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Updates to XeTile dialect definition.
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//===- XeTileOps.td - XeTile dialect -------*- tablegen -*-===// | ||
// | ||
// Copyright 2022 Intel Corporation | ||
// Part of the IMEX Project, under the Apache License v2.0 with LLVM Exceptions. | ||
// See https://llvm.org/LICENSE.txt for license information. | ||
// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception | ||
// | ||
//===----------------------------------------------------------------------===// | ||
/// | ||
/// \file | ||
/// This file defines the XeTile dialect and its types. | ||
/// | ||
//===----------------------------------------------------------------------===// | ||
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#ifndef _XeTile_BASE_TD_INCLUDED_ | ||
#define _XeTile_BASE_TD_INCLUDED_ | ||
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include "mlir/IR/OpBase.td" | ||
include "mlir/IR/OpAsmInterface.td" | ||
include "mlir/IR/AttrTypeBase.td" | ||
include "mlir/IR/BuiltinTypes.td" | ||
include "mlir/IR/BuiltinTypeInterfaces.td" | ||
include "mlir/Interfaces/SideEffectInterfaces.td" | ||
include "mlir/Interfaces/CastInterfaces.td" | ||
include "mlir/Interfaces/ControlFlowInterfaces.td" | ||
include "mlir/Interfaces/CopyOpInterface.td" | ||
include "mlir/Interfaces/InferTypeOpInterface.td" | ||
include "mlir/Interfaces/ShapedOpInterfaces.td" | ||
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// Provide a definition of the 'XeTile' dialect in the ODS framework so that we | ||
// can define our operations. | ||
def XeTile_Dialect : Dialect { | ||
// The namespace of our dialect | ||
let name = "xetile"; | ||
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// A short one-line summary | ||
let summary = "A dialect for enabling tile-base programming at subgroup level"; | ||
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// A longer description | ||
let description = [{ | ||
XeTile provides an abstraction supporting tile-based computation to simplify the | ||
lowering of DNN operation like matrix multiplication. XeTile dialect works at tile sizes | ||
that are larger than the tile sizes supported by the hardware. XeTile dilaect also hides | ||
the auto-padding requirements for out-of-bound memory accesses and, supports arbitrary | ||
input matrix sizes. | ||
}]; | ||
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// The C++ namespace that the dialect class definition resides in. | ||
let cppNamespace = "::imex::xetile"; | ||
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let dependentDialects = [ | ||
"::mlir::memref::MemRefDialect"]; | ||
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// TODO: temporary disable it. | ||
let useDefaultTypePrinterParser = true; | ||
} | ||
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// Base class for dialect operations. This operation inherits from the base | ||
// `Op` class in OpBase.td, and provides: | ||
// * The parent dialect of the operation. | ||
// * The mnemonic for the operation, or the name without the dialect prefix. | ||
// * A list of traits for the operation. | ||
class XeTile_Op<string mnemonic, list<Trait> traits = []> : | ||
Op<XeTile_Dialect, mnemonic, traits>; | ||
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// common base class for types in XeTile dialect | ||
class XeTile_Type<string name, string typeMnemonic, list<Trait> traits = [], | ||
string baseCppClass = "::mlir::Type"> | ||
: TypeDef<XeTile_Dialect, name, traits, baseCppClass> { | ||
let mnemonic = typeMnemonic; | ||
} | ||
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def XeTile : XeTile_Type<"Tile", "tile", [ShapedTypeInterface], | ||
"::imex::xetile::TileBase"> | ||
{ | ||
let summary = "A type representing a 2D tile"; | ||
let description = [{ | ||
Tile data type in XeTile dialect is used to represent a 2D memory region. | ||
This captures the 2d shape and type of the memory region it points to. | ||
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Syntax: | ||
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``` | ||
tile-type ::= `vector` `<` vector-dim-list vector-element-type `>` | ||
tile-element-type ::= float-type | integer-type | index-type | ||
tile-dim-list := (static-dim-list `x`)? | ||
static-dim-list ::= decimal-literal `x` decimal-literal | ||
``` | ||
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Examples: | ||
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```mlir | ||
// A tile with i32 elements | ||
tile<3x42xi32> | ||
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// A tile with f32 elements | ||
tile<4x5xf32> | ||
``` | ||
}]; | ||
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let parameters = (ins ArrayRefParameter<"int64_t">:$shape, | ||
"::mlir::Type":$elementType); | ||
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let builders = [ | ||
TypeBuilderWithInferredContext<(ins | ||
"::llvm::ArrayRef<int64_t>":$shape, "::mlir::Type":$elementType), [{ | ||
assert(shape.size()==2); | ||
return $_get(elementType.getContext(), shape, elementType); | ||
}]>, | ||
TypeBuilderWithInferredContext<(ins | ||
"int64_t":$dim0, "int64_t":$dim1, "::mlir::Type":$elementType), [{ | ||
llvm::SmallVector<int64_t, 2> shape{dim0, dim1}; | ||
assert(shape.size()==2); | ||
return $_get(elementType.getContext(), shape, elementType); | ||
}]> | ||
]; | ||
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let extraClassDeclaration = [{ | ||
using ::mlir::ShapedType::Trait<TileType>::clone; | ||
using ::mlir::ShapedType::Trait<TileType>::getElementTypeBitWidth; | ||
using ::mlir::ShapedType::Trait<TileType>::getRank; | ||
using ::mlir::ShapedType::Trait<TileType>::getNumElements; | ||
using ::mlir::ShapedType::Trait<TileType>::isDynamicDim; | ||
using ::mlir::ShapedType::Trait<TileType>::hasStaticShape; | ||
using ::mlir::ShapedType::Trait<TileType>::getNumDynamicDims; | ||
using ::mlir::ShapedType::Trait<TileType>::getDimSize; | ||
using ::mlir::ShapedType::Trait<TileType>::getDynamicDimIndex; | ||
}]; | ||
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let assemblyFormat = "`<` custom<Shape>($shape, $elementType) `>`"; | ||
} | ||
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// Integer types allowd in XeTile | ||
def XeTile_IntType : AnyTypeOf<[I1, I8, I16, I32, I64, SI1, SI8, SI16, SI32, SI64, UI1, UI8, UI16, UI32, UI64]>; | ||
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// Float types allowed in XeTile | ||
def XeTile_FloatType : AnyTypeOf<[F16, F32, F64, BF16, F8E4M3FN, F8E5M2, F8E4M3FNUZ, F8E4M3B11FNUZ, F8E5M2FNUZ]>; | ||
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// Define the scalar type for XeTile | ||
def XeTile_ScalarType : AnyTypeOf<[XeTile_IntType, XeTile_FloatType]>; | ||
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// define a 2D memref of XeTile scalar type | ||
def XeTile_2DMemRef : MemRefRankOf<[XeTile_ScalarType], [2]>; | ||
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// define the source type for XeTile init_tile | ||
def XeTile_BaseAddrType : AnyTypeOf<[XeTile_2DMemRef, I64]>; | ||
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// define the attribute type allowed for padding values for load op | ||
def XeTile_PaddingValueAttr : AnyAttrOf<[I32Attr, F32Attr]>; | ||
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#endif // _XeTile_BASE_TD_INCLUDED_ |
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