.getValue(),
        ftype);

    func->setAttrs(graph_func->getAttrs());

    llvm::SmallVector<Type> arg_types;
    llvm::SmallVector<Type> res_types;
    llvm::SmallVector<DictionaryAttr> arg_attrs;
    llvm::SmallVector<DictionaryAttr> res_attrs;
    if (failed(FilterTfgSpecificArgResultAttributes(

  attrs.push_back(rewriter.getNamedAttr("output_quantization_axis",
                                        rewriter.getI64IntegerAttr(quant_dim)));

  op->setAttrs(rewriter.getDictionaryAttr(attrs));

  return success();
}

// This LogicalResult covers both the hybrid and fully quantized op cases.
LogicalResult FillAttributesForUniformQuantizedConvolutionOp(

  func.eraseBody();
  func.addEntryBlock();
  func->setAttr(kTFImplements, attr);
  OpBuilder builder(func.getBody());
  std::string custom_option_buffer;
  if (failed(CreateNgramsCustomOption(func, attr.getAttrs(),
                                      custom_option_buffer))) {
    return failure();
  }
  auto op = builder.create<CustomOp>(
      func.getLoc(), func.getFunctionType().getResults(), func.getArguments(),

             << ")";
    }
  }
  return success();
}

void GraphOp::print(OpAsmPrinter &p) {
  p << ' ';
  p.printRegion(getOperation()->getRegion(0));
  p.printOptionalAttrDict(getOperation()->getAttrs());
}

ParseResult GraphOp::parse(OpAsmParser &parser, OperationState &result) {
  llvm::SMLoc loc = parser.getCurrentLocation();

  // Parse the body region.
  Region &body = *result.addRegion();

  }];

  let arguments = (ins
    TypeAttrOf<FunctionType>:$function_type,
    StrAttr:$sym_name,
    OptionalAttr<DictArrayAttr>:$arg_attrs,
    OptionalAttr<DictArrayAttr>:$res_attrs
  );

  let results = (outs);

  // When the regions is empty, the tfr.func is an external function and used
  // to model the element type constraints of the tf op. Otherwise, there is one

func (serviceStatusStrategy) WarningsOnUpdate(ctx context.Context, obj, old runtime.Object) []string {
	return nil
}

// GetAttrs returns labels and fields of a given object for filtering purposes.
func GetAttrs(obj runtime.Object) (labels.Set, fields.Set, error) {
	service, ok := obj.(*api.Service)
	if !ok {
		return nil, nil, fmt.Errorf("not a service")
	}

    auto *new_ewise_op =
        rewriter.create(op->getLoc(), op->getName().getIdentifier(),
                        {tpose_arg1.getOperand(0), tpose_arg2.getOperand(0)},
                        new_out_type, op->getAttrs());

    // Apply original tranpose to output of ewise op.
    auto out_tpose_op = rewriter.create<TFL::TransposeOp>(
        new_ewise_op->getLoc(), op->getResult(0).getType(),

    new_while_operands.push_back(it->getSecond().size);
  }
  auto new_while = builder.create<TF::WhileOp>(
      while_op.getLoc(), body.getFunctionType().getInputs(), new_while_operands,
      while_op->getAttrs());
  for (const auto& entry : output_buffer_to_size) {
    (*buffer_to_size)[new_while.getResult(std::get<0>(entry))] = {
        new_while.getResult(std::get<1>(entry)), std::get<2>(entry)};
  }

  for (const auto& attr_def : op_reg_data->op_def.attr()) {
    registered_attrs.insert(attr_def.name());
  }
  // Attributes are not in the registered attributes set will be ignored.
  for (auto& attr : inst->getAttrs()) {
    if (registered_attrs.find(attr.getName()) == registered_attrs.end()) {
      attrs_to_ignore->insert(
          absl::string_view(attr.getName().data(), attr.getName().size()));
    }
  }

    // OperationState so we can add regions to the new up.
    OperationState state(op->getLoc(), op->getName().getStringRef(), operands,
                         new_results, op->getAttrs(), op->getSuccessors());
    for (Region &region : op->getRegions()) {
      Region &new_region = *state.addRegion();
      rewriter.inlineRegionBefore(region, new_region, new_region.begin());