impl::NodeMatcherProperties Attr(std::pair<string, AttrValue> attrs);
impl::NodeMatcherProperties Attr(string name);

std::pair<string, AttrValue> AttrLiteralHelper(
    const std::pair<string, bool>& bool_attr);

std::pair<string, AttrValue> AttrLiteralHelper(
    const std::pair<string, absl::Span<const int>>& int_list_attr);

std::pair<string, AttrValue> AttrLiteralHelper(

  EXPECT_EQ(shape_inference_graphs.size(), 0);

  // Check host graph: verify we have key placeholder and sequencer.
  std::unique_ptr<FunctionBody> host_fbody;
  AttrValue device_ordinal_temp_value;
  device_ordinal_temp_value.set_i(0);
  protobuf::Map<string, AttrValue> host_func_attrs;
  host_func_attrs["_device_ordinal"] = device_ordinal_temp_value;
  TF_CHECK_OK(FunctionDefToBodyHelper(

TEST(Test1, TestCapsule) {
  TaggedValue test_moved, test_copy;
  ASSERT_EQ(alloc_count, 0);
  void* ptr_value = new Cool();
  {
    TaggedValue capsule =
        TaggedValue::Capsule(static_cast<void*>(ptr_value),
                             [](void* x) { delete static_cast<Cool*>(x); });
    ASSERT_EQ(alloc_count, 1);
    ASSERT_EQ(capsule.capsule(), ptr_value);
    test_moved = std::move(capsule);

                                                     .begin())>::value>::type>
Status SetTypeAttribute(absl::string_view name, ContainerT types,
                        AttrValueMap* values) {
  AttrValue value;
  auto& type_list = *value.mutable_list();
  for (auto type : types) {
    DataType dtype;
    TF_RETURN_IF_ERROR(ConvertScalarTypeToDataType(type, &dtype));
    type_list.add_type(dtype);
  }

      if attr_val.type == types_pb2.DT_FLOAT:
        return 'f32'
      elif attr_val.type == types_pb2.DT_INT32:
        return 'i32'
      elif attr_val.type == types_pb2.DT_INT64:
        return 'i64'
      elif attr_val.type == types_pb2.DT_BOOL:
        return 'i1'
    # list
    if attr_val.HasField('list'):
      if attr_val.list.f:
        elt_ty = TFRTypes.F32
        values = attr_val.list.f

                boolean attrValue = reader.nextBoolean();
                attributes = attributesFactory.concat(attributes, Attribute.of(attrName, Boolean.class), attrValue);
            } else if (reader.peek() == NUMBER) {
                Integer attrValue = reader.nextInt();
                attributes = attributesFactory.concat(attributes, Attribute.of(attrName, Integer.class), attrValue);
            } else {

                final String attrValue
                @Inject ChangingAttributeRule(String attrValue) { this.attrValue = attrValue }
                void execute(ComponentMetadataContext context) {
                    context.details.allVariants {
                        attributes.attribute(Attribute.of("my.attribute.name", String), attrValue)
                    }
                }
            }

  std::unique_ptr<DeviceMgr> device_mgr_;
  std::unique_ptr<FunctionLibraryDefinition> lib_def_;
  std::unique_ptr<ProcessFunctionLibraryRuntime> pflr_;

  std::unique_ptr<OpKernel> kernel_;
};

AttrValue BoolAttr(bool b) {
  AttrValue v;
  v.set_b(b);
  return v;
}

TEST_F(XlaKernelCreatorTest, OneFloatOneResourceArgument) {
  FunctionDef fdef = XTimesY();
  (*fdef.mutable_attr())["_XlaMustCompile"] = BoolAttr(true);

      `attr_name` is given, check if the `attr_val` matches with the attribute
      value of the op.
    """
    # Check the main graph
    if self._contains_op_with_name_and_attribute(
        nodes=graphdef.node,
        op_name=op_name,
        attr_name=attr_name,
        attr_val=attr_val,
        node_name=node_name,
    ):
      return True

    // value here because FunctionDef instantiation does not allow placeholder
    // value for attributes.
    AttrValue device_ordinal_attr;
    device_ordinal_attr.set_i(0);
    protobuf::Map<string, AttrValue> attrs;
    attrs["_device_ordinal"] = device_ordinal_attr;
    std::unique_ptr<FunctionBody> host_fbody;
    const FunctionDef* host_fdef = fld->Find(host_func);