[mlir][Attributes] Move all builtin Attribute classes to BuiltinAttributes.h

[rriddle]

Summary

This mirrors the file structure of Types.

Depends On D92435

[rriddle]

Rebase

[jpienaar]

Nice , thanks

flang/include/flang/Optimizer/Dialect/FIRType.h

 //===-- Optimizer/Dialect/FIRType.h -- FIR types ----------------*- C++ -*-===//
 //
 // Part of the LLVM 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
 //
 //===----------------------------------------------------------------------===//
 
 #ifndef OPTIMIZER_DIALECT_FIRTYPE_H
 #define OPTIMIZER_DIALECT_FIRTYPE_H
 
-#include "mlir/IR/Attributes.h"
-#include "mlir/IR/Types.h"
+#include "mlir/IR/BuiltinAttributes.h"
+#include "mlir/IR/BuiltinTypes.h"
 #include "llvm/ADT/SmallVector.h"
 
 namespace llvm {
 class raw_ostream;
 class StringRef;
 template <typename>
 class ArrayRef;
 class hash_code;

mlir/docs/CAPI.md

for (iter = mlirXGetFirst<Y>(x); !mlirYIsNull(iter);
   /* User 'iter'. */
 }
 ```
 
 ## Extending the API
 
 ### Extensions for Dialect Attributes and Types
 
-Dialect attributes and types can follow the example of standard attributes and
+Dialect attributes and types can follow the example of builtin attributes and
 types, provided that implementations live in separate directories, i.e.
 `include/mlir-c/<...>Dialect/` and `lib/CAPI/<...>Dialect/`. The core APIs
 provide implementation-private headers in `include/mlir/CAPI/IR` that allow one
 to convert between opaque C structures for core IR components and their C++
 counterparts. `wrap` converts a C++ class into a C structure and `unwrap` does
-the inverse conversion. Once the C++ object is available, the API
-implementation should rely on `isa` to implement `mlirXIsAY` and is expected to
-use `cast` inside other API calls.
+the inverse conversion. Once the C++ object is available, the API implementation
+should rely on `isa` to implement `mlirXIsAY` and is expected to use `cast`
+inside other API calls.

mlir/docs/LangRef.md

 and meaning from a specific dialect. An example of a dialect attribute may be a
 `swift.self` function argument attribute that indicates an argument is the
 self/context parameter. The context of this attribute is defined by the `swift`
 dialect and not the function argument.
 
 Attribute values are represented by the following forms:
 
 ```
-attribute-value ::= attribute-alias | dialect-attribute | standard-attribute
+attribute-value ::= attribute-alias | dialect-attribute | builtin-attribute
 ```
 
 ### Attribute Value Aliases
 
 ```
 attribute-alias ::= '#' alias-name '=' attribute-value
 attribute-alias ::= '#' alias-name
 ```

 form for generality. For example, the more complex type shown above would not be
 valid in the lighter syntax: `#foo.something<a%%123^^^>>>` because it contains
 characters that are not allowed in the lighter syntax, as well as unbalanced
 `<>` characters.
 
 See [here](Tutorials/DefiningAttributesAndTypes.md) on how to define dialect
 attribute values.
 
-### Standard Attribute Values
+### Builtin Attribute Values
 
-Standard attributes are a core set of
+Builtin attributes are a core set of
 [dialect attributes](#dialect-attribute-values) that are defined in a builtin
 dialect and thus available to all users of MLIR.
 
 ```
-standard-attribute ::=   affine-map-attribute
+builtin-attribute ::=    affine-map-attribute
                        | array-attribute
                        | bool-attribute
                        | dictionary-attribute
                        | elements-attribute
                        | float-attribute
                        | integer-attribute
                        | integer-set-attribute
                        | string-attribute

mlir/include/mlir-c/BuiltinAttributes.h

-//===-- mlir-c/StandardAttributes.h - C API for Std Attributes-----*- C -*-===//
+//===-- mlir-c/BuiltinAttributes.h - C API for Builtin Attributes -*- C -*-===//
 //
 // Part of the LLVM 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
 //
 //===----------------------------------------------------------------------===//
 //
-// This header declares the C interface to MLIR Standard attributes.
+// This header declares the C interface to MLIR Builtin attributes.
 //
 //===----------------------------------------------------------------------===//
 
-#ifndef MLIR_C_STANDARDATTRIBUTES_H
-#define MLIR_C_STANDARDATTRIBUTES_H
+#ifndef MLIR_C_BUILTINATTRIBUTES_H
+#define MLIR_C_BUILTINATTRIBUTES_H
 
 #include "mlir-c/AffineMap.h"
 #include "mlir-c/IR.h"
 #include "mlir-c/Support.h"
 
 #ifdef __cplusplus
 extern "C" {
 #endif

 // Array attribute.
 //===----------------------------------------------------------------------===//
 
 /// Checks whether the given attribute is an array attribute.
 MLIR_CAPI_EXPORTED bool mlirAttributeIsAArray(MlirAttribute attr);
 
 /** Creates an array element containing the given list of elements in the given
  * context. */
-MLIR_CAPI_EXPORTED MlirAttribute mlirArrayAttrGet(MlirContext ctx,
-                                                  intptr_t numElements,
-                                                  MlirAttribute const *elements);
+MLIR_CAPI_EXPORTED MlirAttribute mlirArrayAttrGet(
+    MlirContext ctx, intptr_t numElements, MlirAttribute const *elements);
 
 /// Returns the number of elements stored in the given array attribute.
 MLIR_CAPI_EXPORTED intptr_t mlirArrayAttrGetNumElements(MlirAttribute attr);
 
 /// Returns pos-th element stored in the given array attribute.
 MLIR_CAPI_EXPORTED MlirAttribute mlirArrayAttrGetElement(MlirAttribute attr,
                                                          intptr_t pos);
 

  * given sparse elements attribute. */
 MLIR_CAPI_EXPORTED MlirAttribute
 mlirSparseElementsAttrGetValues(MlirAttribute attr);
 
 #ifdef __cplusplus
 }
 #endif
 
-#endif // MLIR_C_STANDARDATTRIBUTES_H
+#endif // MLIR_C_BUILTINATTRIBUTES_H

mlir/include/mlir/Bindings/Python/Attributes.td

 // Python binding classes.
 //
 //===----------------------------------------------------------------------===//
 
 #ifndef PYTHON_BINDINGS_ATTRIBUTES
 #define PYTHON_BINDINGS_ATTRIBUTES
 
 // A mapping between the attribute storage type and the corresponding Python
-// type. There is not necessarily a 1-1 match for non-standard attributes.
+// type. There is not necessarily a 1-1 match for non-builtin attributes.
 class PythonAttr<string c, string p> {
   string cppStorageType = c;
   string pythonType = p;
 }
 
-// Mappings between supported standard attribtues and Python types.
+// Mappings between supported builtin attribtues and Python types.
 def : PythonAttr<"::mlir::Attribute", "_ir.Attribute">;
 def : PythonAttr<"::mlir::BoolAttr", "_ir.BoolAttr">;
 def : PythonAttr<"::mlir::IntegerAttr", "_ir.IntegerAttr">;
 def : PythonAttr<"::mlir::FloatAttr", "_ir.FloatAttr">;
 def : PythonAttr<"::mlir::StringAttr", "_ir.StringAttr">;
 def : PythonAttr<"::mlir::DenseElementsAttr", "_ir.DenseElementsAttr">;
 def : PythonAttr<"::mlir::DenseIntElementsAttr", "_ir.DenseIntElementsAttr">;
 def : PythonAttr<"::mlir::DenseFPElementsAttr", "_ir.DenseFPElementsAttr">;
 
 #endif

mlir/include/mlir/Dialect/CommonFolders.h

 // are intended to be used by dialects to support common folding behavior
 // without requiring each dialect to provide its own implementation.
 //
 //===----------------------------------------------------------------------===//
 
 #ifndef MLIR_DIALECT_COMMONFOLDERS_H
 #define MLIR_DIALECT_COMMONFOLDERS_H
 
-#include "mlir/IR/Attributes.h"
+#include "mlir/IR/BuiltinAttributes.h"
 #include "mlir/IR/BuiltinTypes.h"
 #include "llvm/ADT/ArrayRef.h"
 #include "llvm/ADT/STLExtras.h"
 
 namespace mlir {
 /// Performs constant folding `calculate` with element-wise behavior on the two
 /// attributes in `operands` and returns the result if possible.
 template <class AttrElementT,

mlir/include/mlir/Dialect/GPU/ParallelLoopMapper.h

 //===- ParallelLoopMapper.h - Utilities for mapping parallel loops to GPU ====//
 //
 // Part of the LLVM 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
 //
 //===----------------------------------------------------------------------===//
 //
 // This header file declares the utilities to generate mappings for parallel
 // loops to GPU devices.
 //
 //===----------------------------------------------------------------------===//
 
 #ifndef MLIR_DIALECT_GPU_PARALLELLOOPMAPPER_H
 #define MLIR_DIALECT_GPU_PARALLELLOOPMAPPER_H
 
-#include "mlir/IR/Attributes.h"
+#include "mlir/IR/BuiltinAttributes.h"
 #include "mlir/Support/LLVM.h"
 #include "llvm/ADT/DenseMap.h"
 
 #include "mlir/Dialect/GPU/ParallelLoopMapperEnums.h.inc"
 
 namespace mlir {
 
 class AffineMap;

mlir/include/mlir/Dialect/SPIRV/SPIRVAttributes.h

 //===- SPIRVAttributes.h - SPIR-V attribute declarations  -------*- C++ -*-===//
 //
 // Part of the LLVM 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
 //
 //===----------------------------------------------------------------------===//
 //
 // This file declares SPIR-V dialect specific attributes.
 //
 //===----------------------------------------------------------------------===//
 
 #ifndef MLIR_DIALECT_SPIRV_SPIRVATTRIBUTES_H
 #define MLIR_DIALECT_SPIRV_SPIRVATTRIBUTES_H
 
 #include "mlir/Dialect/SPIRV/SPIRVTypes.h"
-#include "mlir/IR/Attributes.h"
+#include "mlir/IR/BuiltinAttributes.h"
 #include "mlir/Support/LLVM.h"
 
 // Pull in SPIR-V attribute definitions for target and ABI.
 #include "mlir/Dialect/SPIRV/TargetAndABI.h.inc"
 
 namespace mlir {
 namespace spirv {
 enum class Capability : uint32_t;

mlir/include/mlir/Dialect/Utils/StructuredOpsUtils.h

 // reduction, etc..) as attributes.
 //
 //===----------------------------------------------------------------------===//
 
 #ifndef MLIR_DIALECT_UTILS_STRUCTUREDOPSUTILS_H
 #define MLIR_DIALECT_UTILS_STRUCTUREDOPSUTILS_H
 
 #include "mlir/IR/AffineMap.h"
-#include "mlir/IR/Attributes.h"
+#include "mlir/IR/BuiltinAttributes.h"
 #include "mlir/Support/LLVM.h"
 #include "llvm/ADT/StringRef.h"
 
 namespace mlir {
 
 inline bool isRowMajorMatmul(ArrayAttr indexingMaps) {
   auto context = indexingMaps.getContext();
   AffineExpr m, n, k;

mlir/include/mlir/IR/Attributes.h

 //===- Attributes.h - MLIR Attribute Classes --------------------*- C++ -*-===//
 //
 // Part of the LLVM 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
 //
 //===----------------------------------------------------------------------===//
 
 #ifndef MLIR_IR_ATTRIBUTES_H
 #define MLIR_IR_ATTRIBUTES_H
 
 #include "mlir/IR/AttributeSupport.h"
-#include "llvm/ADT/APFloat.h"
-#include "llvm/ADT/Sequence.h"
 #include "llvm/Support/PointerLikeTypeTraits.h"
-#include <complex>
 
 namespace mlir {
-class AffineMap;
-class Dialect;
-class FunctionType;
 class Identifier;
-class IntegerSet;
-class Location;
-class MLIRContext;
-class ShapedType;
-class Type;
-
-namespace detail {
-
-struct AffineMapAttributeStorage;
-struct ArrayAttributeStorage;
-struct DictionaryAttributeStorage;
-struct IntegerAttributeStorage;
-struct IntegerSetAttributeStorage;
-struct FloatAttributeStorage;
-struct OpaqueAttributeStorage;
-struct StringAttributeStorage;
-struct SymbolRefAttributeStorage;
-struct TypeAttributeStorage;
-
-/// Elements Attributes.
-struct DenseIntOrFPElementsAttributeStorage;
-struct DenseStringElementsAttributeStorage;
-struct OpaqueElementsAttributeStorage;
-struct SparseElementsAttributeStorage;
-} // namespace detail
 
-/// Attributes are known-constant values of operations and functions.
+/// Attributes are known-constant values of operations.
 ///
 /// Instances of the Attribute class are references to immortal key-value pairs
-/// with immutable, uniqued key owned by MLIRContext. As such, an Attribute is a
-/// thin wrapper around an underlying storage pointer. Attributes are usually
+/// with immutable, uniqued keys owned by MLIRContext. As such, an Attribute is
+/// a thin wrapper around an underlying storage pointer. Attributes are usually
 /// passed by value.
 class Attribute {
 public:
   /// Utility class for implementing attributes.
   template <typename ConcreteType, typename BaseType, typename StorageType,
             template <typename T> class... Traits>
   using AttrBase = detail::StorageUserBase<ConcreteType, BaseType, StorageType,
                                            detail::AttributeUniquer, Traits...>;
protected:
   ImplType *impl;
 };
 
 inline raw_ostream &operator<<(raw_ostream &os, Attribute attr) {
   attr.print(os);
   return os;
 }
 
-//===----------------------------------------------------------------------===//
-// AttributeTraitBase
-//===----------------------------------------------------------------------===//
-
-namespace AttributeTrait {
-/// This class represents the base of an attribute trait.
-template <typename ConcreteType, template <typename> class TraitType>
-using TraitBase = detail::StorageUserTraitBase<ConcreteType, TraitType>;
-} // namespace AttributeTrait
-
-//===----------------------------------------------------------------------===//
-// AttributeInterface
-//===----------------------------------------------------------------------===//
-
-/// This class represents the base of an attribute interface. See the definition
-/// of `detail::Interface` for requirements on the `Traits` type.
-template <typename ConcreteType, typename Traits>
-class AttributeInterface
-    : public detail::Interface<ConcreteType, Attribute, Traits, Attribute,
-                               AttributeTrait::TraitBase> {
-public:
-  using Base = AttributeInterface<ConcreteType, Traits>;
-  using InterfaceBase = detail::Interface<ConcreteType, Attribute, Traits,
-                                          Attribute, AttributeTrait::TraitBase>;
-  using InterfaceBase::InterfaceBase;
-
-private:
-  /// Returns the impl interface instance for the given type.
-  static typename InterfaceBase::Concept *getInterfaceFor(Attribute attr) {
-    return attr.getAbstractAttribute().getInterface<ConcreteType>();
-  }
-
-  /// Allow access to 'getInterfaceFor'.
-  friend InterfaceBase;
-};
-
-//===----------------------------------------------------------------------===//
-// AffineMapAttr
-//===----------------------------------------------------------------------===//
-
-class AffineMapAttr
-    : public Attribute::AttrBase<AffineMapAttr, Attribute,
-                                 detail::AffineMapAttributeStorage> {
-public:
-  using Base::Base;
-  using ValueType = AffineMap;
-
-  static AffineMapAttr get(AffineMap value);
-
-  AffineMap getValue() const;
-};
-
-//===----------------------------------------------------------------------===//
-// ArrayAttr
-//===----------------------------------------------------------------------===//
-
-/// Array attributes are lists of other attributes.  They are not necessarily
-/// type homogenous given that attributes don't, in general, carry types.
-class ArrayAttr : public Attribute::AttrBase<ArrayAttr, Attribute,
-                                             detail::ArrayAttributeStorage> {
-public:
-  using Base::Base;
-  using ValueType = ArrayRef<Attribute>;
-
-  static ArrayAttr get(ArrayRef<Attribute> value, MLIRContext *context);
-
-  ArrayRef<Attribute> getValue() const;
-  Attribute operator[](unsigned idx) const;
-
-  /// Support range iteration.
-  using iterator = llvm::ArrayRef<Attribute>::iterator;
-  iterator begin() const { return getValue().begin(); }
-  iterator end() const { return getValue().end(); }
-  size_t size() const { return getValue().size(); }
-  bool empty() const { return size() == 0; }
-
-private:
-  /// Class for underlying value iterator support.
-  template <typename AttrTy>
-  class attr_value_iterator final
-      : public llvm::mapped_iterator<ArrayAttr::iterator,
-                                     AttrTy (*)(Attribute)> {
-  public:
-    explicit attr_value_iterator(ArrayAttr::iterator it)
-        : llvm::mapped_iterator<ArrayAttr::iterator, AttrTy (*)(Attribute)>(
-              it, [](Attribute attr) { return attr.cast<AttrTy>(); }) {}
-    AttrTy operator*() const { return (*this->I).template cast<AttrTy>(); }
-  };
-
-public:
-  template <typename AttrTy>
-  iterator_range<attr_value_iterator<AttrTy>> getAsRange() {
-    return llvm::make_range(attr_value_iterator<AttrTy>(begin()),
-                            attr_value_iterator<AttrTy>(end()));
-  }
-  template <typename AttrTy, typename UnderlyingTy = typename AttrTy::ValueType>
-  auto getAsValueRange() {
-    return llvm::map_range(getAsRange<AttrTy>(), [](AttrTy attr) {
-      return static_cast<UnderlyingTy>(attr.getValue());
-    });
-  }
-};
-
-//===----------------------------------------------------------------------===//
-// DictionaryAttr
-//===----------------------------------------------------------------------===//
-
-/// NamedAttribute is used for dictionary attributes, it holds an identifier for
-/// the name and a value for the attribute. The attribute pointer should always
-/// be non-null.
-using NamedAttribute = std::pair<Identifier, Attribute>;
-
-bool operator<(const NamedAttribute &lhs, const NamedAttribute &rhs);
-bool operator<(const NamedAttribute &lhs, StringRef rhs);
-
-/// Dictionary attribute is an attribute that represents a sorted collection of
-/// named attribute values. The elements are sorted by name, and each name must
-/// be unique within the collection.
-class DictionaryAttr
-    : public Attribute::AttrBase<DictionaryAttr, Attribute,
-                                 detail::DictionaryAttributeStorage> {
-public:
-  using Base::Base;
-  using ValueType = ArrayRef<NamedAttribute>;
-
-  /// Construct a dictionary attribute with the provided list of named
-  /// attributes. This method assumes that the provided list is unordered. If
-  /// the caller can guarantee that the attributes are ordered by name,
-  /// getWithSorted should be used instead.
-  static DictionaryAttr get(ArrayRef<NamedAttribute> value,
-                            MLIRContext *context);
-
-  /// Construct a dictionary with an array of values that is known to already be
-  /// sorted by name and uniqued.
-  static DictionaryAttr getWithSorted(ArrayRef<NamedAttribute> value,
-                                      MLIRContext *context);
-
-  ArrayRef<NamedAttribute> getValue() const;
-
-  /// Return the specified attribute if present, null otherwise.
-  Attribute get(StringRef name) const;
-  Attribute get(Identifier name) const;
-
-  /// Return the specified named attribute if present, None otherwise.
-  Optional<NamedAttribute> getNamed(StringRef name) const;
-  Optional<NamedAttribute> getNamed(Identifier name) const;
-
-  /// Support range iteration.
-  using iterator = llvm::ArrayRef<NamedAttribute>::iterator;
-  iterator begin() const;
-  iterator end() const;
-  bool empty() const { return size() == 0; }
-  size_t size() const;
-
-  /// Sorts the NamedAttributes in the array ordered by name as expected by
-  /// getWithSorted and returns whether the values were sorted.
-  /// Requires: uniquely named attributes.
-  static bool sort(ArrayRef<NamedAttribute> values,
-                   SmallVectorImpl<NamedAttribute> &storage);
-
-  /// Sorts the NamedAttributes in the array ordered by name as expected by
-  /// getWithSorted in place on an array and returns whether the values needed
-  /// to be sorted.
-  /// Requires: uniquely named attributes.
-  static bool sortInPlace(SmallVectorImpl<NamedAttribute> &array);
-
-  /// Returns an entry with a duplicate name in `array`, if it exists, else
-  /// returns llvm::None. If `isSorted` is true, the array is assumed to be
-  /// sorted else it will be sorted in place before finding the duplicate entry.
-  static Optional<NamedAttribute>
-  findDuplicate(SmallVectorImpl<NamedAttribute> &array, bool isSorted);
-
-private:
-  /// Return empty dictionary.
-  static DictionaryAttr getEmpty(MLIRContext *context);
-};
-
-//===----------------------------------------------------------------------===//
-// FloatAttr
-//===----------------------------------------------------------------------===//
-
-class FloatAttr : public Attribute::AttrBase<FloatAttr, Attribute,
-                                             detail::FloatAttributeStorage> {
-public:
-  using Base::Base;
-  using ValueType = APFloat;
-
-  /// Return a float attribute for the specified value in the specified type.
-  /// These methods should only be used for simple constant values, e.g 1.0/2.0,
-  /// that are known-valid both as host double and the 'type' format.
-  static FloatAttr get(Type type, double value);
-  static FloatAttr getChecked(Type type, double value, Location loc);
-
-  /// Return a float attribute for the specified value in the specified type.
-  static FloatAttr get(Type type, const APFloat &value);
-  static FloatAttr getChecked(Type type, const APFloat &value, Location loc);
-
-  APFloat getValue() const;
-
-  /// This function is used to convert the value to a double, even if it loses
-  /// precision.
-  double getValueAsDouble() const;
-  static double getValueAsDouble(APFloat val);
-
-  /// Verify the construction invariants for a double value.
-  static LogicalResult verifyConstructionInvariants(Location loc, Type type,
-                                                    double value);
-  static LogicalResult verifyConstructionInvariants(Location loc, Type type,
-                                                    const APFloat &value);
-};
-
-//===----------------------------------------------------------------------===//
-// IntegerAttr
-//===----------------------------------------------------------------------===//
-
-class IntegerAttr
-    : public Attribute::AttrBase<IntegerAttr, Attribute,
-                                 detail::IntegerAttributeStorage> {
-public:
-  using Base::Base;
-  using ValueType = APInt;
-
-  static IntegerAttr get(Type type, int64_t value);
-  static IntegerAttr get(Type type, const APInt &value);
-
-  APInt getValue() const;
-  /// Return the integer value as a 64-bit int. The attribute must be a signless
-  /// integer.
-  // TODO: Change callers to use getValue instead.
-  int64_t getInt() const;
-  /// Return the integer value as a signed 64-bit int. The attribute must be
-  /// a signed integer.
-  int64_t getSInt() const;
-  /// Return the integer value as a unsigned 64-bit int. The attribute must be
-  /// an unsigned integer.
-  uint64_t getUInt() const;
-
-  static LogicalResult verifyConstructionInvariants(Location loc, Type type,
-                                                    int64_t value);
-  static LogicalResult verifyConstructionInvariants(Location loc, Type type,
-                                                    const APInt &value);
-};
-
-//===----------------------------------------------------------------------===//
-// BoolAttr
-
-/// Special case of IntegerAttr to represent boolean integers, i.e., signless i1
-/// integers.
-class BoolAttr : public Attribute {
-public:
-  using Attribute::Attribute;
-  using ValueType = bool;
-
-  static BoolAttr get(bool value, MLIRContext *context);
-
-  /// Enable conversion to IntegerAttr. This uses conversion vs. inheritance to
-  /// avoid bringing in all of IntegerAttrs methods.
-  operator IntegerAttr() const { return IntegerAttr(impl); }
-
-  /// Return the boolean value of this attribute.
-  bool getValue() const;
-
-  /// Methods for support type inquiry through isa, cast, and dyn_cast.
-  static bool classof(Attribute attr);
-};
-
-//===----------------------------------------------------------------------===//
-// IntegerSetAttr
-//===----------------------------------------------------------------------===//
-
-class IntegerSetAttr
-    : public Attribute::AttrBase<IntegerSetAttr, Attribute,
-                                 detail::IntegerSetAttributeStorage> {
-public:
-  using Base::Base;
-  using ValueType = IntegerSet;
-
-  static IntegerSetAttr get(IntegerSet value);
-
-  IntegerSet getValue() const;
-};
-
-//===----------------------------------------------------------------------===//
-// OpaqueAttr
-//===----------------------------------------------------------------------===//
-
-/// Opaque attributes represent attributes of non-registered dialects. These are
-/// attribute represented in their raw string form, and can only usefully be
-/// tested for attribute equality.
-class OpaqueAttr : public Attribute::AttrBase<OpaqueAttr, Attribute,
-                                              detail::OpaqueAttributeStorage> {
-public:
-  using Base::Base;
-
-  /// Get or create a new OpaqueAttr with the provided dialect and string data.
-  static OpaqueAttr get(Identifier dialect, StringRef attrData, Type type,
-                        MLIRContext *context);
-
-  /// Get or create a new OpaqueAttr with the provided dialect and string data.
-  /// If the given identifier is not a valid namespace for a dialect, then a
-  /// null attribute is returned.
-  static OpaqueAttr getChecked(Identifier dialect, StringRef attrData,
-                               Type type, Location location);
-
-  /// Returns the dialect namespace of the opaque attribute.
-  Identifier getDialectNamespace() const;
-
-  /// Returns the raw attribute data of the opaque attribute.
-  StringRef getAttrData() const;
-
-  /// Verify the construction of an opaque attribute.
-  static LogicalResult verifyConstructionInvariants(Location loc,
-                                                    Identifier dialect,
-                                                    StringRef attrData,
-                                                    Type type);
-};
-
-//===----------------------------------------------------------------------===//
-// StringAttr
-//===----------------------------------------------------------------------===//
-
-class StringAttr : public Attribute::AttrBase<StringAttr, Attribute,
-                                              detail::StringAttributeStorage> {
-public:
-  using Base::Base;
-  using ValueType = StringRef;
-
-  /// Get an instance of a StringAttr with the given string.
-  static StringAttr get(StringRef bytes, MLIRContext *context);
-
-  /// Get an instance of a StringAttr with the given string and Type.
-  static StringAttr get(StringRef bytes, Type type);
-
-  StringRef getValue() const;
-};
-
-//===----------------------------------------------------------------------===//
-// SymbolRefAttr
-//===----------------------------------------------------------------------===//
-
-class FlatSymbolRefAttr;
-
-/// A symbol reference attribute represents a symbolic reference to another
-/// operation.
-class SymbolRefAttr
-    : public Attribute::AttrBase<SymbolRefAttr, Attribute,
-                                 detail::SymbolRefAttributeStorage> {
-public:
-  using Base::Base;
-
-  /// Construct a symbol reference for the given value name.
-  static FlatSymbolRefAttr get(StringRef value, MLIRContext *ctx);
-
-  /// Construct a symbol reference for the given value name, and a set of nested
-  /// references that are further resolve to a nested symbol.
-  static SymbolRefAttr get(StringRef value,
-                           ArrayRef<FlatSymbolRefAttr> references,
-                           MLIRContext *ctx);
-
-  /// Returns the name of the top level symbol reference, i.e. the root of the
-  /// reference path.
-  StringRef getRootReference() const;
-
-  /// Returns the name of the fully resolved symbol, i.e. the leaf of the
-  /// reference path.
-  StringRef getLeafReference() const;
-
-  /// Returns the set of nested references representing the path to the symbol
-  /// nested under the root reference.
-  ArrayRef<FlatSymbolRefAttr> getNestedReferences() const;
-};
-
-/// A symbol reference with a reference path containing a single element. This
-/// is used to refer to an operation within the current symbol table.
-class FlatSymbolRefAttr : public SymbolRefAttr {
-public:
-  using SymbolRefAttr::SymbolRefAttr;
-  using ValueType = StringRef;
-
-  /// Construct a symbol reference for the given value name.
-  static FlatSymbolRefAttr get(StringRef value, MLIRContext *ctx) {
-    return SymbolRefAttr::get(value, ctx);
-  }
-
-  /// Returns the name of the held symbol reference.
-  StringRef getValue() const { return getRootReference(); }
-
-  /// Methods for support type inquiry through isa, cast, and dyn_cast.
-  static bool classof(Attribute attr) {
-    SymbolRefAttr refAttr = attr.dyn_cast<SymbolRefAttr>();
-    return refAttr && refAttr.getNestedReferences().empty();
-  }
-
-private:
-  using SymbolRefAttr::get;
-  using SymbolRefAttr::getNestedReferences;
-};
-
-//===----------------------------------------------------------------------===//
-// Type
-//===----------------------------------------------------------------------===//
-
-class TypeAttr : public Attribute::AttrBase<TypeAttr, Attribute,
-                                            detail::TypeAttributeStorage> {
-public:
-  using Base::Base;
-  using ValueType = Type;
-
-  static TypeAttr get(Type value);
-
-  Type getValue() const;
-};
-
-//===----------------------------------------------------------------------===//
-// UnitAttr
-//===----------------------------------------------------------------------===//
-
-/// Unit attributes are attributes that hold no specific value and are given
-/// meaning by their existence.
-class UnitAttr
-    : public Attribute::AttrBase<UnitAttr, Attribute, AttributeStorage> {
-public:
-  using Base::Base;
-
-  static UnitAttr get(MLIRContext *context);
-};
-
-//===----------------------------------------------------------------------===//
-// Elements Attributes
-//===----------------------------------------------------------------------===//
-
-namespace detail {
-template <typename T> class ElementsAttrIterator;
-template <typename T> class ElementsAttrRange;
-} // namespace detail
-
-/// A base attribute that represents a reference to a static shaped tensor or
-/// vector constant.
-class ElementsAttr : public Attribute {
-public:
-  using Attribute::Attribute;
-  template <typename T> using iterator = detail::ElementsAttrIterator<T>;
-  template <typename T> using iterator_range = detail::ElementsAttrRange<T>;
-
-  /// Return the type of this ElementsAttr, guaranteed to be a vector or tensor
-  /// with static shape.
-  ShapedType getType() const;
-
-  /// Return the value at the given index. The index is expected to refer to a
-  /// valid element.
-  Attribute getValue(ArrayRef<uint64_t> index) const;
-
-  /// Return the value of type 'T' at the given index, where 'T' corresponds to
-  /// an Attribute type.
-  template <typename T> T getValue(ArrayRef<uint64_t> index) const {
-    return getValue(index).template cast<T>();
-  }
-
-  /// Return the elements of this attribute as a value of type 'T'. Note:
-  /// Aborts if the subclass is OpaqueElementsAttrs, these attrs do not support
-  /// iteration.
-  template <typename T> iterator_range<T> getValues() const;
-
-  /// Return if the given 'index' refers to a valid element in this attribute.
-  bool isValidIndex(ArrayRef<uint64_t> index) const;
-
-  /// Returns the number of elements held by this attribute.
-  int64_t getNumElements() const;
-
-  /// Returns the number of elements held by this attribute.
-  int64_t size() const { return getNumElements(); }
-
-  /// Generates a new ElementsAttr by mapping each int value to a new
-  /// underlying APInt. The new values can represent either an integer or float.
-  /// This ElementsAttr should contain integers.
-  ElementsAttr mapValues(Type newElementType,
-                         function_ref<APInt(const APInt &)> mapping) const;
-
-  /// Generates a new ElementsAttr by mapping each float value to a new
-  /// underlying APInt. The new values can represent either an integer or float.
-  /// This ElementsAttr should contain floats.
-  ElementsAttr mapValues(Type newElementType,
-                         function_ref<APInt(const APFloat &)> mapping) const;
-
-  /// Method for support type inquiry through isa, cast and dyn_cast.
-  static bool classof(Attribute attr);
-
-protected:
-  /// Returns the 1 dimensional flattened row-major index from the given
-  /// multi-dimensional index.
-  uint64_t getFlattenedIndex(ArrayRef<uint64_t> index) const;
-};
-
-namespace detail {
-/// DenseElementsAttr data is aligned to uint64_t, so this traits class is
-/// necessary to interop with PointerIntPair.
-class DenseElementDataPointerTypeTraits {
-public:
-  static inline const void *getAsVoidPointer(const char *ptr) { return ptr; }
-  static inline const char *getFromVoidPointer(const void *ptr) {
-    return static_cast<const char *>(ptr);
-  }
-
-  // Note: We could steal more bits if the need arises.
-  static constexpr int NumLowBitsAvailable = 1;
-};
-
-/// Pair of raw pointer and a boolean flag of whether the pointer holds a splat,
-using DenseIterPtrAndSplat =
-    llvm::PointerIntPair<const char *, 1, bool,
-                         DenseElementDataPointerTypeTraits>;
-
-/// Impl iterator for indexed DenseElementsAttr iterators that records a data
-/// pointer and data index that is adjusted for the case of a splat attribute.
-template <typename ConcreteT, typename T, typename PointerT = T *,
-          typename ReferenceT = T &>
-class DenseElementIndexedIteratorImpl
-    : public llvm::indexed_accessor_iterator<ConcreteT, DenseIterPtrAndSplat, T,
-                                             PointerT, ReferenceT> {
-protected:
-  DenseElementIndexedIteratorImpl(const char *data, bool isSplat,
-                                  size_t dataIndex)
-      : llvm::indexed_accessor_iterator<ConcreteT, DenseIterPtrAndSplat, T,
-                                        PointerT, ReferenceT>({data, isSplat},
-                                                              dataIndex) {}
-
-  /// Return the current index for this iterator, adjusted for the case of a
-  /// splat.
-  ptrdiff_t getDataIndex() const {
-    bool isSplat = this->base.getInt();
-    return isSplat ? 0 : this->index;
-  }
-
-  /// Return the data base pointer.
-  const char *getData() const { return this->base.getPointer(); }
-};
-
-/// Type trait detector that checks if a given type T is a complex type.
-template <typename T> struct is_complex_t : public std::false_type {};
-template <typename T>
-struct is_complex_t<std::complex<T>> : public std::true_type {};
-} // namespace detail
-
-/// An attribute that represents a reference to a dense vector or tensor object.
-///
-class DenseElementsAttr : public ElementsAttr {
-public:
-  using ElementsAttr::ElementsAttr;
-
-  /// Type trait used to check if the given type T is a potentially valid C++
-  /// floating point type that can be used to access the underlying element
-  /// types of a DenseElementsAttr.
-  // TODO: Use std::disjunction when C++17 is supported.
-  template <typename T> struct is_valid_cpp_fp_type {
-    /// The type is a valid floating point type if it is a builtin floating
-    /// point type, or is a potentially user defined floating point type. The
-    /// latter allows for supporting users that have custom types defined for
-    /// bfloat16/half/etc.
-    static constexpr bool value = llvm::is_one_of<T, float, double>::value ||
-                                  (std::numeric_limits<T>::is_specialized &&
-                                   !std::numeric_limits<T>::is_integer);
-  };
-
-  /// Method for support type inquiry through isa, cast and dyn_cast.
-  static bool classof(Attribute attr);
-
-  /// Constructs a dense elements attribute from an array of element values.
-  /// Each element attribute value is expected to be an element of 'type'.
-  /// 'type' must be a vector or tensor with static shape. If the element of
-  /// `type` is non-integer/index/float it is assumed to be a string type.
-  static DenseElementsAttr get(ShapedType type, ArrayRef<Attribute> values);
-
-  /// Constructs a dense integer elements attribute from an array of integer
-  /// or floating-point values. Each value is expected to be the same bitwidth
-  /// of the element type of 'type'. 'type' must be a vector or tensor with
-  /// static shape.
-  template <typename T, typename = typename std::enable_if<
-                            std::numeric_limits<T>::is_integer ||
-                            is_valid_cpp_fp_type<T>::value>::type>
-  static DenseElementsAttr get(const ShapedType &type, ArrayRef<T> values) {
-    const char *data = reinterpret_cast<const char *>(values.data());
-    return getRawIntOrFloat(
-        type, ArrayRef<char>(data, values.size() * sizeof(T)), sizeof(T),
-        std::numeric_limits<T>::is_integer, std::numeric_limits<T>::is_signed);
-  }
-
-  /// Constructs a dense integer elements attribute from a single element.
-  template <typename T, typename = typename std::enable_if<
-                            std::numeric_limits<T>::is_integer ||
-                            is_valid_cpp_fp_type<T>::value ||
-                            detail::is_complex_t<T>::value>::type>
-  static DenseElementsAttr get(const ShapedType &type, T value) {
-    return get(type, llvm::makeArrayRef(value));
-  }
-
-  /// Constructs a dense complex elements attribute from an array of complex
-  /// values. Each value is expected to be the same bitwidth of the element type
-  /// of 'type'. 'type' must be a vector or tensor with static shape.
-  template <typename T, typename ElementT = typename T::value_type,
-            typename = typename std::enable_if<
-                detail::is_complex_t<T>::value &&
-                (std::numeric_limits<ElementT>::is_integer ||
-                 is_valid_cpp_fp_type<ElementT>::value)>::type>
-  static DenseElementsAttr get(const ShapedType &type, ArrayRef<T> values) {
-    const char *data = reinterpret_cast<const char *>(values.data());
-    return getRawComplex(type, ArrayRef<char>(data, values.size() * sizeof(T)),
-                         sizeof(T), std::numeric_limits<ElementT>::is_integer,
-                         std::numeric_limits<ElementT>::is_signed);
-  }
-
-  /// Overload of the above 'get' method that is specialized for boolean values.
-  static DenseElementsAttr get(ShapedType type, ArrayRef<bool> values);
-
-  /// Overload of the above 'get' method that is specialized for StringRef
-  /// values.
-  static DenseElementsAttr get(ShapedType type, ArrayRef<StringRef> values);
-
-  /// Constructs a dense integer elements attribute from an array of APInt
-  /// values. Each APInt value is expected to have the same bitwidth as the
-  /// element type of 'type'. 'type' must be a vector or tensor with static
-  /// shape.
-  static DenseElementsAttr get(ShapedType type, ArrayRef<APInt> values);
-
-  /// Constructs a dense complex elements attribute from an array of APInt
-  /// values. Each APInt value is expected to have the same bitwidth as the
-  /// element type of 'type'. 'type' must be a vector or tensor with static
-  /// shape.
-  static DenseElementsAttr get(ShapedType type,
-                               ArrayRef<std::complex<APInt>> values);
-
-  /// Constructs a dense float elements attribute from an array of APFloat
-  /// values. Each APFloat value is expected to have the same bitwidth as the
-  /// element type of 'type'. 'type' must be a vector or tensor with static
-  /// shape.
-  static DenseElementsAttr get(ShapedType type, ArrayRef<APFloat> values);
-
-  /// Constructs a dense complex elements attribute from an array of APFloat
-  /// values. Each APFloat value is expected to have the same bitwidth as the
-  /// element type of 'type'. 'type' must be a vector or tensor with static
-  /// shape.
-  static DenseElementsAttr get(ShapedType type,
-                               ArrayRef<std::complex<APFloat>> values);
-
-  /// Construct a dense elements attribute for an initializer_list of values.
-  /// Each value is expected to be the same bitwidth of the element type of
-  /// 'type'. 'type' must be a vector or tensor with static shape.
-  template <typename T>
-  static DenseElementsAttr get(const ShapedType &type,
-                               const std::initializer_list<T> &list) {
-    return get(type, ArrayRef<T>(list));
-  }
-
-  /// Construct a dense elements attribute from a raw buffer representing the
-  /// data for this attribute. Users should generally not use this methods as
-  /// the expected buffer format may not be a form the user expects.
-  static DenseElementsAttr getFromRawBuffer(ShapedType type,
-                                            ArrayRef<char> rawBuffer,
-                                            bool isSplatBuffer);
-
-  /// Returns true if the given buffer is a valid raw buffer for the given type.
-  /// `detectedSplat` is set if the buffer is valid and represents a splat
-  /// buffer.
-  static bool isValidRawBuffer(ShapedType type, ArrayRef<char> rawBuffer,
-                               bool &detectedSplat);
-
-  //===--------------------------------------------------------------------===//
-  // Iterators
-  //===--------------------------------------------------------------------===//
-
-  /// A utility iterator that allows walking over the internal Attribute values
-  /// of a DenseElementsAttr.
-  class AttributeElementIterator
-      : public llvm::indexed_accessor_iterator<AttributeElementIterator,
-                                               const void *, Attribute,
-                                               Attribute, Attribute> {
-  public:
-    /// Accesses the Attribute value at this iterator position.
-    Attribute operator*() const;
-
-  private:
-    friend DenseElementsAttr;
-
-    /// Constructs a new iterator.
-    AttributeElementIterator(DenseElementsAttr attr, size_t index);
-  };
-
-  /// Iterator for walking raw element values of the specified type 'T', which
-  /// may be any c++ data type matching the stored representation: int32_t,
-  /// float, etc.
-  template <typename T>
-  class ElementIterator
-      : public detail::DenseElementIndexedIteratorImpl<ElementIterator<T>,
-                                                       const T> {
-  public:
-    /// Accesses the raw value at this iterator position.
-    const T &operator*() const {
-      return reinterpret_cast<const T *>(this->getData())[this->getDataIndex()];
-    }
-
-  private:
-    friend DenseElementsAttr;
-
-    /// Constructs a new iterator.
-    ElementIterator(const char *data, bool isSplat, size_t dataIndex)
-        : detail::DenseElementIndexedIteratorImpl<ElementIterator<T>, const T>(
-              data, isSplat, dataIndex) {}
-  };
-
-  /// A utility iterator that allows walking over the internal bool values.
-  class BoolElementIterator
-      : public detail::DenseElementIndexedIteratorImpl<BoolElementIterator,
-                                                       bool, bool, bool> {
-  public:
-    /// Accesses the bool value at this iterator position.
-    bool operator*() const;
-
-  private:
-    friend DenseElementsAttr;
-
-    /// Constructs a new iterator.
-    BoolElementIterator(DenseElementsAttr attr, size_t dataIndex);
-  };
-
-  /// A utility iterator that allows walking over the internal raw APInt values.
-  class IntElementIterator
-      : public detail::DenseElementIndexedIteratorImpl<IntElementIterator,
-                                                       APInt, APInt, APInt> {
-  public:
-    /// Accesses the raw APInt value at this iterator position.
-    APInt operator*() const;
-
-  private:
-    friend DenseElementsAttr;
-
-    /// Constructs a new iterator.
-    IntElementIterator(DenseElementsAttr attr, size_t dataIndex);
-
-    /// The bitwidth of the element type.
-    size_t bitWidth;
-  };
-
-  /// A utility iterator that allows walking over the internal raw complex APInt
-  /// values.
-  class ComplexIntElementIterator
-      : public detail::DenseElementIndexedIteratorImpl<
-            ComplexIntElementIterator, std::complex<APInt>, std::complex<APInt>,
-            std::complex<APInt>> {
-  public:
-    /// Accesses the raw std::complex<APInt> value at this iterator position.
-    std::complex<APInt> operator*() const;
-
-  private:
-    friend DenseElementsAttr;
-
-    /// Constructs a new iterator.
-    ComplexIntElementIterator(DenseElementsAttr attr, size_t dataIndex);
-
-    /// The bitwidth of the element type.
-    size_t bitWidth;
-  };
-
-  /// Iterator for walking over APFloat values.
-  class FloatElementIterator final
-      : public llvm::mapped_iterator<IntElementIterator,
-                                     std::function<APFloat(const APInt &)>> {
-    friend DenseElementsAttr;
-
-    /// Initializes the float element iterator to the specified iterator.
-    FloatElementIterator(const llvm::fltSemantics &smt, IntElementIterator it);
-
-  public:
-    using reference = APFloat;
-  };
-
-  /// Iterator for walking over complex APFloat values.
-  class ComplexFloatElementIterator final
-      : public llvm::mapped_iterator<
-            ComplexIntElementIterator,
-            std::function<std::complex<APFloat>(const std::complex<APInt> &)>> {
-    friend DenseElementsAttr;
-
-    /// Initializes the float element iterator to the specified iterator.
-    ComplexFloatElementIterator(const llvm::fltSemantics &smt,
-                                ComplexIntElementIterator it);
-
-  public:
-    using reference = std::complex<APFloat>;
-  };
-
-  //===--------------------------------------------------------------------===//
-  // Value Querying
-  //===--------------------------------------------------------------------===//
-
-  /// Returns true if this attribute corresponds to a splat, i.e. if all element
-  /// values are the same.
-  bool isSplat() const;
-
-  /// Return the splat value for this attribute. This asserts that the attribute
-  /// corresponds to a splat.
-  Attribute getSplatValue() const { return getSplatValue<Attribute>(); }
-  template <typename T>
-  typename std::enable_if<!std::is_base_of<Attribute, T>::value ||
-                              std::is_same<Attribute, T>::value,
-                          T>::type
-  getSplatValue() const {
-    assert(isSplat() && "expected the attribute to be a splat");
-    return *getValues<T>().begin();
-  }
-  /// Return the splat value for derived attribute element types.
-  template <typename T>
-  typename std::enable_if<std::is_base_of<Attribute, T>::value &&
-                              !std::is_same<Attribute, T>::value,
-                          T>::type
-  getSplatValue() const {
-    return getSplatValue().template cast<T>();
-  }
-
-  /// Return the value at the given index. The 'index' is expected to refer to a
-  /// valid element.
-  Attribute getValue(ArrayRef<uint64_t> index) const {
-    return getValue<Attribute>(index);
-  }
-  template <typename T> T getValue(ArrayRef<uint64_t> index) const {
-    // Skip to the element corresponding to the flattened index.
-    return *std::next(getValues<T>().begin(), getFlattenedIndex(index));
-  }
-
-  /// Return the held element values as a range of integer or floating-point
-  /// values.
-  template <typename T, typename = typename std::enable_if<
-                            (!std::is_same<T, bool>::value &&
-                             std::numeric_limits<T>::is_integer) ||
-                            is_valid_cpp_fp_type<T>::value>::type>
-  llvm::iterator_range<ElementIterator<T>> getValues() const {
-    assert(isValidIntOrFloat(sizeof(T), std::numeric_limits<T>::is_integer,
-                             std::numeric_limits<T>::is_signed));
-    const char *rawData = getRawData().data();
-    bool splat = isSplat();
-    return {ElementIterator<T>(rawData, splat, 0),
-            ElementIterator<T>(rawData, splat, getNumElements())};
-  }
-
-  /// Return the held element values as a range of std::complex.
-  template <typename T, typename ElementT = typename T::value_type,
-            typename = typename std::enable_if<
-                detail::is_complex_t<T>::value &&
-                (std::numeric_limits<ElementT>::is_integer ||
-                 is_valid_cpp_fp_type<ElementT>::value)>::type>
-  llvm::iterator_range<ElementIterator<T>> getValues() const {
-    assert(isValidComplex(sizeof(T), std::numeric_limits<ElementT>::is_integer,
-                          std::numeric_limits<ElementT>::is_signed));
-    const char *rawData = getRawData().data();
-    bool splat = isSplat();
-    return {ElementIterator<T>(rawData, splat, 0),
-            ElementIterator<T>(rawData, splat, getNumElements())};
-  }
-
-  /// Return the held element values as a range of StringRef.
-  template <typename T, typename = typename std::enable_if<
-                            std::is_same<T, StringRef>::value>::type>
-  llvm::iterator_range<ElementIterator<StringRef>> getValues() const {
-    auto stringRefs = getRawStringData();
-    const char *ptr = reinterpret_cast<const char *>(stringRefs.data());
-    bool splat = isSplat();
-    return {ElementIterator<StringRef>(ptr, splat, 0),
-            ElementIterator<StringRef>(ptr, splat, getNumElements())};
-  }
-
-  /// Return the held element values as a range of Attributes.
-  llvm::iterator_range<AttributeElementIterator> getAttributeValues() const;
-  template <typename T, typename = typename std::enable_if<
-                            std::is_same<T, Attribute>::value>::type>
-  llvm::iterator_range<AttributeElementIterator> getValues() const {
-    return getAttributeValues();
-  }
-  AttributeElementIterator attr_value_begin() const;
-  AttributeElementIterator attr_value_end() const;
-
-  /// Return the held element values a range of T, where T is a derived
-  /// attribute type.
-  template <typename T>
-  using DerivedAttributeElementIterator =
-      llvm::mapped_iterator<AttributeElementIterator, T (*)(Attribute)>;
-  template <typename T, typename = typename std::enable_if<
-                            std::is_base_of<Attribute, T>::value &&
-                            !std::is_same<Attribute, T>::value>::type>
-  llvm::iterator_range<DerivedAttributeElementIterator<T>> getValues() const {
-    auto castFn = [](Attribute attr) { return attr.template cast<T>(); };
-    return llvm::map_range(getAttributeValues(),
-                           static_cast<T (*)(Attribute)>(castFn));
-  }
-
-  /// Return the held element values as a range of bool. The element type of
-  /// this attribute must be of integer type of bitwidth 1.
-  llvm::iterator_range<BoolElementIterator> getBoolValues() const;
-  template <typename T, typename = typename std::enable_if<
-                            std::is_same<T, bool>::value>::type>
-  llvm::iterator_range<BoolElementIterator> getValues() const {
-    return getBoolValues();
-  }
-
-  /// Return the held element values as a range of APInts. The element type of
-  /// this attribute must be of integer type.
-  llvm::iterator_range<IntElementIterator> getIntValues() const;
-  template <typename T, typename = typename std::enable_if<
-                            std::is_same<T, APInt>::value>::type>
-  llvm::iterator_range<IntElementIterator> getValues() const {
-    return getIntValues();
-  }
-  IntElementIterator int_value_begin() const;
-  IntElementIterator int_value_end() const;
-
-  /// Return the held element values as a range of complex APInts. The element
-  /// type of this attribute must be a complex of integer type.
-  llvm::iterator_range<ComplexIntElementIterator> getComplexIntValues() const;
-  template <typename T, typename = typename std::enable_if<
-                            std::is_same<T, std::complex<APInt>>::value>::type>
-  llvm::iterator_range<ComplexIntElementIterator> getValues() const {
-    return getComplexIntValues();
-  }
-
-  /// Return the held element values as a range of APFloat. The element type of
-  /// this attribute must be of float type.
-  llvm::iterator_range<FloatElementIterator> getFloatValues() const;
-  template <typename T, typename = typename std::enable_if<
-                            std::is_same<T, APFloat>::value>::type>
-  llvm::iterator_range<FloatElementIterator> getValues() const {
-    return getFloatValues();
-  }
-  FloatElementIterator float_value_begin() const;
-  FloatElementIterator float_value_end() const;
-
-  /// Return the held element values as a range of complex APFloat. The element
-  /// type of this attribute must be a complex of float type.
-  llvm::iterator_range<ComplexFloatElementIterator>
-  getComplexFloatValues() const;
-  template <typename T, typename = typename std::enable_if<std::is_same<
-                            T, std::complex<APFloat>>::value>::type>
-  llvm::iterator_range<ComplexFloatElementIterator> getValues() const {
-    return getComplexFloatValues();
-  }
-
-  /// Return the raw storage data held by this attribute. Users should generally
-  /// not use this directly, as the internal storage format is not always in the
-  /// form the user might expect.
-  ArrayRef<char> getRawData() const;
-
-  /// Return the raw StringRef data held by this attribute.
-  ArrayRef<StringRef> getRawStringData() const;
-
-  //===--------------------------------------------------------------------===//
-  // Mutation Utilities
-  //===--------------------------------------------------------------------===//
-
-  /// Return a new DenseElementsAttr that has the same data as the current
-  /// attribute, but has been reshaped to 'newType'. The new type must have the
-  /// same total number of elements as well as element type.
-  DenseElementsAttr reshape(ShapedType newType);
-
-  /// Generates a new DenseElementsAttr by mapping each int value to a new
-  /// underlying APInt. The new values can represent either an integer or float.
-  /// This underlying type must be an DenseIntElementsAttr.
-  DenseElementsAttr mapValues(Type newElementType,
-                              function_ref<APInt(const APInt &)> mapping) const;
-
-  /// Generates a new DenseElementsAttr by mapping each float value to a new
-  /// underlying APInt. the new values can represent either an integer or float.
-  /// This underlying type must be an DenseFPElementsAttr.
-  DenseElementsAttr
-  mapValues(Type newElementType,
-            function_ref<APInt(const APFloat &)> mapping) const;
-
-protected:
-  /// Get iterators to the raw APInt values for each element in this attribute.
-  IntElementIterator raw_int_begin() const {
-    return IntElementIterator(*this, 0);
-  }
-  IntElementIterator raw_int_end() const {
-    return IntElementIterator(*this, getNumElements());
-  }
-
-  /// Overload of the raw 'get' method that asserts that the given type is of
-  /// complex type. This method is used to verify type invariants that the
-  /// templatized 'get' method cannot.
-  static DenseElementsAttr getRawComplex(ShapedType type, ArrayRef<char> data,
-                                         int64_t dataEltSize, bool isInt,
-                                         bool isSigned);
-
-  /// Overload of the raw 'get' method that asserts that the given type is of
-  /// integer or floating-point type. This method is used to verify type
-  /// invariants that the templatized 'get' method cannot.
-  static DenseElementsAttr getRawIntOrFloat(ShapedType type,
-                                            ArrayRef<char> data,
-                                            int64_t dataEltSize, bool isInt,
-                                            bool isSigned);
-
-  /// Check the information for a C++ data type, check if this type is valid for
-  /// the current attribute. This method is used to verify specific type
-  /// invariants that the templatized 'getValues' method cannot.
-  bool isValidIntOrFloat(int64_t dataEltSize, bool isInt, bool isSigned) const;
-
-  /// Check the information for a C++ data type, check if this type is valid for
-  /// the current attribute. This method is used to verify specific type
-  /// invariants that the templatized 'getValues' method cannot.
-  bool isValidComplex(int64_t dataEltSize, bool isInt, bool isSigned) const;
-};
-
-/// An attribute class for representing dense arrays of strings. The structure
-/// storing and querying a list of densely packed strings.
-class DenseStringElementsAttr
-    : public Attribute::AttrBase<DenseStringElementsAttr, DenseElementsAttr,
-                                 detail::DenseStringElementsAttributeStorage> {
-
-public:
-  using Base::Base;
-
-  /// Overload of the raw 'get' method that asserts that the given type is of
-  /// integer or floating-point type. This method is used to verify type
-  /// invariants that the templatized 'get' method cannot.
-  static DenseStringElementsAttr get(ShapedType type, ArrayRef<StringRef> data);
-
-protected:
-  friend DenseElementsAttr;
-};
-
-/// An attribute class for specializing behavior of Int and Floating-point
-/// densely packed string arrays.
-class DenseIntOrFPElementsAttr
-    : public Attribute::AttrBase<DenseIntOrFPElementsAttr, DenseElementsAttr,
-                                 detail::DenseIntOrFPElementsAttributeStorage> {
-
-public:
-  using Base::Base;
-
-  /// Convert endianess of input ArrayRef for big-endian(BE) machines. All of
-  /// the elements of `inRawData` has `type`. If `inRawData` is little endian
-  /// (LE), it is converted to big endian (BE). Conversely, if `inRawData` is
-  /// BE, converted to LE.
-  static void
-  convertEndianOfArrayRefForBEmachine(ArrayRef<char> inRawData,
-                                      MutableArrayRef<char> outRawData,
-                                      ShapedType type);
-
-  /// Convert endianess of input for big-endian(BE) machines. The number of
-  /// elements of `inRawData` is `numElements`, and each element has
-  /// `elementBitWidth` bits. If `inRawData` is little endian (LE), it is
-  /// converted to big endian (BE) and saved in `outRawData`. Conversely, if
-  /// `inRawData` is BE, converted to LE.
-  static void convertEndianOfCharForBEmachine(const char *inRawData,
-                                              char *outRawData,
-                                              size_t elementBitWidth,
-                                              size_t numElements);
-
-protected:
-  friend DenseElementsAttr;
-
-  /// Constructs a dense elements attribute from an array of raw APFloat values.
-  /// Each APFloat value is expected to have the same bitwidth as the element
-  /// type of 'type'. 'type' must be a vector or tensor with static shape.
-  static DenseElementsAttr getRaw(ShapedType type, size_t storageWidth,
-                                  ArrayRef<APFloat> values, bool isSplat);
-
-  /// Constructs a dense elements attribute from an array of raw APInt values.
-  /// Each APInt value is expected to have the same bitwidth as the element type
-  /// of 'type'. 'type' must be a vector or tensor with static shape.
-  static DenseElementsAttr getRaw(ShapedType type, size_t storageWidth,
-                                  ArrayRef<APInt> values, bool isSplat);
-
-  /// Get or create a new dense elements attribute instance with the given raw
-  /// data buffer. 'type' must be a vector or tensor with static shape.
-  static DenseElementsAttr getRaw(ShapedType type, ArrayRef<char> data,
-                                  bool isSplat);
-
-  /// Overload of the raw 'get' method that asserts that the given type is of
-  /// complex type. This method is used to verify type invariants that the
-  /// templatized 'get' method cannot.
-  static DenseElementsAttr getRawComplex(ShapedType type, ArrayRef<char> data,
-                                         int64_t dataEltSize, bool isInt,
-                                         bool isSigned);
-
-  /// Overload of the raw 'get' method that asserts that the given type is of
-  /// integer or floating-point type. This method is used to verify type
-  /// invariants that the templatized 'get' method cannot.
-  static DenseElementsAttr getRawIntOrFloat(ShapedType type,
-                                            ArrayRef<char> data,
-                                            int64_t dataEltSize, bool isInt,
-                                            bool isSigned);
-};
-
-/// An attribute that represents a reference to a dense float vector or tensor
-/// object. Each element is stored as a double.
-class DenseFPElementsAttr : public DenseIntOrFPElementsAttr {
-public:
-  using iterator = DenseElementsAttr::FloatElementIterator;
-
-  using DenseIntOrFPElementsAttr::DenseIntOrFPElementsAttr;
-
-  /// Get an instance of a DenseFPElementsAttr with the given arguments. This
-  /// simply wraps the DenseElementsAttr::get calls.
-  template <typename Arg>
-  static DenseFPElementsAttr get(const ShapedType &type, Arg &&arg) {
-    return DenseElementsAttr::get(type, llvm::makeArrayRef(arg))
-        .template cast<DenseFPElementsAttr>();
-  }
-  template <typename T>
-  static DenseFPElementsAttr get(const ShapedType &type,
-                                 const std::initializer_list<T> &list) {
-    return DenseElementsAttr::get(type, list)
-        .template cast<DenseFPElementsAttr>();
-  }
-
-  /// Generates a new DenseElementsAttr by mapping each value attribute, and
-  /// constructing the DenseElementsAttr given the new element type.
-  DenseElementsAttr
-  mapValues(Type newElementType,
-            function_ref<APInt(const APFloat &)> mapping) const;
-
-  /// Iterator access to the float element values.
-  iterator begin() const { return float_value_begin(); }
-  iterator end() const { return float_value_end(); }
-
-  /// Method for supporting type inquiry through isa, cast and dyn_cast.
-  static bool classof(Attribute attr);
-};
-
-/// An attribute that represents a reference to a dense integer vector or tensor
-/// object.
-class DenseIntElementsAttr : public DenseIntOrFPElementsAttr {
-public:
-  /// DenseIntElementsAttr iterates on APInt, so we can use the raw element
-  /// iterator directly.
-  using iterator = DenseElementsAttr::IntElementIterator;
-
-  using DenseIntOrFPElementsAttr::DenseIntOrFPElementsAttr;
-
-  /// Get an instance of a DenseIntElementsAttr with the given arguments. This
-  /// simply wraps the DenseElementsAttr::get calls.
-  template <typename Arg>
-  static DenseIntElementsAttr get(const ShapedType &type, Arg &&arg) {
-    return DenseElementsAttr::get(type, llvm::makeArrayRef(arg))
-        .template cast<DenseIntElementsAttr>();
-  }
-  template <typename T>
-  static DenseIntElementsAttr get(const ShapedType &type,
-                                  const std::initializer_list<T> &list) {
-    return DenseElementsAttr::get(type, list)
-        .template cast<DenseIntElementsAttr>();
-  }
-
-  /// Generates a new DenseElementsAttr by mapping each value attribute, and
-  /// constructing the DenseElementsAttr given the new element type.
-  DenseElementsAttr mapValues(Type newElementType,
-                              function_ref<APInt(const APInt &)> mapping) const;
-
-  /// Iterator access to the integer element values.
-  iterator begin() const { return raw_int_begin(); }
-  iterator end() const { return raw_int_end(); }
-
-  /// Method for supporting type inquiry through isa, cast and dyn_cast.
-  static bool classof(Attribute attr);
-};
-
-/// An opaque attribute that represents a reference to a vector or tensor
-/// constant with opaque content. This representation is for tensor constants
-/// which the compiler may not need to interpret. This attribute is always
-/// associated with a particular dialect, which provides a method to convert
-/// tensor representation to a non-opaque format.
-class OpaqueElementsAttr
-    : public Attribute::AttrBase<OpaqueElementsAttr, ElementsAttr,
-                                 detail::OpaqueElementsAttributeStorage> {
-public:
-  using Base::Base;
-  using ValueType = StringRef;
-
-  static OpaqueElementsAttr get(Dialect *dialect, ShapedType type,
-                                StringRef bytes);
-
-  StringRef getValue() const;
-
-  /// Return the value at the given index. The 'index' is expected to refer to a
-  /// valid element.
-  Attribute getValue(ArrayRef<uint64_t> index) const;
-
-  /// Decodes the attribute value using dialect-specific decoding hook.
-  /// Returns false if decoding is successful. If not, returns true and leaves
-  /// 'result' argument unspecified.
-  bool decode(ElementsAttr &result);
-
-  /// Returns dialect associated with this opaque constant.
-  Dialect *getDialect() const;
-};
-
-/// An attribute that represents a reference to a sparse vector or tensor
-/// object.
-///
-/// This class uses COO (coordinate list) encoding to represent the sparse
-/// elements in an element attribute. Specifically, the sparse vector/tensor
-/// stores the indices and values as two separate dense elements attributes of
-/// tensor type (even if the sparse attribute is of vector type, in order to
-/// support empty lists). The dense elements attribute indices is a 2-D tensor
-/// of 64-bit integer elements with shape [N, ndims], which specifies the
-/// indices of the elements in the sparse tensor that contains nonzero values.
-/// The dense elements attribute values is a 1-D tensor with shape [N], and it
-/// supplies the corresponding values for the indices.
-///
-/// For example,
-/// `sparse<tensor<3x4xi32>, [[0, 0], [1, 2]], [1, 5]>` represents tensor
-/// [[1, 0, 0, 0],
-///  [0, 0, 5, 0],
-///  [0, 0, 0, 0]].
-class SparseElementsAttr
-    : public Attribute::AttrBase<SparseElementsAttr, ElementsAttr,
-                                 detail::SparseElementsAttributeStorage> {
-public:
-  using Base::Base;
-
-  template <typename T>
-  using iterator =
-      llvm::mapped_iterator<llvm::detail::value_sequence_iterator<ptrdiff_t>,
-                            std::function<T(ptrdiff_t)>>;
-
-  /// 'type' must be a vector or tensor with static shape.
-  static SparseElementsAttr get(ShapedType type, DenseElementsAttr indices,
-                                DenseElementsAttr values);
-
-  DenseIntElementsAttr getIndices() const;
-
-  DenseElementsAttr getValues() const;
-
-  /// Return the values of this attribute in the form of the given type 'T'. 'T'
-  /// may be any of Attribute, APInt, APFloat, c++ integer/float types, etc.
-  template <typename T> llvm::iterator_range<iterator<T>> getValues() const {
-    auto zeroValue = getZeroValue<T>();
-    auto valueIt = getValues().getValues<T>().begin();
-    const std::vector<ptrdiff_t> flatSparseIndices(getFlattenedSparseIndices());
-    // TODO: Move-capture flatSparseIndices when c++14 is available.
-    std::function<T(ptrdiff_t)> mapFn = [=](ptrdiff_t index) {
-      // Try to map the current index to one of the sparse indices.
-      for (unsigned i = 0, e = flatSparseIndices.size(); i != e; ++i)
-        if (flatSparseIndices[i] == index)
-          return *std::next(valueIt, i);
-      // Otherwise, return the zero value.
-      return zeroValue;
-    };
-    return llvm::map_range(llvm::seq<ptrdiff_t>(0, getNumElements()), mapFn);
-  }
-
-  /// Return the value of the element at the given index. The 'index' is
-  /// expected to refer to a valid element.
-  Attribute getValue(ArrayRef<uint64_t> index) const;
-
-private:
-  /// Get a zero APFloat for the given sparse attribute.
-  APFloat getZeroAPFloat() const;
-
-  /// Get a zero APInt for the given sparse attribute.
-  APInt getZeroAPInt() const;
-
-  /// Get a zero attribute for the given sparse attribute.
-  Attribute getZeroAttr() const;
-
-  /// Utility methods to generate a zero value of some type 'T'. This is used by
-  /// the 'iterator' class.
-  /// Get a zero for a given attribute type.
-  template <typename T>
-  typename std::enable_if<std::is_base_of<Attribute, T>::value, T>::type
-  getZeroValue() const {
-    return getZeroAttr().template cast<T>();
-  }
-  /// Get a zero for an APInt.
-  template <typename T>
-  typename std::enable_if<std::is_same<APInt, T>::value, T>::type
-  getZeroValue() const {
-    return getZeroAPInt();
-  }
-  template <typename T>
-  typename std::enable_if<std::is_same<std::complex<APInt>, T>::value, T>::type
-  getZeroValue() const {
-    APInt intZero = getZeroAPInt();
-    return {intZero, intZero};
-  }
-  /// Get a zero for an APFloat.
-  template <typename T>
-  typename std::enable_if<std::is_same<APFloat, T>::value, T>::type
-  getZeroValue() const {
-    return getZeroAPFloat();
-  }
-  template <typename T>
-  typename std::enable_if<std::is_same<std::complex<APFloat>, T>::value,
-                          T>::type
-  getZeroValue() const {
-    APFloat floatZero = getZeroAPFloat();
-    return {floatZero, floatZero};
-  }
-
-  /// Get a zero for an C++ integer, float, StringRef, or complex type.
-  template <typename T>
-  typename std::enable_if<
-      std::numeric_limits<T>::is_integer ||
-          DenseElementsAttr::is_valid_cpp_fp_type<T>::value ||
-          std::is_same<T, StringRef>::value ||
-          (detail::is_complex_t<T>::value &&
-           !llvm::is_one_of<T, std::complex<APInt>,
-                            std::complex<APFloat>>::value),
-      T>::type
-  getZeroValue() const {
-    return T();
-  }
-
-  /// Flatten, and return, all of the sparse indices in this attribute in
-  /// row-major order.
-  std::vector<ptrdiff_t> getFlattenedSparseIndices() const;
-};
-
-/// An attribute that represents a reference to a splat vector or tensor
-/// constant, meaning all of the elements have the same value.
-class SplatElementsAttr : public DenseElementsAttr {
-public:
-  using DenseElementsAttr::DenseElementsAttr;
-
-  /// Method for support type inquiry through isa, cast and dyn_cast.
-  static bool classof(Attribute attr) {
-    auto denseAttr = attr.dyn_cast<DenseElementsAttr>();
-    return denseAttr && denseAttr.isSplat();
-  }
-};
-
-namespace detail {
-/// This class represents a general iterator over the values of an ElementsAttr.
-/// It supports all subclasses aside from OpaqueElementsAttr.
-template <typename T>
-class ElementsAttrIterator
-    : public llvm::iterator_facade_base<ElementsAttrIterator<T>,
-                                        std::random_access_iterator_tag, T,
-                                        std::ptrdiff_t, T, T> {
-  // NOTE: We use a dummy enable_if here because MSVC cannot use 'decltype'
-  // inside of a conversion operator.
-  using DenseIteratorT = typename std::enable_if<
-      true,
-      decltype(std::declval<DenseElementsAttr>().getValues<T>().begin())>::type;
-  using SparseIteratorT = SparseElementsAttr::iterator<T>;
-
-  /// A union containing the specific iterators for each derived attribute kind.
-  union Iterator {
-    Iterator(DenseIteratorT &&it) : denseIt(std::move(it)) {}
-    Iterator(SparseIteratorT &&it) : sparseIt(std::move(it)) {}
-    Iterator() {}
-    ~Iterator() {}
-
-    operator const DenseIteratorT &() const { return denseIt; }
-    operator const SparseIteratorT &() const { return sparseIt; }
-    operator DenseIteratorT &() { return denseIt; }
-    operator SparseIteratorT &() { return sparseIt; }
-
-    /// An instance of a dense elements iterator.
-    DenseIteratorT denseIt;
-    /// An instance of a sparse elements iterator.
-    SparseIteratorT sparseIt;
-  };
-
-  /// Utility method to process a functor on each of the internal iterator
-  /// types.
-  template <typename RetT, template <typename> class ProcessFn,
-            typename... Args>
-  RetT process(Args &... args) const {
-    if (attr.isa<DenseElementsAttr>())
-      return ProcessFn<DenseIteratorT>()(args...);
-    if (attr.isa<SparseElementsAttr>())
-      return ProcessFn<SparseIteratorT>()(args...);
-    llvm_unreachable("unexpected attribute kind");
-  }
-
-  /// Utility functors used to generically implement the iterators methods.
-  template <typename ItT> struct PlusAssign {
-    void operator()(ItT &it, ptrdiff_t offset) { it += offset; }
-  };
-  template <typename ItT> struct Minus {
-    ptrdiff_t operator()(const ItT &lhs, const ItT &rhs) { return lhs - rhs; }
-  };
-  template <typename ItT> struct MinusAssign {
-    void operator()(ItT &it, ptrdiff_t offset) { it -= offset; }
-  };
-  template <typename ItT> struct Dereference {
-    T operator()(ItT &it) { return *it; }
-  };
-  template <typename ItT> struct ConstructIter {
-    void operator()(ItT &dest, const ItT &it) { ::new (&dest) ItT(it); }
-  };
-  template <typename ItT> struct DestructIter {
-    void operator()(ItT &it) { it.~ItT(); }
-  };
-
-public:
-  ElementsAttrIterator(const ElementsAttrIterator<T> &rhs) : attr(rhs.attr) {
-    process<void, ConstructIter>(it, rhs.it);
-  }
-  ~ElementsAttrIterator() { process<void, DestructIter>(it); }
-
-  /// Methods necessary to support random access iteration.
-  ptrdiff_t operator-(const ElementsAttrIterator<T> &rhs) const {
-    assert(attr == rhs.attr && "incompatible iterators");
-    return process<ptrdiff_t, Minus>(it, rhs.it);
-  }
-  bool operator==(const ElementsAttrIterator<T> &rhs) const {
-    return rhs.attr == attr && process<bool, std::equal_to>(it, rhs.it);
-  }
-  bool operator<(const ElementsAttrIterator<T> &rhs) const {
-    assert(attr == rhs.attr && "incompatible iterators");
-    return process<bool, std::less>(it, rhs.it);
-  }
-  ElementsAttrIterator<T> &operator+=(ptrdiff_t offset) {
-    process<void, PlusAssign>(it, offset);
-    return *this;
-  }
-  ElementsAttrIterator<T> &operator-=(ptrdiff_t offset) {
-    process<void, MinusAssign>(it, offset);
-    return *this;
-  }
-
-  /// Dereference the iterator at the current index.
-  T operator*() { return process<T, Dereference>(it); }
-
-private:
-  template <typename IteratorT>
-  ElementsAttrIterator(Attribute attr, IteratorT &&it)
-      : attr(attr), it(std::forward<IteratorT>(it)) {}
-
-  /// Allow accessing the constructor.
-  friend ElementsAttr;
-
-  /// The parent elements attribute.
-  Attribute attr;
-
-  /// A union containing the specific iterators for each derived kind.
-  Iterator it;
-};
-
-template <typename T>
-class ElementsAttrRange : public llvm::iterator_range<ElementsAttrIterator<T>> {
-  using llvm::iterator_range<ElementsAttrIterator<T>>::iterator_range;
-};
-} // namespace detail
-
-/// Return the elements of this attribute as a value of type 'T'.
-template <typename T>
-auto ElementsAttr::getValues() const -> iterator_range<T> {
-  if (DenseElementsAttr denseAttr = dyn_cast<DenseElementsAttr>()) {
-    auto values = denseAttr.getValues<T>();
-    return {iterator<T>(*this, values.begin()),
-            iterator<T>(*this, values.end())};
-  }
-  if (SparseElementsAttr sparseAttr = dyn_cast<SparseElementsAttr>()) {
-    auto values = sparseAttr.getValues<T>();
-    return {iterator<T>(*this, values.begin()),
-            iterator<T>(*this, values.end())};
-  }
-  llvm_unreachable("unexpected attribute kind");
-}
-
-//===----------------------------------------------------------------------===//
-// Attributes Utils
-//===----------------------------------------------------------------------===//
-
 template <typename U> bool Attribute::isa() const {
   assert(impl && "isa<> used on a null attribute.");
   return U::classof(*this);
 }
 
 template <typename First, typename Second, typename... Rest>
 bool Attribute::isa() const {
   return isa<First>() || isa<Second, Rest...>();
 }
 
 template <typename U> U Attribute::dyn_cast() const {
   return isa<U>() ? U(impl) : U(nullptr);
 }
 template <typename U> U Attribute::dyn_cast_or_null() const {
   return (impl && isa<U>()) ? U(impl) : U(nullptr);
 }
 template <typename U> U Attribute::cast() const {
   assert(isa<U>());
   return U(impl);
 }
 
-// Make Attribute hashable.
 inline ::llvm::hash_code hash_value(Attribute arg) {
   return ::llvm::hash_value(arg.impl);
 }
 
 //===----------------------------------------------------------------------===//
-// MutableDictionaryAttr
+// NamedAttribute
 //===----------------------------------------------------------------------===//
 
-/// A MutableDictionaryAttr is a mutable wrapper around a DictionaryAttr. It
-/// provides additional interfaces for adding, removing, replacing attributes
-/// within a DictionaryAttr.
-///
-/// We assume there will be relatively few attributes on a given operation
-/// (maybe a dozen or so, but not hundreds or thousands) so we use linear
-/// searches for everything.
-class MutableDictionaryAttr {
-public:
-  MutableDictionaryAttr(DictionaryAttr attrs = nullptr)
-      : attrs((attrs && !attrs.empty()) ? attrs : nullptr) {}
-  MutableDictionaryAttr(ArrayRef<NamedAttribute> attributes);
-
-  bool operator!=(const MutableDictionaryAttr &other) const {
-    return !(*this == other);
-  }
-  bool operator==(const MutableDictionaryAttr &other) const {
-    return attrs == other.attrs;
-  }
-
-  /// Return the underlying dictionary attribute.
-  DictionaryAttr getDictionary(MLIRContext *context) const;
-
-  /// Return the underlying dictionary attribute or null if there are no
-  /// attributes within this dictionary.
-  DictionaryAttr getDictionaryOrNull() const { return attrs; }
-
-  /// Return all of the attributes on this operation.
-  ArrayRef<NamedAttribute> getAttrs() const;
-
-  /// Replace the held attributes with ones provided in 'newAttrs'.
-  void setAttrs(ArrayRef<NamedAttribute> attributes);
-
-  /// Return the specified attribute if present, null otherwise.
-  Attribute get(StringRef name) const;
-  Attribute get(Identifier name) const;
+/// NamedAttribute is combination of a name, represented by an Identifier, and a
+/// value, represented by an Attribute. The attribute pointer should always be
+/// non-null.
+using NamedAttribute = std::pair<Identifier, Attribute>;
 
-  /// Return the specified named attribute if present, None otherwise.
-  Optional<NamedAttribute> getNamed(StringRef name) const;
-  Optional<NamedAttribute> getNamed(Identifier name) const;
+bool operator<(const NamedAttribute &lhs, const NamedAttribute &rhs);
+bool operator<(const NamedAttribute &lhs, StringRef rhs);
 
-  /// If the an attribute exists with the specified name, change it to the new
-  /// value.  Otherwise, add a new attribute with the specified name/value.
-  void set(Identifier name, Attribute value);
+//===----------------------------------------------------------------------===//
+// AttributeTraitBase
+//===----------------------------------------------------------------------===//
 
-  enum class RemoveResult { Removed, NotFound };
+namespace AttributeTrait {
+/// This class represents the base of an attribute trait.
+template <typename ConcreteType, template <typename> class TraitType>
+using TraitBase = detail::StorageUserTraitBase<ConcreteType, TraitType>;
+} // namespace AttributeTrait
 
-  /// Remove the attribute with the specified name if it exists.  The return
-  /// value indicates whether the attribute was present or not.
-  RemoveResult remove(Identifier name);
+//===----------------------------------------------------------------------===//
+// AttributeInterface
+//===----------------------------------------------------------------------===//
 
-  bool empty() const { return attrs == nullptr; }
+/// This class represents the base of an attribute interface. See the definition
+/// of `detail::Interface` for requirements on the `Traits` type.
+template <typename ConcreteType, typename Traits>
+class AttributeInterface
+    : public detail::Interface<ConcreteType, Attribute, Traits, Attribute,
+                               AttributeTrait::TraitBase> {
+public:
+  using Base = AttributeInterface<ConcreteType, Traits>;
+  using InterfaceBase = detail::Interface<ConcreteType, Attribute, Traits,
+                                          Attribute, AttributeTrait::TraitBase>;
+  using InterfaceBase::InterfaceBase;
 
 private:
-  friend ::llvm::hash_code hash_value(const MutableDictionaryAttr &arg);
+  /// Returns the impl interface instance for the given type.
+  static typename InterfaceBase::Concept *getInterfaceFor(Attribute attr) {
+    return attr.getAbstractAttribute().getInterface<ConcreteType>();
+  }
 
-  DictionaryAttr attrs;
+  /// Allow access to 'getInterfaceFor'.
+  friend InterfaceBase;
 };
 
-inline ::llvm::hash_code hash_value(const MutableDictionaryAttr &arg) {
-  if (!arg.attrs)
-    return ::llvm::hash_value((void *)nullptr);
-  return hash_value(arg.attrs);
-}
-
 } // end namespace mlir.
 
 namespace llvm {
 
 // Attribute hash just like pointers.
 template <> struct DenseMapInfo<mlir::Attribute> {
   static mlir::Attribute getEmptyKey() {
     auto pointer = llvm::DenseMapInfo<void *>::getEmptyKey();
template <> struct PointerLikeTypeTraits<mlir::Attribute> {
   }
   static inline mlir::Attribute getFromVoidPointer(void *ptr) {
     return mlir::Attribute::getFromOpaquePointer(ptr);
   }
   static constexpr int NumLowBitsAvailable = llvm::PointerLikeTypeTraits<
       mlir::AttributeStorage *>::NumLowBitsAvailable;
 };
 
-template <>
-struct PointerLikeTypeTraits<mlir::SymbolRefAttr>
-    : public PointerLikeTypeTraits<mlir::Attribute> {
-  static inline mlir::SymbolRefAttr getFromVoidPointer(void *ptr) {
-    return PointerLikeTypeTraits<mlir::Attribute>::getFromVoidPointer(ptr)
-        .cast<mlir::SymbolRefAttr>();
-  }
-};
-
 } // namespace llvm
 
 #endif

mlir/include/mlir/IR/BuiltinAttributes.h

-//===- Attributes.h - MLIR Attribute Classes --------------------*- C++ -*-===//
+//===- BuiltinAttributes.h - MLIR Builtin Attribute Classes -----*- C++ -*-===//
 //
 // Part of the LLVM 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
 //
 //===----------------------------------------------------------------------===//
 
-#ifndef MLIR_IR_ATTRIBUTES_H
-#define MLIR_IR_ATTRIBUTES_H
+#ifndef MLIR_IR_BUILTINATTRIBUTES_H
+#define MLIR_IR_BUILTINATTRIBUTES_H
 
-#include "mlir/IR/AttributeSupport.h"
+#include "mlir/IR/Attributes.h"
 #include "llvm/ADT/APFloat.h"
 #include "llvm/ADT/Sequence.h"
-#include "llvm/Support/PointerLikeTypeTraits.h"
 #include <complex>
 
 namespace mlir {
 class AffineMap;
-class Dialect;
 class FunctionType;
-class Identifier;
 class IntegerSet;
 class Location;
-class MLIRContext;
 class ShapedType;
-class Type;
 
 namespace detail {
 
 struct AffineMapAttributeStorage;
 struct ArrayAttributeStorage;
 struct DictionaryAttributeStorage;
 struct IntegerAttributeStorage;
 struct IntegerSetAttributeStorage;
 struct FloatAttributeStorage;
 struct OpaqueAttributeStorage;
 struct StringAttributeStorage;
 struct SymbolRefAttributeStorage;
 struct TypeAttributeStorage;
 
 /// Elements Attributes.
 struct DenseIntOrFPElementsAttributeStorage;
 struct DenseStringElementsAttributeStorage;
 struct OpaqueElementsAttributeStorage;
 struct SparseElementsAttributeStorage;
 } // namespace detail
 
-/// Attributes are known-constant values of operations and functions.
-///
-/// Instances of the Attribute class are references to immortal key-value pairs
-/// with immutable, uniqued key owned by MLIRContext. As such, an Attribute is a
-/// thin wrapper around an underlying storage pointer. Attributes are usually
-/// passed by value.
-class Attribute {
-public:
-  /// Utility class for implementing attributes.
-  template <typename ConcreteType, typename BaseType, typename StorageType,
-            template <typename T> class... Traits>
-  using AttrBase = detail::StorageUserBase<ConcreteType, BaseType, StorageType,
-                                           detail::AttributeUniquer, Traits...>;
-
-  using ImplType = AttributeStorage;
-  using ValueType = void;
-
-  constexpr Attribute() : impl(nullptr) {}
-  /* implicit */ Attribute(const ImplType *impl)
-      : impl(const_cast<ImplType *>(impl)) {}
-
-  Attribute(const Attribute &other) = default;
-  Attribute &operator=(const Attribute &other) = default;
-
-  bool operator==(Attribute other) const { return impl == other.impl; }
-  bool operator!=(Attribute other) const { return !(*this == other); }
-  explicit operator bool() const { return impl; }
-
-  bool operator!() const { return impl == nullptr; }
-
-  template <typename U> bool isa() const;
-  template <typename First, typename Second, typename... Rest>
-  bool isa() const;
-  template <typename U> U dyn_cast() const;
-  template <typename U> U dyn_cast_or_null() const;
-  template <typename U> U cast() const;
-
-  // Support dyn_cast'ing Attribute to itself.
-  static bool classof(Attribute) { return true; }
-
-  /// Return a unique identifier for the concrete attribute type. This is used
-  /// to support dynamic type casting.
-  TypeID getTypeID() { return impl->getAbstractAttribute().getTypeID(); }
-
-  /// Return the type of this attribute.
-  Type getType() const;
-
-  /// Return the context this attribute belongs to.
-  MLIRContext *getContext() const;
-
-  /// Get the dialect this attribute is registered to.
-  Dialect &getDialect() const;
-
-  /// Print the attribute.
-  void print(raw_ostream &os) const;
-  void dump() const;
-
-  /// Get an opaque pointer to the attribute.
-  const void *getAsOpaquePointer() const { return impl; }
-  /// Construct an attribute from the opaque pointer representation.
-  static Attribute getFromOpaquePointer(const void *ptr) {
-    return Attribute(reinterpret_cast<const ImplType *>(ptr));
-  }
-
-  friend ::llvm::hash_code hash_value(Attribute arg);
-
-  /// Return the abstract descriptor for this attribute.
-  const AbstractAttribute &getAbstractAttribute() const {
-    return impl->getAbstractAttribute();
-  }
-
-protected:
-  ImplType *impl;
-};
-
-inline raw_ostream &operator<<(raw_ostream &os, Attribute attr) {
-  attr.print(os);
-  return os;
-}
-
-//===----------------------------------------------------------------------===//
-// AttributeTraitBase
-//===----------------------------------------------------------------------===//
-
-namespace AttributeTrait {
-/// This class represents the base of an attribute trait.
-template <typename ConcreteType, template <typename> class TraitType>
-using TraitBase = detail::StorageUserTraitBase<ConcreteType, TraitType>;
-} // namespace AttributeTrait
-
-//===----------------------------------------------------------------------===//
-// AttributeInterface
-//===----------------------------------------------------------------------===//
-
-/// This class represents the base of an attribute interface. See the definition
-/// of `detail::Interface` for requirements on the `Traits` type.
-template <typename ConcreteType, typename Traits>
-class AttributeInterface
-    : public detail::Interface<ConcreteType, Attribute, Traits, Attribute,
-                               AttributeTrait::TraitBase> {
-public:
-  using Base = AttributeInterface<ConcreteType, Traits>;
-  using InterfaceBase = detail::Interface<ConcreteType, Attribute, Traits,
-                                          Attribute, AttributeTrait::TraitBase>;
-  using InterfaceBase::InterfaceBase;
-
-private:
-  /// Returns the impl interface instance for the given type.
-  static typename InterfaceBase::Concept *getInterfaceFor(Attribute attr) {
-    return attr.getAbstractAttribute().getInterface<ConcreteType>();
-  }
-
-  /// Allow access to 'getInterfaceFor'.
-  friend InterfaceBase;
-};
-
 //===----------------------------------------------------------------------===//
 // AffineMapAttr
 //===----------------------------------------------------------------------===//
 
 class AffineMapAttr
     : public Attribute::AttrBase<AffineMapAttr, Attribute,
                                  detail::AffineMapAttributeStorage> {
 public:
auto getAsValueRange() {
     });
   }
 };
 
 //===----------------------------------------------------------------------===//
 // DictionaryAttr
 //===----------------------------------------------------------------------===//
 
-/// NamedAttribute is used for dictionary attributes, it holds an identifier for
-/// the name and a value for the attribute. The attribute pointer should always
-/// be non-null.
-using NamedAttribute = std::pair<Identifier, Attribute>;
-
-bool operator<(const NamedAttribute &lhs, const NamedAttribute &rhs);
-bool operator<(const NamedAttribute &lhs, StringRef rhs);
-
 /// Dictionary attribute is an attribute that represents a sorted collection of
 /// named attribute values. The elements are sorted by name, and each name must
 /// be unique within the collection.
 class DictionaryAttr
     : public Attribute::AttrBase<DictionaryAttr, Attribute,
                                  detail::DictionaryAttributeStorage> {
 public:
   using Base::Base;
public:
   static UnitAttr get(MLIRContext *context);
 };
 
 //===----------------------------------------------------------------------===//
 // Elements Attributes
 //===----------------------------------------------------------------------===//
 
 namespace detail {
-template <typename T> class ElementsAttrIterator;
-template <typename T> class ElementsAttrRange;
+template <typename T>
+class ElementsAttrIterator;
+template <typename T>
+class ElementsAttrRange;
 } // namespace detail
 
 /// A base attribute that represents a reference to a static shaped tensor or
 /// vector constant.
 class ElementsAttr : public Attribute {
 public:
   using Attribute::Attribute;
-  template <typename T> using iterator = detail::ElementsAttrIterator<T>;
-  template <typename T> using iterator_range = detail::ElementsAttrRange<T>;
+  template <typename T>
+  using iterator = detail::ElementsAttrIterator<T>;
+  template <typename T>
+  using iterator_range = detail::ElementsAttrRange<T>;
 
   /// Return the type of this ElementsAttr, guaranteed to be a vector or tensor
   /// with static shape.
   ShapedType getType() const;
 
   /// Return the value at the given index. The index is expected to refer to a
   /// valid element.
   Attribute getValue(ArrayRef<uint64_t> index) const;
 
   /// Return the value of type 'T' at the given index, where 'T' corresponds to
   /// an Attribute type.
-  template <typename T> T getValue(ArrayRef<uint64_t> index) const {
+  template <typename T>
+  T getValue(ArrayRef<uint64_t> index) const {
     return getValue(index).template cast<T>();
   }
 
   /// Return the elements of this attribute as a value of type 'T'. Note:
   /// Aborts if the subclass is OpaqueElementsAttrs, these attrs do not support
   /// iteration.
-  template <typename T> iterator_range<T> getValues() const;
+  template <typename T>
+  iterator_range<T> getValues() const;
 
   /// Return if the given 'index' refers to a valid element in this attribute.
   bool isValidIndex(ArrayRef<uint64_t> index) const;
 
   /// Returns the number of elements held by this attribute.
   int64_t getNumElements() const;
 
   /// Returns the number of elements held by this attribute.
ptrdiff_t getDataIndex() const {
     return isSplat ? 0 : this->index;
   }
 
   /// Return the data base pointer.
   const char *getData() const { return this->base.getPointer(); }
 };
 
 /// Type trait detector that checks if a given type T is a complex type.
-template <typename T> struct is_complex_t : public std::false_type {};
+template <typename T>
+struct is_complex_t : public std::false_type {};
 template <typename T>
 struct is_complex_t<std::complex<T>> : public std::true_type {};
 } // namespace detail
 
 /// An attribute that represents a reference to a dense vector or tensor object.
 ///
 class DenseElementsAttr : public ElementsAttr {
 public:
   using ElementsAttr::ElementsAttr;
 
   /// Type trait used to check if the given type T is a potentially valid C++
   /// floating point type that can be used to access the underlying element
   /// types of a DenseElementsAttr.
   // TODO: Use std::disjunction when C++17 is supported.
-  template <typename T> struct is_valid_cpp_fp_type {
+  template <typename T>
+  struct is_valid_cpp_fp_type {
     /// The type is a valid floating point type if it is a builtin floating
     /// point type, or is a potentially user defined floating point type. The
     /// latter allows for supporting users that have custom types defined for
     /// bfloat16/half/etc.
     static constexpr bool value = llvm::is_one_of<T, float, double>::value ||
                                   (std::numeric_limits<T>::is_specialized &&
                                    !std::numeric_limits<T>::is_integer);
   };
getSplatValue() const {
     return getSplatValue().template cast<T>();
   }
 
   /// Return the value at the given index. The 'index' is expected to refer to a
   /// valid element.
   Attribute getValue(ArrayRef<uint64_t> index) const {
     return getValue<Attribute>(index);
   }
-  template <typename T> T getValue(ArrayRef<uint64_t> index) const {
+  template <typename T>
+  T getValue(ArrayRef<uint64_t> index) const {
     // Skip to the element corresponding to the flattened index.
     return *std::next(getValues<T>().begin(), getFlattenedIndex(index));
   }
 
   /// Return the held element values as a range of integer or floating-point
   /// values.
   template <typename T, typename = typename std::enable_if<
                             (!std::is_same<T, bool>::value &&
static SparseElementsAttr get(ShapedType type, DenseElementsAttr indices,
                                 DenseElementsAttr values);
 
   DenseIntElementsAttr getIndices() const;
 
   DenseElementsAttr getValues() const;
 
   /// Return the values of this attribute in the form of the given type 'T'. 'T'
   /// may be any of Attribute, APInt, APFloat, c++ integer/float types, etc.
-  template <typename T> llvm::iterator_range<iterator<T>> getValues() const {
+  template <typename T>
+  llvm::iterator_range<iterator<T>> getValues() const {
     auto zeroValue = getZeroValue<T>();
     auto valueIt = getValues().getValues<T>().begin();
     const std::vector<ptrdiff_t> flatSparseIndices(getFlattenedSparseIndices());
     // TODO: Move-capture flatSparseIndices when c++14 is available.
     std::function<T(ptrdiff_t)> mapFn = [=](ptrdiff_t index) {
       // Try to map the current index to one of the sparse indices.
       for (unsigned i = 0, e = flatSparseIndices.size(); i != e; ++i)
         if (flatSparseIndices[i] == index)
union Iterator {
     /// An instance of a sparse elements iterator.
     SparseIteratorT sparseIt;
   };
 
   /// Utility method to process a functor on each of the internal iterator
   /// types.
   template <typename RetT, template <typename> class ProcessFn,
             typename... Args>
-  RetT process(Args &... args) const {
+  RetT process(Args &...args) const {
     if (attr.isa<DenseElementsAttr>())
       return ProcessFn<DenseIteratorT>()(args...);
     if (attr.isa<SparseElementsAttr>())
       return ProcessFn<SparseIteratorT>()(args...);
     llvm_unreachable("unexpected attribute kind");
   }
 
   /// Utility functors used to generically implement the iterators methods.
-  template <typename ItT> struct PlusAssign {
+  template <typename ItT>
+  struct PlusAssign {
     void operator()(ItT &it, ptrdiff_t offset) { it += offset; }
   };
-  template <typename ItT> struct Minus {
+  template <typename ItT>
+  struct Minus {
     ptrdiff_t operator()(const ItT &lhs, const ItT &rhs) { return lhs - rhs; }
   };
-  template <typename ItT> struct MinusAssign {
+  template <typename ItT>
+  struct MinusAssign {
     void operator()(ItT &it, ptrdiff_t offset) { it -= offset; }
   };
-  template <typename ItT> struct Dereference {
+  template <typename ItT>
+  struct Dereference {
     T operator()(ItT &it) { return *it; }
   };
-  template <typename ItT> struct ConstructIter {
+  template <typename ItT>
+  struct ConstructIter {
     void operator()(ItT &dest, const ItT &it) { ::new (&dest) ItT(it); }
   };
-  template <typename ItT> struct DestructIter {
+  template <typename ItT>
+  struct DestructIter {
     void operator()(ItT &it) { it.~ItT(); }
   };
 
 public:
   ElementsAttrIterator(const ElementsAttrIterator<T> &rhs) : attr(rhs.attr) {
     process<void, ConstructIter>(it, rhs.it);
   }
   ~ElementsAttrIterator() { process<void, DestructIter>(it); }
if (SparseElementsAttr sparseAttr = dyn_cast<SparseElementsAttr>()) {
     auto values = sparseAttr.getValues<T>();
     return {iterator<T>(*this, values.begin()),
             iterator<T>(*this, values.end())};
   }
   llvm_unreachable("unexpected attribute kind");
 }
 
 //===----------------------------------------------------------------------===//
-// Attributes Utils
-//===----------------------------------------------------------------------===//
-
-template <typename U> bool Attribute::isa() const {
-  assert(impl && "isa<> used on a null attribute.");
-  return U::classof(*this);
-}
-
-template <typename First, typename Second, typename... Rest>
-bool Attribute::isa() const {
-  return isa<First>() || isa<Second, Rest...>();
-}
-
-template <typename U> U Attribute::dyn_cast() const {
-  return isa<U>() ? U(impl) : U(nullptr);
-}
-template <typename U> U Attribute::dyn_cast_or_null() const {
-  return (impl && isa<U>()) ? U(impl) : U(nullptr);
-}
-template <typename U> U Attribute::cast() const {
-  assert(isa<U>());
-  return U(impl);
-}
-
-// Make Attribute hashable.
-inline ::llvm::hash_code hash_value(Attribute arg) {
-  return ::llvm::hash_value(arg.impl);
-}
-
-//===----------------------------------------------------------------------===//
 // MutableDictionaryAttr
 //===----------------------------------------------------------------------===//
 
 /// A MutableDictionaryAttr is a mutable wrapper around a DictionaryAttr. It
 /// provides additional interfaces for adding, removing, replacing attributes
 /// within a DictionaryAttr.
 ///
 /// We assume there will be relatively few attributes on a given operation
if (!arg.attrs)
     return ::llvm::hash_value((void *)nullptr);
   return hash_value(arg.attrs);
 }
 
 } // end namespace mlir.
 
 namespace llvm {
 
-// Attribute hash just like pointers.
-template <> struct DenseMapInfo<mlir::Attribute> {
-  static mlir::Attribute getEmptyKey() {
-    auto pointer = llvm::DenseMapInfo<void *>::getEmptyKey();
-    return mlir::Attribute(static_cast<mlir::Attribute::ImplType *>(pointer));
-  }
-  static mlir::Attribute getTombstoneKey() {
-    auto pointer = llvm::DenseMapInfo<void *>::getTombstoneKey();
-    return mlir::Attribute(static_cast<mlir::Attribute::ImplType *>(pointer));
-  }
-  static unsigned getHashValue(mlir::Attribute val) {
-    return mlir::hash_value(val);
-  }
-  static bool isEqual(mlir::Attribute LHS, mlir::Attribute RHS) {
-    return LHS == RHS;
-  }
-};
-
-/// Allow LLVM to steal the low bits of Attributes.
-template <> struct PointerLikeTypeTraits<mlir::Attribute> {
-  static inline void *getAsVoidPointer(mlir::Attribute attr) {
-    return const_cast<void *>(attr.getAsOpaquePointer());
-  }
-  static inline mlir::Attribute getFromVoidPointer(void *ptr) {
-    return mlir::Attribute::getFromOpaquePointer(ptr);
-  }
-  static constexpr int NumLowBitsAvailable = llvm::PointerLikeTypeTraits<
-      mlir::AttributeStorage *>::NumLowBitsAvailable;
-};
-
 template <>
 struct PointerLikeTypeTraits<mlir::SymbolRefAttr>
     : public PointerLikeTypeTraits<mlir::Attribute> {
   static inline mlir::SymbolRefAttr getFromVoidPointer(void *ptr) {
     return PointerLikeTypeTraits<mlir::Attribute>::getFromVoidPointer(ptr)
         .cast<mlir::SymbolRefAttr>();
   }
 };
 
 } // namespace llvm
 
-#endif
+#endif // MLIR_IR_BUILTINATTRIBUTES_H

mlir/include/mlir/IR/Operation.h

 //===- Operation.h - MLIR Operation Class -----------------------*- C++ -*-===//
 //
 // Part of the LLVM 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
 //
 //===----------------------------------------------------------------------===//
 //
 // This file defines the Operation class.
 //
 //===----------------------------------------------------------------------===//
 
 #ifndef MLIR_IR_OPERATION_H
 #define MLIR_IR_OPERATION_H
 
 #include "mlir/IR/Block.h"
+#include "mlir/IR/BuiltinAttributes.h"
 #include "mlir/IR/Diagnostics.h"
 #include "mlir/IR/OperationSupport.h"
 #include "mlir/IR/Region.h"
 #include "llvm/ADT/Twine.h"
 
 namespace mlir {
 /// Operation is a basic unit of execution within a function. Operations can
 /// be nested within other operations effectively forming a tree. Child

mlir/include/mlir/IR/OperationSupport.h

 #include "llvm/ADT/BitmaskEnum.h"
 #include "llvm/ADT/PointerUnion.h"
 #include "llvm/Support/PointerLikeTypeTraits.h"
 #include "llvm/Support/TrailingObjects.h"
 #include <memory>
 
 namespace mlir {
 class Dialect;
+class DictionaryAttr;
+class ElementsAttr;
+class MutableDictionaryAttr;
 class Operation;
 struct OperationState;
 class OpAsmParser;
 class OpAsmParserResult;
 class OpAsmPrinter;
 class OperandRange;
 class OpFoldResult;
 class ParseResult;

mlir/include/mlir/Interfaces/DecodeAttributesInterfaces.h

 //===- DecodeAttributesInterfaces.h - DecodeAttributes Interfaces -*- C++ -*-=//
 //
 // Part of the LLVM 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
 //
 //===----------------------------------------------------------------------===//
 #ifndef MLIR_INTERFACES_DECODEATTRIBUTESINTERFACES_H_
 #define MLIR_INTERFACES_DECODEATTRIBUTESINTERFACES_H_
 
-#include "mlir/IR/Attributes.h"
+#include "mlir/IR/BuiltinAttributes.h"
 #include "mlir/IR/DialectInterface.h"
 #include "mlir/Support/LogicalResult.h"
 
 namespace mlir {
 
 /// Define an interface to decode opaque constant tensor.
 class DialectDecodeAttributesInterface
     : public DialectInterface::Base<DialectDecodeAttributesInterface> {

mlir/include/mlir/Transforms/LoopUtils.h

 #define MLIR_TRANSFORMS_LOOP_UTILS_H
 
 #include "mlir/IR/Block.h"
 #include "mlir/Support/LLVM.h"
 #include "mlir/Support/LogicalResult.h"
 
 namespace mlir {
 class AffineForOp;
+class AffineMap;
 class FuncOp;
 class LoopLikeOpInterface;
 struct MemRefRegion;
 class OpBuilder;
 class Value;
 class ValueRange;
 
 namespace scf {

mlir/lib/Bindings/Python/IRModules.cpp

 //===- IRModules.cpp - IR Submodules of pybind module ---------------------===//
 //
 // Part of the LLVM 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
 //
 //===----------------------------------------------------------------------===//
 
 #include "IRModules.h"
 
 #include "Globals.h"
 #include "PybindUtils.h"
 
 #include "mlir-c/Bindings/Python/Interop.h"
+#include "mlir-c/BuiltinAttributes.h"
 #include "mlir-c/BuiltinTypes.h"
 #include "mlir-c/Registration.h"
-#include "mlir-c/StandardAttributes.h"
 #include "llvm/ADT/SmallVector.h"
 #include <pybind11/stl.h>
 
 namespace py = pybind11;
 using namespace mlir;
 using namespace mlir::python;
 
 using llvm::SmallVector;

 
 private:
   PyOperationRef operation;
 };
 
 } // end namespace
 
 //------------------------------------------------------------------------------
-// Standard attribute subclasses.
+// Builtin attribute subclasses.
 //------------------------------------------------------------------------------
 
 namespace {
 
 /// CRTP base classes for Python attributes that subclass Attribute and should
 /// be castable from it (i.e. via something like StringAttr(attr)).
 /// By default, attribute class hierarchies are one level deep (i.e. a
 /// concrete attribute class extends PyAttribute); however, intermediate
py::class_<PyNamedAttribute>(m, "NamedAttribute")
             // this constructor (it does an inefficient table lookup).
             auto contextRef = PyMlirContext::forContext(
                 mlirAttributeGetContext(self.namedAttr.attribute));
             return PyAttribute(std::move(contextRef), self.namedAttr.attribute);
           },
           py::keep_alive<0, 1>(),
           "The underlying generic attribute of the NamedAttribute binding");
 
-  // Standard attribute bindings.
+  // Builtin attribute bindings.
   PyFloatAttribute::bind(m);
   PyIntegerAttribute::bind(m);
   PyBoolAttribute::bind(m);
   PyStringAttribute::bind(m);
   PyDenseElementsAttribute::bind(m);
   PyDenseIntElementsAttribute::bind(m);
   PyDenseFPElementsAttribute::bind(m);
   PyUnitAttribute::bind(m);

mlir/lib/CAPI/IR/BuiltinAttributes.cpp

-//===- StandardAttributes.cpp - C Interface to MLIR Standard Attributes ---===//
+//===- BuiltinAttributes.cpp - C Interface to MLIR Builtin Attributes -----===//
 //
 // Part of the LLVM 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
 //
 //===----------------------------------------------------------------------===//
 
-#include "mlir-c/StandardAttributes.h"
+#include "mlir-c/BuiltinAttributes.h"
 #include "mlir/CAPI/AffineMap.h"
 #include "mlir/CAPI/IR.h"
 #include "mlir/CAPI/Support.h"
 #include "mlir/IR/Attributes.h"
 #include "mlir/IR/BuiltinTypes.h"
 
 using namespace mlir;
 

mlir/lib/CAPI/IR/CMakeLists.txt

 # Main API shared library.
 add_mlir_public_c_api_library(MLIRCAPIIR
   AffineExpr.cpp
   AffineMap.cpp
+  BuiltinAttributes.cpp
   BuiltinTypes.cpp
   Diagnostics.cpp
   IR.cpp
   Pass.cpp
-  StandardAttributes.cpp
   Support.cpp
 
   LINK_LIBS PUBLIC
   MLIRIR
   MLIRParser
   MLIRSupport
   MLIRPass
 )

mlir/lib/IR/AffineMap.cpp

 //===- AffineMap.cpp - MLIR Affine Map Classes ----------------------------===//
 //
 // Part of the LLVM 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
 //
 //===----------------------------------------------------------------------===//
 
 #include "mlir/IR/AffineMap.h"
 #include "AffineMapDetail.h"
-#include "mlir/IR/Attributes.h"
+#include "mlir/IR/BuiltinAttributes.h"
 #include "mlir/IR/BuiltinTypes.h"
 #include "mlir/Support/LogicalResult.h"
 #include "mlir/Support/MathExtras.h"
 #include "llvm/ADT/SmallSet.h"
 #include "llvm/ADT/StringRef.h"
 #include "llvm/Support/raw_ostream.h"
 
 using namespace mlir;

mlir/lib/IR/AttributeDetail.h

 //===- AttributeDetail.h - MLIR Affine Map details Class --------*- C++ -*-===//
 //
 // Part of the LLVM 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
 //
 //===----------------------------------------------------------------------===//
 //
 // This holds implementation details of Attribute.
 //
 //===----------------------------------------------------------------------===//
 
 #ifndef ATTRIBUTEDETAIL_H_
 #define ATTRIBUTEDETAIL_H_
 
 #include "mlir/IR/AffineMap.h"
-#include "mlir/IR/Attributes.h"
+#include "mlir/IR/BuiltinAttributes.h"
 #include "mlir/IR/BuiltinTypes.h"
 #include "mlir/IR/Identifier.h"
 #include "mlir/IR/IntegerSet.h"
 #include "mlir/IR/MLIRContext.h"
 #include "mlir/Support/StorageUniquer.h"
 #include "llvm/ADT/APFloat.h"
 #include "llvm/ADT/PointerIntPair.h"
 #include "llvm/Support/TrailingObjects.h"

mlir/lib/IR/Attributes.cpp

 //===- Attributes.cpp - MLIR Affine Expr Classes --------------------------===//
 //
 // Part of the LLVM 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
 //
 //===----------------------------------------------------------------------===//
 
 #include "mlir/IR/Attributes.h"
-#include "AttributeDetail.h"
-#include "mlir/IR/AffineMap.h"
-#include "mlir/IR/Diagnostics.h"
 #include "mlir/IR/Dialect.h"
-#include "mlir/IR/IntegerSet.h"
-#include "mlir/IR/Types.h"
-#include "mlir/Interfaces/DecodeAttributesInterfaces.h"
-#include "llvm/ADT/Sequence.h"
-#include "llvm/ADT/Twine.h"
-#include "llvm/Support/Endian.h"
 
 using namespace mlir;
 using namespace mlir::detail;
 
 //===----------------------------------------------------------------------===//
 // AttributeStorage
 //===----------------------------------------------------------------------===//
 

 MLIRContext *Attribute::getContext() const { return getType().getContext(); }
 
 /// Get the dialect this attribute is registered to.
 Dialect &Attribute::getDialect() const {
   return impl->getAbstractAttribute().getDialect();
 }
 
 //===----------------------------------------------------------------------===//
-// AffineMapAttr
+// NamedAttribute
 //===----------------------------------------------------------------------===//
 
-AffineMapAttr AffineMapAttr::get(AffineMap value) {
-  return Base::get(value.getContext(), value);
-}
-
-AffineMap AffineMapAttr::getValue() const { return getImpl()->value; }
-
-//===----------------------------------------------------------------------===//
-// ArrayAttr
-//===----------------------------------------------------------------------===//
-
-ArrayAttr ArrayAttr::get(ArrayRef<Attribute> value, MLIRContext *context) {
-  return Base::get(context, value);
-}
-
-ArrayRef<Attribute> ArrayAttr::getValue() const { return getImpl()->value; }
-
-Attribute ArrayAttr::operator[](unsigned idx) const {
-  assert(idx < size() && "index out of bounds");
-  return getValue()[idx];
-}
-
-//===----------------------------------------------------------------------===//
-// DictionaryAttr
-//===----------------------------------------------------------------------===//
-
-/// Helper function that does either an in place sort or sorts from source array
-/// into destination. If inPlace then storage is both the source and the
-/// destination, else value is the source and storage destination. Returns
-/// whether source was sorted.
-template <bool inPlace>
-static bool dictionaryAttrSort(ArrayRef<NamedAttribute> value,
-                               SmallVectorImpl<NamedAttribute> &storage) {
-  // Specialize for the common case.
-  switch (value.size()) {
-  case 0:
-    // Zero already sorted.
-    break;
-  case 1:
-    // One already sorted but may need to be copied.
-    if (!inPlace)
-      storage.assign({value[0]});
-    break;
-  case 2: {
-    bool isSorted = value[0] < value[1];
-    if (inPlace) {
-      if (!isSorted)
-        std::swap(storage[0], storage[1]);
-    } else if (isSorted) {
-      storage.assign({value[0], value[1]});
-    } else {
-      storage.assign({value[1], value[0]});
-    }
-    return !isSorted;
-  }
-  default:
-    if (!inPlace)
-      storage.assign(value.begin(), value.end());
-    // Check to see they are sorted already.
-    bool isSorted = llvm::is_sorted(value);
-    if (!isSorted) {
-      // If not, do a general sort.
-      llvm::array_pod_sort(storage.begin(), storage.end());
-      value = storage;
-    }
-    return !isSorted;
-  }
-  return false;
-}
-
-/// Returns an entry with a duplicate name from the given sorted array of named
-/// attributes. Returns llvm::None if all elements have unique names.
-static Optional<NamedAttribute>
-findDuplicateElement(ArrayRef<NamedAttribute> value) {
-  const Optional<NamedAttribute> none{llvm::None};
-  if (value.size() < 2)
-    return none;
-
-  if (value.size() == 2)
-    return value[0].first == value[1].first ? value[0] : none;
-
-  auto it = std::adjacent_find(
-      value.begin(), value.end(),
-      [](NamedAttribute l, NamedAttribute r) { return l.first == r.first; });
-  return it != value.end() ? *it : none;
-}
-
-bool DictionaryAttr::sort(ArrayRef<NamedAttribute> value,
-                          SmallVectorImpl<NamedAttribute> &storage) {
-  bool isSorted = dictionaryAttrSort</*inPlace=*/false>(value, storage);
-  assert(!findDuplicateElement(storage) &&
-         "DictionaryAttr element names must be unique");
-  return isSorted;
-}
-
-bool DictionaryAttr::sortInPlace(SmallVectorImpl<NamedAttribute> &array) {
-  bool isSorted = dictionaryAttrSort</*inPlace=*/true>(array, array);
-  assert(!findDuplicateElement(array) &&
-         "DictionaryAttr element names must be unique");
-  return isSorted;
-}
-
-Optional<NamedAttribute>
-DictionaryAttr::findDuplicate(SmallVectorImpl<NamedAttribute> &array,
-                              bool isSorted) {
-  if (!isSorted)
-    dictionaryAttrSort</*inPlace=*/true>(array, array);
-  return findDuplicateElement(array);
-}
-
-DictionaryAttr DictionaryAttr::get(ArrayRef<NamedAttribute> value,
-                                   MLIRContext *context) {
-  if (value.empty())
-    return DictionaryAttr::getEmpty(context);
-  assert(llvm::all_of(value,
-                      [](const NamedAttribute &attr) { return attr.second; }) &&
-         "value cannot have null entries");
-
-  // We need to sort the element list to canonicalize it.
-  SmallVector<NamedAttribute, 8> storage;
-  if (dictionaryAttrSort</*inPlace=*/false>(value, storage))
-    value = storage;
-  assert(!findDuplicateElement(value) &&
-         "DictionaryAttr element names must be unique");
-  return Base::get(context, value);
-}
-/// Construct a dictionary with an array of values that is known to already be
-/// sorted by name and uniqued.
-DictionaryAttr DictionaryAttr::getWithSorted(ArrayRef<NamedAttribute> value,
-                                             MLIRContext *context) {
-  if (value.empty())
-    return DictionaryAttr::getEmpty(context);
-  // Ensure that the attribute elements are unique and sorted.
-  assert(llvm::is_sorted(value,
-                         [](NamedAttribute l, NamedAttribute r) {
-                           return l.first.strref() < r.first.strref();
-                         }) &&
-         "expected attribute values to be sorted");
-  assert(!findDuplicateElement(value) &&
-         "DictionaryAttr element names must be unique");
-  return Base::get(context, value);
-}
-
-ArrayRef<NamedAttribute> DictionaryAttr::getValue() const {
-  return getImpl()->getElements();
-}
-
-/// Return the specified attribute if present, null otherwise.
-Attribute DictionaryAttr::get(StringRef name) const {
-  Optional<NamedAttribute> attr = getNamed(name);
-  return attr ? attr->second : nullptr;
-}
-Attribute DictionaryAttr::get(Identifier name) const {
-  Optional<NamedAttribute> attr = getNamed(name);
-  return attr ? attr->second : nullptr;
-}
-
-/// Return the specified named attribute if present, None otherwise.
-Optional<NamedAttribute> DictionaryAttr::getNamed(StringRef name) const {
-  ArrayRef<NamedAttribute> values = getValue();
-  const auto *it = llvm::lower_bound(values, name);
-  return it != values.end() && it->first == name ? *it
-                                                 : Optional<NamedAttribute>();
-}
-Optional<NamedAttribute> DictionaryAttr::getNamed(Identifier name) const {
-  for (auto elt : getValue())
-    if (elt.first == name)
-      return elt;
-  return llvm::None;
-}
-
-DictionaryAttr::iterator DictionaryAttr::begin() const {
-  return getValue().begin();
-}
-DictionaryAttr::iterator DictionaryAttr::end() const {
-  return getValue().end();
-}
-size_t DictionaryAttr::size() const { return getValue().size(); }
-
-//===----------------------------------------------------------------------===//
-// FloatAttr
-//===----------------------------------------------------------------------===//
-
-FloatAttr FloatAttr::get(Type type, double value) {
-  return Base::get(type.getContext(), type, value);
-}
-
-FloatAttr FloatAttr::getChecked(Type type, double value, Location loc) {
-  return Base::getChecked(loc, type, value);
-}
-
-FloatAttr FloatAttr::get(Type type, const APFloat &value) {
-  return Base::get(type.getContext(), type, value);
-}
-
-FloatAttr FloatAttr::getChecked(Type type, const APFloat &value, Location loc) {
-  return Base::getChecked(loc, type, value);
-}
-
-APFloat FloatAttr::getValue() const { return getImpl()->getValue(); }
-
-double FloatAttr::getValueAsDouble() const {
-  return getValueAsDouble(getValue());
-}
-double FloatAttr::getValueAsDouble(APFloat value) {
-  if (&value.getSemantics() != &APFloat::IEEEdouble()) {
-    bool losesInfo = false;
-    value.convert(APFloat::IEEEdouble(), APFloat::rmNearestTiesToEven,
-                  &losesInfo);
-  }
-  return value.convertToDouble();
-}
-
-/// Verify construction invariants.
-static LogicalResult verifyFloatTypeInvariants(Location loc, Type type) {
-  if (!type.isa<FloatType>())
-    return emitError(loc, "expected floating point type");
-  return success();
-}
-
-LogicalResult FloatAttr::verifyConstructionInvariants(Location loc, Type type,
-                                                      double value) {
-  return verifyFloatTypeInvariants(loc, type);
-}
-
-LogicalResult FloatAttr::verifyConstructionInvariants(Location loc, Type type,
-                                                      const APFloat &value) {
-  // Verify that the type is correct.
-  if (failed(verifyFloatTypeInvariants(loc, type)))
-    return failure();
-
-  // Verify that the type semantics match that of the value.
-  if (&type.cast<FloatType>().getFloatSemantics() != &value.getSemantics()) {
-    return emitError(
-        loc, "FloatAttr type doesn't match the type implied by its value");
-  }
-  return success();
-}
-
-//===----------------------------------------------------------------------===//
-// SymbolRefAttr
-//===----------------------------------------------------------------------===//
-
-FlatSymbolRefAttr SymbolRefAttr::get(StringRef value, MLIRContext *ctx) {
-  return Base::get(ctx, value, llvm::None).cast<FlatSymbolRefAttr>();
-}
-
-SymbolRefAttr SymbolRefAttr::get(StringRef value,
-                                 ArrayRef<FlatSymbolRefAttr> nestedReferences,
-                                 MLIRContext *ctx) {
-  return Base::get(ctx, value, nestedReferences);
-}
-
-StringRef SymbolRefAttr::getRootReference() const { return getImpl()->value; }
-
-StringRef SymbolRefAttr::getLeafReference() const {
-  ArrayRef<FlatSymbolRefAttr> nestedRefs = getNestedReferences();
-  return nestedRefs.empty() ? getRootReference() : nestedRefs.back().getValue();
-}
-
-ArrayRef<FlatSymbolRefAttr> SymbolRefAttr::getNestedReferences() const {
-  return getImpl()->getNestedRefs();
-}
-
-//===----------------------------------------------------------------------===//
-// IntegerAttr
-//===----------------------------------------------------------------------===//
-
-IntegerAttr IntegerAttr::get(Type type, const APInt &value) {
-  if (type.isSignlessInteger(1))
-    return BoolAttr::get(value.getBoolValue(), type.getContext());
-  return Base::get(type.getContext(), type, value);
-}
-
-IntegerAttr IntegerAttr::get(Type type, int64_t value) {
-  // This uses 64 bit APInts by default for index type.
-  if (type.isIndex())
-    return get(type, APInt(IndexType::kInternalStorageBitWidth, value));
-
-  auto intType = type.cast<IntegerType>();
-  return get(type, APInt(intType.getWidth(), value, intType.isSignedInteger()));
-}
-
-APInt IntegerAttr::getValue() const { return getImpl()->getValue(); }
-
-int64_t IntegerAttr::getInt() const {
-  assert((getImpl()->getType().isIndex() ||
-          getImpl()->getType().isSignlessInteger()) &&
-         "must be signless integer");
-  return getValue().getSExtValue();
-}
-
-int64_t IntegerAttr::getSInt() const {
-  assert(getImpl()->getType().isSignedInteger() && "must be signed integer");
-  return getValue().getSExtValue();
-}
-
-uint64_t IntegerAttr::getUInt() const {
-  assert(getImpl()->getType().isUnsignedInteger() &&
-         "must be unsigned integer");
-  return getValue().getZExtValue();
-}
-
-static LogicalResult verifyIntegerTypeInvariants(Location loc, Type type) {
-  if (type.isa<IntegerType, IndexType>())
-    return success();
-  return emitError(loc, "expected integer or index type");
-}
-
-LogicalResult IntegerAttr::verifyConstructionInvariants(Location loc, Type type,
-                                                        int64_t value) {
-  return verifyIntegerTypeInvariants(loc, type);
-}
-
-LogicalResult IntegerAttr::verifyConstructionInvariants(Location loc, Type type,
-                                                        const APInt &value) {
-  if (failed(verifyIntegerTypeInvariants(loc, type)))
-    return failure();
-  if (auto integerType = type.dyn_cast<IntegerType>())
-    if (integerType.getWidth() != value.getBitWidth())
-      return emitError(loc, "integer type bit width (")
-             << integerType.getWidth() << ") doesn't match value bit width ("
-             << value.getBitWidth() << ")";
-  return success();
-}
-
-//===----------------------------------------------------------------------===//
-// BoolAttr
-
-bool BoolAttr::getValue() const {
-  auto *storage = reinterpret_cast<IntegerAttributeStorage *>(impl);
-  return storage->getValue().getBoolValue();
-}
-
-bool BoolAttr::classof(Attribute attr) {
-  IntegerAttr intAttr = attr.dyn_cast<IntegerAttr>();
-  return intAttr && intAttr.getType().isSignlessInteger(1);
-}
-
-//===----------------------------------------------------------------------===//
-// IntegerSetAttr
-//===----------------------------------------------------------------------===//
-
-IntegerSetAttr IntegerSetAttr::get(IntegerSet value) {
-  return Base::get(value.getConstraint(0).getContext(), value);
-}
-
-IntegerSet IntegerSetAttr::getValue() const { return getImpl()->value; }
-
-//===----------------------------------------------------------------------===//
-// OpaqueAttr
-//===----------------------------------------------------------------------===//
-
-OpaqueAttr OpaqueAttr::get(Identifier dialect, StringRef attrData, Type type,
-                           MLIRContext *context) {
-  return Base::get(context, dialect, attrData, type);
-}
-
-OpaqueAttr OpaqueAttr::getChecked(Identifier dialect, StringRef attrData,
-                                  Type type, Location location) {
-  return Base::getChecked(location, dialect, attrData, type);
-}
-
-/// Returns the dialect namespace of the opaque attribute.
-Identifier OpaqueAttr::getDialectNamespace() const {
-  return getImpl()->dialectNamespace;
-}
-
-/// Returns the raw attribute data of the opaque attribute.
-StringRef OpaqueAttr::getAttrData() const { return getImpl()->attrData; }
-
-/// Verify the construction of an opaque attribute.
-LogicalResult OpaqueAttr::verifyConstructionInvariants(Location loc,
-                                                       Identifier dialect,
-                                                       StringRef attrData,
-                                                       Type type) {
-  if (!Dialect::isValidNamespace(dialect.strref()))
-    return emitError(loc, "invalid dialect namespace '") << dialect << "'";
-  return success();
-}
-
-//===----------------------------------------------------------------------===//
-// StringAttr
-//===----------------------------------------------------------------------===//
-
-StringAttr StringAttr::get(StringRef bytes, MLIRContext *context) {
-  return get(bytes, NoneType::get(context));
-}
-
-/// Get an instance of a StringAttr with the given string and Type.
-StringAttr StringAttr::get(StringRef bytes, Type type) {
-  return Base::get(type.getContext(), bytes, type);
-}
-
-StringRef StringAttr::getValue() const { return getImpl()->value; }
-
-//===----------------------------------------------------------------------===//
-// TypeAttr
-//===----------------------------------------------------------------------===//
-
-TypeAttr TypeAttr::get(Type value) {
-  return Base::get(value.getContext(), value);
-}
-
-Type TypeAttr::getValue() const { return getImpl()->value; }
-
-//===----------------------------------------------------------------------===//
-// ElementsAttr
-//===----------------------------------------------------------------------===//
-
-ShapedType ElementsAttr::getType() const {
-  return Attribute::getType().cast<ShapedType>();
-}
-
-/// Returns the number of elements held by this attribute.
-int64_t ElementsAttr::getNumElements() const {
-  return getType().getNumElements();
-}
-
-/// Return the value at the given index. If index does not refer to a valid
-/// element, then a null attribute is returned.
-Attribute ElementsAttr::getValue(ArrayRef<uint64_t> index) const {
-  if (auto denseAttr = dyn_cast<DenseElementsAttr>())
-    return denseAttr.getValue(index);
-  if (auto opaqueAttr = dyn_cast<OpaqueElementsAttr>())
-    return opaqueAttr.getValue(index);
-  return cast<SparseElementsAttr>().getValue(index);
-}
-
-/// Return if the given 'index' refers to a valid element in this attribute.
-bool ElementsAttr::isValidIndex(ArrayRef<uint64_t> index) const {
-  auto type = getType();
-
-  // Verify that the rank of the indices matches the held type.
-  auto rank = type.getRank();
-  if (rank != static_cast<int64_t>(index.size()))
-    return false;
-
-  // Verify that all of the indices are within the shape dimensions.
-  auto shape = type.getShape();
-  return llvm::all_of(llvm::seq<int>(0, rank), [&](int i) {
-    return static_cast<int64_t>(index[i]) < shape[i];
-  });
-}
-
-ElementsAttr
-ElementsAttr::mapValues(Type newElementType,
-                        function_ref<APInt(const APInt &)> mapping) const {
-  if (auto intOrFpAttr = dyn_cast<DenseElementsAttr>())
-    return intOrFpAttr.mapValues(newElementType, mapping);
-  llvm_unreachable("unsupported ElementsAttr subtype");
-}
-
-ElementsAttr
-ElementsAttr::mapValues(Type newElementType,
-                        function_ref<APInt(const APFloat &)> mapping) const {
-  if (auto intOrFpAttr = dyn_cast<DenseElementsAttr>())
-    return intOrFpAttr.mapValues(newElementType, mapping);
-  llvm_unreachable("unsupported ElementsAttr subtype");
-}
-
-/// Method for support type inquiry through isa, cast and dyn_cast.
-bool ElementsAttr::classof(Attribute attr) {
-  return attr.isa<DenseIntOrFPElementsAttr, DenseStringElementsAttr,
-                  OpaqueElementsAttr, SparseElementsAttr>();
-}
-
-/// Returns the 1 dimensional flattened row-major index from the given
-/// multi-dimensional index.
-uint64_t ElementsAttr::getFlattenedIndex(ArrayRef<uint64_t> index) const {
-  assert(isValidIndex(index) && "expected valid multi-dimensional index");
-  auto type = getType();
-
-  // Reduce the provided multidimensional index into a flattended 1D row-major
-  // index.
-  auto rank = type.getRank();
-  auto shape = type.getShape();
-  uint64_t valueIndex = 0;
-  uint64_t dimMultiplier = 1;
-  for (int i = rank - 1; i >= 0; --i) {
-    valueIndex += index[i] * dimMultiplier;
-    dimMultiplier *= shape[i];
-  }
-  return valueIndex;
-}
-
-//===----------------------------------------------------------------------===//
-// DenseElementsAttr Utilities
-//===----------------------------------------------------------------------===//
-
-/// Get the bitwidth of a dense element type within the buffer.
-/// DenseElementsAttr requires bitwidths greater than 1 to be aligned by 8.
-static size_t getDenseElementStorageWidth(size_t origWidth) {
-  return origWidth == 1 ? origWidth : llvm::alignTo<8>(origWidth);
-}
-static size_t getDenseElementStorageWidth(Type elementType) {
-  return getDenseElementStorageWidth(getDenseElementBitWidth(elementType));
-}
-
-/// Set a bit to a specific value.
-static void setBit(char *rawData, size_t bitPos, bool value) {
-  if (value)
-    rawData[bitPos / CHAR_BIT] |= (1 << (bitPos % CHAR_BIT));
-  else
-    rawData[bitPos / CHAR_BIT] &= ~(1 << (bitPos % CHAR_BIT));
-}
-
-/// Return the value of the specified bit.
-static bool getBit(const char *rawData, size_t bitPos) {
-  return (rawData[bitPos / CHAR_BIT] & (1 << (bitPos % CHAR_BIT))) != 0;
-}
-
-/// Copy actual `numBytes` data from `value` (APInt) to char array(`result`) for
-/// BE format.
-static void copyAPIntToArrayForBEmachine(APInt value, size_t numBytes,
-                                         char *result) {
-  assert(llvm::support::endian::system_endianness() == // NOLINT
-         llvm::support::endianness::big);              // NOLINT
-  assert(value.getNumWords() * APInt::APINT_WORD_SIZE >= numBytes);
-
-  // Copy the words filled with data.
-  // For example, when `value` has 2 words, the first word is filled with data.
-  // `value` (10 bytes, BE):|abcdefgh|------ij| ==> `result` (BE):|abcdefgh|--|
-  size_t numFilledWords = (value.getNumWords() - 1) * APInt::APINT_WORD_SIZE;
-  std::copy_n(reinterpret_cast<const char *>(value.getRawData()),
-              numFilledWords, result);
-  // Convert last word of APInt to LE format and store it in char
-  // array(`valueLE`).
-  // ex. last word of `value` (BE): |------ij|  ==> `valueLE` (LE): |ji------|
-  size_t lastWordPos = numFilledWords;
-  SmallVector<char, 8> valueLE(APInt::APINT_WORD_SIZE);
-  DenseIntOrFPElementsAttr::convertEndianOfCharForBEmachine(
-      reinterpret_cast<const char *>(value.getRawData()) + lastWordPos,
-      valueLE.begin(), APInt::APINT_BITS_PER_WORD, 1);
-  // Extract actual APInt data from `valueLE`, convert endianness to BE format,
-  // and store it in `result`.
-  // ex. `valueLE` (LE): |ji------|  ==> `result` (BE): |abcdefgh|ij|
-  DenseIntOrFPElementsAttr::convertEndianOfCharForBEmachine(
-      valueLE.begin(), result + lastWordPos,
-      (numBytes - lastWordPos) * CHAR_BIT, 1);
-}
-
-/// Copy `numBytes` data from `inArray`(char array) to `result`(APINT) for BE
-/// format.
-static void copyArrayToAPIntForBEmachine(const char *inArray, size_t numBytes,
-                                         APInt &result) {
-  assert(llvm::support::endian::system_endianness() == // NOLINT
-         llvm::support::endianness::big);              // NOLINT
-  assert(result.getNumWords() * APInt::APINT_WORD_SIZE >= numBytes);
-
-  // Copy the data that fills the word of `result` from `inArray`.
-  // For example, when `result` has 2 words, the first word will be filled with
-  // data. So, the first 8 bytes are copied from `inArray` here.
-  // `inArray` (10 bytes, BE): |abcdefgh|ij|
-  //                     ==> `result` (2 words, BE): |abcdefgh|--------|
-  size_t numFilledWords = (result.getNumWords() - 1) * APInt::APINT_WORD_SIZE;
-  std::copy_n(
-      inArray, numFilledWords,
-      const_cast<char *>(reinterpret_cast<const char *>(result.getRawData())));
-
-  // Convert array data which will be last word of `result` to LE format, and
-  // store it in char array(`inArrayLE`).
-  // ex. `inArray` (last two bytes, BE): |ij|  ==> `inArrayLE` (LE): |ji------|
-  size_t lastWordPos = numFilledWords;
-  SmallVector<char, 8> inArrayLE(APInt::APINT_WORD_SIZE);
-  DenseIntOrFPElementsAttr::convertEndianOfCharForBEmachine(
-      inArray + lastWordPos, inArrayLE.begin(),
-      (numBytes - lastWordPos) * CHAR_BIT, 1);
-
-  // Convert `inArrayLE` to BE format, and store it in last word of `result`.
-  // ex. `inArrayLE` (LE): |ji------|  ==> `result` (BE): |abcdefgh|------ij|
-  DenseIntOrFPElementsAttr::convertEndianOfCharForBEmachine(
-      inArrayLE.begin(),
-      const_cast<char *>(reinterpret_cast<const char *>(result.getRawData())) +
-          lastWordPos,
-      APInt::APINT_BITS_PER_WORD, 1);
-}
-
-/// Writes value to the bit position `bitPos` in array `rawData`.
-static void writeBits(char *rawData, size_t bitPos, APInt value) {
-  size_t bitWidth = value.getBitWidth();
-
-  // If the bitwidth is 1 we just toggle the specific bit.
-  if (bitWidth == 1)
-    return setBit(rawData, bitPos, value.isOneValue());
-
-  // Otherwise, the bit position is guaranteed to be byte aligned.
-  assert((bitPos % CHAR_BIT) == 0 && "expected bitPos to be 8-bit aligned");
-  if (llvm::support::endian::system_endianness() ==
-      llvm::support::endianness::big) {
-    // Copy from `value` to `rawData + (bitPos / CHAR_BIT)`.
-    // Copying the first `llvm::divideCeil(bitWidth, CHAR_BIT)` bytes doesn't
-    // work correctly in BE format.
-    // ex. `value` (2 words including 10 bytes)
-    // ==> BE: |abcdefgh|------ij|,  LE: |hgfedcba|ji------|
-    copyAPIntToArrayForBEmachine(value, llvm::divideCeil(bitWidth, CHAR_BIT),
-                                 rawData + (bitPos / CHAR_BIT));
-  } else {
-    std::copy_n(reinterpret_cast<const char *>(value.getRawData()),
-                llvm::divideCeil(bitWidth, CHAR_BIT),
-                rawData + (bitPos / CHAR_BIT));
-  }
-}
-
-/// Reads the next `bitWidth` bits from the bit position `bitPos` in array
-/// `rawData`.
-static APInt readBits(const char *rawData, size_t bitPos, size_t bitWidth) {
-  // Handle a boolean bit position.
-  if (bitWidth == 1)
-    return APInt(1, getBit(rawData, bitPos) ? 1 : 0);
-
-  // Otherwise, the bit position must be 8-bit aligned.
-  assert((bitPos % CHAR_BIT) == 0 && "expected bitPos to be 8-bit aligned");
-  APInt result(bitWidth, 0);
-  if (llvm::support::endian::system_endianness() ==
-      llvm::support::endianness::big) {
-    // Copy from `rawData + (bitPos / CHAR_BIT)` to `result`.
-    // Copying the first `llvm::divideCeil(bitWidth, CHAR_BIT)` bytes doesn't
-    // work correctly in BE format.
-    // ex. `result` (2 words including 10 bytes)
-    // ==> BE: |abcdefgh|------ij|,  LE: |hgfedcba|ji------| This function
-    copyArrayToAPIntForBEmachine(rawData + (bitPos / CHAR_BIT),
-                                 llvm::divideCeil(bitWidth, CHAR_BIT), result);
-  } else {
-    std::copy_n(rawData + (bitPos / CHAR_BIT),
-                llvm::divideCeil(bitWidth, CHAR_BIT),
-                const_cast<char *>(
-                    reinterpret_cast<const char *>(result.getRawData())));
-  }
-  return result;
-}
-
-/// Returns true if 'values' corresponds to a splat, i.e. one element, or has
-/// the same element count as 'type'.
-template <typename Values>
-static bool hasSameElementsOrSplat(ShapedType type, const Values &values) {
-  return (values.size() == 1) ||
-         (type.getNumElements() == static_cast<int64_t>(values.size()));
-}
-
-//===----------------------------------------------------------------------===//
-// DenseElementsAttr Iterators
-//===----------------------------------------------------------------------===//
-
-//===----------------------------------------------------------------------===//
-// AttributeElementIterator
-
-DenseElementsAttr::AttributeElementIterator::AttributeElementIterator(
-    DenseElementsAttr attr, size_t index)
-    : llvm::indexed_accessor_iterator<AttributeElementIterator, const void *,
-                                      Attribute, Attribute, Attribute>(
-          attr.getAsOpaquePointer(), index) {}
-
-Attribute DenseElementsAttr::AttributeElementIterator::operator*() const {
-  auto owner = getFromOpaquePointer(base).cast<DenseElementsAttr>();
-  Type eltTy = owner.getType().getElementType();
-  if (auto intEltTy = eltTy.dyn_cast<IntegerType>())
-    return IntegerAttr::get(eltTy, *IntElementIterator(owner, index));
-  if (eltTy.isa<IndexType>())
-    return IntegerAttr::get(eltTy, *IntElementIterator(owner, index));
-  if (auto floatEltTy = eltTy.dyn_cast<FloatType>()) {
-    IntElementIterator intIt(owner, index);
-    FloatElementIterator floatIt(floatEltTy.getFloatSemantics(), intIt);
-    return FloatAttr::get(eltTy, *floatIt);
-  }
-  if (owner.isa<DenseStringElementsAttr>()) {
-    ArrayRef<StringRef> vals = owner.getRawStringData();
-    return StringAttr::get(owner.isSplat() ? vals.front() : vals[index], eltTy);
-  }
-  llvm_unreachable("unexpected element type");
-}
-
-//===----------------------------------------------------------------------===//
-// BoolElementIterator
-
-DenseElementsAttr::BoolElementIterator::BoolElementIterator(
-    DenseElementsAttr attr, size_t dataIndex)
-    : DenseElementIndexedIteratorImpl<BoolElementIterator, bool, bool, bool>(
-          attr.getRawData().data(), attr.isSplat(), dataIndex) {}
-
-bool DenseElementsAttr::BoolElementIterator::operator*() const {
-  return getBit(getData(), getDataIndex());
-}
-
-//===----------------------------------------------------------------------===//
-// IntElementIterator
-
-DenseElementsAttr::IntElementIterator::IntElementIterator(
-    DenseElementsAttr attr, size_t dataIndex)
-    : DenseElementIndexedIteratorImpl<IntElementIterator, APInt, APInt, APInt>(
-          attr.getRawData().data(), attr.isSplat(), dataIndex),
-      bitWidth(getDenseElementBitWidth(attr.getType().getElementType())) {}
-
-APInt DenseElementsAttr::IntElementIterator::operator*() const {
-  return readBits(getData(),
-                  getDataIndex() * getDenseElementStorageWidth(bitWidth),
-                  bitWidth);
-}
-
-//===----------------------------------------------------------------------===//
-// ComplexIntElementIterator
-
-DenseElementsAttr::ComplexIntElementIterator::ComplexIntElementIterator(
-    DenseElementsAttr attr, size_t dataIndex)
-    : DenseElementIndexedIteratorImpl<ComplexIntElementIterator,
-                                      std::complex<APInt>, std::complex<APInt>,
-                                      std::complex<APInt>>(
-          attr.getRawData().data(), attr.isSplat(), dataIndex) {
-  auto complexType = attr.getType().getElementType().cast<ComplexType>();
-  bitWidth = getDenseElementBitWidth(complexType.getElementType());
-}
-
-std::complex<APInt>
-DenseElementsAttr::ComplexIntElementIterator::operator*() const {
-  size_t storageWidth = getDenseElementStorageWidth(bitWidth);
-  size_t offset = getDataIndex() * storageWidth * 2;
-  return {readBits(getData(), offset, bitWidth),
-          readBits(getData(), offset + storageWidth, bitWidth)};
-}
-
-//===----------------------------------------------------------------------===//
-// FloatElementIterator
-
-DenseElementsAttr::FloatElementIterator::FloatElementIterator(
-    const llvm::fltSemantics &smt, IntElementIterator it)
-    : llvm::mapped_iterator<IntElementIterator,
-                            std::function<APFloat(const APInt &)>>(
-          it, [&](const APInt &val) { return APFloat(smt, val); }) {}
-
-//===----------------------------------------------------------------------===//
-// ComplexFloatElementIterator
-
-DenseElementsAttr::ComplexFloatElementIterator::ComplexFloatElementIterator(
-    const llvm::fltSemantics &smt, ComplexIntElementIterator it)
-    : llvm::mapped_iterator<
-          ComplexIntElementIterator,
-          std::function<std::complex<APFloat>(const std::complex<APInt> &)>>(
-          it, [&](const std::complex<APInt> &val) -> std::complex<APFloat> {
-            return {APFloat(smt, val.real()), APFloat(smt, val.imag())};
-          }) {}
-
-//===----------------------------------------------------------------------===//
-// DenseElementsAttr
-//===----------------------------------------------------------------------===//
-
-/// Method for support type inquiry through isa, cast and dyn_cast.
-bool DenseElementsAttr::classof(Attribute attr) {
-  return attr.isa<DenseIntOrFPElementsAttr, DenseStringElementsAttr>();
-}
-
-DenseElementsAttr DenseElementsAttr::get(ShapedType type,
-                                         ArrayRef<Attribute> values) {
-  assert(hasSameElementsOrSplat(type, values));
-
-  // If the element type is not based on int/float/index, assume it is a string
-  // type.
-  auto eltType = type.getElementType();
-  if (!type.getElementType().isIntOrIndexOrFloat()) {
-    SmallVector<StringRef, 8> stringValues;
-    stringValues.reserve(values.size());
-    for (Attribute attr : values) {
-      assert(attr.isa<StringAttr>() &&
-             "expected string value for non integer/index/float element");
-      stringValues.push_back(attr.cast<StringAttr>().getValue());
-    }
-    return get(type, stringValues);
-  }
-
-  // Otherwise, get the raw storage width to use for the allocation.
-  size_t bitWidth = getDenseElementBitWidth(eltType);
-  size_t storageBitWidth = getDenseElementStorageWidth(bitWidth);
-
-  // Compress the attribute values into a character buffer.
-  SmallVector<char, 8> data(llvm::divideCeil(storageBitWidth, CHAR_BIT) *
-                            values.size());
-  APInt intVal;
-  for (unsigned i = 0, e = values.size(); i < e; ++i) {
-    assert(eltType == values[i].getType() &&
-           "expected attribute value to have element type");
-    if (eltType.isa<FloatType>())
-      intVal = values[i].cast<FloatAttr>().getValue().bitcastToAPInt();
-    else if (eltType.isa<IntegerType>())
-      intVal = values[i].cast<IntegerAttr>().getValue();
-    else
-      llvm_unreachable("unexpected element type");
-
-    assert(intVal.getBitWidth() == bitWidth &&
-           "expected value to have same bitwidth as element type");
-    writeBits(data.data(), i * storageBitWidth, intVal);
-  }
-  return DenseIntOrFPElementsAttr::getRaw(type, data,
-                                          /*isSplat=*/(values.size() == 1));
-}
-
-DenseElementsAttr DenseElementsAttr::get(ShapedType type,
-                                         ArrayRef<bool> values) {
-  assert(hasSameElementsOrSplat(type, values));
-  assert(type.getElementType().isInteger(1));
-
-  std::vector<char> buff(llvm::divideCeil(values.size(), CHAR_BIT));
-  for (int i = 0, e = values.size(); i != e; ++i)
-    setBit(buff.data(), i, values[i]);
-  return DenseIntOrFPElementsAttr::getRaw(type, buff,
-                                          /*isSplat=*/(values.size() == 1));
-}
-
-DenseElementsAttr DenseElementsAttr::get(ShapedType type,
-                                         ArrayRef<StringRef> values) {
-  assert(!type.getElementType().isIntOrFloat());
-  return DenseStringElementsAttr::get(type, values);
-}
-
-/// Constructs a dense integer elements attribute from an array of APInt
-/// values. Each APInt value is expected to have the same bitwidth as the
-/// element type of 'type'.
-DenseElementsAttr DenseElementsAttr::get(ShapedType type,
-                                         ArrayRef<APInt> values) {
-  assert(type.getElementType().isIntOrIndex());
-  assert(hasSameElementsOrSplat(type, values));
-  size_t storageBitWidth = getDenseElementStorageWidth(type.getElementType());
-  return DenseIntOrFPElementsAttr::getRaw(type, storageBitWidth, values,
-                                          /*isSplat=*/(values.size() == 1));
-}
-DenseElementsAttr DenseElementsAttr::get(ShapedType type,
-                                         ArrayRef<std::complex<APInt>> values) {
-  ComplexType complex = type.getElementType().cast<ComplexType>();
-  assert(complex.getElementType().isa<IntegerType>());
-  assert(hasSameElementsOrSplat(type, values));
-  size_t storageBitWidth = getDenseElementStorageWidth(complex) / 2;
-  ArrayRef<APInt> intVals(reinterpret_cast<const APInt *>(values.data()),
-                          values.size() * 2);
-  return DenseIntOrFPElementsAttr::getRaw(type, storageBitWidth, intVals,
-                                          /*isSplat=*/(values.size() == 1));
-}
-
-// Constructs a dense float elements attribute from an array of APFloat
-// values. Each APFloat value is expected to have the same bitwidth as the
-// element type of 'type'.
-DenseElementsAttr DenseElementsAttr::get(ShapedType type,
-                                         ArrayRef<APFloat> values) {
-  assert(type.getElementType().isa<FloatType>());
-  assert(hasSameElementsOrSplat(type, values));
-  size_t storageBitWidth = getDenseElementStorageWidth(type.getElementType());
-  return DenseIntOrFPElementsAttr::getRaw(type, storageBitWidth, values,
-                                          /*isSplat=*/(values.size() == 1));
-}
-DenseElementsAttr
-DenseElementsAttr::get(ShapedType type,
-                       ArrayRef<std::complex<APFloat>> values) {
-  ComplexType complex = type.getElementType().cast<ComplexType>();
-  assert(complex.getElementType().isa<FloatType>());
-  assert(hasSameElementsOrSplat(type, values));
-  ArrayRef<APFloat> apVals(reinterpret_cast<const APFloat *>(values.data()),
-                           values.size() * 2);
-  size_t storageBitWidth = getDenseElementStorageWidth(complex) / 2;
-  return DenseIntOrFPElementsAttr::getRaw(type, storageBitWidth, apVals,
-                                          /*isSplat=*/(values.size() == 1));
-}
-
-/// Construct a dense elements attribute from a raw buffer representing the
-/// data for this attribute. Users should generally not use this methods as
-/// the expected buffer format may not be a form the user expects.
-DenseElementsAttr DenseElementsAttr::getFromRawBuffer(ShapedType type,
-                                                      ArrayRef<char> rawBuffer,
-                                                      bool isSplatBuffer) {
-  return DenseIntOrFPElementsAttr::getRaw(type, rawBuffer, isSplatBuffer);
-}
-
-/// Returns true if the given buffer is a valid raw buffer for the given type.
-bool DenseElementsAttr::isValidRawBuffer(ShapedType type,
-                                         ArrayRef<char> rawBuffer,
-                                         bool &detectedSplat) {
-  size_t storageWidth = getDenseElementStorageWidth(type.getElementType());
-  size_t rawBufferWidth = rawBuffer.size() * CHAR_BIT;
-
-  // Storage width of 1 is special as it is packed by the bit.
-  if (storageWidth == 1) {
-    // Check for a splat, or a buffer equal to the number of elements.
-    if ((detectedSplat = rawBuffer.size() == 1))
-      return true;
-    return rawBufferWidth == llvm::alignTo<8>(type.getNumElements());
-  }
-  // All other types are 8-bit aligned.
-  if ((detectedSplat = rawBufferWidth == storageWidth))
-    return true;
-  return rawBufferWidth == (storageWidth * type.getNumElements());
-}
-
-/// Check the information for a C++ data type, check if this type is valid for
-/// the current attribute. This method is used to verify specific type
-/// invariants that the templatized 'getValues' method cannot.
-static bool isValidIntOrFloat(Type type, int64_t dataEltSize, bool isInt,
-                              bool isSigned) {
-  // Make sure that the data element size is the same as the type element width.
-  if (getDenseElementBitWidth(type) !=
-      static_cast<size_t>(dataEltSize * CHAR_BIT))
-    return false;
-
-  // Check that the element type is either float or integer or index.
-  if (!isInt)
-    return type.isa<FloatType>();
-  if (type.isIndex())
-    return true;
-
-  auto intType = type.dyn_cast<IntegerType>();
-  if (!intType)
-    return false;
-
-  // Make sure signedness semantics is consistent.
-  if (intType.isSignless())
-    return true;
-  return intType.isSigned() ? isSigned : !isSigned;
-}
-
-/// Defaults down the subclass implementation.
-DenseElementsAttr DenseElementsAttr::getRawComplex(ShapedType type,
-                                                   ArrayRef<char> data,
-                                                   int64_t dataEltSize,
-                                                   bool isInt, bool isSigned) {
-  return DenseIntOrFPElementsAttr::getRawComplex(type, data, dataEltSize, isInt,
-                                                 isSigned);
-}
-DenseElementsAttr DenseElementsAttr::getRawIntOrFloat(ShapedType type,
-                                                      ArrayRef<char> data,
-                                                      int64_t dataEltSize,
-                                                      bool isInt,
-                                                      bool isSigned) {
-  return DenseIntOrFPElementsAttr::getRawIntOrFloat(type, data, dataEltSize,
-                                                    isInt, isSigned);
-}
-
-/// A method used to verify specific type invariants that the templatized 'get'
-/// method cannot.
-bool DenseElementsAttr::isValidIntOrFloat(int64_t dataEltSize, bool isInt,
-                                          bool isSigned) const {
-  return ::isValidIntOrFloat(getType().getElementType(), dataEltSize, isInt,
-                             isSigned);
-}
-
-/// Check the information for a C++ data type, check if this type is valid for
-/// the current attribute.
-bool DenseElementsAttr::isValidComplex(int64_t dataEltSize, bool isInt,
-                                       bool isSigned) const {
-  return ::isValidIntOrFloat(
-      getType().getElementType().cast<ComplexType>().getElementType(),
-      dataEltSize / 2, isInt, isSigned);
-}
-
-/// Returns true if this attribute corresponds to a splat, i.e. if all element
-/// values are the same.
-bool DenseElementsAttr::isSplat() const {
-  return static_cast<DenseElementsAttributeStorage *>(impl)->isSplat;
-}
-
-/// Return the held element values as a range of Attributes.
-auto DenseElementsAttr::getAttributeValues() const
-    -> llvm::iterator_range<AttributeElementIterator> {
-  return {attr_value_begin(), attr_value_end()};
-}
-auto DenseElementsAttr::attr_value_begin() const -> AttributeElementIterator {
-  return AttributeElementIterator(*this, 0);
-}
-auto DenseElementsAttr::attr_value_end() const -> AttributeElementIterator {
-  return AttributeElementIterator(*this, getNumElements());
-}
-
-/// Return the held element values as a range of bool. The element type of
-/// this attribute must be of integer type of bitwidth 1.
-auto DenseElementsAttr::getBoolValues() const
-    -> llvm::iterator_range<BoolElementIterator> {
-  auto eltType = getType().getElementType().dyn_cast<IntegerType>();
-  assert(eltType && eltType.getWidth() == 1 && "expected i1 integer type");
-  (void)eltType;
-  return {BoolElementIterator(*this, 0),
-          BoolElementIterator(*this, getNumElements())};
-}
-
-/// Return the held element values as a range of APInts. The element type of
-/// this attribute must be of integer type.
-auto DenseElementsAttr::getIntValues() const
-    -> llvm::iterator_range<IntElementIterator> {
-  assert(getType().getElementType().isIntOrIndex() && "expected integral type");
-  return {raw_int_begin(), raw_int_end()};
-}
-auto DenseElementsAttr::int_value_begin() const -> IntElementIterator {
-  assert(getType().getElementType().isIntOrIndex() && "expected integral type");
-  return raw_int_begin();
-}
-auto DenseElementsAttr::int_value_end() const -> IntElementIterator {
-  assert(getType().getElementType().isIntOrIndex() && "expected integral type");
-  return raw_int_end();
-}
-auto DenseElementsAttr::getComplexIntValues() const
-    -> llvm::iterator_range<ComplexIntElementIterator> {
-  Type eltTy = getType().getElementType().cast<ComplexType>().getElementType();
-  (void)eltTy;
-  assert(eltTy.isa<IntegerType>() && "expected complex integral type");
-  return {ComplexIntElementIterator(*this, 0),
-          ComplexIntElementIterator(*this, getNumElements())};
-}
-
-/// Return the held element values as a range of APFloat. The element type of
-/// this attribute must be of float type.
-auto DenseElementsAttr::getFloatValues() const
-    -> llvm::iterator_range<FloatElementIterator> {
-  auto elementType = getType().getElementType().cast<FloatType>();
-  const auto &elementSemantics = elementType.getFloatSemantics();
-  return {FloatElementIterator(elementSemantics, raw_int_begin()),
-          FloatElementIterator(elementSemantics, raw_int_end())};
-}
-auto DenseElementsAttr::float_value_begin() const -> FloatElementIterator {
-  return getFloatValues().begin();
-}
-auto DenseElementsAttr::float_value_end() const -> FloatElementIterator {
-  return getFloatValues().end();
-}
-auto DenseElementsAttr::getComplexFloatValues() const
-    -> llvm::iterator_range<ComplexFloatElementIterator> {
-  Type eltTy = getType().getElementType().cast<ComplexType>().getElementType();
-  assert(eltTy.isa<FloatType>() && "expected complex float type");
-  const auto &semantics = eltTy.cast<FloatType>().getFloatSemantics();
-  return {{semantics, {*this, 0}},
-          {semantics, {*this, static_cast<size_t>(getNumElements())}}};
-}
-
-/// Return the raw storage data held by this attribute.
-ArrayRef<char> DenseElementsAttr::getRawData() const {
-  return static_cast<DenseIntOrFPElementsAttributeStorage *>(impl)->data;
-}
-
-ArrayRef<StringRef> DenseElementsAttr::getRawStringData() const {
-  return static_cast<DenseStringElementsAttributeStorage *>(impl)->data;
-}
-
-/// Return a new DenseElementsAttr that has the same data as the current
-/// attribute, but has been reshaped to 'newType'. The new type must have the
-/// same total number of elements as well as element type.
-DenseElementsAttr DenseElementsAttr::reshape(ShapedType newType) {
-  ShapedType curType = getType();
-  if (curType == newType)
-    return *this;
-
-  (void)curType;
-  assert(newType.getElementType() == curType.getElementType() &&
-         "expected the same element type");
-  assert(newType.getNumElements() == curType.getNumElements() &&
-         "expected the same number of elements");
-  return DenseIntOrFPElementsAttr::getRaw(newType, getRawData(), isSplat());
-}
-
-DenseElementsAttr
-DenseElementsAttr::mapValues(Type newElementType,
-                             function_ref<APInt(const APInt &)> mapping) const {
-  return cast<DenseIntElementsAttr>().mapValues(newElementType, mapping);
-}
-
-DenseElementsAttr DenseElementsAttr::mapValues(
-    Type newElementType, function_ref<APInt(const APFloat &)> mapping) const {
-  return cast<DenseFPElementsAttr>().mapValues(newElementType, mapping);
-}
-
-//===----------------------------------------------------------------------===//
-// DenseStringElementsAttr
-//===----------------------------------------------------------------------===//
-
-DenseStringElementsAttr
-DenseStringElementsAttr::get(ShapedType type, ArrayRef<StringRef> values) {
-  return Base::get(type.getContext(), type, values, (values.size() == 1));
-}
-
-//===----------------------------------------------------------------------===//
-// DenseIntOrFPElementsAttr
-//===----------------------------------------------------------------------===//
-
-/// Utility method to write a range of APInt values to a buffer.
-template <typename APRangeT>
-static void writeAPIntsToBuffer(size_t storageWidth, std::vector<char> &data,
-                                APRangeT &&values) {
-  data.resize(llvm::divideCeil(storageWidth, CHAR_BIT) * llvm::size(values));
-  size_t offset = 0;
-  for (auto it = values.begin(), e = values.end(); it != e;
-       ++it, offset += storageWidth) {
-    assert((*it).getBitWidth() <= storageWidth);
-    writeBits(data.data(), offset, *it);
-  }
-}
-
-/// Constructs a dense elements attribute from an array of raw APFloat values.
-/// Each APFloat value is expected to have the same bitwidth as the element
-/// type of 'type'. 'type' must be a vector or tensor with static shape.
-DenseElementsAttr DenseIntOrFPElementsAttr::getRaw(ShapedType type,
-                                                   size_t storageWidth,
-                                                   ArrayRef<APFloat> values,
-                                                   bool isSplat) {
-  std::vector<char> data;
-  auto unwrapFloat = [](const APFloat &val) { return val.bitcastToAPInt(); };
-  writeAPIntsToBuffer(storageWidth, data, llvm::map_range(values, unwrapFloat));
-  return DenseIntOrFPElementsAttr::getRaw(type, data, isSplat);
-}
-
-/// Constructs a dense elements attribute from an array of raw APInt values.
-/// Each APInt value is expected to have the same bitwidth as the element type
-/// of 'type'.
-DenseElementsAttr DenseIntOrFPElementsAttr::getRaw(ShapedType type,
-                                                   size_t storageWidth,
-                                                   ArrayRef<APInt> values,
-                                                   bool isSplat) {
-  std::vector<char> data;
-  writeAPIntsToBuffer(storageWidth, data, values);
-  return DenseIntOrFPElementsAttr::getRaw(type, data, isSplat);
-}
-
-DenseElementsAttr DenseIntOrFPElementsAttr::getRaw(ShapedType type,
-                                                   ArrayRef<char> data,
-                                                   bool isSplat) {
-  assert((type.isa<RankedTensorType, VectorType>()) &&
-         "type must be ranked tensor or vector");
-  assert(type.hasStaticShape() && "type must have static shape");
-  return Base::get(type.getContext(), type, data, isSplat);
-}
-
-/// Overload of the raw 'get' method that asserts that the given type is of
-/// complex type. This method is used to verify type invariants that the
-/// templatized 'get' method cannot.
-DenseElementsAttr DenseIntOrFPElementsAttr::getRawComplex(ShapedType type,
-                                                          ArrayRef<char> data,
-                                                          int64_t dataEltSize,
-                                                          bool isInt,
-                                                          bool isSigned) {
-  assert(::isValidIntOrFloat(
-      type.getElementType().cast<ComplexType>().getElementType(),
-      dataEltSize / 2, isInt, isSigned));
-
-  int64_t numElements = data.size() / dataEltSize;
-  assert(numElements == 1 || numElements == type.getNumElements());
-  return getRaw(type, data, /*isSplat=*/numElements == 1);
-}
-
-/// Overload of the 'getRaw' method that asserts that the given type is of
-/// integer type. This method is used to verify type invariants that the
-/// templatized 'get' method cannot.
-DenseElementsAttr
-DenseIntOrFPElementsAttr::getRawIntOrFloat(ShapedType type, ArrayRef<char> data,
-                                           int64_t dataEltSize, bool isInt,
-                                           bool isSigned) {
-  assert(
-      ::isValidIntOrFloat(type.getElementType(), dataEltSize, isInt, isSigned));
-
-  int64_t numElements = data.size() / dataEltSize;
-  assert(numElements == 1 || numElements == type.getNumElements());
-  return getRaw(type, data, /*isSplat=*/numElements == 1);
-}
-
-void DenseIntOrFPElementsAttr::convertEndianOfCharForBEmachine(
-    const char *inRawData, char *outRawData, size_t elementBitWidth,
-    size_t numElements) {
-  using llvm::support::ulittle16_t;
-  using llvm::support::ulittle32_t;
-  using llvm::support::ulittle64_t;
-
-  assert(llvm::support::endian::system_endianness() == // NOLINT
-         llvm::support::endianness::big);              // NOLINT
-  // NOLINT to avoid warning message about replacing by static_assert()
-
-  // Following std::copy_n always converts endianness on BE machine.
-  switch (elementBitWidth) {
-  case 16: {
-    const ulittle16_t *inRawDataPos =
-        reinterpret_cast<const ulittle16_t *>(inRawData);
-    uint16_t *outDataPos = reinterpret_cast<uint16_t *>(outRawData);
-    std::copy_n(inRawDataPos, numElements, outDataPos);
-    break;
-  }
-  case 32: {
-    const ulittle32_t *inRawDataPos =
-        reinterpret_cast<const ulittle32_t *>(inRawData);
-    uint32_t *outDataPos = reinterpret_cast<uint32_t *>(outRawData);
-    std::copy_n(inRawDataPos, numElements, outDataPos);
-    break;
-  }
-  case 64: {
-    const ulittle64_t *inRawDataPos =
-        reinterpret_cast<const ulittle64_t *>(inRawData);
-    uint64_t *outDataPos = reinterpret_cast<uint64_t *>(outRawData);
-    std::copy_n(inRawDataPos, numElements, outDataPos);
-    break;
-  }
-  default: {
-    size_t nBytes = elementBitWidth / CHAR_BIT;
-    for (size_t i = 0; i < nBytes; i++)
-      std::copy_n(inRawData + (nBytes - 1 - i), 1, outRawData + i);
-    break;
-  }
-  }
-}
-
-void DenseIntOrFPElementsAttr::convertEndianOfArrayRefForBEmachine(
-    ArrayRef<char> inRawData, MutableArrayRef<char> outRawData,
-    ShapedType type) {
-  size_t numElements = type.getNumElements();
-  Type elementType = type.getElementType();
-  if (ComplexType complexTy = elementType.dyn_cast<ComplexType>()) {
-    elementType = complexTy.getElementType();
-    numElements = numElements * 2;
-  }
-  size_t elementBitWidth = getDenseElementStorageWidth(elementType);
-  assert(numElements * elementBitWidth == inRawData.size() * CHAR_BIT &&
-         inRawData.size() <= outRawData.size());
-  convertEndianOfCharForBEmachine(inRawData.begin(), outRawData.begin(),
-                                  elementBitWidth, numElements);
-}
-
-//===----------------------------------------------------------------------===//
-// DenseFPElementsAttr
-//===----------------------------------------------------------------------===//
-
-template <typename Fn, typename Attr>
-static ShapedType mappingHelper(Fn mapping, Attr &attr, ShapedType inType,
-                                Type newElementType,
-                                llvm::SmallVectorImpl<char> &data) {
-  size_t bitWidth = getDenseElementBitWidth(newElementType);
-  size_t storageBitWidth = getDenseElementStorageWidth(bitWidth);
-
-  ShapedType newArrayType;
-  if (inType.isa<RankedTensorType>())
-    newArrayType = RankedTensorType::get(inType.getShape(), newElementType);
-  else if (inType.isa<UnrankedTensorType>())
-    newArrayType = RankedTensorType::get(inType.getShape(), newElementType);
-  else if (inType.isa<VectorType>())
-    newArrayType = VectorType::get(inType.getShape(), newElementType);
-  else
-    assert(newArrayType && "Unhandled tensor type");
-
-  size_t numRawElements = attr.isSplat() ? 1 : newArrayType.getNumElements();
-  data.resize(llvm::divideCeil(storageBitWidth, CHAR_BIT) * numRawElements);
-
-  // Functor used to process a single element value of the attribute.
-  auto processElt = [&](decltype(*attr.begin()) value, size_t index) {
-    auto newInt = mapping(value);
-    assert(newInt.getBitWidth() == bitWidth);
-    writeBits(data.data(), index * storageBitWidth, newInt);
-  };
-
-  // Check for the splat case.
-  if (attr.isSplat()) {
-    processElt(*attr.begin(), /*index=*/0);
-    return newArrayType;
-  }
-
-  // Otherwise, process all of the element values.
-  uint64_t elementIdx = 0;
-  for (auto value : attr)
-    processElt(value, elementIdx++);
-  return newArrayType;
-}
-
-DenseElementsAttr DenseFPElementsAttr::mapValues(
-    Type newElementType, function_ref<APInt(const APFloat &)> mapping) const {
-  llvm::SmallVector<char, 8> elementData;
-  auto newArrayType =
-      mappingHelper(mapping, *this, getType(), newElementType, elementData);
-
-  return getRaw(newArrayType, elementData, isSplat());
-}
-
-/// Method for supporting type inquiry through isa, cast and dyn_cast.
-bool DenseFPElementsAttr::classof(Attribute attr) {
-  return attr.isa<DenseElementsAttr>() &&
-         attr.getType().cast<ShapedType>().getElementType().isa<FloatType>();
-}
-
-//===----------------------------------------------------------------------===//
-// DenseIntElementsAttr
-//===----------------------------------------------------------------------===//
-
-DenseElementsAttr DenseIntElementsAttr::mapValues(
-    Type newElementType, function_ref<APInt(const APInt &)> mapping) const {
-  llvm::SmallVector<char, 8> elementData;
-  auto newArrayType =
-      mappingHelper(mapping, *this, getType(), newElementType, elementData);
-
-  return getRaw(newArrayType, elementData, isSplat());
-}
-
-/// Method for supporting type inquiry through isa, cast and dyn_cast.
-bool DenseIntElementsAttr::classof(Attribute attr) {
-  return attr.isa<DenseElementsAttr>() &&
-         attr.getType().cast<ShapedType>().getElementType().isIntOrIndex();
-}
-
-//===----------------------------------------------------------------------===//
-// OpaqueElementsAttr
-//===----------------------------------------------------------------------===//
-
-OpaqueElementsAttr OpaqueElementsAttr::get(Dialect *dialect, ShapedType type,
-                                           StringRef bytes) {
-  assert(TensorType::isValidElementType(type.getElementType()) &&
-         "Input element type should be a valid tensor element type");
-  return Base::get(type.getContext(), type, dialect, bytes);
-}
-
-StringRef OpaqueElementsAttr::getValue() const { return getImpl()->bytes; }
-
-/// Return the value at the given index. If index does not refer to a valid
-/// element, then a null attribute is returned.
-Attribute OpaqueElementsAttr::getValue(ArrayRef<uint64_t> index) const {
-  assert(isValidIndex(index) && "expected valid multi-dimensional index");
-  return Attribute();
-}
-
-Dialect *OpaqueElementsAttr::getDialect() const { return getImpl()->dialect; }
-
-bool OpaqueElementsAttr::decode(ElementsAttr &result) {
-  auto *d = getDialect();
-  if (!d)
-    return true;
-  auto *interface =
-      d->getRegisteredInterface<DialectDecodeAttributesInterface>();
-  if (!interface)
-    return true;
-  return failed(interface->decode(*this, result));
-}
-
-//===----------------------------------------------------------------------===//
-// SparseElementsAttr
-//===----------------------------------------------------------------------===//
-
-SparseElementsAttr SparseElementsAttr::get(ShapedType type,
-                                           DenseElementsAttr indices,
-                                           DenseElementsAttr values) {
-  assert(indices.getType().getElementType().isInteger(64) &&
-         "expected sparse indices to be 64-bit integer values");
-  assert((type.isa<RankedTensorType, VectorType>()) &&
-         "type must be ranked tensor or vector");
-  assert(type.hasStaticShape() && "type must have static shape");
-  return Base::get(type.getContext(), type,
-                   indices.cast<DenseIntElementsAttr>(), values);
-}
-
-DenseIntElementsAttr SparseElementsAttr::getIndices() const {
-  return getImpl()->indices;
-}
-
-DenseElementsAttr SparseElementsAttr::getValues() const {
-  return getImpl()->values;
-}
-
-/// Return the value of the element at the given index.
-Attribute SparseElementsAttr::getValue(ArrayRef<uint64_t> index) const {
-  assert(isValidIndex(index) && "expected valid multi-dimensional index");
-  auto type = getType();
-
-  // The sparse indices are 64-bit integers, so we can reinterpret the raw data
-  // as a 1-D index array.
-  auto sparseIndices = getIndices();
-  auto sparseIndexValues = sparseIndices.getValues<uint64_t>();
-
-  // Check to see if the indices are a splat.
-  if (sparseIndices.isSplat()) {
-    // If the index is also not a splat of the index value, we know that the
-    // value is zero.
-    auto splatIndex = *sparseIndexValues.begin();
-    if (llvm::any_of(index, [=](uint64_t i) { return i != splatIndex; }))
-      return getZeroAttr();
-
-    // If the indices are a splat, we also expect the values to be a splat.
-    assert(getValues().isSplat() && "expected splat values");
-    return getValues().getSplatValue();
-  }
-
-  // Build a mapping between known indices and the offset of the stored element.
-  llvm::SmallDenseMap<llvm::ArrayRef<uint64_t>, size_t> mappedIndices;
-  auto numSparseIndices = sparseIndices.getType().getDimSize(0);
-  size_t rank = type.getRank();
-  for (size_t i = 0, e = numSparseIndices; i != e; ++i)
-    mappedIndices.try_emplace(
-        {&*std::next(sparseIndexValues.begin(), i * rank), rank}, i);
-
-  // Look for the provided index key within the mapped indices. If the provided
-  // index is not found, then return a zero attribute.
-  auto it = mappedIndices.find(index);
-  if (it == mappedIndices.end())
-    return getZeroAttr();
-
-  // Otherwise, return the held sparse value element.
-  return getValues().getValue(it->second);
-}
-
-/// Get a zero APFloat for the given sparse attribute.
-APFloat SparseElementsAttr::getZeroAPFloat() const {
-  auto eltType = getType().getElementType().cast<FloatType>();
-  return APFloat(eltType.getFloatSemantics());
-}
-
-/// Get a zero APInt for the given sparse attribute.
-APInt SparseElementsAttr::getZeroAPInt() const {
-  auto eltType = getType().getElementType().cast<IntegerType>();
-  return APInt::getNullValue(eltType.getWidth());
-}
-
-/// Get a zero attribute for the given attribute type.
-Attribute SparseElementsAttr::getZeroAttr() const {
-  auto eltType = getType().getElementType();
-
-  // Handle floating point elements.
-  if (eltType.isa<FloatType>())
-    return FloatAttr::get(eltType, 0);
-
-  // Otherwise, this is an integer.
-  // TODO: Handle StringAttr here.
-  return IntegerAttr::get(eltType, 0);
-}
-
-/// Flatten, and return, all of the sparse indices in this attribute in
-/// row-major order.
-std::vector<ptrdiff_t> SparseElementsAttr::getFlattenedSparseIndices() const {
-  std::vector<ptrdiff_t> flatSparseIndices;
-
-  // The sparse indices are 64-bit integers, so we can reinterpret the raw data
-  // as a 1-D index array.
-  auto sparseIndices = getIndices();
-  auto sparseIndexValues = sparseIndices.getValues<uint64_t>();
-  if (sparseIndices.isSplat()) {
-    SmallVector<uint64_t, 8> indices(getType().getRank(),
-                                     *sparseIndexValues.begin());
-    flatSparseIndices.push_back(getFlattenedIndex(indices));
-    return flatSparseIndices;
-  }
-
-  // Otherwise, reinterpret each index as an ArrayRef when flattening.
-  auto numSparseIndices = sparseIndices.getType().getDimSize(0);
-  size_t rank = getType().getRank();
-  for (size_t i = 0, e = numSparseIndices; i != e; ++i)
-    flatSparseIndices.push_back(getFlattenedIndex(
-        {&*std::next(sparseIndexValues.begin(), i * rank), rank}));
-  return flatSparseIndices;
-}
-
-//===----------------------------------------------------------------------===//
-// MutableDictionaryAttr
-//===----------------------------------------------------------------------===//
-
-MutableDictionaryAttr::MutableDictionaryAttr(
-    ArrayRef<NamedAttribute> attributes) {
-  setAttrs(attributes);
-}
-
-/// Return the underlying dictionary attribute.
-DictionaryAttr
-MutableDictionaryAttr::getDictionary(MLIRContext *context) const {
-  // Construct empty DictionaryAttr if needed.
-  if (!attrs)
-    return DictionaryAttr::get({}, context);
-  return attrs;
-}
-
-ArrayRef<NamedAttribute> MutableDictionaryAttr::getAttrs() const {
-  return attrs ? attrs.getValue() : llvm::None;
-}
-
-/// Replace the held attributes with ones provided in 'newAttrs'.
-void MutableDictionaryAttr::setAttrs(ArrayRef<NamedAttribute> attributes) {
-  // Don't create an attribute list if there are no attributes.
-  if (attributes.empty())
-    attrs = nullptr;
-  else
-    attrs = DictionaryAttr::get(attributes, attributes[0].second.getContext());
-}
-
-/// Return the specified attribute if present, null otherwise.
-Attribute MutableDictionaryAttr::get(StringRef name) const {
-  return attrs ? attrs.get(name) : nullptr;
-}
-
-/// Return the specified attribute if present, null otherwise.
-Attribute MutableDictionaryAttr::get(Identifier name) const {
-  return attrs ? attrs.get(name) : nullptr;
-}
-
-/// Return the specified named attribute if present, None otherwise.
-Optional<NamedAttribute> MutableDictionaryAttr::getNamed(StringRef name) const {
-  return attrs ? attrs.getNamed(name) : Optional<NamedAttribute>();
-}
-Optional<NamedAttribute>
-MutableDictionaryAttr::getNamed(Identifier name) const {
-  return attrs ? attrs.getNamed(name) : Optional<NamedAttribute>();
-}
-
-/// If the an attribute exists with the specified name, change it to the new
-/// value.  Otherwise, add a new attribute with the specified name/value.
-void MutableDictionaryAttr::set(Identifier name, Attribute value) {
-  assert(value && "attributes may never be null");
-
-  // Look for an existing value for the given name, and set it in-place.
-  ArrayRef<NamedAttribute> values = getAttrs();
-  const auto *it = llvm::find_if(
-      values, [name](NamedAttribute attr) { return attr.first == name; });
-  if (it != values.end()) {
-    // Bail out early if the value is the same as what we already have.
-    if (it->second == value)
-      return;
-
-    SmallVector<NamedAttribute, 8> newAttrs(values.begin(), values.end());
-    newAttrs[it - values.begin()].second = value;
-    attrs = DictionaryAttr::getWithSorted(newAttrs, value.getContext());
-    return;
-  }
-
-  // Otherwise, insert the new attribute into its sorted position.
-  it = llvm::lower_bound(values, name);
-  SmallVector<NamedAttribute, 8> newAttrs;
-  newAttrs.reserve(values.size() + 1);
-  newAttrs.append(values.begin(), it);
-  newAttrs.push_back({name, value});
-  newAttrs.append(it, values.end());
-  attrs = DictionaryAttr::getWithSorted(newAttrs, value.getContext());
-}
-
-/// Remove the attribute with the specified name if it exists.  The return
-/// value indicates whether the attribute was present or not.
-auto MutableDictionaryAttr::remove(Identifier name) -> RemoveResult {
-  auto origAttrs = getAttrs();
-  for (unsigned i = 0, e = origAttrs.size(); i != e; ++i) {
-    if (origAttrs[i].first == name) {
-      // Handle the simple case of removing the only attribute in the list.
-      if (e == 1) {
-        attrs = nullptr;
-        return RemoveResult::Removed;
-      }
-
-      SmallVector<NamedAttribute, 8> newAttrs;
-      newAttrs.reserve(origAttrs.size() - 1);
-      newAttrs.append(origAttrs.begin(), origAttrs.begin() + i);
-      newAttrs.append(origAttrs.begin() + i + 1, origAttrs.end());
-      attrs = DictionaryAttr::getWithSorted(newAttrs,
-                                            newAttrs[0].second.getContext());
-      return RemoveResult::Removed;
-    }
-  }
-  return RemoveResult::NotFound;
-}
-
 bool mlir::operator<(const NamedAttribute &lhs, const NamedAttribute &rhs) {
   return strcmp(lhs.first.data(), rhs.first.data()) < 0;
 }
 bool mlir::operator<(const NamedAttribute &lhs, StringRef rhs) {
   // This is correct even when attr.first.data()[name.size()] is not a zero
   // string terminator, because we only care about a less than comparison.
   // This can't use memcmp, because it doesn't guarantee that it will stop
   // reading both buffers if one is shorter than the other, even if there is
   // a difference.
   return strncmp(lhs.first.data(), rhs.data(), rhs.size()) < 0;
 }

mlir/lib/IR/Builders.cpp

 //===- Builders.cpp - Helpers for constructing MLIR Classes ---------------===//
 //
 // Part of the LLVM 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
 //
 //===----------------------------------------------------------------------===//
 
 #include "mlir/IR/Builders.h"
 #include "mlir/IR/AffineExpr.h"
 #include "mlir/IR/AffineMap.h"
 #include "mlir/IR/BlockAndValueMapping.h"
 #include "mlir/IR/BuiltinTypes.h"
 #include "mlir/IR/Dialect.h"
 #include "mlir/IR/IntegerSet.h"
 #include "mlir/IR/Matchers.h"
+#include "mlir/IR/SymbolTable.h"
 #include "llvm/Support/raw_ostream.h"
 
 using namespace mlir;
 
 Identifier Builder::getIdentifier(StringRef str) {
   return Identifier::get(str, context);
 }
 

mlir/lib/IR/BuiltinAttributes.cpp

-//===- Attributes.cpp - MLIR Affine Expr Classes --------------------------===//
+//===- BuiltinAttributes.cpp - MLIR Builtin Attribute Classes -------------===//
 //
 // Part of the LLVM 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
 //
 //===----------------------------------------------------------------------===//
 
-#include "mlir/IR/Attributes.h"
+#include "mlir/IR/BuiltinAttributes.h"
 #include "AttributeDetail.h"
 #include "mlir/IR/AffineMap.h"
 #include "mlir/IR/Diagnostics.h"
 #include "mlir/IR/Dialect.h"
 #include "mlir/IR/IntegerSet.h"
 #include "mlir/IR/Types.h"
 #include "mlir/Interfaces/DecodeAttributesInterfaces.h"
 #include "llvm/ADT/Sequence.h"
 #include "llvm/ADT/Twine.h"
 #include "llvm/Support/Endian.h"
 
 using namespace mlir;
 using namespace mlir::detail;
 
 //===----------------------------------------------------------------------===//
-// AttributeStorage
-//===----------------------------------------------------------------------===//
-
-AttributeStorage::AttributeStorage(Type type)
-    : type(type.getAsOpaquePointer()) {}
-AttributeStorage::AttributeStorage() : type(nullptr) {}
-
-Type AttributeStorage::getType() const {
-  return Type::getFromOpaquePointer(type);
-}
-void AttributeStorage::setType(Type newType) {
-  type = newType.getAsOpaquePointer();
-}
-
-//===----------------------------------------------------------------------===//
-// Attribute
-//===----------------------------------------------------------------------===//
-
-/// Return the type of this attribute.
-Type Attribute::getType() const { return impl->getType(); }
-
-/// Return the context this attribute belongs to.
-MLIRContext *Attribute::getContext() const { return getType().getContext(); }
-
-/// Get the dialect this attribute is registered to.
-Dialect &Attribute::getDialect() const {
-  return impl->getAbstractAttribute().getDialect();
-}
-
-//===----------------------------------------------------------------------===//
 // AffineMapAttr
 //===----------------------------------------------------------------------===//
 
 AffineMapAttr AffineMapAttr::get(AffineMap value) {
   return Base::get(value.getContext(), value);
 }
 
 AffineMap AffineMapAttr::getValue() const { return getImpl()->value; }
if (origAttrs[i].first == name) {
       newAttrs.append(origAttrs.begin() + i + 1, origAttrs.end());
       attrs = DictionaryAttr::getWithSorted(newAttrs,
                                             newAttrs[0].second.getContext());
       return RemoveResult::Removed;
     }
   }
   return RemoveResult::NotFound;
 }
-
-bool mlir::operator<(const NamedAttribute &lhs, const NamedAttribute &rhs) {
-  return strcmp(lhs.first.data(), rhs.first.data()) < 0;
-}
-bool mlir::operator<(const NamedAttribute &lhs, StringRef rhs) {
-  // This is correct even when attr.first.data()[name.size()] is not a zero
-  // string terminator, because we only care about a less than comparison.
-  // This can't use memcmp, because it doesn't guarantee that it will stop
-  // reading both buffers if one is shorter than the other, even if there is
-  // a difference.
-  return strncmp(lhs.first.data(), rhs.data(), rhs.size()) < 0;
-}

mlir/lib/IR/BuiltinTypes.cpp

 //===- BuiltinTypes.cpp - MLIR Builtin Type Classes -----------------------===//
 //
 // Part of the LLVM 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
 //
 //===----------------------------------------------------------------------===//
 
 #include "mlir/IR/BuiltinTypes.h"
 #include "TypeDetail.h"
 #include "mlir/IR/AffineExpr.h"
 #include "mlir/IR/AffineMap.h"
 #include "mlir/IR/Diagnostics.h"
 #include "mlir/IR/Dialect.h"
 #include "llvm/ADT/APFloat.h"
 #include "llvm/ADT/BitVector.h"
+#include "llvm/ADT/Sequence.h"
 #include "llvm/ADT/Twine.h"
 
 using namespace mlir;
 using namespace mlir::detail;
 
 //===----------------------------------------------------------------------===//
 /// ComplexType
 //===----------------------------------------------------------------------===//

mlir/lib/IR/CMakeLists.txt

 add_mlir_library(MLIRIR
   AffineExpr.cpp
   AffineMap.cpp
   AsmPrinter.cpp
   Attributes.cpp
   Block.cpp
   Builders.cpp
+  BuiltinAttributes.cpp
   BuiltinDialect.cpp
   BuiltinTypes.cpp
   Diagnostics.cpp
   Dialect.cpp
   Dominance.cpp
   FunctionImplementation.cpp
   FunctionSupport.cpp
   IntegerSet.cpp

mlir/test/CAPI/ir.c

 //===- ir.c - Simple test of C APIs ---------------------------------------===//
 //
 // Part of the LLVM 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
 //
 //===----------------------------------------------------------------------===//
 
 /* RUN: mlir-capi-ir-test 2>&1 | FileCheck %s
  */
 
 #include "mlir-c/IR.h"
 #include "mlir-c/AffineExpr.h"
 #include "mlir-c/AffineMap.h"
+#include "mlir-c/BuiltinAttributes.h"
 #include "mlir-c/BuiltinTypes.h"
 #include "mlir-c/Diagnostics.h"
 #include "mlir-c/Registration.h"
-#include "mlir-c/StandardAttributes.h"
 #include "mlir-c/StandardDialect.h"
 
 #include <assert.h>
 #include <math.h>
 #include <stdio.h>
 #include <stdlib.h>
 #include <string.h>
 

 
 bool stringIsEqual(const char *lhs, MlirStringRef rhs) {
   if (strlen(lhs) != rhs.length) {
     return false;
   }
   return !strncmp(lhs, rhs.data, rhs.length);
 }
 
-int printStandardAttributes(MlirContext ctx) {
+int printBuiltinAttributes(MlirContext ctx) {
   MlirAttribute floating =
       mlirFloatAttrDoubleGet(ctx, mlirF64TypeGet(ctx), 2.0);
   if (!mlirAttributeIsAFloat(floating) ||
       fabs(mlirFloatAttrGetValueDouble(floating) - 2.0) > 1E-6)
     return 1;
   fprintf(stderr, "@attrs\n");
   mlirAttributeDump(floating);
   // CHECK-LABEL: @attrs
int main() {
   MlirContext ctx = mlirContextCreate();
   mlirRegisterAllDialects(ctx);
   if (constructAndTraverseIr(ctx))
     return 1;
   buildWithInsertionsAndPrint(ctx);
 
   if (printBuiltinTypes(ctx))
     return 2;
-  if (printStandardAttributes(ctx))
+  if (printBuiltinAttributes(ctx))
     return 3;
   if (printAffineMap(ctx))
     return 4;
   if (printAffineExpr(ctx))
     return 5;
   if (registerOnlyStd())
     return 6;
 
   mlirContextDestroy(ctx);
 
   testDiagnostics();
   return 0;
 }

mlir/unittests/IR/AttributeTest.cpp

 //===- AttributeTest.cpp - Attribute unit tests ---------------------------===//
 //
 // Part of the LLVM 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
 //
 //===----------------------------------------------------------------------===//
 
-#include "mlir/IR/Attributes.h"
+#include "mlir/IR/BuiltinAttributes.h"
 #include "mlir/IR/BuiltinTypes.h"
 #include "mlir/IR/Identifier.h"
 #include "gtest/gtest.h"
 
 using namespace mlir;
 using namespace mlir::detail;
 
 template <typename EltTy>