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43 changes: 43 additions & 0 deletions enzyme/Enzyme/Clang/EnzymeClang.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -505,6 +505,49 @@ struct EnzymeInactiveAttrInfo : public ParsedAttrInfo {
static ParsedAttrInfoRegistry::Add<EnzymeInactiveAttrInfo> X4("enzyme_inactive",
"");

struct EnzymeElementwiseReadAttrInfo : public ParsedAttrInfo {
EnzymeElementwiseReadAttrInfo() {
OptArgs = 1;
static constexpr Spelling S[] = {
{ParsedAttr::AS_GNU, "enzyme_elementwise_read"},
#if LLVM_VERSION_MAJOR > 17
{ParsedAttr::AS_C23, "enzyme_elementwise_read"},
#else
{ParsedAttr::AS_C2x, "enzyme_elementwise_read"},
#endif
{ParsedAttr::AS_CXX11, "enzyme_elementwise_read"},
{ParsedAttr::AS_CXX11, "enzyme::elementwise_read"}
};
Spellings = S;
}

bool diagAppertainsToDecl(Sema &S, const ParsedAttr &Attr,
const Decl *D) const override {
if (isa<FunctionDecl>(D))
return true;
S.Diag(Attr.getLoc(), diag::warn_attribute_wrong_decl_type_str)
<< Attr << "functions";
return false;
}

AttrHandling handleDeclAttribute(Sema &S, Decl *D,
const ParsedAttr &Attr) const override {
if (Attr.getNumArgs() != 0) {
unsigned ID = S.getDiagnostics().getCustomDiagID(
DiagnosticsEngine::Error,
"'enzyme_elementwise_read' attribute requires zero arguments");
S.Diag(Attr.getLoc(), ID);
return AttributeNotApplied;
}
D->addAttr(AnnotateAttr::Create(S.Context, "enzyme_elementwise_read",
nullptr, 0, Attr.getRange()));
return AttributeApplied;
}
};

static ParsedAttrInfoRegistry::Add<EnzymeElementwiseReadAttrInfo>
XElemRead("enzyme_elementwise_read", "");

struct EnzymeNoFreeAttrInfo : public ParsedAttrInfo {
EnzymeNoFreeAttrInfo() {
OptArgs = 1;
Expand Down
22 changes: 22 additions & 0 deletions enzyme/Enzyme/DiffeGradientUtils.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -51,6 +51,26 @@

using namespace llvm;

namespace {
bool elementwiseReadForContext(const Instruction *orig, const Value *origptr) {
if (orig) {
if (const Function *F = orig->getFunction()) {
if (F->hasFnAttribute("enzyme_elementwise_read")) {
return true;
}
}
}
const Value *base = getBaseObject(origptr);
if (auto *arg = dyn_cast<Argument>(base)) {
if (const Function *F = arg->getParent()) {
return F->getAttributes().hasParamAttr(arg->getArgNo(),
"enzyme_elementwise_read");
}
}
return false;
}
} // namespace

DiffeGradientUtils::DiffeGradientUtils(
EnzymeLogic &Logic, Function *newFunc_, Function *oldFunc_,
TargetLibraryInfo &TLI, TypeAnalysis &TA, TypeResults TR,
Expand Down Expand Up @@ -931,6 +951,8 @@ void DiffeGradientUtils::addToInvertedPtrDiffe(Instruction *orig,
// all additional parallelism in this function is outlined.
if (backwardsOnlyShadows.find(TmpOrig) != backwardsOnlyShadows.end())
Atomic = false;
if (Atomic && elementwiseReadForContext(orig, origptr))
Atomic = false;
Comment on lines +954 to +955
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Copilot AI Apr 9, 2026

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This change alters reverse-mode accumulation behavior by disabling atomics when the new attribute is present, but there’s no lit/IR test exercising the new attribute path (e.g., ensuring PreserveNVVM round-trips the annotation into an LLVM fn attribute and that the generated reverse kernel avoids atomicrmw for that accumulation). Please add a regression test covering both the attribute preservation and the expected removal of atomicrmw in the differentiated output.

Copilot generated this review using guidance from repository custom instructions.
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@copilot apply changes based on this feedback


if (Atomic) {
// For amdgcn constant AS is 4 and if the primal is in it we need to cast
Expand Down
9 changes: 9 additions & 0 deletions enzyme/Enzyme/PreserveNVVM.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -387,6 +387,15 @@ bool preserveNVVM(bool Begin, Module &M) {
continue;
}

if (AS == "enzyme_elementwise_read" && Func) {
Func->addAttribute(AttributeList::FunctionIndex,
Attribute::get(Func->getContext(),
"enzyme_elementwise_read"));
changed = true;
replacements.push_back(Constant::getNullValue(CAOp->getType()));
continue;
}

if (AS == "enzyme_shouldrecompute" && Func) {
Func->addAttribute(
AttributeList::FunctionIndex,
Expand Down
38 changes: 38 additions & 0 deletions enzyme/test/Enzyme/ReverseMode/elementwise-read.ll
Original file line number Diff line number Diff line change
@@ -0,0 +1,38 @@
; RUN: if [ %llvmver -lt 16 ]; then %opt < %s %loadEnzyme -enzyme-preopt=false -preserve-nvvm -enzyme -enzyme-detect-readthrow=0 -S | FileCheck %s; fi
; RUN: %opt < %s %newLoadEnzyme -enzyme-preopt=false -enzyme-detect-readthrow=0 -passes="preserve-nvvm,enzyme" -S | FileCheck %s

; ModuleID = 'elementwise-read.ll'
source_filename = "elementwise-read.ll"
target datalayout = "e-p:64:64:64-i1:8:8-i8:8:8-i16:16:16-i32:32:32-i64:64:64-f32:32:32-f64:64:64-v16:16:16-v32:32:32-v64:64:64-v128:128:128-n16:32:64-ni:10:11:12:13"
target triple = "nvptx64-nvidia-cuda"

@.str.enzyme_elementwise_read = private unnamed_addr constant [24 x i8] c"enzyme_elementwise_read\00", section "llvm.metadata"
@.str.file = private unnamed_addr constant [17 x i8] c"elementwise-read\00", section "llvm.metadata"
@llvm.global.annotations = appending global [1 x { i8*, i8*, i8*, i32, i8* }] [{ i8*, i8*, i8*, i32, i8* } { i8* bitcast (float (float addrspace(1)*)* @vmul to i8*), i8* getelementptr inbounds ([24 x i8], [24 x i8]* @.str.enzyme_elementwise_read, i32 0, i32 0), i8* getelementptr inbounds ([17 x i8], [17 x i8]* @.str.file, i32 0, i32 0), i32 1, i8* null }], section "llvm.metadata"

declare float @llvm.nvvm.ldg.global.f.f32.p1f32(float addrspace(1)* nocapture, i32)

define float @vmul(float addrspace(1)* %inp) {
top:
%ld = call float @llvm.nvvm.ldg.global.f.f32.p1f32(float addrspace(1)* %inp, i32 4)
ret float %ld
}

define float @test_derivative(float addrspace(1)* %inp, float addrspace(1)* %dinp) {
entry:
%0 = tail call float (float (float addrspace(1)*)*, ...) @__enzyme_autodiff(float (float addrspace(1)*)* nonnull @vmul, float addrspace(1)* %inp, float addrspace(1)* %dinp)
ret float %0
}

declare float @__enzyme_autodiff(float (float addrspace(1)*)*, ...)

; CHECK-LABEL: define float @vmul(float addrspace(1)* %inp) #[[VMULATTR:[0-9]+]]
; CHECK: attributes #[[VMULATTR]] = { {{[^}]*}}"enzyme_elementwise_read"{{[^}]*}} }

; CHECK-LABEL: define internal void @diffevmul(float addrspace(1)* %inp, float addrspace(1)* %"inp'", float %differeturn)
; CHECK-NOT: atomicrmw
; CHECK-NEXT: top:
; CHECK-NEXT: %[[OLD:[^ ]+]] = load float, float addrspace(1)* %"inp'"
; CHECK-NEXT: %[[NEW:[^ ]+]] = fadd fast float %[[OLD]], %differeturn
; CHECK-NEXT: store float %[[NEW]], float addrspace(1)* %"inp'"
; CHECK-NEXT: ret void
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