[Mlir-commits] [mlir] [MLIR][OpenMP] Extend omp.private materialization support: `firstprivate` (PR #82164)
Kareem Ergawy
llvmlistbot at llvm.org
Sun Feb 18 04:56:44 PST 2024
https://github.com/ergawy created https://github.com/llvm/llvm-project/pull/82164
Extends current support for delayed privatization during translation to
LLVM IR. This adds support for one-block `firstprivate` `omp.private`
ops.
### This is a follow-up to 81715, only the commit with the same name as the PR title is relevant.
>From 9f78a93b307923dc2620626ff6b4b095250d5406 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 1/2] [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 | 155 +++++++++++++++---
mlir/test/Target/LLVMIR/openmp-private.mlir | 91 ++++++++++
2 files changed, 227 insertions(+), 19 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..484fd7e6f6c46d 100644
--- a/mlir/lib/Target/LLVMIR/Dialect/OpenMP/OpenMPToLLVMIRTranslation.cpp
+++ b/mlir/lib/Target/LLVMIR/Dialect/OpenMP/OpenMPToLLVMIRTranslation.cpp
@@ -1000,11 +1000,39 @@ 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. Instead of editing the original op in-place, this function
+/// does the required changes to a cloned version which should then be erased by
+/// the caller.
+static omp::ParallelOp
+prepareOmpParallelForPrivatization(omp::ParallelOp opInst) {
+ mlir::OpBuilder cloneBuilder(opInst);
+ omp::ParallelOp opInstClone =
+ llvm::cast<omp::ParallelOp>(cloneBuilder.clone(*opInst));
+
+ Region ®ion = opInstClone.getRegion();
+ auto privateVars = opInstClone.getPrivateVars();
+
+ auto privateVarsIt = privateVars.begin();
+ // Reduction precede private arguments, so skip them first.
+ unsigned privateArgBeginIdx = opInstClone.getNumReductionVars();
+ unsigned privateArgEndIdx = privateArgBeginIdx + privateVars.size();
+ for (size_t argIdx = privateArgBeginIdx; argIdx < privateArgEndIdx;
+ ++argIdx, ++privateVarsIt)
+ replaceAllUsesInRegionWith(region.getArgument(argIdx), *privateVarsIt,
+ region);
+ return opInstClone;
+}
+
/// Converts the OpenMP parallel operation to LLVM IR.
static LogicalResult
convertOmpParallel(omp::ParallelOp opInst, llvm::IRBuilderBase &builder,
LLVM::ModuleTranslation &moduleTranslation) {
using InsertPointTy = llvm::OpenMPIRBuilder::InsertPointTy;
+ omp::ParallelOp opInstClone = prepareOmpParallelForPrivatization(opInst);
+
// TODO: support error propagation in OpenMPIRBuilder and use it instead of
// relying on captured variables.
LogicalResult bodyGenStatus = success();
@@ -1013,12 +1041,12 @@ convertOmpParallel(omp::ParallelOp opInst, llvm::IRBuilderBase &builder,
auto bodyGenCB = [&](InsertPointTy allocaIP, InsertPointTy codeGenIP) {
// Collect reduction declarations
SmallVector<omp::ReductionDeclareOp> reductionDecls;
- collectReductionDecls(opInst, reductionDecls);
+ collectReductionDecls(opInstClone, reductionDecls);
// Allocate reduction vars
SmallVector<llvm::Value *> privateReductionVariables;
DenseMap<Value, llvm::Value *> reductionVariableMap;
- allocReductionVars(opInst, builder, moduleTranslation, allocaIP,
+ allocReductionVars(opInstClone, builder, moduleTranslation, allocaIP,
reductionDecls, privateReductionVariables,
reductionVariableMap);
@@ -1030,7 +1058,7 @@ convertOmpParallel(omp::ParallelOp opInst, llvm::IRBuilderBase &builder,
// Initialize reduction vars
builder.restoreIP(allocaIP);
- for (unsigned i = 0; i < opInst.getNumReductionVars(); ++i) {
+ for (unsigned i = 0; i < opInstClone.getNumReductionVars(); ++i) {
SmallVector<llvm::Value *> phis;
if (failed(inlineConvertOmpRegions(
reductionDecls[i].getInitializerRegion(), "omp.reduction.neutral",
@@ -1051,18 +1079,19 @@ convertOmpParallel(omp::ParallelOp opInst, llvm::IRBuilderBase &builder,
// ParallelOp has only one region associated with it.
builder.restoreIP(codeGenIP);
auto regionBlock =
- convertOmpOpRegions(opInst.getRegion(), "omp.par.region", builder,
+ convertOmpOpRegions(opInstClone.getRegion(), "omp.par.region", builder,
moduleTranslation, bodyGenStatus);
// Process the reductions if required.
- if (opInst.getNumReductionVars() > 0) {
+ if (opInstClone.getNumReductionVars() > 0) {
// Collect reduction info
SmallVector<OwningReductionGen> owningReductionGens;
SmallVector<OwningAtomicReductionGen> owningAtomicReductionGens;
SmallVector<llvm::OpenMPIRBuilder::ReductionInfo> reductionInfos;
- collectReductionInfo(opInst, builder, moduleTranslation, reductionDecls,
- owningReductionGens, owningAtomicReductionGens,
- privateReductionVariables, reductionInfos);
+ collectReductionInfo(opInstClone, builder, moduleTranslation,
+ reductionDecls, owningReductionGens,
+ owningAtomicReductionGens, privateReductionVariables,
+ reductionInfos);
// Move to region cont block
builder.SetInsertPoint(regionBlock->getTerminator());
@@ -1075,7 +1104,8 @@ convertOmpParallel(omp::ParallelOp opInst, llvm::IRBuilderBase &builder,
ompBuilder->createReductions(builder.saveIP(), allocaIP,
reductionInfos, false);
if (!contInsertPoint.getBlock()) {
- bodyGenStatus = opInst->emitOpError() << "failed to convert reductions";
+ bodyGenStatus = opInstClone->emitOpError()
+ << "failed to convert reductions";
return;
}
@@ -1086,12 +1116,97 @@ convertOmpParallel(omp::ParallelOp opInst, llvm::IRBuilderBase &builder,
// TODO: Perform appropriate actions according to the data-sharing
// attribute (shared, private, firstprivate, ...) of variables.
- // Currently defaults to shared.
+ // Currently shared and private are supported.
auto privCB = [&](InsertPointTy allocaIP, InsertPointTy codeGenIP,
llvm::Value &, llvm::Value &vPtr,
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 (!opInstClone.getPrivateVars().empty()) {
+ auto privVars = opInstClone.getPrivateVars();
+ auto privatizers = opInstClone.getPrivatizers();
+
+ for (auto [privVar, privatizerAttr] :
+ llvm::zip_equal(privVars, *privatizers)) {
+ // Find the MLIR private variable corresponding to the LLVM value
+ // being privatized.
+ llvm::Value *llvmPrivVar = moduleTranslation.lookupValue(privVar);
+ if (llvmPrivVar != &vPtr)
+ continue;
+
+ SymbolRefAttr privSym = llvm::cast<SymbolRefAttr>(privatizerAttr);
+ omp::PrivateClauseOp privatizer =
+ SymbolTable::lookupNearestSymbolFrom<omp::PrivateClauseOp>(
+ opInstClone, privSym);
+
+ // 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 {privVar, privatizer.clone()};
+ }
+ }
+
+ return {mlir::Value(), omp::PrivateClauseOp()};
+ }();
+
+ if (privVar) {
+ if (privatizerClone.getDataSharingType() ==
+ omp::DataSharingClauseType::FirstPrivate) {
+ privatizerClone.emitOpError(
+ "TODO: delayed privatization is not "
+ "supported for `firstprivate` clauses yet.");
+ bodyGenStatus = failure();
+ return codeGenIP;
+ }
+
+ Region &allocRegion = privatizerClone.getAllocRegion();
+
+ if (!allocRegion.hasOneBlock()) {
+ privatizerClone.emitOpError(
+ "TODO: multi-block alloc regions are not supported yet.");
+ bodyGenStatus = failure();
+ return codeGenIP;
+ }
+
+ // 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))) {
+ opInstClone.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;
};
@@ -1100,13 +1215,13 @@ convertOmpParallel(omp::ParallelOp opInst, llvm::IRBuilderBase &builder,
auto finiCB = [&](InsertPointTy codeGenIP) {};
llvm::Value *ifCond = nullptr;
- if (auto ifExprVar = opInst.getIfExprVar())
+ if (auto ifExprVar = opInstClone.getIfExprVar())
ifCond = moduleTranslation.lookupValue(ifExprVar);
llvm::Value *numThreads = nullptr;
- if (auto numThreadsVar = opInst.getNumThreadsVar())
+ if (auto numThreadsVar = opInstClone.getNumThreadsVar())
numThreads = moduleTranslation.lookupValue(numThreadsVar);
auto pbKind = llvm::omp::OMP_PROC_BIND_default;
- if (auto bind = opInst.getProcBindVal())
+ if (auto bind = opInstClone.getProcBindVal())
pbKind = getProcBindKind(*bind);
// TODO: Is the Parallel construct cancellable?
bool isCancellable = false;
@@ -1119,6 +1234,7 @@ convertOmpParallel(omp::ParallelOp opInst, llvm::IRBuilderBase &builder,
ompBuilder->createParallel(ompLoc, allocaIP, bodyGenCB, privCB, finiCB,
ifCond, numThreads, pbKind, isCancellable));
+ opInstClone.erase();
return bodyGenStatus;
}
@@ -3009,12 +3125,13 @@ 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)
+}
>From 2153390628fd813bd2db6dd37b888f8382e7b064 Mon Sep 17 00:00:00 2001
From: ergawy <kareem.ergawy at amd.com>
Date: Sun, 18 Feb 2024 06:50:38 -0600
Subject: [PATCH 2/2] [MLIR][OpenMP] Extend `omp.private` materialization
support: `firstprivate`
Extends current support for delayed privatization during translation to
LLVM IR. This adds support for one-block `firstprivate` `omp.private`
ops.
---
.../OpenMP/OpenMPToLLVMIRTranslation.cpp | 46 +++++++++++++----
.../Target/LLVMIR/openmp-firstprivate.mlir | 50 +++++++++++++++++++
2 files changed, 87 insertions(+), 9 deletions(-)
create mode 100644 mlir/test/Target/LLVMIR/openmp-firstprivate.mlir
diff --git a/mlir/lib/Target/LLVMIR/Dialect/OpenMP/OpenMPToLLVMIRTranslation.cpp b/mlir/lib/Target/LLVMIR/Dialect/OpenMP/OpenMPToLLVMIRTranslation.cpp
index 484fd7e6f6c46d..b41c27b1e14ba2 100644
--- a/mlir/lib/Target/LLVMIR/Dialect/OpenMP/OpenMPToLLVMIRTranslation.cpp
+++ b/mlir/lib/Target/LLVMIR/Dialect/OpenMP/OpenMPToLLVMIRTranslation.cpp
@@ -1156,15 +1156,6 @@ convertOmpParallel(omp::ParallelOp opInst, llvm::IRBuilderBase &builder,
}();
if (privVar) {
- if (privatizerClone.getDataSharingType() ==
- omp::DataSharingClauseType::FirstPrivate) {
- privatizerClone.emitOpError(
- "TODO: delayed privatization is not "
- "supported for `firstprivate` clauses yet.");
- bodyGenStatus = failure();
- return codeGenIP;
- }
-
Region &allocRegion = privatizerClone.getAllocRegion();
if (!allocRegion.hasOneBlock()) {
@@ -1174,6 +1165,43 @@ convertOmpParallel(omp::ParallelOp opInst, llvm::IRBuilderBase &builder,
return codeGenIP;
}
+ // If this is a `firstprivate` clause, prepare the `omp.private` op by:
+ if (privatizerClone.getDataSharingType() ==
+ omp::DataSharingClauseType::FirstPrivate) {
+ auto oldAllocBackBlock = std::prev(allocRegion.end());
+ omp::YieldOp oldAllockYieldOp =
+ llvm::cast<omp::YieldOp>(oldAllocBackBlock->getTerminator());
+
+ Region ©Region = privatizerClone.getCopyRegion();
+
+ if (!copyRegion.hasOneBlock()) {
+ privatizerClone.emitOpError(
+ "TODO: multi-block copy regions are not supported yet.");
+ bodyGenStatus = failure();
+ return codeGenIP;
+ }
+
+ mlir::IRRewriter copyCloneBuilder(&moduleTranslation.getContext());
+ // 1. Cloning the `copy` region to the end of the `alloc` region.
+ copyCloneBuilder.cloneRegionBefore(copyRegion, allocRegion,
+ allocRegion.end());
+
+ auto newCopyRegionFrontBlock = std::next(oldAllocBackBlock);
+ // 2. Merging the last `alloc` block with the first block in the `copy`
+ // region clone.
+ // 3. Re-mapping the first argument of the `copy` region to be the
+ // argument of the `alloc` region and the second argument of the `copy`
+ // region to be the yielded value of the `alloc` region (this is the
+ // private clone of the privatized value).
+ copyCloneBuilder.mergeBlocks(
+ &*newCopyRegionFrontBlock, &*oldAllocBackBlock,
+ {allocRegion.getArgument(0), oldAllockYieldOp.getOperand(0)});
+
+ // 4. The old terminator of the `alloc` region is not needed anymore, so
+ // delete it.
+ oldAllockYieldOp.erase();
+ }
+
// 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.
diff --git a/mlir/test/Target/LLVMIR/openmp-firstprivate.mlir b/mlir/test/Target/LLVMIR/openmp-firstprivate.mlir
new file mode 100644
index 00000000000000..54b8dfc85ccc22
--- /dev/null
+++ b/mlir/test/Target/LLVMIR/openmp-firstprivate.mlir
@@ -0,0 +1,50 @@
+// 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_firstprivate(%arg0: !llvm.ptr) {
+ omp.parallel private(@x.privatizer %arg0 -> %arg2 : !llvm.ptr) {
+ %0 = llvm.load %arg2 : !llvm.ptr -> f32
+ omp.terminator
+ }
+ llvm.return
+}
+
+omp.private {type = firstprivate} @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
+ omp.yield(%0 : !llvm.ptr)
+} copy {
+^bb0(%arg0: !llvm.ptr, %arg1: !llvm.ptr):
+ %0 = llvm.load %arg0 : !llvm.ptr -> f32
+ llvm.store %0, %arg1 : f32, !llvm.ptr
+ omp.yield(%arg1 : !llvm.ptr)
+}
+
+// CHECK-LABEL: @parallel_op_firstprivate
+// 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_firstprivate..omp_par, ptr %[[OMP_PAR_ARG]])
+// CHECK: }
+
+// CHECK-LABEL: void @parallel_op_firstprivate..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 that the privatizer copy region was inlined properly.
+
+// 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: }
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