor,
ConversionPatternRewriter &rewriter) const override {
- auto newOp = rewriter.create<omp::ReductionDeclareOp>(
+ auto newOp = rewriter.create<OpType>(
curOp.getLoc(), TypeRange(), curOp.getSymNameAttr(),
TypeAttr::get(this->getTypeConverter()->convertType(
curOp.getTypeAttr().getValue())));
+
+ if constexpr (std::is_same_v<OpType, mlir::omp::PrivateClauseOp>)
+ newOp.setDataSharingType(curOp.getDataSharingType());
+
for (unsigned idx = 0; idx < curOp.getNumRegions(); idx++) {
rewriter.inlineRegionBefore(curOp.getRegion(idx), newOp.getRegion(idx),
newOp.getRegion(idx).end());
@@ -231,11 +235,12 @@ void mlir::configureOpenMPToLLVMConversionLegality(
mlir::omp::DataOp, mlir::omp::OrderedRegionOp, mlir::omp::ParallelOp,
mlir::omp::WsLoopOp, mlir::omp::SimdLoopOp, mlir::omp::MasterOp,
mlir::omp::SectionOp, mlir::omp::SectionsOp, mlir::omp::SingleOp,
- mlir::omp::TaskGroupOp, mlir::omp::TaskOp>([&](Operation *op) {
- return typeConverter.isLegal(&op->getRegion(0)) &&
- typeConverter.isLegal(op->getOperandTypes()) &&
- typeConverter.isLegal(op->getResultTypes());
- });
+ mlir::omp::TaskGroupOp, mlir::omp::TaskOp, mlir::omp::PrivateClauseOp>(
+ [&](Operation *op) {
+ return typeConverter.isLegal(&op->getRegion(0)) &&
+ typeConverter.isLegal(op->getOperandTypes()) &&
+ typeConverter.isLegal(op->getResultTypes());
+ });
target.addDynamicallyLegalOp<
mlir::omp::AtomicReadOp, mlir::omp::AtomicWriteOp, mlir::omp::FlushOp,
mlir::omp::ThreadprivateOp, mlir::omp::YieldOp, mlir::omp::EnterDataOp,
@@ -267,9 +272,10 @@ void mlir::populateOpenMPToLLVMConversionPatterns(LLVMTypeConverter &converter,
patterns.add<
AtomicReadOpConversion, MapInfoOpConversion, ReductionOpConversion,
- ReductionDeclareOpConversion, RegionOpConversion<omp::CriticalOp>,
- RegionOpConversion<omp::MasterOp>, ReductionOpConversion,
- RegionOpConversion<omp::OrderedRegionOp>,
+ MultiRegionOpConversion<omp::ReductionDeclareOp>,
+ MultiRegionOpConversion<omp::PrivateClauseOp>,
+ RegionOpConversion<omp::CriticalOp>, RegionOpConversion<omp::MasterOp>,
+ ReductionOpConversion, RegionOpConversion<omp::OrderedRegionOp>,
RegionOpConversion<omp::ParallelOp>, RegionOpConversion<omp::WsLoopOp>,
RegionOpConversion<omp::SectionsOp>, RegionOpConversion<omp::SectionOp>,
RegionOpConversion<omp::SimdLoopOp>, RegionOpConversion<omp::SingleOp>,
diff --git a/mlir/lib/Dialect/OpenMP/IR/OpenMPDialect.cpp b/mlir/lib/Dialect/OpenMP/IR/OpenMPDialect.cpp
index 13fc01d58eced5..2e23bd9e429cfe 100644
--- a/mlir/lib/Dialect/OpenMP/IR/OpenMPDialect.cpp
+++ b/mlir/lib/Dialect/OpenMP/IR/OpenMPDialect.cpp
@@ -1753,6 +1753,15 @@ LogicalResult DataBoundsOp::verify() {
return success();
}
+void PrivateClauseOp::build(OpBuilder &odsBuilder, OperationState &odsState,
+ TypeRange /*result_types*/, StringAttr symName,
+ TypeAttr type) {
+ PrivateClauseOp::build(
+ odsBuilder, odsState, symName, type,
+ DataSharingClauseTypeAttr::get(odsBuilder.getContext(),
+ DataSharingClauseType::Private));
+}
+
LogicalResult PrivateClauseOp::verify() {
Type symType = getType();
diff --git a/mlir/test/Conversion/OpenMPToLLVM/convert-to-llvmir.mlir b/mlir/test/Conversion/OpenMPToLLVM/convert-to-llvmir.mlir
index ae3bb6ccea7a8b..6cbc0c8f4be9a2 100644
--- a/mlir/test/Conversion/OpenMPToLLVM/convert-to-llvmir.mlir
+++ b/mlir/test/Conversion/OpenMPToLLVM/convert-to-llvmir.mlir
@@ -485,3 +485,29 @@ llvm.func @_QPtarget_map_with_bounds(%arg0: !llvm.ptr, %arg1: !llvm.ptr, %arg2:
}
llvm.return
}
+
+// -----
+
+// CHECK: omp.private {type = private} @x.privatizer : !llvm.struct<{{.*}}> alloc {
+omp.private {type = private} @x.privatizer : memref<?xf32> alloc {
+// CHECK: ^bb0(%arg0: !llvm.struct<{{.*}}>):
+^bb0(%arg0: memref<?xf32>):
+ // CHECK: omp.yield(%arg0 : !llvm.struct<{{.*}}>)
+ omp.yield(%arg0 : memref<?xf32>)
+}
+
+// -----
+
+// CHECK: omp.private {type = firstprivate} @y.privatizer : i64 alloc {
+omp.private {type = firstprivate} @y.privatizer : index alloc {
+// CHECK: ^bb0(%arg0: i64):
+^bb0(%arg0: index):
+ // CHECK: omp.yield(%arg0 : i64)
+ omp.yield(%arg0 : index)
+// CHECK: } copy {
+} copy {
+// CHECK: ^bb0(%arg0: i64, %arg1: i64):
+^bb0(%arg0: index, %arg1: index):
+ // CHECK: omp.yield(%arg0 : i64)
+ omp.yield(%arg0 : index)
+}
>From 0bb141524dd4c97e9cc4789726a12cbe3f8942de Mon Sep 17 00:00:00 2001
From: ergawy <kareem.ergawy at amd.com>
Date: Sun, 11 Feb 2024 09:37:59 -0600
Subject: [PATCH 2/3] [MLIR][OpenMP] Add `private` clause to `omp.parallel`
Extends the `omp.parallel` op by adding a `private` clause to model
[first]private variables. This uses the `omp.private` op to map
privatized variables to their corresponding privatizers.
Example `omp.private` op with `private` variable:
```
omp.parallel private(@x.privatizer %arg0 -> %arg1 : !llvm.ptr) {
// ... use %arg1 ...
omp.terminator
}
```
Whether the variable is private or firstprivate is determined by the
attributes of the corresponding `omp.private` op.
---
flang/lib/Lower/OpenMP.cpp | 3 +-
mlir/include/mlir/Dialect/OpenMP/OpenMPOps.td | 6 +-
.../Conversion/SCFToOpenMP/SCFToOpenMP.cpp | 4 +-
mlir/lib/Dialect/OpenMP/IR/OpenMPDialect.cpp | 177 +++++++++++++-----
mlir/test/Dialect/OpenMP/invalid.mlir | 56 ++++++
mlir/test/Dialect/OpenMP/ops-2.mlir | 74 ++++++++
mlir/test/Dialect/OpenMP/ops.mlir | 10 +-
mlir/test/Dialect/OpenMP/roundtrip.mlir | 21 ---
8 files changed, 275 insertions(+), 76 deletions(-)
create mode 100644 mlir/test/Dialect/OpenMP/ops-2.mlir
delete mode 100644 mlir/test/Dialect/OpenMP/roundtrip.mlir
diff --git a/flang/lib/Lower/OpenMP.cpp b/flang/lib/Lower/OpenMP.cpp
index 24f91765cb439b..74b2727961a03d 100644
--- a/flang/lib/Lower/OpenMP.cpp
+++ b/flang/lib/Lower/OpenMP.cpp
@@ -2640,7 +2640,8 @@ genParallelOp(Fortran::lower::AbstractConverter &converter,
? nullptr
: mlir::ArrayAttr::get(converter.getFirOpBuilder().getContext(),
reductionDeclSymbols),
- procBindKindAttr);
+ procBindKindAttr, /*private_vars=*/llvm::SmallVector<mlir::Value>{},
+ /*privatizers=*/nullptr);
}
static mlir::omp::SectionOp
diff --git a/mlir/include/mlir/Dialect/OpenMP/OpenMPOps.td b/mlir/include/mlir/Dialect/OpenMP/OpenMPOps.td
index 4ddb784d3aeef6..9ed40904f22ae2 100644
--- a/mlir/include/mlir/Dialect/OpenMP/OpenMPOps.td
+++ b/mlir/include/mlir/Dialect/OpenMP/OpenMPOps.td
@@ -276,7 +276,9 @@ def ParallelOp : OpenMP_Op<"parallel", [
Variadic<AnyType>:$allocators_vars,
Variadic<OpenMP_PointerLikeType>:$reduction_vars,
OptionalAttr<SymbolRefArrayAttr>:$reductions,
- OptionalAttr<ProcBindKindAttr>:$proc_bind_val);
+ OptionalAttr<ProcBindKindAttr>:$proc_bind_val,
+ Variadic<AnyType>:$private_vars,
+ OptionalAttr<SymbolRefArrayAttr>:$privatizers);
let regions = (region AnyRegion:$region);
@@ -297,7 +299,7 @@ def ParallelOp : OpenMP_Op<"parallel", [
$allocators_vars, type($allocators_vars)
) `)`
| `proc_bind` `(` custom<ClauseAttr>($proc_bind_val) `)`
- ) custom<ParallelRegion>($region, $reduction_vars, type($reduction_vars), $reductions) attr-dict
+ ) custom<ParallelRegion>($region, $reduction_vars, type($reduction_vars), $reductions, $private_vars, type($private_vars), $privatizers) attr-dict
}];
let hasVerifier = 1;
}
diff --git a/mlir/lib/Conversion/SCFToOpenMP/SCFToOpenMP.cpp b/mlir/lib/Conversion/SCFToOpenMP/SCFToOpenMP.cpp
index ea5f31ee8c6aa7..464a647564aced 100644
--- a/mlir/lib/Conversion/SCFToOpenMP/SCFToOpenMP.cpp
+++ b/mlir/lib/Conversion/SCFToOpenMP/SCFToOpenMP.cpp
@@ -450,7 +450,9 @@ struct ParallelOpLowering : public OpRewritePattern<scf::ParallelOp> {
/* allocators_vars = */ llvm::SmallVector<Value>{},
/* reduction_vars = */ llvm::SmallVector<Value>{},
/* reductions = */ ArrayAttr{},
- /* proc_bind_val = */ omp::ClauseProcBindKindAttr{});
+ /* proc_bind_val = */ omp::ClauseProcBindKindAttr{},
+ /* private_vars = */ ValueRange(),
+ /* privatizers = */ nullptr);
{
OpBuilder::InsertionGuard guard(rewriter);
diff --git a/mlir/lib/Dialect/OpenMP/IR/OpenMPDialect.cpp b/mlir/lib/Dialect/OpenMP/IR/OpenMPDialect.cpp
index 2e23bd9e429cfe..69e91fbd95e618 100644
--- a/mlir/lib/Dialect/OpenMP/IR/OpenMPDialect.cpp
+++ b/mlir/lib/Dialect/OpenMP/IR/OpenMPDialect.cpp
@@ -430,68 +430,102 @@ static void printScheduleClause(OpAsmPrinter &p, Operation *op,
// Parser, printer and verifier for ReductionVarList
//===----------------------------------------------------------------------===//
-ParseResult
-parseReductionClause(OpAsmParser &parser, Region ®ion,
- SmallVectorImpl<OpAsmParser::UnresolvedOperand> &operands,
- SmallVectorImpl<Type> &types, ArrayAttr &reductionSymbols,
- SmallVectorImpl<OpAsmParser::Argument> &privates) {
- if (failed(parser.parseOptionalKeyword("reduction")))
- return failure();
-
+ParseResult parseClauseWithRegionArgs(
+ OpAsmParser &parser, Region ®ion,
+ SmallVectorImpl<OpAsmParser::UnresolvedOperand> &operands,
+ SmallVectorImpl<Type> &types, ArrayAttr &symbols,
+ SmallVectorImpl<OpAsmParser::Argument> ®ionPrivateArgs) {
SmallVector<SymbolRefAttr> reductionVec;
+ unsigned regionArgOffset = regionPrivateArgs.size();
if (failed(
parser.parseCommaSeparatedList(OpAsmParser::Delimiter::Paren, [&]() {
if (parser.parseAttribute(reductionVec.emplace_back()) ||
parser.parseOperand(operands.emplace_back()) ||
parser.parseArrow() ||
- parser.parseArgument(privates.emplace_back()) ||
+ parser.parseArgument(regionPrivateArgs.emplace_back()) ||
parser.parseColonType(types.emplace_back()))
return failure();
return success();
})))
return failure();
- for (auto [prv, type] : llvm::zip_equal(privates, types)) {
+ auto *argsBegin = regionPrivateArgs.begin();
+ MutableArrayRef argsSubrange(argsBegin + regionArgOffset,
+ argsBegin + regionArgOffset + types.size());
+ for (auto [prv, type] : llvm::zip_equal(argsSubrange, types)) {
prv.type = type;
}
SmallVector<Attribute> reductions(reductionVec.begin(), reductionVec.end());
- reductionSymbols = ArrayAttr::get(parser.getContext(), reductions);
+ symbols = ArrayAttr::get(parser.getContext(), reductions);
return success();
}
-static void printReductionClause(OpAsmPrinter &p, Operation *op,
- ValueRange reductionArgs, ValueRange operands,
- TypeRange types, ArrayAttr reductionSymbols) {
- p << "reduction(";
+static void printClauseWithRegionArgs(OpAsmPrinter &p, Operation *op,
+ ValueRange argsSubrange,
+ StringRef clauseName, ValueRange operands,
+ TypeRange types, ArrayAttr symbols) {
+ p << clauseName << "(";
llvm::interleaveComma(
- llvm::zip_equal(reductionSymbols, operands, reductionArgs, types), p,
- [&p](auto t) {
+ llvm::zip_equal(symbols, operands, argsSubrange, types), p, [&p](auto t) {
auto [sym, op, arg, type] = t;
p << sym << " " << op << " -> " << arg << " : " << type;
});
p << ") ";
}
-static ParseResult
-parseParallelRegion(OpAsmParser &parser, Region ®ion,
- SmallVectorImpl<OpAsmParser::UnresolvedOperand> &operands,
- SmallVectorImpl<Type> &types, ArrayAttr &reductionSymbols) {
+static ParseResult parseParallelRegion(
+ OpAsmParser &parser, Region ®ion,
+ SmallVectorImpl<OpAsmParser::UnresolvedOperand> &reductionVarOperands,
+ SmallVectorImpl<Type> &reductionVarTypes, ArrayAttr &reductionSymbols,
+ llvm::SmallVectorImpl<OpAsmParser::UnresolvedOperand> &privateVarOperands,
+ llvm::SmallVectorImpl<Type> &privateVarsTypes,
+ ArrayAttr &privatizerSymbols) {
+ llvm::SmallVector<OpAsmParser::Argument> regionPrivateArgs;
- llvm::SmallVector<OpAsmParser::Argument> privates;
- if (succeeded(parseReductionClause(parser, region, operands, types,
- reductionSymbols, privates)))
- return parser.parseRegion(region, privates);
+ if (succeeded(parser.parseOptionalKeyword("reduction"))) {
+ if (failed(parseClauseWithRegionArgs(parser, region, reductionVarOperands,
+ reductionVarTypes, reductionSymbols,
+ regionPrivateArgs)))
+ return failure();
+ }
- return parser.parseRegion(region);
+ if (succeeded(parser.parseOptionalKeyword("private"))) {
+ if (failed(parseClauseWithRegionArgs(parser, region, privateVarOperands,
+ privateVarsTypes, privatizerSymbols,
+ regionPrivateArgs)))
+ return failure();
+ }
+
+ return parser.parseRegion(region, regionPrivateArgs);
}
static void printParallelRegion(OpAsmPrinter &p, Operation *op, Region ®ion,
- ValueRange operands, TypeRange types,
- ArrayAttr reductionSymbols) {
- if (reductionSymbols)
- printReductionClause(p, op, region.front().getArguments(), operands, types,
- reductionSymbols);
+ ValueRange reductionVarOperands,
+ TypeRange reductionVarTypes,
+ ArrayAttr reductionSymbols,
+ ValueRange privateVarOperands,
+ TypeRange privateVarTypes,
+ ArrayAttr privatizerSymbols) {
+ if (reductionSymbols) {
+ auto *argsBegin = region.front().getArguments().begin();
+ MutableArrayRef argsSubrange(argsBegin,
+ argsBegin + reductionVarTypes.size());
+ printClauseWithRegionArgs(p, op, argsSubrange, "reduction",
+ reductionVarOperands, reductionVarTypes,
+ reductionSymbols);
+ }
+
+ if (privatizerSymbols) {
+ auto *argsBegin = region.front().getArguments().begin();
+ MutableArrayRef argsSubrange(argsBegin + reductionVarOperands.size(),
+ argsBegin + reductionVarOperands.size() +
+ privateVarTypes.size());
+ printClauseWithRegionArgs(p, op, argsSubrange, "private",
+ privateVarOperands, privateVarTypes,
+ privatizerSymbols);
+ }
+
p.printRegion(region, /*printEntryBlockArgs=*/false);
}
@@ -1008,9 +1042,8 @@ static LogicalResult verifyMapClause(Operation *op, OperandRange mapOperands) {
}
if (always || close || implicit) {
- return emitError(
- op->getLoc(),
- "present, mapper and iterator map type modifiers are permitted");
+ return emitError(op->getLoc(), "present, mapper and iterator map "
+ "type modifiers are permitted");
}
to ? updateToVars.insert(updateVar) : updateFromVars.insert(updateVar);
@@ -1070,14 +1103,63 @@ void ParallelOp::build(OpBuilder &builder, OperationState &state,
builder, state, /*if_expr_var=*/nullptr, /*num_threads_var=*/nullptr,
/*allocate_vars=*/ValueRange(), /*allocators_vars=*/ValueRange(),
/*reduction_vars=*/ValueRange(), /*reductions=*/nullptr,
- /*proc_bind_val=*/nullptr);
+ /*proc_bind_val=*/nullptr, /*private_vars=*/ValueRange(),
+ /*privatizers=*/nullptr);
state.addAttributes(attributes);
}
+static LogicalResult verifyPrivateVarList(ParallelOp &op) {
+ auto privateVars = op.getPrivateVars();
+ auto privatizers = op.getPrivatizersAttr();
+
+ if (privateVars.empty() && (privatizers == nullptr || privatizers.empty()))
+ return success();
+
+ auto numPrivateVars = privateVars.size();
+ auto numPrivatizers = (privatizers == nullptr) ? 0 : privatizers.size();
+
+ if (numPrivateVars != numPrivatizers)
+ return op.emitError() << "inconsistent number of private variables and "
+ "privatizer op symbols, private vars: "
+ << numPrivateVars
+ << " vs. privatizer op symbols: " << numPrivatizers;
+
+ for (auto privateVarInfo : llvm::zip(privateVars, privatizers)) {
+ Type varType = std::get<0>(privateVarInfo).getType();
+ SymbolRefAttr privatizerSym =
+ std::get<1>(privateVarInfo).cast<SymbolRefAttr>();
+ PrivateClauseOp privatizerOp =
+ SymbolTable::lookupNearestSymbolFrom<PrivateClauseOp>(op,
+ privatizerSym);
+
+ if (privatizerOp == nullptr)
+ return op.emitError() << "failed to lookup privatizer op with symbol: '"
+ << privatizerSym << "'";
+
+ Type privatizerType = privatizerOp.getType();
+
+ if (varType != privatizerType)
+ return op.emitError()
+ << "type mismatch between a "
+ << (privatizerOp.getDataSharingType() ==
+ DataSharingClauseType::Private
+ ? "private"
+ : "firstprivate")
+ << " variable and its privatizer op, var type: " << varType
+ << " vs. privatizer op type: " << privatizerType;
+ }
+
+ return success();
+}
+
LogicalResult ParallelOp::verify() {
if (getAllocateVars().size() != getAllocatorsVars().size())
return emitError(
"expected equal sizes for allocate and allocator variables");
+
+ if (failed(verifyPrivateVarList(*this)))
+ return failure();
+
return verifyReductionVarList(*this, getReductions(), getReductionVars());
}
@@ -1111,8 +1193,8 @@ LogicalResult TeamsOp::verify() {
return emitError("expected num_teams upper bound to be defined if the "
"lower bound is defined");
if (numTeamsLowerBound.getType() != numTeamsUpperBound.getType())
- return emitError(
- "expected num_teams upper bound and lower bound to be the same type");
+ return emitError("expected num_teams upper bound and lower bound to be "
+ "the same type");
}
// Check for allocate clause restrictions
@@ -1174,9 +1256,10 @@ parseWsLoop(OpAsmParser &parser, Region ®ion,
// Parse an optional reduction clause
llvm::SmallVector<OpAsmParser::Argument> privates;
- bool hasReduction = succeeded(
- parseReductionClause(parser, region, reductionOperands, reductionTypes,
- reductionSymbols, privates));
+ bool hasReduction = succeeded(parser.parseOptionalKeyword("reduction")) &&
+ succeeded(parseClauseWithRegionArgs(
+ parser, region, reductionOperands, reductionTypes,
+ reductionSymbols, privates));
if (parser.parseKeyword("for"))
return failure();
@@ -1223,8 +1306,9 @@ void printWsLoop(OpAsmPrinter &p, Operation *op, Region ®ion,
if (reductionSymbols) {
auto reductionArgs =
region.front().getArguments().drop_front(loopVarTypes.size());
- printReductionClause(p, op, reductionArgs, reductionOperands,
- reductionTypes, reductionSymbols);
+ printClauseWithRegionArgs(p, op, reductionArgs, "reduction",
+ reductionOperands, reductionTypes,
+ reductionSymbols);
}
p << " for ";
@@ -1464,9 +1548,9 @@ LogicalResult TaskLoopOp::verify() {
}
if (getGrainSize() && getNumTasks()) {
- return emitError(
- "the grainsize clause and num_tasks clause are mutually exclusive and "
- "may not appear on the same taskloop directive");
+ return emitError("the grainsize clause and num_tasks clause are mutually "
+ "exclusive and "
+ "may not appear on the same taskloop directive");
}
return success();
}
@@ -1535,7 +1619,8 @@ LogicalResult OrderedOp::verify() {
}
LogicalResult OrderedRegionOp::verify() {
- // TODO: The code generation for ordered simd directive is not supported yet.
+ // TODO: The code generation for ordered simd directive is not supported
+ // yet.
if (getSimd())
return failure();
diff --git a/mlir/test/Dialect/OpenMP/invalid.mlir b/mlir/test/Dialect/OpenMP/invalid.mlir
index 523a4038b7c32a..cebc7e89206232 100644
--- a/mlir/test/Dialect/OpenMP/invalid.mlir
+++ b/mlir/test/Dialect/OpenMP/invalid.mlir
@@ -1809,3 +1809,59 @@ omp.private {type = firstprivate} @x.privatizer : f32 alloc {
^bb0(%arg0: f32):
omp.yield(%arg0 : f32)
}
+
+// -----
+
+func.func @private_type_mismatch(%arg0: index) {
+// expected-error @below {{type mismatch between a private variable and its privatizer op, var type: 'index' vs. privatizer op type: '!llvm.ptr'}}
+ omp.parallel private(@var1.privatizer %arg0 -> %arg2 : index) {
+ omp.terminator
+ }
+
+ return
+}
+
+omp.private {type = private} @var1.privatizer : !llvm.ptr alloc {
+^bb0(%arg0: !llvm.ptr):
+ omp.yield(%arg0 : !llvm.ptr)
+}
+
+// -----
+
+func.func @firstprivate_type_mismatch(%arg0: index) {
+ // expected-error @below {{type mismatch between a firstprivate variable and its privatizer op, var type: 'index' vs. privatizer op type: '!llvm.ptr'}}
+ omp.parallel private(@var1.privatizer %arg0 -> %arg2 : index) {
+ omp.terminator
+ }
+
+ return
+}
+
+omp.private {type = firstprivate} @var1.privatizer : !llvm.ptr alloc {
+^bb0(%arg0: !llvm.ptr):
+ omp.yield(%arg0 : !llvm.ptr)
+} copy {
+^bb0(%arg0: !llvm.ptr, %arg1: !llvm.ptr):
+ omp.yield(%arg0 : !llvm.ptr)
+}
+
+// -----
+
+func.func @undefined_privatizer(%arg0: index) {
+ // expected-error @below {{failed to lookup privatizer op with symbol: '@var1.privatizer'}}
+ omp.parallel private(@var1.privatizer %arg0 -> %arg2 : index) {
+ omp.terminator
+ }
+
+ return
+}
+
+// -----
+func.func @undefined_privatizer(%arg0: !llvm.ptr) {
+ // expected-error @below {{inconsistent number of private variables and privatizer op symbols, private vars: 1 vs. privatizer op symbols: 2}}
+ "omp.parallel"(%arg0) <{operandSegmentSizes = array<i32: 0, 0, 0, 0, 0, 1>, privatizers = [@x.privatizer, @y.privatizer]}> ({
+ ^bb0(%arg2: !llvm.ptr):
+ omp.terminator
+ }) : (!llvm.ptr) -> ()
+ return
+}
diff --git a/mlir/test/Dialect/OpenMP/ops-2.mlir b/mlir/test/Dialect/OpenMP/ops-2.mlir
new file mode 100644
index 00000000000000..9340e0b5fdf971
--- /dev/null
+++ b/mlir/test/Dialect/OpenMP/ops-2.mlir
@@ -0,0 +1,74 @@
+// RUN: mlir-opt -verify-diagnostics %s | mlir-opt | FileCheck %s
+
+// CHECK-LABEL: parallel_op_privatizers
+func.func @parallel_op_privatizers(%arg0: !llvm.ptr, %arg1: !llvm.ptr) {
+ // CHECK: omp.parallel private(@x.privatizer %arg0 -> %arg2 : !llvm.ptr, @y.privatizer %arg1 -> %arg3 : !llvm.ptr)
+ omp.parallel private(@x.privatizer %arg0 -> %arg2 : !llvm.ptr, @y.privatizer %arg1 -> %arg3 : !llvm.ptr) {
+ %0 = llvm.load %arg2 : !llvm.ptr -> i32
+ %1 = llvm.load %arg3 : !llvm.ptr -> i32
+ omp.terminator
+ }
+ return
+}
+
+// CHECK: omp.private {type = private} @x.privatizer : !llvm.ptr alloc {
+omp.private {type = private} @x.privatizer : !llvm.ptr alloc {
+// CHECK: ^bb0(%arg0: {{.*}}):
+^bb0(%arg0: !llvm.ptr):
+ omp.yield(%arg0 : !llvm.ptr)
+}
+
+// CHECK: omp.private {type = firstprivate} @y.privatizer : !llvm.ptr alloc {
+omp.private {type = firstprivate} @y.privatizer : !llvm.ptr alloc {
+// CHECK: ^bb0(%arg0: {{.*}}):
+^bb0(%arg0: !llvm.ptr):
+ omp.yield(%arg0 : !llvm.ptr)
+// CHECK: } copy {
+} copy {
+// CHECK: ^bb0(%arg0: {{.*}}, %arg1: {{.*}}):
+^bb0(%arg0: !llvm.ptr, %arg1: !llvm.ptr):
+ omp.yield(%arg0 : !llvm.ptr)
+}
+
+// CHECK-LABEL: parallel_op_reduction_and_private
+func.func @parallel_op_reduction_and_private(%priv_var: !llvm.ptr, %priv_var2: !llvm.ptr, %reduc_var: !llvm.ptr, %reduc_var2: !llvm.ptr) {
+ // CHECK: omp.parallel
+ // CHECK-SAME: reduction(
+ // CHECK-SAME: @add_f32 %[[reduc_var:[0-9a-z]+]] -> %[[reduc_arg:[0-9a-z]+]] : !llvm.ptr,
+ // CHECK-SAME: @add_f32 %[[reduc_var2:[0-9a-z]+]] -> %[[reduc_arg2:[0-9a-z]+]] : !llvm.ptr)
+ //
+ // CHECK-SAME: private(
+ // CHECK-SAME: @x.privatizer %[[priv_var:[0-9a-z]+]] -> %[[priv_arg:[0-9a-z]+]] : !llvm.ptr,
+ // CHECK-SAME: @y.privatizer %[[priv_var2:[0-9a-z]+]] -> %[[priv_arg2:[0-9a-z]+]] : !llvm.ptr)
+ omp.parallel reduction(@add_f32 %reduc_var -> %reduc_arg : !llvm.ptr, @add_f32 %reduc_var2 -> %reduc_arg2 : !llvm.ptr)
+ private(@x.privatizer %priv_var -> %priv_arg : !llvm.ptr, @y.privatizer %priv_var2 -> %priv_arg2 : !llvm.ptr) {
+ // CHECK: llvm.load %[[priv_arg]]
+ %0 = llvm.load %priv_arg : !llvm.ptr -> f32
+ // CHECK: llvm.load %[[priv_arg2]]
+ %1 = llvm.load %priv_arg2 : !llvm.ptr -> f32
+ // CHECK: llvm.load %[[reduc_arg]]
+ %2 = llvm.load %reduc_arg : !llvm.ptr -> f32
+ // CHECK: llvm.load %[[reduc_arg2]]
+ %3 = llvm.load %reduc_arg2 : !llvm.ptr -> f32
+ omp.terminator
+ }
+ return
+}
+
+omp.reduction.declare @add_f32 : f32
+init {
+^bb0(%arg: f32):
+ %0 = arith.constant 0.0 : f32
+ omp.yield (%0 : f32)
+}
+combiner {
+^bb1(%arg0: f32, %arg1: f32):
+ %1 = arith.addf %arg0, %arg1 : f32
+ omp.yield (%1 : f32)
+}
+atomic {
+^bb2(%arg2: !llvm.ptr, %arg3: !llvm.ptr):
+ %2 = llvm.load %arg3 : !llvm.ptr -> f32
+ llvm.atomicrmw fadd %arg2, %2 monotonic : !llvm.ptr, f32
+ omp.yield
+}
diff --git a/mlir/test/Dialect/OpenMP/ops.mlir b/mlir/test/Dialect/OpenMP/ops.mlir
index 99ca802089b8d3..33ff643e9fd720 100644
--- a/mlir/test/Dialect/OpenMP/ops.mlir
+++ b/mlir/test/Dialect/OpenMP/ops.mlir
@@ -59,7 +59,7 @@ func.func @omp_parallel(%data_var : memref<i32>, %if_cond : i1, %num_threads : i
// CHECK: omp.parallel num_threads(%{{.*}} : i32) allocate(%{{.*}} : memref<i32> -> %{{.*}} : memref<i32>)
"omp.parallel"(%num_threads, %data_var, %data_var) ({
omp.terminator
- }) {operandSegmentSizes = array<i32: 0,1,1,1,0>} : (i32, memref<i32>, memref<i32>) -> ()
+ }) {operandSegmentSizes = array<i32: 0,1,1,1,0,0>} : (i32, memref<i32>, memref<i32>) -> ()
// CHECK: omp.barrier
omp.barrier
@@ -68,22 +68,22 @@ func.func @omp_parallel(%data_var : memref<i32>, %if_cond : i1, %num_threads : i
// CHECK: omp.parallel if(%{{.*}}) allocate(%{{.*}} : memref<i32> -> %{{.*}} : memref<i32>)
"omp.parallel"(%if_cond, %data_var, %data_var) ({
omp.terminator
- }) {operandSegmentSizes = array<i32: 1,0,1,1,0>} : (i1, memref<i32>, memref<i32>) -> ()
+ }) {operandSegmentSizes = array<i32: 1,0,1,1,0,0>} : (i1, memref<i32>, memref<i32>) -> ()
// test without allocate
// CHECK: omp.parallel if(%{{.*}}) num_threads(%{{.*}} : i32)
"omp.parallel"(%if_cond, %num_threads) ({
omp.terminator
- }) {operandSegmentSizes = array<i32: 1,1,0,0,0>} : (i1, i32) -> ()
+ }) {operandSegmentSizes = array<i32: 1,1,0,0,0,0>} : (i1, i32) -> ()
omp.terminator
- }) {operandSegmentSizes = array<i32: 1,1,1,1,0>, proc_bind_val = #omp<procbindkind spread>} : (i1, i32, memref<i32>, memref<i32>) -> ()
+ }) {operandSegmentSizes = array<i32: 1,1,1,1,0,0>, proc_bind_val = #omp<procbindkind spread>} : (i1, i32, memref<i32>, memref<i32>) -> ()
// test with multiple parameters for single variadic argument
// CHECK: omp.parallel allocate(%{{.*}} : memref<i32> -> %{{.*}} : memref<i32>)
"omp.parallel" (%data_var, %data_var) ({
omp.terminator
- }) {operandSegmentSizes = array<i32: 0,0,1,1,0>} : (memref<i32>, memref<i32>) -> ()
+ }) {operandSegmentSizes = array<i32: 0,0,1,1,0,0>} : (memref<i32>, memref<i32>) -> ()
return
}
diff --git a/mlir/test/Dialect/OpenMP/roundtrip.mlir b/mlir/test/Dialect/OpenMP/roundtrip.mlir
deleted file mode 100644
index 2553442638ee84..00000000000000
--- a/mlir/test/Dialect/OpenMP/roundtrip.mlir
+++ /dev/null
@@ -1,21 +0,0 @@
-// RUN: mlir-opt -verify-diagnostics %s | mlir-opt | FileCheck %s
-
-// CHECK: omp.private {type = private} @x.privatizer : !llvm.ptr alloc {
-omp.private {type = private} @x.privatizer : !llvm.ptr alloc {
-// CHECK: ^bb0(%arg0: {{.*}}):
-^bb0(%arg0: !llvm.ptr):
- omp.yield(%arg0 : !llvm.ptr)
-}
-
-// CHECK: omp.private {type = firstprivate} @y.privatizer : !llvm.ptr alloc {
-omp.private {type = firstprivate} @y.privatizer : !llvm.ptr alloc {
-// CHECK: ^bb0(%arg0: {{.*}}):
-^bb0(%arg0: !llvm.ptr):
- omp.yield(%arg0 : !llvm.ptr)
-// CHECK: } copy {
-} copy {
-// CHECK: ^bb0(%arg0: {{.*}}, %arg1: {{.*}}):
-^bb0(%arg0: !llvm.ptr, %arg1: !llvm.ptr):
- omp.yield(%arg0 : !llvm.ptr)
-}
-
>From 99cbe2d6ab588b8843d0c8beb65dc3aa5da42ea2 Mon Sep 17 00:00:00 2001
From: ergawy <kareem.ergawy at amd.com>
Date: Tue, 13 Feb 2024 04:46:50 -0600
Subject: [PATCH 3/3] [MLIR][OpenMP] Support basic materialization for
`omp.private` ops
Adds basic support for materializing delayed privatization. So far, the
restrictions on the implementation are:
- Only `private` clauses are supported (`firstprivate` support will be
added in a later PR).
- Only single-block `omp.private -> alloc` regions are supported
(multi-block ones will be supported in a later PR).
---
.../OpenMP/OpenMPToLLVMIRTranslation.cpp | 114 +++++++++++++++++-
mlir/test/Target/LLVMIR/openmp-private.mlir | 91 ++++++++++++++
2 files changed, 199 insertions(+), 6 deletions(-)
create mode 100644 mlir/test/Target/LLVMIR/openmp-private.mlir
diff --git a/mlir/lib/Target/LLVMIR/Dialect/OpenMP/OpenMPToLLVMIRTranslation.cpp b/mlir/lib/Target/LLVMIR/Dialect/OpenMP/OpenMPToLLVMIRTranslation.cpp
index 78a2ad76a1e3b8..6b59dc7377fc74 100644
--- a/mlir/lib/Target/LLVMIR/Dialect/OpenMP/OpenMPToLLVMIRTranslation.cpp
+++ b/mlir/lib/Target/LLVMIR/Dialect/OpenMP/OpenMPToLLVMIRTranslation.cpp
@@ -1000,6 +1000,26 @@ convertOmpWsLoop(Operation &opInst, llvm::IRBuilderBase &builder,
return success();
}
+/// Replace the region arguments of the parallel op (which correspond to private
+/// variables) with the actual private varibles they correspond to. This
+/// prepares the parallel op so that it matches what is expected by the
+/// OMPIRBuilder.
+static void prepareOmpParallelForPrivatization(omp::ParallelOp opInst) {
+ Region ®ion = opInst.getRegion();
+ auto privateVars = opInst.getPrivateVars();
+
+ auto privateVarsIt = privateVars.begin();
+ // Reduction precede private arguments, so skip them first.
+ unsigned privateArgBeginIdx = opInst.getNumReductionVars();
+ unsigned privateArgEndIdx = privateArgBeginIdx + privateVars.size();
+ for (size_t argIdx = privateArgBeginIdx; argIdx < privateArgEndIdx;
+ ++argIdx, ++privateVarsIt)
+ replaceAllUsesInRegionWith(region.getArgument(argIdx), *privateVarsIt,
+ region);
+
+ region.front().eraseArguments(privateArgBeginIdx, privateVars.size());
+}
+
/// Converts the OpenMP parallel operation to LLVM IR.
static LogicalResult
convertOmpParallel(omp::ParallelOp opInst, llvm::IRBuilderBase &builder,
@@ -1008,6 +1028,7 @@ convertOmpParallel(omp::ParallelOp opInst, llvm::IRBuilderBase &builder,
// TODO: support error propagation in OpenMPIRBuilder and use it instead of
// relying on captured variables.
LogicalResult bodyGenStatus = success();
+ prepareOmpParallelForPrivatization(opInst);
llvm::OpenMPIRBuilder *ompBuilder = moduleTranslation.getOpenMPBuilder();
auto bodyGenCB = [&](InsertPointTy allocaIP, InsertPointTy codeGenIP) {
@@ -1092,6 +1113,86 @@ convertOmpParallel(omp::ParallelOp opInst, llvm::IRBuilderBase &builder,
llvm::Value *&replacementValue) -> InsertPointTy {
replacementValue = &vPtr;
+ // If this is a private value, this lambda will return the corresponding
+ // mlir value and its `PrivateClauseOp`. Otherwise, empty values are
+ // returned.
+ auto [privVar, privatizerClone] =
+ [&]() -> std::pair<mlir::Value, omp::PrivateClauseOp> {
+ if (!opInst.getPrivateVars().empty()) {
+ auto privVars = opInst.getPrivateVars();
+ auto privatizers = opInst.getPrivatizers();
+ assert(privatizers && privatizers->size() == privVars.size());
+
+ const auto *privInitIt = privatizers->begin();
+ for (auto privVarIt = privVars.begin(); privVarIt != privVars.end();
+ ++privVarIt, ++privInitIt) {
+ // Find the MLIR private variable corresponding to the LLVM value
+ // being privatized.
+ llvm::Value *llvmPrivVar = moduleTranslation.lookupValue(*privVarIt);
+ if (llvmPrivVar != &vPtr)
+ continue;
+
+ SymbolRefAttr privSym = llvm::cast<SymbolRefAttr>(*privInitIt);
+ omp::PrivateClauseOp privatizer =
+ SymbolTable::lookupNearestSymbolFrom<omp::PrivateClauseOp>(
+ opInst, privSym);
+
+ assert(privatizer);
+ // Clone the privatizer in case it used by more than one parallel
+ // region. The privatizer is processed in-place (see below) before it
+ // gets inlined in the parallel region and therefore processing the
+ // original op is dangerous.
+ return {*privVarIt, privatizer.clone()};
+ }
+ }
+
+ return {mlir::Value(), omp::PrivateClauseOp()};
+ }();
+
+ if (privVar) {
+ assert(privatizerClone.getDataSharingType() !=
+ omp::DataSharingClauseType::FirstPrivate &&
+ "TODO: delayed privatization is not supported for `firstprivate` "
+ "clauses yet.");
+ Region &allocRegion = privatizerClone.getAllocRegion();
+ assert(allocRegion.getNumArguments() == 1);
+ assert(allocRegion.hasOneBlock() &&
+ "TODO: multi-block alloc regions are not supported yet. Seems "
+ "like there is a difference in `inlineConvertOmpRegions`'s "
+ "pre-conditions for single- and multi-block regions.");
+
+ // Replace the privatizer block argument with mlir value being privatized.
+ // This way, the body of the privatizer will be changed from using the
+ // region/block argument to the value being privatized.
+ auto allocRegionArg = allocRegion.getArgument(0);
+ replaceAllUsesInRegionWith(allocRegionArg, privVar, allocRegion);
+
+ auto oldIP = builder.saveIP();
+ builder.restoreIP(allocaIP);
+
+ // Temporarily unlink the terminator from its parent since
+ // `inlineConvertOmpRegions` expects the insertion block to **not**
+ // contain a terminator.
+ llvm::Instruction &allocaTerminator = builder.GetInsertBlock()->back();
+ assert(allocaTerminator.isTerminator());
+ allocaTerminator.removeFromParent();
+
+ SmallVector<llvm::Value *, 1> yieldedValues;
+ if (failed(inlineConvertOmpRegions(allocRegion, "omp.privatizer", builder,
+ moduleTranslation, &yieldedValues))) {
+ opInst.emitError("failed to inline `alloc` region of an `omp.private` "
+ "op in the parallel region");
+ bodyGenStatus = failure();
+ } else {
+ assert(yieldedValues.size() == 1);
+ replacementValue = yieldedValues.front();
+ }
+
+ allocaTerminator.insertAfter(&builder.GetInsertBlock()->back());
+ privatizerClone.erase();
+ builder.restoreIP(oldIP);
+ }
+
return codeGenIP;
};
@@ -3009,12 +3110,13 @@ LogicalResult OpenMPDialectLLVMIRTranslationInterface::convertOperation(
.Case([&](omp::TargetOp) {
return convertOmpTarget(*op, builder, moduleTranslation);
})
- .Case<omp::MapInfoOp, omp::DataBoundsOp>([&](auto op) {
- // No-op, should be handled by relevant owning operations e.g.
- // TargetOp, EnterDataOp, ExitDataOp, DataOp etc. and then
- // discarded
- return success();
- })
+ .Case<omp::MapInfoOp, omp::DataBoundsOp, omp::PrivateClauseOp>(
+ [&](auto op) {
+ // No-op, should be handled by relevant owning operations e.g.
+ // TargetOp, EnterDataOp, ExitDataOp, DataOp etc. and then
+ // discarded
+ return success();
+ })
.Default([&](Operation *inst) {
return inst->emitError("unsupported OpenMP operation: ")
<< inst->getName();
diff --git a/mlir/test/Target/LLVMIR/openmp-private.mlir b/mlir/test/Target/LLVMIR/openmp-private.mlir
new file mode 100644
index 00000000000000..1ac87852d5300f
--- /dev/null
+++ b/mlir/test/Target/LLVMIR/openmp-private.mlir
@@ -0,0 +1,91 @@
+// Test code-gen for `omp.parallel` ops with delayed privatizers (i.e. using
+// `omp.private` ops).
+
+// RUN: mlir-translate -mlir-to-llvmir -split-input-file %s | FileCheck %s
+
+llvm.func @parallel_op_1_private(%arg0: !llvm.ptr) {
+ omp.parallel private(@x.privatizer %arg0 -> %arg2 : !llvm.ptr) {
+ %0 = llvm.load %arg2 : !llvm.ptr -> f32
+ omp.terminator
+ }
+ llvm.return
+}
+
+// CHECK-LABEL: @parallel_op_1_private
+// CHECK-SAME: (ptr %[[ORIG:.*]]) {
+// CHECK: %[[OMP_PAR_ARG:.*]] = alloca { ptr }, align 8
+// CHECK: %[[ORIG_GEP:.*]] = getelementptr { ptr }, ptr %[[OMP_PAR_ARG]], i32 0, i32 0
+// CHECK: store ptr %[[ORIG]], ptr %[[ORIG_GEP]], align 8
+// CHECK: call void (ptr, i32, ptr, ...) @__kmpc_fork_call(ptr @1, i32 1, ptr @parallel_op_1_private..omp_par, ptr %[[OMP_PAR_ARG]])
+// CHECK: }
+
+// CHECK-LABEL: void @parallel_op_1_private..omp_par
+// CHECK-SAME: (ptr noalias %{{.*}}, ptr noalias %{{.*}}, ptr %[[ARG:.*]])
+// CHECK: %[[ORIG_PTR_PTR:.*]] = getelementptr { ptr }, ptr %[[ARG]], i32 0, i32 0
+// CHECK: %[[ORIG_PTR:.*]] = load ptr, ptr %[[ORIG_PTR_PTR]], align 8
+
+// Check that the privatizer alloc region was inlined properly.
+// CHECK: %[[PRIV_ALLOC:.*]] = alloca float, align 4
+// CHECK: %[[ORIG_VAL:.*]] = load float, ptr %[[ORIG_PTR]], align 4
+// CHECK: store float %[[ORIG_VAL]], ptr %[[PRIV_ALLOC]], align 4
+// CHECK-NEXT: br
+
+// Check that the privatized value is used (rather than the original one).
+// CHECK: load float, ptr %[[PRIV_ALLOC]], align 4
+// CHECK: }
+
+llvm.func @parallel_op_2_privates(%arg0: !llvm.ptr, %arg1: !llvm.ptr) {
+ omp.parallel private(@x.privatizer %arg0 -> %arg2 : !llvm.ptr, @y.privatizer %arg1 -> %arg3 : !llvm.ptr) {
+ %0 = llvm.load %arg2 : !llvm.ptr -> f32
+ %1 = llvm.load %arg3 : !llvm.ptr -> i32
+ omp.terminator
+ }
+ llvm.return
+}
+
+// CHECK-LABEL: @parallel_op_2_privates
+// CHECK-SAME: (ptr %[[ORIG1:.*]], ptr %[[ORIG2:.*]]) {
+// CHECK: %[[OMP_PAR_ARG:.*]] = alloca { ptr, ptr }, align 8
+// CHECK: %[[ORIG1_GEP:.*]] = getelementptr { ptr, ptr }, ptr %[[OMP_PAR_ARG]], i32 0, i32 0
+// CHECK: store ptr %[[ORIG1]], ptr %[[ORIG1_GEP]], align 8
+// CHECK: call void (ptr, i32, ptr, ...) @__kmpc_fork_call(ptr @1, i32 1, ptr @parallel_op_2_privates..omp_par, ptr %[[OMP_PAR_ARG]])
+// CHECK: }
+
+// CHECK-LABEL: void @parallel_op_2_privates..omp_par
+// CHECK-SAME: (ptr noalias %{{.*}}, ptr noalias %{{.*}}, ptr %[[ARG:.*]])
+// CHECK: %[[ORIG1_PTR_PTR:.*]] = getelementptr { ptr, ptr }, ptr %[[ARG]], i32 0, i32 0
+// CHECK: %[[ORIG1_PTR:.*]] = load ptr, ptr %[[ORIG1_PTR_PTR]], align 8
+// CHECK: %[[ORIG2_PTR_PTR:.*]] = getelementptr { ptr, ptr }, ptr %[[ARG]], i32 0, i32 1
+// CHECK: %[[ORIG2_PTR:.*]] = load ptr, ptr %[[ORIG2_PTR_PTR]], align 8
+
+// Check that the privatizer alloc region was inlined properly.
+// CHECK: %[[PRIV1_ALLOC:.*]] = alloca float, align 4
+// CHECK: %[[ORIG1_VAL:.*]] = load float, ptr %[[ORIG1_PTR]], align 4
+// CHECK: store float %[[ORIG1_VAL]], ptr %[[PRIV1_ALLOC]], align 4
+// CHECK: %[[PRIV2_ALLOC:.*]] = alloca i32, align 4
+// CHECK: %[[ORIG2_VAL:.*]] = load i32, ptr %[[ORIG2_PTR]], align 4
+// CHECK: store i32 %[[ORIG2_VAL]], ptr %[[PRIV2_ALLOC]], align 4
+// CHECK-NEXT: br
+
+// Check that the privatized value is used (rather than the original one).
+// CHECK: load float, ptr %[[PRIV1_ALLOC]], align 4
+// CHECK: load i32, ptr %[[PRIV2_ALLOC]], align 4
+// CHECK: }
+
+omp.private {type = private} @x.privatizer : !llvm.ptr alloc {
+^bb0(%arg0: !llvm.ptr):
+ %c1 = llvm.mlir.constant(1 : i32) : i32
+ %0 = llvm.alloca %c1 x f32 : (i32) -> !llvm.ptr
+ %1 = llvm.load %arg0 : !llvm.ptr -> f32
+ llvm.store %1, %0 : f32, !llvm.ptr
+ omp.yield(%0 : !llvm.ptr)
+}
+
+omp.private {type = private} @y.privatizer : !llvm.ptr alloc {
+^bb0(%arg0: !llvm.ptr):
+ %c1 = llvm.mlir.constant(1 : i32) : i32
+ %0 = llvm.alloca %c1 x i32 : (i32) -> !llvm.ptr
+ %1 = llvm.load %arg0 : !llvm.ptr -> i32
+ llvm.store %1, %0 : i32, !llvm.ptr
+ omp.yield(%0 : !llvm.ptr)
+}
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