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[MLIR][XeGPU] XeVM lowering support for load_matrix/store_matrix #162780
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| Original file line number | Diff line number | Diff line change |
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@@ -1298,14 +1298,14 @@ def XeGPU_CreateMemDescOp: XeGPU_Op<"create_mem_desc", [Pure, | |
| } | ||
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| def XeGPU_LoadMatrixOp: XeGPU_Op<"load_matrix", [MemoryEffects<[MemRead]>, | ||
| AllElementTypesMatch<["mem_desc", "res"]>, | ||
| AllRanksMatch<["mem_desc", "res"]>]> { | ||
| AllElementTypesMatch<["mem_desc", "res"]>]> { | ||
| let arguments = (ins XeGPU_MemDesc:$mem_desc, | ||
| Variadic<Index>: $offsets, | ||
| DenseI64ArrayAttr: $const_offsets, | ||
| OptionalAttr<UnitAttr>:$subgroup_block_io, | ||
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| OptionalAttr<DistributeLayoutAttr>:$layout | ||
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There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. please update the |
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| ); | ||
| let results = (outs XeGPU_ValueType:$res); | ||
| let results = (outs AnyTypeOf<[XeGPU_ValueType, XeGPU_ScalarType]>:$res); | ||
| let assemblyFormat = [{ | ||
| $mem_desc `` custom<DynamicIndexList>($offsets, $const_offsets) | ||
| prop-dict attr-dict `` `:` type(operands) `->` type(results) | ||
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@@ -1336,21 +1336,24 @@ def XeGPU_LoadMatrixOp: XeGPU_Op<"load_matrix", [MemoryEffects<[MemRead]>, | |
| } | ||
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| ArrayRef<int64_t> getDataShape() { | ||
| return getRes().getType().getShape(); | ||
| auto resTy = getRes().getType(); | ||
| if (auto vecTy = llvm::dyn_cast<VectorType>(resTy)) | ||
| return vecTy.getShape(); | ||
| return {}; | ||
| } | ||
| }]; | ||
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| let hasVerifier = 1; | ||
| } | ||
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| def XeGPU_StoreMatrixOp: XeGPU_Op<"store_matrix", [MemoryEffects<[MemWrite]>, | ||
| AllElementTypesMatch<["mem_desc", "data"]>, | ||
| AllRanksMatch<["mem_desc", "data"]>]> { | ||
| AllElementTypesMatch<["mem_desc", "data"]>]> { | ||
| let arguments = (ins | ||
| XeGPU_ValueType:$data, | ||
| AnyTypeOf<[XeGPU_ValueType, XeGPU_ScalarType]>:$data, | ||
| XeGPU_MemDesc:$mem_desc, | ||
| Variadic<Index>: $offsets, | ||
| DenseI64ArrayAttr: $const_offsets, | ||
| OptionalAttr<UnitAttr>:$subgroup_block_io, | ||
|
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. update description. |
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| OptionalAttr<DistributeLayoutAttr>:$layout | ||
| ); | ||
| let assemblyFormat = [{ $data `,` $mem_desc `` custom<DynamicIndexList>($offsets, $const_offsets) | ||
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@@ -1378,49 +1381,15 @@ def XeGPU_StoreMatrixOp: XeGPU_Op<"store_matrix", [MemoryEffects<[MemWrite]>, | |
| } | ||
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| ArrayRef<int64_t> getDataShape() { | ||
| return getData().getType().getShape(); | ||
| auto DataTy = getData().getType(); | ||
| if (auto vecTy = llvm::dyn_cast<VectorType>(DataTy)) | ||
| return vecTy.getShape(); | ||
| return {}; | ||
| } | ||
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| }]; | ||
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| let hasVerifier = 1; | ||
| } | ||
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| def XeGPU_MemDescSubviewOp: XeGPU_Op<"mem_desc_subview", | ||
| [Pure, ViewLikeOpInterface, AllElementTypesMatch<["src", "res"]>]> { | ||
| let description = [{ | ||
| Creates a subview of a memory descriptor. The resulting memory descriptor can have | ||
| a lower rank than the source; in this case, the result dimensions correspond to the | ||
| higher-order dimensions of the source memory descriptor. | ||
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| Arguments: | ||
| - `src` : a memory descriptor. | ||
| - `offsets` : the coordinates within the matrix the subview will be created from. | ||
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| Results: | ||
| - `res` : a memory descriptor with smaller size. | ||
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| }]; | ||
| let arguments = (ins XeGPU_MemDesc:$src, | ||
| Variadic<Index>:$offsets, | ||
| DenseI64ArrayAttr:$const_offsets); | ||
| let results = (outs XeGPU_MemDesc:$res); | ||
| let assemblyFormat = [{$src `` custom<DynamicIndexList>($offsets, $const_offsets) prop-dict | ||
| attr-dict `` `:` qualified(type($src)) `->` qualified(type($res))}]; | ||
| let builders = [ | ||
| OpBuilder<(ins "Type": $res, "Value":$src, "llvm::ArrayRef<OpFoldResult>": $offsets)> | ||
| ]; | ||
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| let extraClassDeclaration = [{ | ||
| mlir::Value getViewSource() { return getSrc(); } | ||
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| SmallVector<OpFoldResult> getMixedOffsets() { | ||
| return getMixedValues(getConstOffsets(), getOffsets(), getContext()); | ||
| } | ||
| }]; | ||
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| let hasVerifier = 1; | ||
| } | ||
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| #endif // MLIR_DIALECT_XEGPU_IR_XEGPUOPS_TD | ||
| Original file line number | Diff line number | Diff line change |
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@@ -237,19 +237,73 @@ def XeGPU_MemDesc: XeGPUTypeDef<"MemDesc", "mem_desc", [ShapedTypeInterface], "m | |
| return MemDescType::get(getContext(), shape.value_or(getShape()), elementType, getMemLayout()); | ||
| } | ||
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| ArrayAttr getStrides() { | ||
| ArrayAttr getStrideAttr() { | ||
| auto layout = getMemLayout(); | ||
| if (layout && layout.hasAttr("stride")) { | ||
| return layout.getStrides(); | ||
| return layout.getStrideAttr(); | ||
| } | ||
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| // derive and return default strides | ||
| SmallVector<int64_t> defaultStrides; | ||
| llvm::append_range(defaultStrides, getShape().drop_front()); | ||
| llvm::append_values(defaultStrides, 1); | ||
| Builder builder(getContext()); | ||
| return builder.getI64ArrayAttr(defaultStrides); | ||
| } | ||
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| ArrayAttr getBlockAttr() { | ||
| auto layout = getMemLayout(); | ||
| if (layout && layout.hasAttr("block")) { | ||
| return layout.getBlockAttr(); | ||
| } | ||
| Builder builder(getContext()); | ||
| return builder.getI64ArrayAttr({}); | ||
| } | ||
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| /// Heuristic to determine if the MemDesc uses column-major layout, | ||
| /// based on the rank and the value of the first stride dimension. | ||
| bool isColMajor() { | ||
| auto dim0 = dyn_cast<IntegerAttr>(getStrideAttr()[0]); | ||
| return getRank() == 2 && dim0 && dim0.getInt() == 1; | ||
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| } | ||
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| // get the Blocking shape for a MemDescType, Which is represented | ||
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| // as an attribute in MemDescType. By default it is the shape | ||
| // of the mdescTy | ||
| SmallVector<int64_t> getBlockShape() { | ||
| SmallVector<int64_t> size(getShape()); | ||
| ArrayAttr blockAttr = getBlockAttr(); | ||
| if (!blockAttr.empty()) { | ||
| size.clear(); | ||
| for (auto attr : blockAttr.getValue()) { | ||
| size.push_back(cast<IntegerAttr>(attr).getInt()); | ||
| } | ||
| } | ||
| return size; | ||
| } | ||
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| // Get strides as vector of integer. | ||
| // If it contains block attribute, the strides are blocked strides. | ||
| // | ||
| // The blocking is applied against the original matrix shape | ||
| // so that the linear offset is not impacted by the subview. | ||
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| // | ||
| // It first computes the original matrix shape using the stride info, | ||
| // then computes the number of blocks in each dimension of original shape, | ||
| // then compute the outer block shape and stride, | ||
| // then combines the inner and outer block shape and stride | ||
|
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. nit: use code quotes for ( |
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| // e.g. for mem_desc<32x256xf16, @block=[16, 8], @strides=[1, 32]> | ||
| // its memory layout tuple is ([2,32,16,8],[128,256,1,16]) | ||
| // for mem_desc<256x32xf16, @block=[8, 16]> with default @stride[32, 1] | ||
| // its memory layout tuple is ([32,2,8,16],[256,128,16,1]) | ||
| SmallVector<int64_t> getStrideShape(); | ||
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| /// Generates instructions to compute the linearize offset | ||
| // if the memory descriptor is blocked, it returns linearize offset based on the blocked layout | ||
| // the strides of memory descriptor is always considered regardless of blocked or not | ||
| Value getLinearOffsets(OpBuilder &builder, | ||
| Location loc, ArrayRef<OpFoldResult> offsets); | ||
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| }]; | ||
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| let hasCustomAssemblyFormat = true; | ||
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