-
Notifications
You must be signed in to change notification settings - Fork 14.3k
[mlir][spirv] Split codegen for float min/max reductions and others (NFC) #69023
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
Conversation
…NFC) This patch is part of a larger initiative aimed at fixing floating-point `max` and `min` operations in MLIR: https://discourse.llvm.org/t/rfc-fix-floating-point-max-and-min-operations-in-mlir/72671. There are two types of min/max operations for floating-point numbers: `minf`/`maxf` and `minimumf`/`maximumf`. The code generation for these operations should differ from that of other vector reduction kinds. This difference arises because CL and GL operations for floating-point min and max do not have the same semantics when handling NaNs. Therefore, we must enforce the desired semantics with additional ops. However, since the code generation for floating-point min/max operations shares the same functionality as extracting values for the vector, we have decided to refactor the existing code using the CRTP pattern. This change does not alter the actual behavior of the code and is necessary for future fixes to the codegen for floating-point min/max operations.
@llvm/pr-subscribers-mlir-spirv @llvm/pr-subscribers-mlir Author: Daniil Dudkin (unterumarmung) ChangesThis patch is part of a larger initiative aimed at fixing floating-point There are two types of min/max operations for floating-point numbers: However, since the code generation for floating-point min/max operations shares the same functionality as extracting values for the vector, we have decided to refactor the existing code using the CRTP pattern. This change does not alter the actual behavior of the code and is necessary for future fixes to the codegen for floating-point min/max operations. Full diff: https://github.com/llvm/llvm-project/pull/69023.diff 1 Files Affected:
diff --git a/mlir/lib/Conversion/VectorToSPIRV/VectorToSPIRV.cpp b/mlir/lib/Conversion/VectorToSPIRV/VectorToSPIRV.cpp
index 9b29179f3687165..c4c0497c2d1f0fd 100644
--- a/mlir/lib/Conversion/VectorToSPIRV/VectorToSPIRV.cpp
+++ b/mlir/lib/Conversion/VectorToSPIRV/VectorToSPIRV.cpp
@@ -20,6 +20,7 @@
#include "mlir/Dialect/Vector/IR/VectorOps.h"
#include "mlir/IR/BuiltinAttributes.h"
#include "mlir/IR/BuiltinTypes.h"
+#include "mlir/IR/Location.h"
#include "mlir/IR/Matchers.h"
#include "mlir/IR/PatternMatch.h"
#include "mlir/IR/TypeUtilities.h"
@@ -351,15 +352,13 @@ struct VectorInsertStridedSliceOpConvert final
}
};
-template <class SPIRVFMaxOp, class SPIRVFMinOp, class SPIRVUMaxOp,
- class SPIRVUMinOp, class SPIRVSMaxOp, class SPIRVSMinOp>
-struct VectorReductionPattern final
- : public OpConversionPattern<vector::ReductionOp> {
+template <typename Derived>
+struct VectorReductionPatternBase : OpConversionPattern<vector::ReductionOp> {
using OpConversionPattern::OpConversionPattern;
LogicalResult
matchAndRewrite(vector::ReductionOp reduceOp, OpAdaptor adaptor,
- ConversionPatternRewriter &rewriter) const override {
+ ConversionPatternRewriter &rewriter) const final {
Type resultType = typeConverter->convertType(reduceOp.getType());
if (!resultType)
return failure();
@@ -368,9 +367,22 @@ struct VectorReductionPattern final
if (!srcVectorType || srcVectorType.getRank() != 1)
return rewriter.notifyMatchFailure(reduceOp, "not 1-D vector source");
- // Extract all elements.
+ SmallVector<Value> extractedElements =
+ extractAllElements(reduceOp, adaptor, srcVectorType, rewriter);
+
+ const auto &self = static_cast<const Derived &>(*this);
+
+ return self.reduceExtracted(reduceOp, extractedElements, resultType,
+ rewriter);
+ }
+
+private:
+ SmallVector<Value>
+ extractAllElements(vector::ReductionOp reduceOp, OpAdaptor adaptor,
+ VectorType srcVectorType,
+ ConversionPatternRewriter &rewriter) const {
int numElements = srcVectorType.getDimSize(0);
- SmallVector<Value, 4> values;
+ SmallVector<Value> values;
values.reserve(numElements + (adaptor.getAcc() != nullptr));
Location loc = reduceOp.getLoc();
for (int i = 0; i < numElements; ++i) {
@@ -381,9 +393,26 @@ struct VectorReductionPattern final
if (Value acc = adaptor.getAcc())
values.push_back(acc);
- // Reduce them.
- Value result = values.front();
- for (Value next : llvm::ArrayRef(values).drop_front()) {
+ return values;
+ }
+};
+
+#define VECTOR_REDUCTION_BASE \
+ VectorReductionPatternBase<VectorReductionPattern<SPIRVUMaxOp, SPIRVUMinOp, \
+ SPIRVSMaxOp, SPIRVSMinOp>>
+template <typename SPIRVUMaxOp, typename SPIRVUMinOp, typename SPIRVSMaxOp,
+ typename SPIRVSMinOp>
+struct VectorReductionPattern final : VECTOR_REDUCTION_BASE {
+ using Base = VECTOR_REDUCTION_BASE;
+ using Base::Base;
+
+ LogicalResult reduceExtracted(vector::ReductionOp reduceOp,
+ ArrayRef<Value> extractedElements,
+ Type resultType,
+ ConversionPatternRewriter &rewriter) const {
+ mlir::Location loc = reduceOp->getLoc();
+ Value result = extractedElements.front();
+ for (Value next : llvm::ArrayRef(extractedElements).drop_front()) {
switch (reduceOp.getKind()) {
#define INT_AND_FLOAT_CASE(kind, iop, fop) \
@@ -403,10 +432,6 @@ struct VectorReductionPattern final
INT_AND_FLOAT_CASE(ADD, IAddOp, FAddOp);
INT_AND_FLOAT_CASE(MUL, IMulOp, FMulOp);
- INT_OR_FLOAT_CASE(MAXIMUMF, SPIRVFMaxOp);
- INT_OR_FLOAT_CASE(MINIMUMF, SPIRVFMinOp);
- INT_OR_FLOAT_CASE(MAXF, SPIRVFMaxOp);
- INT_OR_FLOAT_CASE(MINF, SPIRVFMinOp);
INT_OR_FLOAT_CASE(MINUI, SPIRVUMinOp);
INT_OR_FLOAT_CASE(MINSI, SPIRVSMinOp);
INT_OR_FLOAT_CASE(MAXUI, SPIRVUMaxOp);
@@ -416,6 +441,8 @@ struct VectorReductionPattern final
case vector::CombiningKind::OR:
case vector::CombiningKind::XOR:
return rewriter.notifyMatchFailure(reduceOp, "unimplemented");
+ default:
+ return rewriter.notifyMatchFailure(reduceOp, "not handled here");
}
}
@@ -423,6 +450,48 @@ struct VectorReductionPattern final
return success();
}
};
+#undef VECTOR_REDUCTION_BASE
+#undef INT_AND_FLOAT_CASE
+#undef INT_OR_FLOAT_CASE
+
+#define MIN_MAX_PATTERN_BASE \
+ VectorReductionPatternBase< \
+ VectorReductionFloatMinMax<SPIRVFMaxOp, SPIRVFMinOp>>
+template <class SPIRVFMaxOp, class SPIRVFMinOp>
+struct VectorReductionFloatMinMax final : MIN_MAX_PATTERN_BASE {
+ using Base = MIN_MAX_PATTERN_BASE;
+ using Base::Base;
+
+ LogicalResult reduceExtracted(vector::ReductionOp reduceOp,
+ ArrayRef<Value> extractedElements,
+ Type resultType,
+ ConversionPatternRewriter &rewriter) const {
+ mlir::Location loc = reduceOp->getLoc();
+ Value result = extractedElements.front();
+ for (Value next : llvm::ArrayRef(extractedElements).drop_front()) {
+ switch (reduceOp.getKind()) {
+
+#define INT_OR_FLOAT_CASE(kind, fop) \
+ case vector::CombiningKind::kind: \
+ result = rewriter.create<fop>(loc, resultType, result, next); \
+ break
+
+ INT_OR_FLOAT_CASE(MAXIMUMF, SPIRVFMaxOp);
+ INT_OR_FLOAT_CASE(MINIMUMF, SPIRVFMinOp);
+ INT_OR_FLOAT_CASE(MAXF, SPIRVFMaxOp);
+ INT_OR_FLOAT_CASE(MINF, SPIRVFMinOp);
+
+ default:
+ return rewriter.notifyMatchFailure(reduceOp, "not handled here");
+ }
+ }
+
+ rewriter.replaceOp(reduceOp, result);
+ return success();
+ }
+};
+#undef MIN_MAX_PATTERN_BASE
+#undef INT_OR_FLOAT_CASE
class VectorSplatPattern final : public OpConversionPattern<vector::SplatOp> {
public:
@@ -604,25 +673,28 @@ struct VectorReductionToDotProd final : OpRewritePattern<vector::ReductionOp> {
};
} // namespace
-#define CL_MAX_MIN_OPS \
- spirv::CLFMaxOp, spirv::CLFMinOp, spirv::CLUMaxOp, spirv::CLUMinOp, \
- spirv::CLSMaxOp, spirv::CLSMinOp
+#define CL_INT_MAX_MIN_OPS \
+ spirv::CLUMaxOp, spirv::CLUMinOp, spirv::CLSMaxOp, spirv::CLSMinOp
+
+#define GL_INT_MAX_MIN_OPS \
+ spirv::GLUMaxOp, spirv::GLUMinOp, spirv::GLSMaxOp, spirv::GLSMinOp
-#define GL_MAX_MIN_OPS \
- spirv::GLFMaxOp, spirv::GLFMinOp, spirv::GLUMaxOp, spirv::GLUMinOp, \
- spirv::GLSMaxOp, spirv::GLSMinOp
+#define CL_FLOAT_MAX_MIN_OPS spirv::CLFMaxOp, spirv::CLFMinOp
+#define GL_FLOAT_MAX_MIN_OPS spirv::GLFMaxOp, spirv::GLFMinOp
void mlir::populateVectorToSPIRVPatterns(SPIRVTypeConverter &typeConverter,
RewritePatternSet &patterns) {
- patterns.add<VectorBitcastConvert, VectorBroadcastConvert,
- VectorExtractElementOpConvert, VectorExtractOpConvert,
- VectorExtractStridedSliceOpConvert,
- VectorFmaOpConvert<spirv::GLFmaOp>,
- VectorFmaOpConvert<spirv::CLFmaOp>, VectorInsertElementOpConvert,
- VectorInsertOpConvert, VectorReductionPattern<GL_MAX_MIN_OPS>,
- VectorReductionPattern<CL_MAX_MIN_OPS>, VectorShapeCast,
- VectorInsertStridedSliceOpConvert, VectorShuffleOpConvert,
- VectorSplatPattern>(typeConverter, patterns.getContext());
+ patterns.add<
+ VectorBitcastConvert, VectorBroadcastConvert,
+ VectorExtractElementOpConvert, VectorExtractOpConvert,
+ VectorExtractStridedSliceOpConvert, VectorFmaOpConvert<spirv::GLFmaOp>,
+ VectorFmaOpConvert<spirv::CLFmaOp>, VectorInsertElementOpConvert,
+ VectorInsertOpConvert, VectorReductionPattern<GL_INT_MAX_MIN_OPS>,
+ VectorReductionPattern<CL_INT_MAX_MIN_OPS>,
+ VectorReductionFloatMinMax<CL_FLOAT_MAX_MIN_OPS>,
+ VectorReductionFloatMinMax<GL_FLOAT_MAX_MIN_OPS>, VectorShapeCast,
+ VectorInsertStridedSliceOpConvert, VectorShuffleOpConvert,
+ VectorSplatPattern>(typeConverter, patterns.getContext());
}
void mlir::populateVectorReductionToSPIRVDotProductPatterns(
|
#define VECTOR_REDUCTION_BASE \ | ||
VectorReductionPatternBase<VectorReductionPattern<SPIRVUMaxOp, SPIRVUMinOp, \ | ||
SPIRVSMaxOp, SPIRVSMinOp>> |
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
Can we make this a using
declaration instead?
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
Unfortunately, no.
The macro is needed to avoid repetition between the base class and explicitly inheriting the constructor of the base class.
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
There is other option though but it might look weird:
template <typename SPIRVUMaxOp, typename SPIRVUMinOp, typename SPIRVSMaxOp,
typename SPIRVSMinOp, typename...,
typename Base = VectorReductionPatternBase<VectorReductionPattern<SPIRVUMaxOp, SPIRVUMinOp, SPIRVSMaxOp, SPIRVSMinOp>>>
struct VectorReductionPattern final : Base {
using Base::Base;
...
};
typename...
is needed to protect from possible wrongful overrides of the Base
and typename Base
is used here as an alias.
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
How about something like this:
template <typename... Args>
struct VectorReductionPattern;
typename <typename... Args>
using CrtpBase = VectorReductionPatternBase<VectorReductionPattern, Args...>;
template <typename... Args>
struct VectorReductionPattern final : CrtpBase<Args...> {
using Base = CrtpBase<Args...>;
using Base::Base;
// define SPIRVUMaxOp et al. in VectorReductionPatternBase
...
};
just an idea, I haven't tried compiling this
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
Actually, it should work, I'll definitely give it a try! My idea wouldn't work because VectorReductionPattern
is not declared before using it.
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
#define VECTOR_REDUCTION_BASE \ | ||
VectorReductionPatternBase<VectorReductionPattern<SPIRVUMaxOp, SPIRVUMinOp, \ | ||
SPIRVSMaxOp, SPIRVSMinOp>> |
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
Unfortunately, no.
The macro is needed to avoid repetition between the base class and explicitly inheriting the constructor of the base class.
#define VECTOR_REDUCTION_BASE \ | ||
VectorReductionPatternBase<VectorReductionPattern<SPIRVUMaxOp, SPIRVUMinOp, \ | ||
SPIRVSMaxOp, SPIRVSMinOp>> |
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
There is other option though but it might look weird:
template <typename SPIRVUMaxOp, typename SPIRVUMinOp, typename SPIRVSMaxOp,
typename SPIRVSMinOp, typename...,
typename Base = VectorReductionPatternBase<VectorReductionPattern<SPIRVUMaxOp, SPIRVUMinOp, SPIRVSMaxOp, SPIRVSMinOp>>>
struct VectorReductionPattern final : Base {
using Base::Base;
...
};
typename...
is needed to protect from possible wrongful overrides of the Base
and typename Base
is used here as an alias.
@unterumarmung I played with the code a bit and have an alternative idea: if all the derived classes implement just one function, could we make that function a constructor/template parameter and drop CRTP and the resulting complexity? |
It is an interesting question! In #69053, I avoided this complexity by just not refactoring. I began the refactoring because I believed it would be more challenging to implement the additional logic of the floating-point min/max operations. I did not want to complicate the main reduction pattern, especially in the macros. However, it turned out that all I needed to do was add one line to the macro, so I created #69053. If you want to split the floating-point min/max ops from the rest, we could explore some options:
There might be other options, but currently I can't think of any other. |
@unterumarmung Yeah there's no requirement for all patterns to be added together in one RE constructor parameters, you just add pass them via |
@kuhar, I apologize for disappearing for such a long time. I've tried to rewrite this by extracting just one function, but, frankly speaking, it does not make much sense to me. The reason is that we have template parameters in the class, and the |
(Flagging so that I don't forget to come back to this. cc: @kuhar) |
Hi @unterumarmung, I gave it a second try and came up with something simpler IMO: #73363. Please take a look and see if this solves the original problem. |
…2. [NFC] (#73363) This is #69023 but with cleanups. Reduced complexity by avoiding CRTP and preprocessor defines in favor of free functions Original description by @unterumarmung: --- This patch is part of a larger initiative aimed at fixing floating-point `max` and `min` operations in MLIR: https://discourse.llvm.org/t/rfc-fix-floating-point-max-and-min-operations-in-mlir/72671. There are two types of min/max operations for floating-point numbers: `minf`/`maxf` and `minimumf`/`maximumf`. The code generation for these operations should differ from that of other vector reduction kinds. This difference arises because CL and GL operations for floating-point min and max do not have the same semantics when handling NaNs. Therefore, we must enforce the desired semantics with additional ops. ~~However, since the code generation for floating-point min/max operations shares the same functionality as extracting values for the vector, we have decided to refactor the existing code using the CRTP pattern.~~ This change does not alter the actual behavior of the code and is necessary for future fixes to the codegen for floating-point min/max operations. --------- Co-authored-by: Daniil Dudkin <[email protected]>
The alternative PR landed, closing this one to take it off my queue. |
This patch is part of a larger initiative aimed at fixing floating-point
max
andmin
operations in MLIR: https://discourse.llvm.org/t/rfc-fix-floating-point-max-and-min-operations-in-mlir/72671.There are two types of min/max operations for floating-point numbers:
minf
/maxf
andminimumf
/maximumf
. The code generation for these operations should differ from that of other vector reduction kinds. This difference arises because CL and GL operations for floating-point min and max do not have the same semantics when handling NaNs. Therefore, we must enforce the desired semantics with additional ops.However, since the code generation for floating-point min/max operations shares the same functionality as extracting values for the vector, we have decided to refactor the existing code using the CRTP pattern. This change does not alter the actual behavior of the code and is necessary for future fixes to the codegen for floating-point min/max operations.