std::find(node.output_types().begin(), node.output_types().end(),
                   DT_RESOURCE) != node.output_types().end();
}

void RemoveFromXlaCluster(NodeDef* node_def) {
  node_def->mutable_attr()->erase(kXlaClusterAttr);
}

void RemoveFromXlaCluster(Node* node) { node->ClearAttr(kXlaClusterAttr); }

namespace {
typedef xla_config_registry::XlaGlobalJitLevel XlaGlobalJitLevel;

  NameAttrList name;
  name.set_name(def.op());
  *name.mutable_attr() = def.attr();
  // Remove the "_class" attribute from the attribute set used to create the
  // compilation cache key. This attribute is information for the colocator
  // and causes false uniqueness between nodes.
  name.mutable_attr()->erase("_class");
  return CompileImpl(compile_options, options, name, args, CompileScope::kOp,

  TF_RETURN_IF_ERROR(ConvertAttributes(attr.getAttrs().getValue(),
                                       /*attrs_to_ignore=*/{}, remove_ref_type,
                                       value->mutable_func()->mutable_attr()));
  return absl::OkStatus();
}

Status ConvertAttribute(const mlir::StringAttr& attr, AttrValue* value) {
  absl::string_view attr_value(attr.getValue().data(), attr.getValue().size());

                                 NodeDef* node_def) {
  const NameAttrList* name_attr;
  TF_RETURN_IF_ERROR(GetNodeAttr(node.attrs(), attr_name, &name_attr));
  node_def->set_op(name_attr->name());
  *(node_def->mutable_attr()) = name_attr->attr();
  return absl::OkStatus();
}

absl::StatusOr<std::vector<NodeDef>> MakeCallNodesFromAttribute(
    const Node& node, absl::string_view attr_name,
    absl::string_view call_name) {

    return;
  }

  auto fdef_or = func->record->mutable_fdef();
  if (!fdef_or.ok()) {
    status->status = fdef_or.status();
    return;
  }

  (*(fdef_or.value()->mutable_attr()))[string(attr_name)] = attr_value;

  status->status = absl::OkStatus();
}

void TF_FunctionGetAttrValueProto(TF_Function* func, const char* attr_name,

                          num_resource_inputs),
      std::back_inserter(result->resource_inputs), IncomingEdgeAsOutput);

  result->function.set_name(n->type_string());
  *result->function.mutable_attr() = n->def().attr();
  return absl::OkStatus();
}

Status CopyIncomingControlEdges(Graph* g, Node* from, Node* to) {
  for (const Edge* e : from->in_edges()) {
    if (e->IsControlEdge()) {

  node_def.set_name(op->Name());
  node_def.set_op(op->Name());
  for (int i = 0; i < num_inputs; ++i) {
    node_def.add_input("dummy_input");
  }
  OperationFromInterface(op)->Attrs().FillAttrValueMap(node_def.mutable_attr());

  const tensorflow::OpRegistrationData* op_reg_data;
  status->status =
      tensorflow::OpRegistry::Global()->LookUp(node_def.op(), &op_reg_data);
  if (!status->status.ok()) return;

// an attribute.
void AnnotateEagerRuntimeConstructionContext(
    tensorflow::FunctionDef& function_def) {
  tensorflow::AttrValue value;
  SetAttrValue("kEagerRuntime", &value);
  (*function_def.mutable_attr())["_construction_context"] = value;
}

}  // namespace

extern "C" {

TFE_ContextOptions* TFE_NewContextOptions() { return new TFE_ContextOptions; }

  FunctionDef noinline = compilable;
  noinline.mutable_signature()->set_name("NoInlineFn");
  AddAttr("_noinline", static_cast<bool>(true), noinline.mutable_attr());

  FunctionDefLibrary flib;
  *flib.add_function() = compilable;
  *flib.add_function() = uncompilable;
  *flib.add_function() = noinline;
  FunctionLibraryDefinition flib_def(OpRegistry::Global(), flib);

  // `PerformStaticShapeInferenceBeforeEncapsulation`.
  for (FunctionDef& fdef : *library->mutable_function()) {
    for (NodeDef& node_def : *fdef.mutable_node_def()) {
      node_def.mutable_attr()->erase("_xla_inferred_shapes");
    }
  }

  return s;
}

Status Encapsulate(GraphDef* graphdef, FunctionDefLibrary* library) {
  std::vector<string> encapsulated_functions;