SPIRVTypes.cpp

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//===- SPIRVTypes.cpp - MLIR SPIR-V Types ---------------------------------===//
//
// 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 types in the SPIR-V dialect.
//
//===----------------------------------------------------------------------===//
 
#include "mlir/Dialect/SPIRV/IR/SPIRVTypes.h"
#include "mlir/Dialect/SPIRV/IR/SPIRVDialect.h"
#include "mlir/Dialect/SPIRV/IR/SPIRVEnums.h"
#include "mlir/IR/BuiltinTypes.h"
#include "mlir/Support/LLVM.h"
#include "llvm/ADT/STLExtras.h"
#include "llvm/ADT/TypeSwitch.h"
#include "llvm/Support/ErrorHandling.h"
 
#include <cstdint>
#include <optional>
 
using namespace mlir;
using namespace mlir::spirv;
 
namespace {
// Helper function to collect extensions implied by a type by visiting all its
// subtypes. Maintains a set of `seen` types to avoid recursion in structs.
//
// Serves as the source-of-truth for type extension information. All extension
// logic should be added to this class, while the
// `SPIRVType::getExtensions` function should not handle extension-related logic
// directly and only invoke `TypeExtensionVisitor::add(Type *)`.
class TypeExtensionVisitor {
public:
  TypeExtensionVisitor(SPIRVType::ExtensionArrayRefVector &extensions,
                       std::optional<StorageClass> storage)
      : extensions(extensions), storage(storage) {}
 
  // Main visitor entry point. Adds all extensions to the vector. Saves `type`
  // as seen and dispatches to the right concrete `.add` function.
  void add(SPIRVType type) {
    if (auto [_it, inserted] = seen.insert({type, storage}); !inserted)
      return;
 
    TypeSwitch<SPIRVType>(type)
        .Case<CooperativeMatrixType, PointerType, ScalarType, TensorArmType>(
            [this](auto concreteType) { addConcrete(concreteType); })
        .Case<ArrayType, ImageType, MatrixType, RuntimeArrayType, VectorType>(
            [this](auto concreteType) { add(concreteType.getElementType()); })
        .Case([this](SampledImageType concreteType) {
          add(concreteType.getImageType());
        })
        .Case([this](StructType concreteType) {
          for (Type elementType : concreteType.getElementTypes())
            add(elementType);
        })
        .DefaultUnreachable("Unhandled type");
  }
 
  void add(Type type) { add(cast<SPIRVType>(type)); }
 
private:
  // Types that add unique extensions.
  void addConcrete(CooperativeMatrixType type);
  void addConcrete(PointerType type);
  void addConcrete(ScalarType type);
  void addConcrete(TensorArmType type);
 
  SPIRVType::ExtensionArrayRefVector &extensions;
  std::optional<StorageClass> storage;
  llvm::SmallDenseSet<std::pair<Type, std::optional<StorageClass>>> seen;
};
 
// Helper function to collect capabilities implied by a type by visiting all its
// subtypes. Maintains a set of `seen` types to avoid recursion in structs.
//
// Serves as the source-of-truth for type capability information. All capability
// logic should be added to this class, while the
// `SPIRVType::getCapabilities` function should not handle capability-related
// logic directly and only invoke `TypeCapabilityVisitor::add(Type *)`.
class TypeCapabilityVisitor {
public:
  TypeCapabilityVisitor(SPIRVType::CapabilityArrayRefVector &capabilities,
                        std::optional<StorageClass> storage)
      : capabilities(capabilities), storage(storage) {}
 
  // Main visitor entry point. Adds all extensions to the vector. Saves `type`
  // as seen and dispatches to the right concrete `.add` function.
  void add(SPIRVType type) {
    if (auto [_it, inserted] = seen.insert({type, storage}); !inserted)
      return;
 
    TypeSwitch<SPIRVType>(type)
        .Case<CooperativeMatrixType, ImageType, MatrixType, PointerType,
              RuntimeArrayType, ScalarType, TensorArmType, VectorType>(
            [this](auto concreteType) { addConcrete(concreteType); })
        .Case([this](ArrayType concreteType) {
          add(concreteType.getElementType());
        })
        .Case([this](SampledImageType concreteType) {
          add(concreteType.getImageType());
        })
        .Case([this](StructType concreteType) {
          for (Type elementType : concreteType.getElementTypes())
            add(elementType);
        })
        .DefaultUnreachable("Unhandled type");
  }
 
  void add(Type type) { add(cast<SPIRVType>(type)); }
 
private:
  // Types that add unique extensions.
  void addConcrete(CooperativeMatrixType type);
  void addConcrete(ImageType type);
  void addConcrete(MatrixType type);
  void addConcrete(PointerType type);
  void addConcrete(RuntimeArrayType type);
  void addConcrete(ScalarType type);
  void addConcrete(TensorArmType type);
  void addConcrete(VectorType type);
 
  SPIRVType::CapabilityArrayRefVector &capabilities;
  std::optional<StorageClass> storage;
  llvm::SmallDenseSet<std::pair<Type, std::optional<StorageClass>>> seen;
};
 
} // namespace
 
//===----------------------------------------------------------------------===//
// ArrayType
//===----------------------------------------------------------------------===//
 
struct spirv::detail::ArrayTypeStorage : public TypeStorage {
  using KeyTy = std::tuple<Type, unsigned, unsigned>;
 
  static ArrayTypeStorage *construct(TypeStorageAllocator &allocator,
                                     const KeyTy &key) {
    return new (allocator.allocate<ArrayTypeStorage>()) ArrayTypeStorage(key);
  }
 
  bool operator==(const KeyTy &key) const {
    return key == KeyTy(elementType, elementCount, stride);
  }
 
  ArrayTypeStorage(const KeyTy &key)
      : elementType(std::get<0>(key)), elementCount(std::get<1>(key)),
        stride(std::get<2>(key)) {}
 
  Type elementType;
  unsigned elementCount;
  unsigned stride;
};
 
ArrayType ArrayType::get(Type elementType, unsigned elementCount) {
  assert(elementCount && "ArrayType needs at least one element");
  return Base::get(elementType.getContext(), elementType, elementCount,
                   /*stride=*/0);
}
 
ArrayType ArrayType::get(Type elementType, unsigned elementCount,
                         unsigned stride) {
  assert(elementCount && "ArrayType needs at least one element");
  return Base::get(elementType.getContext(), elementType, elementCount, stride);
}
 
unsigned ArrayType::getNumElements() const { return getImpl()->elementCount; }
 
Type ArrayType::getElementType() const { return getImpl()->elementType; }
 
unsigned ArrayType::getArrayStride() const { return getImpl()->stride; }
 
//===----------------------------------------------------------------------===//
// CompositeType
//===----------------------------------------------------------------------===//
 
bool CompositeType::classof(Type type) {
  if (auto vectorType = dyn_cast<VectorType>(type))
    return isValid(vectorType);
  return isa<spirv::ArrayType, spirv::CooperativeMatrixType, spirv::MatrixType,
             spirv::RuntimeArrayType, spirv::StructType, spirv::TensorArmType>(
      type);
}
 
bool CompositeType::isValid(VectorType type) {
  return type.getRank() == 1 &&
         llvm::is_contained({2, 3, 4, 8, 16}, type.getNumElements()) &&
         isa<ScalarType>(type.getElementType());
}
 
Type CompositeType::getElementType(unsigned index) const {
  return TypeSwitch<Type, Type>(*this)
      .Case<ArrayType, CooperativeMatrixType, RuntimeArrayType, VectorType,
            TensorArmType>([](auto type) { return type.getElementType(); })
      .Case([](MatrixType type) { return type.getColumnType(); })
      .Case([index](StructType type) { return type.getElementType(index); })
      .DefaultUnreachable("Invalid composite type");
}
 
unsigned CompositeType::getNumElements() const {
  return TypeSwitch<SPIRVType, unsigned>(*this)
      .Case<ArrayType, StructType, TensorArmType, VectorType>(
          [](auto type) { return type.getNumElements(); })
      .Case([](MatrixType type) { return type.getNumColumns(); })
      .DefaultUnreachable("Invalid type for number of elements query");
}
 
bool CompositeType::hasCompileTimeKnownNumElements() const {
  return !isa<CooperativeMatrixType, RuntimeArrayType>(*this);
}
 
void TypeCapabilityVisitor::addConcrete(VectorType type) {
  add(type.getElementType());
 
  int64_t vecSize = type.getNumElements();
  if (vecSize == 8 || vecSize == 16) {
    static constexpr auto cap = Capability::Vector16;
    capabilities.push_back(cap);
  }
}
 
//===----------------------------------------------------------------------===//
// CooperativeMatrixType
//===----------------------------------------------------------------------===//
 
struct spirv::detail::CooperativeMatrixTypeStorage final : TypeStorage {
  // In the specification dimensions of the Cooperative Matrix are 32-bit
  // integers --- the initial implementation kept those values as such. However,
  // the `ShapedType` expects the shape to be `int64_t`. We could keep the shape
  // as 32-bits and expose it as int64_t through `getShape`, however, this
  // method returns an `ArrayRef`, so returning `ArrayRef<int64_t>` having two
  // 32-bits integers would require an extra logic and storage. So, we diverge
  // from the spec and internally represent the dimensions as 64-bit integers,
  // so we can easily return an `ArrayRef` from `getShape` without any extra
  // logic. Alternatively, we could store both rows and columns (both 32-bits)
  // and shape (64-bits), assigning rows and columns to shape whenever
  // `getShape` is called. This would be at the cost of extra logic and storage.
  // Note: Because `ArrayRef` is returned we cannot construct an object in
  // `getShape` on the fly.
  using KeyTy =
      std::tuple<Type, int64_t, int64_t, Scope, CooperativeMatrixUseKHR>;
 
  static CooperativeMatrixTypeStorage *
  construct(TypeStorageAllocator &allocator, const KeyTy &key) {
    return new (allocator.allocate<CooperativeMatrixTypeStorage>())
        CooperativeMatrixTypeStorage(key);
  }
 
  bool operator==(const KeyTy &key) const {
    return key == KeyTy(elementType, shape[0], shape[1], scope, use);
  }
 
  CooperativeMatrixTypeStorage(const KeyTy &key)
      : elementType(std::get<0>(key)),
        shape({std::get<1>(key), std::get<2>(key)}), scope(std::get<3>(key)),
        use(std::get<4>(key)) {}
 
  Type elementType;
  // [#rows, #columns]
  std::array<int64_t, 2> shape;
  Scope scope;
  CooperativeMatrixUseKHR use;
};
 
CooperativeMatrixType CooperativeMatrixType::get(Type elementType,
                                                 uint32_t rows,
                                                 uint32_t columns, Scope scope,
                                                 CooperativeMatrixUseKHR use) {
  return Base::get(elementType.getContext(), elementType, rows, columns, scope,
                   use);
}
 
Type CooperativeMatrixType::getElementType() const {
  return getImpl()->elementType;
}
 
uint32_t CooperativeMatrixType::getRows() const {
  assert(getImpl()->shape[0] != ShapedType::kDynamic);
  return static_cast<uint32_t>(getImpl()->shape[0]);
}
 
uint32_t CooperativeMatrixType::getColumns() const {
  assert(getImpl()->shape[1] != ShapedType::kDynamic);
  return static_cast<uint32_t>(getImpl()->shape[1]);
}
 
ArrayRef<int64_t> CooperativeMatrixType::getShape() const {
  return getImpl()->shape;
}
 
Scope CooperativeMatrixType::getScope() const { return getImpl()->scope; }
 
CooperativeMatrixUseKHR CooperativeMatrixType::getUse() const {
  return getImpl()->use;
}
 
void TypeExtensionVisitor::addConcrete(CooperativeMatrixType type) {
  add(type.getElementType());
  static constexpr auto ext = Extension::SPV_KHR_cooperative_matrix;
  extensions.push_back(ext);
}
 
void TypeCapabilityVisitor::addConcrete(CooperativeMatrixType type) {
  add(type.getElementType());
  static constexpr auto caps = Capability::CooperativeMatrixKHR;
  capabilities.push_back(caps);
}
 
//===----------------------------------------------------------------------===//
// ImageType
//===----------------------------------------------------------------------===//
 
template <typename T>
static constexpr unsigned getNumBits() {
  return 0;
}
template <>
constexpr unsigned getNumBits<Dim>() {
  static_assert((1 << 3) > getMaxEnumValForDim(),
                "Not enough bits to encode Dim value");
  return 3;
}
template <>
constexpr unsigned getNumBits<ImageDepthInfo>() {
  static_assert((1 << 2) > getMaxEnumValForImageDepthInfo(),
                "Not enough bits to encode ImageDepthInfo value");
  return 2;
}
template <>
constexpr unsigned getNumBits<ImageArrayedInfo>() {
  static_assert((1 << 1) > getMaxEnumValForImageArrayedInfo(),
                "Not enough bits to encode ImageArrayedInfo value");
  return 1;
}
template <>
constexpr unsigned getNumBits<ImageSamplingInfo>() {
  static_assert((1 << 1) > getMaxEnumValForImageSamplingInfo(),
                "Not enough bits to encode ImageSamplingInfo value");
  return 1;
}
template <>
constexpr unsigned getNumBits<ImageSamplerUseInfo>() {
  static_assert((1 << 2) > getMaxEnumValForImageSamplerUseInfo(),
                "Not enough bits to encode ImageSamplerUseInfo value");
  return 2;
}
template <>
constexpr unsigned getNumBits<ImageFormat>() {
  static_assert((1 << 6) > getMaxEnumValForImageFormat(),
                "Not enough bits to encode ImageFormat value");
  return 6;
}
 
struct spirv::detail::ImageTypeStorage : public TypeStorage {
public:
  using KeyTy = std::tuple<Type, Dim, ImageDepthInfo, ImageArrayedInfo,
                           ImageSamplingInfo, ImageSamplerUseInfo, ImageFormat>;
 
  static ImageTypeStorage *construct(TypeStorageAllocator &allocator,
                                     const KeyTy &key) {
    return new (allocator.allocate<ImageTypeStorage>()) ImageTypeStorage(key);
  }
 
  bool operator==(const KeyTy &key) const {
    return key == KeyTy(elementType, dim, depthInfo, arrayedInfo, samplingInfo,
                        samplerUseInfo, format);
  }
 
  ImageTypeStorage(const KeyTy &key)
      : elementType(std::get<0>(key)), dim(std::get<1>(key)),
        depthInfo(std::get<2>(key)), arrayedInfo(std::get<3>(key)),
        samplingInfo(std::get<4>(key)), samplerUseInfo(std::get<5>(key)),
        format(std::get<6>(key)) {}
 
  Type elementType;
  Dim dim : getNumBits<Dim>();
  ImageDepthInfo depthInfo : getNumBits<ImageDepthInfo>();
  ImageArrayedInfo arrayedInfo : getNumBits<ImageArrayedInfo>();
  ImageSamplingInfo samplingInfo : getNumBits<ImageSamplingInfo>();
  ImageSamplerUseInfo samplerUseInfo : getNumBits<ImageSamplerUseInfo>();
  ImageFormat format : getNumBits<ImageFormat>();
};
 
ImageType
ImageType::get(std::tuple<Type, Dim, ImageDepthInfo, ImageArrayedInfo,
                          ImageSamplingInfo, ImageSamplerUseInfo, ImageFormat>
                   value) {
  return Base::get(std::get<0>(value).getContext(), value);
}
 
Type ImageType::getElementType() const { return getImpl()->elementType; }
 
Dim ImageType::getDim() const { return getImpl()->dim; }
 
ImageDepthInfo ImageType::getDepthInfo() const { return getImpl()->depthInfo; }
 
ImageArrayedInfo ImageType::getArrayedInfo() const {
  return getImpl()->arrayedInfo;
}
 
ImageSamplingInfo ImageType::getSamplingInfo() const {
  return getImpl()->samplingInfo;
}
 
ImageSamplerUseInfo ImageType::getSamplerUseInfo() const {
  return getImpl()->samplerUseInfo;
}
 
ImageFormat ImageType::getImageFormat() const { return getImpl()->format; }
 
void TypeCapabilityVisitor::addConcrete(ImageType type) {
  if (auto dimCaps = spirv::getCapabilities(type.getDim()))
    capabilities.push_back(*dimCaps);
 
  if (auto fmtCaps = spirv::getCapabilities(type.getImageFormat()))
    capabilities.push_back(*fmtCaps);
 
  add(type.getElementType());
}
 
//===----------------------------------------------------------------------===//
// PointerType
//===----------------------------------------------------------------------===//
 
struct spirv::detail::PointerTypeStorage : public TypeStorage {
  // (Type, StorageClass) as the key: Type stored in this struct, and
  // StorageClass stored as TypeStorage's subclass data.
  using KeyTy = std::pair<Type, StorageClass>;
 
  static PointerTypeStorage *construct(TypeStorageAllocator &allocator,
                                       const KeyTy &key) {
    return new (allocator.allocate<PointerTypeStorage>())
        PointerTypeStorage(key);
  }
 
  bool operator==(const KeyTy &key) const {
    return key == KeyTy(pointeeType, storageClass);
  }
 
  PointerTypeStorage(const KeyTy &key)
      : pointeeType(key.first), storageClass(key.second) {}
 
  Type pointeeType;
  StorageClass storageClass;
};
 
PointerType PointerType::get(Type pointeeType, StorageClass storageClass) {
  return Base::get(pointeeType.getContext(), pointeeType, storageClass);
}
 
Type PointerType::getPointeeType() const { return getImpl()->pointeeType; }
 
StorageClass PointerType::getStorageClass() const {
  return getImpl()->storageClass;
}
 
void TypeExtensionVisitor::addConcrete(PointerType type) {
  // Use this pointer type's storage class because this pointer indicates we are
  // using the pointee type in that specific storage class.
  std::optional<StorageClass> oldStorageClass = storage;
  storage = type.getStorageClass();
  add(type.getPointeeType());
  storage = oldStorageClass;
 
  if (auto scExts = spirv::getExtensions(type.getStorageClass()))
    extensions.push_back(*scExts);
}
 
void TypeCapabilityVisitor::addConcrete(PointerType type) {
  // Use this pointer type's storage class because this pointer indicates we are
  // using the pointee type in that specific storage class.
  std::optional<StorageClass> oldStorageClass = storage;
  storage = type.getStorageClass();
  add(type.getPointeeType());
  storage = oldStorageClass;
 
  if (auto scCaps = spirv::getCapabilities(type.getStorageClass()))
    capabilities.push_back(*scCaps);
}
 
//===----------------------------------------------------------------------===//
// RuntimeArrayType
//===----------------------------------------------------------------------===//
 
struct spirv::detail::RuntimeArrayTypeStorage : public TypeStorage {
  using KeyTy = std::pair<Type, unsigned>;
 
  static RuntimeArrayTypeStorage *construct(TypeStorageAllocator &allocator,
                                            const KeyTy &key) {
    return new (allocator.allocate<RuntimeArrayTypeStorage>())
        RuntimeArrayTypeStorage(key);
  }
 
  bool operator==(const KeyTy &key) const {
    return key == KeyTy(elementType, stride);
  }
 
  RuntimeArrayTypeStorage(const KeyTy &key)
      : elementType(key.first), stride(key.second) {}
 
  Type elementType;
  unsigned stride;
};
 
RuntimeArrayType RuntimeArrayType::get(Type elementType) {
  return Base::get(elementType.getContext(), elementType, /*stride=*/0);
}
 
RuntimeArrayType RuntimeArrayType::get(Type elementType, unsigned stride) {
  return Base::get(elementType.getContext(), elementType, stride);
}
 
Type RuntimeArrayType::getElementType() const { return getImpl()->elementType; }
 
unsigned RuntimeArrayType::getArrayStride() const { return getImpl()->stride; }
 
void TypeCapabilityVisitor::addConcrete(RuntimeArrayType type) {
  add(type.getElementType());
  static constexpr auto cap = Capability::Shader;
  capabilities.push_back(cap);
}
 
//===----------------------------------------------------------------------===//
// ScalarType
//===----------------------------------------------------------------------===//
 
bool ScalarType::classof(Type type) {
  if (auto floatType = dyn_cast<FloatType>(type)) {
    return isValid(floatType);
  }
  if (auto intType = dyn_cast<IntegerType>(type)) {
    return isValid(intType);
  }
  return false;
}
 
bool ScalarType::isValid(FloatType type) {
  return llvm::is_contained({16u, 32u, 64u}, type.getWidth());
}
 
bool ScalarType::isValid(IntegerType type) {
  return llvm::is_contained({1u, 8u, 16u, 32u, 64u}, type.getWidth());
}
 
void TypeExtensionVisitor::addConcrete(ScalarType type) {
  if (isa<BFloat16Type>(type)) {
    static constexpr auto ext = Extension::SPV_KHR_bfloat16;
    extensions.push_back(ext);
  }
 
  if (isa<Float8E4M3FNType, Float8E5M2Type>(type)) {
    static constexpr auto ext = Extension::SPV_EXT_float8;
    extensions.push_back(ext);
  }
 
  // 8- or 16-bit integer/floating-point numbers will require extra extensions
  // to appear in interface storage classes. See SPV_KHR_16bit_storage and
  // SPV_KHR_8bit_storage for more details.
  if (!storage)
    return;
 
  switch (*storage) {
  case StorageClass::PushConstant:
  case StorageClass::StorageBuffer:
  case StorageClass::Uniform:
    if (type.getIntOrFloatBitWidth() == 8) {
      static constexpr auto ext = Extension::SPV_KHR_8bit_storage;
      extensions.push_back(ext);
    }
    [[fallthrough]];
  case StorageClass::Input:
  case StorageClass::Output:
    if (type.getIntOrFloatBitWidth() == 16) {
      static constexpr auto ext = Extension::SPV_KHR_16bit_storage;
      extensions.push_back(ext);
    }
    break;
  default:
    break;
  }
}
 
void TypeCapabilityVisitor::addConcrete(ScalarType type) {
  unsigned bitwidth = type.getIntOrFloatBitWidth();
 
  // 8- or 16-bit integer/floating-point numbers will require extra capabilities
  // to appear in interface storage classes. See SPV_KHR_16bit_storage and
  // SPV_KHR_8bit_storage for more details.
 
#define STORAGE_CASE(storage, cap8, cap16)                                     \
  case StorageClass::storage: {                                                \
    if (bitwidth == 8) {                                                       \
      static constexpr auto cap = Capability::cap8;                            \
      capabilities.push_back(cap);                                             \
      return;                                                                  \
    }                                                                          \
    if (bitwidth == 16) {                                                      \
      static constexpr auto cap = Capability::cap16;                           \
      capabilities.push_back(cap);                                             \
      return;                                                                  \
    }                                                                          \
    /* For 64-bit integers/floats, Int64/Float64 enables support for all */    \
    /* storage classes. Fall through to the next section. */                   \
  } break
 
  // This part only handles the cases where special bitwidths appearing in
  // interface storage classes.
  if (storage) {
    switch (*storage) {
      STORAGE_CASE(PushConstant, StoragePushConstant8, StoragePushConstant16);
      STORAGE_CASE(StorageBuffer, StorageBuffer8BitAccess,
                   StorageBuffer16BitAccess);
      STORAGE_CASE(Uniform, UniformAndStorageBuffer8BitAccess,
                   StorageUniform16);
    case StorageClass::Input:
    case StorageClass::Output: {
      if (bitwidth == 16) {
        static constexpr auto cap = Capability::StorageInputOutput16;
        capabilities.push_back(cap);
        return;
      }
      break;
    }
    default:
      break;
    }
  }
#undef STORAGE_CASE
 
  // For other non-interface storage classes, require a different set of
  // capabilities for special bitwidths.
 
#define WIDTH_CASE(type, width)                                                \
  case width: {                                                                \
    static constexpr auto cap = Capability::type##width;                       \
    capabilities.push_back(cap);                                               \
  } break
 
  if (auto intType = dyn_cast<IntegerType>(type)) {
    switch (bitwidth) {
      WIDTH_CASE(Int, 8);
      WIDTH_CASE(Int, 16);
      WIDTH_CASE(Int, 64);
    case 1:
    case 32:
      break;
    default:
      llvm_unreachable("invalid bitwidth to getCapabilities");
    }
  } else {
    assert(isa<FloatType>(type));
    switch (bitwidth) {
    case 8: {
      if (isa<Float8E4M3FNType, Float8E5M2Type>(type)) {
        static constexpr auto cap = Capability::Float8EXT;
        capabilities.push_back(cap);
      } else {
        llvm_unreachable("invalid 8-bit float type to getCapabilities");
      }
      break;
    }
    case 16: {
      if (isa<BFloat16Type>(type)) {
        static constexpr auto cap = Capability::BFloat16TypeKHR;
        capabilities.push_back(cap);
      } else {
        static constexpr auto cap = Capability::Float16;
        capabilities.push_back(cap);
      }
      break;
    }
      WIDTH_CASE(Float, 64);
    case 32:
      break;
    default:
      llvm_unreachable("invalid bitwidth to getCapabilities");
    }
  }
 
#undef WIDTH_CASE
}
 
//===----------------------------------------------------------------------===//
// SPIRVType
//===----------------------------------------------------------------------===//
 
bool SPIRVType::classof(Type type) {
  // Allow SPIR-V dialect types
  if (isa<SPIRVDialect>(type.getDialect()))
    return true;
  if (isa<ScalarType>(type))
    return true;
  if (auto vectorType = dyn_cast<VectorType>(type))
    return CompositeType::isValid(vectorType);
  if (auto tensorArmType = dyn_cast<TensorArmType>(type))
    return isa<ScalarType>(tensorArmType.getElementType());
  return false;
}
 
bool SPIRVType::isScalarOrVector() {
  return isIntOrFloat() || isa<VectorType>(*this);
}
 
void SPIRVType::getExtensions(SPIRVType::ExtensionArrayRefVector &extensions,
                              std::optional<StorageClass> storage) {
  TypeExtensionVisitor{extensions, storage}.add(*this);
}
 
void SPIRVType::getCapabilities(
    SPIRVType::CapabilityArrayRefVector &capabilities,
    std::optional<StorageClass> storage) {
  TypeCapabilityVisitor{capabilities, storage}.add(*this);
}
 
std::optional<int64_t> SPIRVType::getSizeInBytes() {
  return TypeSwitch<SPIRVType, std::optional<int64_t>>(*this)
      .Case([](ScalarType type) -> std::optional<int64_t> {
        // According to the SPIR-V spec:
        // "There is no physical size or bit pattern defined for values with
        // boolean type. If they are stored (in conjunction with OpVariable),
        // they can only be used with logical addressing operations, not
        // physical, and only with non-externally visible shader Storage
        // Classes: Workgroup, CrossWorkgroup, Private, Function, Input, and
        // Output."
        int64_t bitWidth = type.getIntOrFloatBitWidth();
        if (bitWidth == 1)
          return std::nullopt;
        return bitWidth / 8;
      })
      .Case([](ArrayType type) -> std::optional<int64_t> {
        // Since array type may have an explicit stride declaration (in bytes),
        // we also include it in the calculation.
        auto elementType = cast<SPIRVType>(type.getElementType());
        if (std::optional<int64_t> size = elementType.getSizeInBytes())
          return (*size + type.getArrayStride()) * type.getNumElements();
        return std::nullopt;
      })
      .Case<VectorType, TensorArmType>([](auto type) -> std::optional<int64_t> {
        if (std::optional<int64_t> elementSize =
                cast<ScalarType>(type.getElementType()).getSizeInBytes())
          return *elementSize * type.getNumElements();
        return std::nullopt;
      })
      .Default(std::nullopt);
}
 
//===----------------------------------------------------------------------===//
// SampledImageType
//===----------------------------------------------------------------------===//
struct spirv::detail::SampledImageTypeStorage : public TypeStorage {
  using KeyTy = Type;
 
  SampledImageTypeStorage(const KeyTy &key) : imageType{key} {}
 
  bool operator==(const KeyTy &key) const { return key == KeyTy(imageType); }
 
  static SampledImageTypeStorage *construct(TypeStorageAllocator &allocator,
                                            const KeyTy &key) {
    return new (allocator.allocate<SampledImageTypeStorage>())
        SampledImageTypeStorage(key);
  }
 
  Type imageType;
};
 
SampledImageType SampledImageType::get(Type imageType) {
  return Base::get(imageType.getContext(), imageType);
}
 
SampledImageType
SampledImageType::getChecked(function_ref<InFlightDiagnostic()> emitError,
                             Type imageType) {
  return Base::getChecked(emitError, imageType.getContext(), imageType);
}
 
Type SampledImageType::getImageType() const { return getImpl()->imageType; }
 
LogicalResult
SampledImageType::verifyInvariants(function_ref<InFlightDiagnostic()> emitError,
                                   Type imageType) {
  auto image = dyn_cast<ImageType>(imageType);
  if (!image)
    return emitError() << "expected image type";
 
  // As per SPIR-V spec: "It [ImageType] must not have a Dim of SubpassData.
  // Additionally, starting with version 1.6, it must not have a Dim of Buffer.
  // ("3.3.6. Type-Declaration Instructions")
  if (llvm::is_contained({Dim::SubpassData, Dim::Buffer}, image.getDim()))
    return emitError() << "Dim must not be SubpassData or Buffer";
 
  return success();
}
 
//===----------------------------------------------------------------------===//
// StructType
//===----------------------------------------------------------------------===//
 
/// Type storage for SPIR-V structure types:
///
/// Structures are uniqued using:
/// - for identified structs:
///   - a string identifier;
/// - for literal structs:
///   - a list of member types;
///   - a list of member offset info;
///   - a list of member decoration info;
///   - a list of struct decoration info.
///
/// Identified structures only have a mutable component consisting of:
/// - a list of member types;
/// - a list of member offset info;
/// - a list of member decoration info;
/// - a list of struct decoration info.
struct spirv::detail::StructTypeStorage : public TypeStorage {
  /// Construct a storage object for an identified struct type. A struct type
  /// associated with such storage must call StructType::trySetBody(...) later
  /// in order to mutate the storage object providing the actual content.
  StructTypeStorage(StringRef identifier)
      : memberTypesAndIsBodySet(nullptr, false), offsetInfo(nullptr),
        numMembers(0), numMemberDecorations(0), memberDecorationsInfo(nullptr),
        numStructDecorations(0), structDecorationsInfo(nullptr),
        identifier(identifier) {}
 
  /// Construct a storage object for a literal struct type. A struct type
  /// associated with such storage is immutable.
  StructTypeStorage(
      unsigned numMembers, Type const *memberTypes,
      StructType::OffsetInfo const *layoutInfo, unsigned numMemberDecorations,
      StructType::MemberDecorationInfo const *memberDecorationsInfo,
      unsigned numStructDecorations,
      StructType::StructDecorationInfo const *structDecorationsInfo)
      : memberTypesAndIsBodySet(memberTypes, false), offsetInfo(layoutInfo),
        numMembers(numMembers), numMemberDecorations(numMemberDecorations),
        memberDecorationsInfo(memberDecorationsInfo),
        numStructDecorations(numStructDecorations),
        structDecorationsInfo(structDecorationsInfo) {}
 
  /// A storage key is divided into 2 parts:
  /// - for identified structs:
  ///   - a StringRef representing the struct identifier;
  /// - for literal structs:
  ///   - an ArrayRef<Type> for member types;
  ///   - an ArrayRef<StructType::OffsetInfo> for member offset info;
  ///   - an ArrayRef<StructType::MemberDecorationInfo> for member decoration
  ///     info;
  ///   - an ArrayRef<StructType::StructDecorationInfo> for struct decoration
  ///     info.
  ///
  /// An identified struct type is uniqued only by the first part (field 0)
  /// of the key.
  ///
  /// A literal struct type is uniqued only by the second part (fields 1, 2, 3
  /// and 4) of the key. The identifier field (field 0) must be empty.
  using KeyTy =
      std::tuple<StringRef, ArrayRef<Type>, ArrayRef<StructType::OffsetInfo>,
                 ArrayRef<StructType::MemberDecorationInfo>,
                 ArrayRef<StructType::StructDecorationInfo>>;
 
  /// For identified structs, return true if the given key contains the same
  /// identifier.
  ///
  /// For literal structs, return true if the given key contains a matching list
  /// of member types + offset info + decoration info.
  bool operator==(const KeyTy &key) const {
    if (isIdentified()) {
      // Identified types are uniqued by their identifier.
      return getIdentifier() == std::get<0>(key);
    }
 
    return key == KeyTy(StringRef(), getMemberTypes(), getOffsetInfo(),
                        getMemberDecorationsInfo(), getStructDecorationsInfo());
  }
 
  /// If the given key contains a non-empty identifier, this method constructs
  /// an identified struct and leaves the rest of the struct type data to be set
  /// through a later call to StructType::trySetBody(...).
  ///
  /// If, on the other hand, the key contains an empty identifier, a literal
  /// struct is constructed using the other fields of the key.
  static StructTypeStorage *construct(TypeStorageAllocator &allocator,
                                      const KeyTy &key) {
    StringRef keyIdentifier = std::get<0>(key);
 
    if (!keyIdentifier.empty()) {
      StringRef identifier = allocator.copyInto(keyIdentifier);
 
      // Identified StructType body/members will be set through trySetBody(...)
      // later.
      return new (allocator.allocate<StructTypeStorage>())
          StructTypeStorage(identifier);
    }
 
    ArrayRef<Type> keyTypes = std::get<1>(key);
 
    // Copy the member type and layout information into the bump pointer
    const Type *typesList = nullptr;
    if (!keyTypes.empty()) {
      typesList = allocator.copyInto(keyTypes).data();
    }
 
    const StructType::OffsetInfo *offsetInfoList = nullptr;
    if (!std::get<2>(key).empty()) {
      ArrayRef<StructType::OffsetInfo> keyOffsetInfo = std::get<2>(key);
      assert(keyOffsetInfo.size() == keyTypes.size() &&
             "size of offset information must be same as the size of number of "
             "elements");
      offsetInfoList = allocator.copyInto(keyOffsetInfo).data();
    }
 
    const StructType::MemberDecorationInfo *memberDecorationList = nullptr;
    unsigned numMemberDecorations = 0;
    if (!std::get<3>(key).empty()) {
      auto keyMemberDecorations = std::get<3>(key);
      numMemberDecorations = keyMemberDecorations.size();
      memberDecorationList = allocator.copyInto(keyMemberDecorations).data();
    }
 
    const StructType::StructDecorationInfo *structDecorationList = nullptr;
    unsigned numStructDecorations = 0;
    if (!std::get<4>(key).empty()) {
      auto keyStructDecorations = std::get<4>(key);
      numStructDecorations = keyStructDecorations.size();
      structDecorationList = allocator.copyInto(keyStructDecorations).data();
    }
 
    return new (allocator.allocate<StructTypeStorage>()) StructTypeStorage(
        keyTypes.size(), typesList, offsetInfoList, numMemberDecorations,
        memberDecorationList, numStructDecorations, structDecorationList);
  }
 
  ArrayRef<Type> getMemberTypes() const {
    return ArrayRef<Type>(memberTypesAndIsBodySet.getPointer(), numMembers);
  }
 
  ArrayRef<StructType::OffsetInfo> getOffsetInfo() const {
    if (offsetInfo) {
      return ArrayRef<StructType::OffsetInfo>(offsetInfo, numMembers);
    }
    return {};
  }
 
  ArrayRef<StructType::MemberDecorationInfo> getMemberDecorationsInfo() const {
    if (memberDecorationsInfo) {
      return ArrayRef<StructType::MemberDecorationInfo>(memberDecorationsInfo,
                                                        numMemberDecorations);
    }
    return {};
  }
 
  ArrayRef<StructType::StructDecorationInfo> getStructDecorationsInfo() const {
    if (structDecorationsInfo)
      return ArrayRef<StructType::StructDecorationInfo>(structDecorationsInfo,
                                                        numStructDecorations);
    return {};
  }
 
  StringRef getIdentifier() const { return identifier; }
 
  bool isIdentified() const { return !identifier.empty(); }
 
  /// Sets the struct type content for identified structs. Calling this method
  /// is only valid for identified structs.
  ///
  /// Fails under the following conditions:
  /// - If called for a literal struct;
  /// - If called for an identified struct whose body was set before (through a
  /// call to this method) but with different contents from the passed
  /// arguments.
  LogicalResult
  mutate(TypeStorageAllocator &allocator, ArrayRef<Type> structMemberTypes,
         ArrayRef<StructType::OffsetInfo> structOffsetInfo,
         ArrayRef<StructType::MemberDecorationInfo> structMemberDecorationInfo,
         ArrayRef<StructType::StructDecorationInfo> structDecorationInfo) {
    if (!isIdentified())
      return failure();
 
    if (memberTypesAndIsBodySet.getInt() &&
        (getMemberTypes() != structMemberTypes ||
         getOffsetInfo() != structOffsetInfo ||
         getMemberDecorationsInfo() != structMemberDecorationInfo ||
         getStructDecorationsInfo() != structDecorationInfo))
      return failure();
 
    memberTypesAndIsBodySet.setInt(true);
    numMembers = structMemberTypes.size();
 
    // Copy the member type and layout information into the bump pointer.
    if (!structMemberTypes.empty())
      memberTypesAndIsBodySet.setPointer(
          allocator.copyInto(structMemberTypes).data());
 
    if (!structOffsetInfo.empty()) {
      assert(structOffsetInfo.size() == structMemberTypes.size() &&
             "size of offset information must be same as the size of number of "
             "elements");
      offsetInfo = allocator.copyInto(structOffsetInfo).data();
    }
 
    if (!structMemberDecorationInfo.empty()) {
      numMemberDecorations = structMemberDecorationInfo.size();
      memberDecorationsInfo =
          allocator.copyInto(structMemberDecorationInfo).data();
    }
 
    if (!structDecorationInfo.empty()) {
      numStructDecorations = structDecorationInfo.size();
      structDecorationsInfo = allocator.copyInto(structDecorationInfo).data();
    }
 
    return success();
  }
 
  llvm::PointerIntPair<Type const *, 1, bool> memberTypesAndIsBodySet;
  StructType::OffsetInfo const *offsetInfo;
  unsigned numMembers;
  unsigned numMemberDecorations;
  StructType::MemberDecorationInfo const *memberDecorationsInfo;
  unsigned numStructDecorations;
  StructType::StructDecorationInfo const *structDecorationsInfo;
  StringRef identifier;
};
 
StructType
StructType::get(ArrayRef<Type> memberTypes,
                ArrayRef<StructType::OffsetInfo> offsetInfo,
                ArrayRef<StructType::MemberDecorationInfo> memberDecorations,
                ArrayRef<StructType::StructDecorationInfo> structDecorations) {
  assert(!memberTypes.empty() && "Struct needs at least one member type");
  // Sort the decorations.
  SmallVector<StructType::MemberDecorationInfo, 4> sortedMemberDecorations(
      memberDecorations);
  llvm::array_pod_sort(sortedMemberDecorations.begin(),
                       sortedMemberDecorations.end());
  SmallVector<StructType::StructDecorationInfo, 1> sortedStructDecorations(
      structDecorations);
  llvm::array_pod_sort(sortedStructDecorations.begin(),
                       sortedStructDecorations.end());
 
  return Base::get(memberTypes.vec().front().getContext(),
                   /*identifier=*/StringRef(), memberTypes, offsetInfo,
                   sortedMemberDecorations, sortedStructDecorations);
}
 
StructType StructType::getIdentified(MLIRContext *context,
                                     StringRef identifier) {
  assert(!identifier.empty() &&
         "StructType identifier must be non-empty string");
 
  return Base::get(context, identifier, ArrayRef<Type>(),
                   ArrayRef<StructType::OffsetInfo>(),
                   ArrayRef<StructType::MemberDecorationInfo>(),
                   ArrayRef<StructType::StructDecorationInfo>());
}
 
StructType StructType::getEmpty(MLIRContext *context, StringRef identifier) {
  StructType newStructType = Base::get(
      context, identifier, ArrayRef<Type>(), ArrayRef<StructType::OffsetInfo>(),
      ArrayRef<StructType::MemberDecorationInfo>(),
      ArrayRef<StructType::StructDecorationInfo>());
  // Set an empty body in case this is a identified struct.
  if (newStructType.isIdentified() &&
      failed(newStructType.trySetBody(
          ArrayRef<Type>(), ArrayRef<StructType::OffsetInfo>(),
          ArrayRef<StructType::MemberDecorationInfo>(),
          ArrayRef<StructType::StructDecorationInfo>())))
    return StructType();
 
  return newStructType;
}
 
StringRef StructType::getIdentifier() const { return getImpl()->identifier; }
 
bool StructType::isIdentified() const { return getImpl()->isIdentified(); }
 
unsigned StructType::getNumElements() const { return getImpl()->numMembers; }
 
Type StructType::getElementType(unsigned index) const {
  assert(getNumElements() > index && "member index out of range");
  return getImpl()->memberTypesAndIsBodySet.getPointer()[index];
}
 
TypeRange StructType::getElementTypes() const {
  return TypeRange(getImpl()->memberTypesAndIsBodySet.getPointer(),
                   getNumElements());
}
 
bool StructType::hasOffset() const { return getImpl()->offsetInfo; }
 
bool StructType::hasDecoration(spirv::Decoration decoration) const {
  for (StructType::StructDecorationInfo info :
       getImpl()->getStructDecorationsInfo())
    if (info.decoration == decoration)
      return true;
 
  return false;
}
 
uint64_t StructType::getMemberOffset(unsigned index) const {
  assert(getNumElements() > index && "member index out of range");
  return getImpl()->offsetInfo[index];
}
 
void StructType::getMemberDecorations(
    SmallVectorImpl<StructType::MemberDecorationInfo> &memberDecorations)
    const {
  memberDecorations.clear();
  auto implMemberDecorations = getImpl()->getMemberDecorationsInfo();
  memberDecorations.append(implMemberDecorations.begin(),
                           implMemberDecorations.end());
}
 
void StructType::getMemberDecorations(
    unsigned index,
    SmallVectorImpl<StructType::MemberDecorationInfo> &decorationsInfo) const {
  assert(getNumElements() > index && "member index out of range");
  auto memberDecorations = getImpl()->getMemberDecorationsInfo();
  decorationsInfo.clear();
  for (const auto &memberDecoration : memberDecorations) {
    if (memberDecoration.memberIndex == index) {
      decorationsInfo.push_back(memberDecoration);
    }
    if (memberDecoration.memberIndex > index) {
      // Early exit since the decorations are stored sorted.
      return;
    }
  }
}
 
void StructType::getStructDecorations(
    SmallVectorImpl<StructType::StructDecorationInfo> &structDecorations)
    const {
  structDecorations.clear();
  auto implDecorations = getImpl()->getStructDecorationsInfo();
  structDecorations.append(implDecorations.begin(), implDecorations.end());
}
 
LogicalResult
StructType::trySetBody(ArrayRef<Type> memberTypes,
                       ArrayRef<OffsetInfo> offsetInfo,
                       ArrayRef<MemberDecorationInfo> memberDecorations,
                       ArrayRef<StructDecorationInfo> structDecorations) {
  return Base::mutate(memberTypes, offsetInfo, memberDecorations,
                      structDecorations);
}
 
llvm::hash_code spirv::hash_value(
    const StructType::MemberDecorationInfo &memberDecorationInfo) {
  return llvm::hash_combine(memberDecorationInfo.memberIndex,
                            memberDecorationInfo.decoration);
}
 
llvm::hash_code spirv::hash_value(
    const StructType::StructDecorationInfo &structDecorationInfo) {
  return llvm::hash_value(structDecorationInfo.decoration);
}
 
//===----------------------------------------------------------------------===//
// MatrixType
//===----------------------------------------------------------------------===//
 
struct spirv::detail::MatrixTypeStorage : public TypeStorage {
  MatrixTypeStorage(Type columnType, uint32_t columnCount)
      : columnType(columnType), columnCount(columnCount) {}
 
  using KeyTy = std::tuple<Type, uint32_t>;
 
  static MatrixTypeStorage *construct(TypeStorageAllocator &allocator,
                                      const KeyTy &key) {
 
    // Initialize the memory using placement new.
    return new (allocator.allocate<MatrixTypeStorage>())
        MatrixTypeStorage(std::get<0>(key), std::get<1>(key));
  }
 
  bool operator==(const KeyTy &key) const {
    return key == KeyTy(columnType, columnCount);
  }
 
  Type columnType;
  const uint32_t columnCount;
};
 
MatrixType MatrixType::get(Type columnType, uint32_t columnCount) {
  return Base::get(columnType.getContext(), columnType, columnCount);
}
 
MatrixType MatrixType::getChecked(function_ref<InFlightDiagnostic()> emitError,
                                  Type columnType, uint32_t columnCount) {
  return Base::getChecked(emitError, columnType.getContext(), columnType,
                          columnCount);
}
 
LogicalResult
MatrixType::verifyInvariants(function_ref<InFlightDiagnostic()> emitError,
                             Type columnType, uint32_t columnCount) {
  if (columnCount < 2 || columnCount > 4)
    return emitError() << "matrix can have 2, 3, or 4 columns only";
 
  if (!isValidColumnType(columnType))
    return emitError() << "matrix columns must be vectors of floats";
 
  /// The underlying vectors (columns) must be of size 2, 3, or 4
  ArrayRef<int64_t> columnShape = cast<VectorType>(columnType).getShape();
  if (columnShape.size() != 1)
    return emitError() << "matrix columns must be 1D vectors";
 
  if (columnShape[0] < 2 || columnShape[0] > 4)
    return emitError() << "matrix columns must be of size 2, 3, or 4";
 
  return success();
}
 
/// Returns true if the matrix elements are vectors of float elements
bool MatrixType::isValidColumnType(Type columnType) {
  if (auto vectorType = dyn_cast<VectorType>(columnType)) {
    if (isa<FloatType>(vectorType.getElementType()))
      return true;
  }
  return false;
}
 
Type MatrixType::getColumnType() const { return getImpl()->columnType; }
 
Type MatrixType::getElementType() const {
  return cast<VectorType>(getImpl()->columnType).getElementType();
}
 
unsigned MatrixType::getNumColumns() const { return getImpl()->columnCount; }
 
unsigned MatrixType::getNumRows() const {
  return cast<VectorType>(getImpl()->columnType).getShape()[0];
}
 
unsigned MatrixType::getNumElements() const {
  return (getImpl()->columnCount) * getNumRows();
}
 
void TypeCapabilityVisitor::addConcrete(MatrixType type) {
  add(type.getColumnType());
  static constexpr auto cap = Capability::Matrix;
  capabilities.push_back(cap);
}
 
//===----------------------------------------------------------------------===//
// TensorArmType
//===----------------------------------------------------------------------===//
 
struct spirv::detail::TensorArmTypeStorage final : TypeStorage {
  using KeyTy = std::tuple<ArrayRef<int64_t>, Type>;
 
  static TensorArmTypeStorage *construct(TypeStorageAllocator &allocator,
                                         const KeyTy &key) {
    auto [shape, elementType] = key;
    shape = allocator.copyInto(shape);
    return new (allocator.allocate<TensorArmTypeStorage>())
        TensorArmTypeStorage(shape, elementType);
  }
 
  static llvm::hash_code hashKey(const KeyTy &key) {
    auto [shape, elementType] = key;
    return llvm::hash_combine(shape, elementType);
  }
 
  bool operator==(const KeyTy &key) const {
    return key == KeyTy(shape, elementType);
  }
 
  TensorArmTypeStorage(ArrayRef<int64_t> shape, Type elementType)
      : shape(shape), elementType(elementType) {}
 
  ArrayRef<int64_t> shape;
  Type elementType;
};
 
TensorArmType TensorArmType::get(ArrayRef<int64_t> shape, Type elementType) {
  return Base::get(elementType.getContext(), shape, elementType);
}
 
TensorArmType TensorArmType::cloneWith(std::optional<ArrayRef<int64_t>> shape,
                                       Type elementType) const {
  return TensorArmType::get(shape.value_or(getShape()), elementType);
}
 
Type TensorArmType::getElementType() const { return getImpl()->elementType; }
ArrayRef<int64_t> TensorArmType::getShape() const { return getImpl()->shape; }
 
void TypeExtensionVisitor::addConcrete(TensorArmType type) {
  add(type.getElementType());
  static constexpr auto ext = Extension::SPV_ARM_tensors;
  extensions.push_back(ext);
}
 
void TypeCapabilityVisitor::addConcrete(TensorArmType type) {
  add(type.getElementType());
  static constexpr auto cap = Capability::TensorsARM;
  capabilities.push_back(cap);
}
 
LogicalResult
TensorArmType::verifyInvariants(function_ref<InFlightDiagnostic()> emitError,
                                ArrayRef<int64_t> shape, Type elementType) {
  if (llvm::is_contained(shape, 0))
    return emitError() << "arm.tensor do not support dimensions = 0";
  if (llvm::any_of(shape, [](int64_t dim) { return dim < 0; }) &&
      llvm::any_of(shape, [](int64_t dim) { return dim > 0; }))
    return emitError()
           << "arm.tensor shape dimensions must be either fully dynamic or "
              "completed shaped";
  return success();
}
 
//===----------------------------------------------------------------------===//
// SPIR-V Dialect
//===----------------------------------------------------------------------===//
 
void SPIRVDialect::registerTypes() {
  addTypes<ArrayType, CooperativeMatrixType, ImageType, MatrixType, PointerType,
           RuntimeArrayType, SampledImageType, StructType, TensorArmType>();
}