"io"
	"net"
	"net/http"
	"net/http/httptest"
	"reflect"
	"strings"
	"testing"

	"github.com/stretchr/testify/assert"
	autoscalingrest "k8s.io/kubernetes/pkg/registry/autoscaling/rest"
	resourcerest "k8s.io/kubernetes/pkg/registry/resource/rest"

	autoscalingapiv2beta1 "k8s.io/api/autoscaling/v2beta1"
	autoscalingapiv2beta2 "k8s.io/api/autoscaling/v2beta2"
	batchapiv1beta1 "k8s.io/api/batch/v1beta1"

def TF_Quint16Ref : TF_TensorFlowType<"Quint16Ref", "quint16ref">;

// Other reference types
def TF_BoolRef : TF_TensorFlowType<"BoolRef", "boolref">;
def TF_ResourceRef : TF_TensorFlowType<"ResourceRef", "resourceref">;
def TF_StrRef : TF_TensorFlowType<"StringRef", "stringref">;
def TF_VariantRef : TF_TensorFlowType<"VariantRef", "variantref">;

//===----------------------------------------------------------------------===//

void RegionResourceHoister::GenerateHoistedReads() {
  OpBuilder builder(op_);
  DictionaryAttr empty_attrs = builder.getDictionaryAttr({});
  for (auto& resource_it : GetResources()) {
    Value resource = resource_it.first;
    auto& info = resource_it.second;

    if (info.is_read) {
      Operation* read = builder.create<TF::ReadVariableOp>(
          op_->getLoc(), info.data_type, resource);