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MLIR
22.0.0git
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Namespaces | |
| uArch | |
Classes | |
| struct | UnrollOptions |
| Options to control the XeGPU unrolling. More... | |
Functions | |
| void | populateXeGPUFoldAliasOpsPatterns (RewritePatternSet &patterns) |
Appends patterns for folding aliasing ops into XeGPU ops into patterns. More... | |
| void | populateXeGPUSubgroupDistributePatterns (RewritePatternSet &patterns) |
Appends patterns for XeGPU SIMT distribution into patterns. More... | |
| void | populateXeGPUMoveFuncBodyToWarpOpPatterns (RewritePatternSet &patterns) |
| Appends patterns for moving function body into gpu.warp_execute_on_lane0 op. More... | |
| void | populateXeGPUWgToSgDistributePatterns (RewritePatternSet &patterns) |
Appends patterns for XeGPU workgroup to subgroup distribution into patterns. More... | |
| void | populateXeGPUUnrollPatterns (RewritePatternSet &patterns, const UnrollOptions &options) |
| Collect a set of patterns to unroll xegpu operations to a smaller shapes. More... | |
| SmallVector< Value > | flattenValues (ArrayRef< ValueRange > values) |
| Flatten a set of ValueRange into a single SmallVector<Value> More... | |
| FailureOr< VectorType > | getDistributedVectorType (xegpu::TensorDescType tdescTy) |
| If tensor descriptor has a layout attribute it is used in SIMT mode. More... | |
| FailureOr< VectorType > | getDistributedVectorType (VectorType originalType, LayoutAttr layout) |
| Helper to get the distributed vector type for a given vector type according to a given LayoutAttr. More... | |
| std::string | getLayoutName (const OpOperand &operand) |
| Return the attribute name for the OpOperand to attach DistributeLayoutAttr. More... | |
| std::string | getLayoutName (const OpResult result) |
| Return the attribute name for the OpResult to attach DistributeLayoutAttr. More... | |
| DistributeLayoutAttr | getDistributeLayoutAttr (const Value value) |
| Retrieves the DistributeLayoutAttr associated with a given Value. More... | |
| template<typename AttrTy > | |
| AttrTy | getDistributeLayoutAttrOfType (const Value value) |
| DistributeLayoutAttr | getDistributeLayoutAttr (const OpOperand &opr) |
| Retrieves the DistributeLayoutAttr associated with a given OpOperand. More... | |
| template<typename AttrTy > | |
| AttrTy | getDistributeLayoutAttrOfType (const OpOperand &opr) |
| template<typename T , typename = std::enable_if_t<std::is_same_v<T, OpOperand> || std::is_same_v<T, OpResult>>> | |
| void | removeLayoutAttr (const T &operandOrResult) |
| Removes the LayoutAttr for a given OpOperand or OpResult if it exists. More... | |
| void | removeLayoutAttrs (Operation *op) |
| Removes the DistributeLayoutAttr for each OpOperand and OpResult of the given operation if they exist. More... | |
| template<typename T , typename = std::enable_if_t<std::is_same_v<T, OpOperand> || std::is_same_v<T, OpResult>>> | |
| void | setDistributeLayoutAttr (const T &operandOrResult, const DistributeLayoutAttr layout) |
| Sets the DistributeLayoutAttr for a given OpOperand or OpResult by attaching it to the owner's dictionary attributes. More... | |
| void | setDistributeLayoutAttrs (Operation *op, function_ref< DistributeLayoutAttr(Value)> getLayoutImpl) |
| Set the DistributeLayoutAttr for each OpOperand and OpResult of the given operation. More... | |
| SmallVector< Value > | extractVectorsWithShapeFromValue (OpBuilder &builder, Location loc, Value value, ArrayRef< int64_t > shape) |
| Extract a set of small vectors from a value with a given shape using vector.extract_stride_slice. More... | |
| Value | createVectorWithShapeFromValues (OpBuilder &builder, Location loc, ValueRange values, ArrayRef< int64_t > shape) |
| Create a vector of shape from a set of values using vector.insert_stride_slice. More... | |
| void | doSCFStructuralTypeConversionWithTensorType (Operation *op, TypeConverter converter) |
| Do type conversion for SCF structural ops, e.g., scf.for using SCF structure type convertion patterns. More... | |
| std::optional< std::string > | getChipStr (Operation *op) |
| Retrieves the chip string from the XeVM target attribute of the parent GPU module operation. More... | |
| SmallVector< OpFoldResult > | addElementwise (OpBuilder &builder, Location loc, ArrayRef< OpFoldResult > lhs, ArrayRef< OpFoldResult > rhs) |
| Generates element-wise addition ops of two arrays with same length. More... | |
| SmallVector< OpFoldResult > | addWithRightAligned (OpBuilder &builder, Location loc, ArrayRef< OpFoldResult > lhs, ArrayRef< OpFoldResult > rhs) |
| Generates element-wise addition ops of two arrays with automatic alignment. More... | |
| static SmallVector< SmallVector< Value > > | genOffsetsComputingInsts (OpBuilder &builder, Location loc, SmallVector< Value > sgId, ArrayRef< int64_t > sgLayout, ArrayRef< int64_t > sizePerSg, ArrayRef< int64_t > sizePerWg) |
| Generates instructions to compute offsets for a subgroup identified by its multidimensional indices (sgId), using the specified subgroup layout (sgLayout), subgroup data dimensions (sizePerSg), and the overall data dimensions (sizePerWg). More... | |
| template<typename ArithOp > | |
| OpFoldResult | genBinOp (OpFoldResult a, OpFoldResult b, Location loc, OpBuilder &builder) |
| SmallVector< OpFoldResult > | getBlockedOffsets (OpBuilder &builder, Location loc, ArrayRef< OpFoldResult > offsets, ArrayRef< int64_t > blockShape) |
| SmallVector< OpFoldResult > mlir::xegpu::addElementwise | ( | OpBuilder & | builder, |
| Location | loc, | ||
| ArrayRef< OpFoldResult > | lhs, | ||
| ArrayRef< OpFoldResult > | rhs | ||
| ) |
Generates element-wise addition ops of two arrays with same length.
Definition at line 467 of file XeGPUUtils.cpp.
References mlir::OpBuilder::createOrFold(), and mlir::getValueOrCreateConstantIndexOp().
Referenced by addWithRightAligned().
| SmallVector< OpFoldResult > mlir::xegpu::addWithRightAligned | ( | OpBuilder & | builder, |
| Location | loc, | ||
| ArrayRef< OpFoldResult > | lhs, | ||
| ArrayRef< OpFoldResult > | rhs | ||
| ) |
Generates element-wise addition ops of two arrays with automatic alignment.
When the input arrays have different sizes, the shorter array is right-aligned with the longer array, and the unmatched leading elements from the longer array are preserved unchanged. This is commonly used for offset computation where higher-dimensional offsets need to be added to lower-dimensional adjustments.
Example: lhs = [l1, l2, l3], rhs = [r1, r2] Result: [11, l2+r1, l3+r2]
Definition at line 492 of file XeGPUUtils.cpp.
References addElementwise().
| Value mlir::xegpu::createVectorWithShapeFromValues | ( | OpBuilder & | builder, |
| Location | loc, | ||
| ValueRange | values, | ||
| ArrayRef< int64_t > | shape | ||
| ) |
Create a vector of shape from a set of values using vector.insert_stride_slice.
Definition at line 276 of file XeGPUUtils.cpp.
References mlir::get(), mlir::DenseElementsAttr::get(), mlir::getType(), mlir::ValueRange::getTypes(), and mlir::Builder::getZeroAttr().
| void mlir::xegpu::doSCFStructuralTypeConversionWithTensorType | ( | Operation * | op, |
| TypeConverter | converter | ||
| ) |
Do type conversion for SCF structural ops, e.g., scf.for using SCF structure type convertion patterns.
Since VectorType cannot carry the layout attribute, which is needed to guide the type conversion for XeGPU, they are first converted into RankedTensorType, where the layout attribute can be attached. And then upstream SCF structural type conversion patterns are applied with the provided converter. TODO: This is a temporary solution. We should refactor it when context-aware type conversion is available.
Definition at line 301 of file XeGPUUtils.cpp.
References mlir::TypeConverter::addConversion(), mlir::ConversionTarget::addDynamicallyLegalOp(), mlir::ConversionTarget::addLegalOp(), mlir::TypeConverter::addSourceMaterialization(), mlir::TypeConverter::addTargetMaterialization(), mlir::WalkResult::advance(), mlir::applyPartialConversion(), flattenValues(), mlir::get(), mlir::Operation::getContext(), getDistributeLayoutAttr(), mlir::Operation::getOperandTypes(), mlir::Operation::getOpResults(), mlir::Operation::getParentOp(), mlir::Operation::getResultTypes(), mlir::Value::getType(), mlir::Value::getUses(), mlir::patterns, mlir::scf::populateSCFStructuralTypeConversionsAndLegality(), mlir::ConversionPatternRewriter::replaceOp(), mlir::ConversionPatternRewriter::replaceOpWithMultiple(), mlir::Value::setType(), mlir::WalkResult::skip(), and mlir::Operation::walk().
| SmallVector< Value > mlir::xegpu::extractVectorsWithShapeFromValue | ( | OpBuilder & | builder, |
| Location | loc, | ||
| Value | value, | ||
| ArrayRef< int64_t > | shape | ||
| ) |
Extract a set of small vectors from a value with a given shape using vector.extract_stride_slice.
Definition at line 239 of file XeGPUUtils.cpp.
References mlir::computeShapeRatio(), copy(), mlir::get(), and mlir::Value::getType().
| SmallVector< Value > mlir::xegpu::flattenValues | ( | ArrayRef< ValueRange > | values | ) |
Flatten a set of ValueRange into a single SmallVector<Value>
convert ArrayRef<ValueRange> into SmallVector<Value>
Definition at line 32 of file XeGPUUtils.cpp.
Referenced by doSCFStructuralTypeConversionWithTensorType().
| OpFoldResult mlir::xegpu::genBinOp | ( | OpFoldResult | a, |
| OpFoldResult | b, | ||
| Location | loc, | ||
| OpBuilder & | builder | ||
| ) |
Definition at line 739 of file XeGPUDialect.cpp.
References mlir::getValueOrCreateConstantIndexOp().
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static |
Generates instructions to compute offsets for a subgroup identified by its multidimensional indices (sgId), using the specified subgroup layout (sgLayout), subgroup data dimensions (sizePerSg), and the overall data dimensions (sizePerWg).
Definition at line 45 of file XeGPUDialect.cpp.
References mlir::computeElementwiseMul(), mlir::arith::ConstantIndexOp::create(), mlir::OpBuilder::createOrFold(), and min().
| SmallVector<OpFoldResult> mlir::xegpu::getBlockedOffsets | ( | OpBuilder & | builder, |
| Location | loc, | ||
| ArrayRef< OpFoldResult > | offsets, | ||
| ArrayRef< int64_t > | blockShape | ||
| ) |
Definition at line 764 of file XeGPUDialect.cpp.
| std::optional< std::string > mlir::xegpu::getChipStr | ( | Operation * | op | ) |
Retrieves the chip string from the XeVM target attribute of the parent GPU module operation.
Returns the chip identifier if found, or nullopt if no GPU module parent or XeVM target attribute exists.
Definition at line 448 of file XeGPUUtils.cpp.
References mlir::Operation::getParentOfType().
| FailureOr<VectorType> mlir::xegpu::getDistributedVectorType | ( | VectorType | originalType, |
| LayoutAttr | layout | ||
| ) |
Helper to get the distributed vector type for a given vector type according to a given LayoutAttr.
| FailureOr< VectorType > mlir::xegpu::getDistributedVectorType | ( | xegpu::TensorDescType | tdescTy | ) |
If tensor descriptor has a layout attribute it is used in SIMT mode.
In this mode, the distributed vector shape is determined as follows: Definitions: lane_data_size = lane_data[0] × lane_data[1] subgroup_size = lane_layout[0] × lane_layout[1] distribution_unit_size = subgroup_size × lane_data_size
Case 1: Regular loads/stores. The following conditions must be met:
Case 2: Block loads/stores Additional definitions: tensor_size = tensor_desc[0] * .. * tensor_desc[r-1] * array_length n_distribution_units = tensor_size / distribution_unit_size fragment_size = n_distribution_units * lane_data_size Given above definitions, the following conditions must be met:
Definition at line 40 of file XeGPUUtils.cpp.
References mlir::get().
| xegpu::DistributeLayoutAttr mlir::xegpu::getDistributeLayoutAttr | ( | const OpOperand & | opr | ) |
Retrieves the DistributeLayoutAttr associated with a given OpOperand.
It will first check the operand_layout_{id} of the owner operation. If not found, it will check the operand itself and its defining op.
Definition at line 162 of file XeGPUUtils.cpp.
References mlir::IROperand< DerivedT, IRValueT >::get(), mlir::Operation::getAttrOfType(), getDistributeLayoutAttr(), getLayoutName(), mlir::detail::IROperandBase::getOwner(), and mlir::Operation::hasAttr().
| xegpu::DistributeLayoutAttr mlir::xegpu::getDistributeLayoutAttr | ( | const Value | value | ) |
Retrieves the DistributeLayoutAttr associated with a given Value.
For TensorDescType values, the DistributeLayoutAttr is extracted from the TensorDescType itself. For other values, it is obtained from the attributes of the defining operation. Returns nullptr if no DistributeLayoutAttr is found.
Definition at line 116 of file XeGPUUtils.cpp.
References mlir::IROperand< DerivedT, IRValueT >::get(), mlir::Operation::getAttrOfType(), getLayoutName(), mlir::Value::getType(), and mlir::Operation::hasAttr().
Referenced by doSCFStructuralTypeConversionWithTensorType(), getDistributeLayoutAttr(), and getDistributeLayoutAttrOfType().
| AttrTy mlir::xegpu::getDistributeLayoutAttrOfType | ( | const OpOperand & | opr | ) |
Definition at line 90 of file XeGPUUtils.h.
References getDistributeLayoutAttr().
| AttrTy mlir::xegpu::getDistributeLayoutAttrOfType | ( | const Value | value | ) |
Definition at line 80 of file XeGPUUtils.h.
References getDistributeLayoutAttr().
| std::string mlir::xegpu::getLayoutName | ( | const OpOperand & | operand | ) |
Return the attribute name for the OpOperand to attach DistributeLayoutAttr.
Definition at line 105 of file XeGPUUtils.cpp.
Referenced by getDistributeLayoutAttr(), removeLayoutAttr(), and setDistributeLayoutAttr().
| std::string mlir::xegpu::getLayoutName | ( | const OpResult | result | ) |
Return the attribute name for the OpResult to attach DistributeLayoutAttr.
Definition at line 111 of file XeGPUUtils.cpp.
References mlir::OpResult::getResultNumber().
| void mlir::xegpu::populateXeGPUFoldAliasOpsPatterns | ( | RewritePatternSet & | patterns | ) |
Appends patterns for folding aliasing ops into XeGPU ops into patterns.
Definition at line 63 of file XeGPUFoldAliasOps.cpp.
References mlir::patterns.
| void mlir::xegpu::populateXeGPUMoveFuncBodyToWarpOpPatterns | ( | RewritePatternSet & | patterns | ) |
Appends patterns for moving function body into gpu.warp_execute_on_lane0 op.
Definition at line 1455 of file XeGPUSubgroupDistribute.cpp.
References mlir::patterns.
| void mlir::xegpu::populateXeGPUSubgroupDistributePatterns | ( | RewritePatternSet & | patterns | ) |
Appends patterns for XeGPU SIMT distribution into patterns.
Definition at line 1440 of file XeGPUSubgroupDistribute.cpp.
References mlir::patterns.
| void mlir::xegpu::populateXeGPUUnrollPatterns | ( | RewritePatternSet & | patterns, |
| const UnrollOptions & | options | ||
| ) |
Collect a set of patterns to unroll xegpu operations to a smaller shapes.
Users can control whether an operation to be unrolled or not, as well as its target shape via options structure. (via setting filterConstraint and nativeShape respectively, both of them are function refs taking op as input). An op is unrolled to the targetShape as follows, for each of its operands:
unrolledType and number of unrolled instances numUnrolledInstances are computed from the targetShape.numUnrolledInstances times, once for each result.Definition at line 1016 of file XeGPUUnroll.cpp.
References options, and mlir::patterns.
| void mlir::xegpu::populateXeGPUWgToSgDistributePatterns | ( | RewritePatternSet & | patterns | ) |
Appends patterns for XeGPU workgroup to subgroup distribution into patterns.
Definition at line 1224 of file XeGPUWgToSgDistribute.cpp.
References mlir::patterns.
| void mlir::xegpu::removeLayoutAttr | ( | const T & | operandOrResult | ) |
Removes the LayoutAttr for a given OpOperand or OpResult if it exists.
Definition at line 214 of file XeGPUUtils.cpp.
References getLayoutName(), mlir::Operation::hasAttrOfType(), and mlir::Operation::removeAttr().
Referenced by removeLayoutAttrs().
| void mlir::xegpu::removeLayoutAttrs | ( | Operation * | op | ) |
Removes the DistributeLayoutAttr for each OpOperand and OpResult of the given operation if they exist.
If the operation contains regions, it is also applied recursively to the contained operations
Definition at line 229 of file XeGPUUtils.cpp.
References mlir::Operation::getOpOperands(), mlir::Operation::getOpResults(), removeLayoutAttr(), and mlir::Operation::walk().
| void mlir::xegpu::setDistributeLayoutAttr | ( | const T & | operandOrResult, |
| const DistributeLayoutAttr | layout | ||
| ) |
Sets the DistributeLayoutAttr for a given OpOperand or OpResult by attaching it to the owner's dictionary attributes.
Definition at line 178 of file XeGPUUtils.cpp.
References getLayoutName(), mlir::Operation::hasAttrOfType(), and mlir::Operation::setAttr().
Referenced by updateControlFlowOps(), and updateOp().
| void mlir::xegpu::setDistributeLayoutAttrs | ( | Operation * | op, |
| function_ref< DistributeLayoutAttr(Value)> | getLayoutImpl | ||
| ) |
Set the DistributeLayoutAttr for each OpOperand and OpResult of the given operation.
If the operation contains regions, it is also applied recursively to the contained operations
Definition at line 196 of file XeGPUUtils.cpp.
References mlir::Operation::getOpOperands(), mlir::Operation::getOpResults(), and mlir::Operation::walk().