func IsLocalityEmpty(locality *core.Locality) bool {
	if locality == nil || (len(locality.GetRegion()) == 0) {
		return true
	}
	return false
}

func LocalityMatch(proxyLocality *core.Locality, ruleLocality string) bool {
	ruleRegion, ruleZone, ruleSubzone := label.SplitLocalityLabel(ruleLocality)
	regionMatch := ruleRegion == "*" || proxyLocality.GetRegion() == ruleRegion

  // function.
  OpBuilder builder(graph_op);
  auto new_graph_op =
      builder.create<GraphOp>(graph_op.getLoc(), new_result_types);
  new_graph_op.getRegion().takeBody(graph_op.getRegion());
  graph_op->replaceAllUsesWith(
      new_graph_op->getResults().drop_back(num_resources));
  graph_op.erase();
  func::ReturnOp return_op = cast<func::ReturnOp>(block.getTerminator());

        if (endpoint.isPresent()) {
            amazonS3Client.setEndpoint(endpoint.get().toString());
        } else {
            Optional<Region> region = s3RegionalResource.getRegion();
            if (region.isPresent()) {
                amazonS3Client.setRegion(region.get());
            }
        }
    }

    if (auto func = dyn_cast<func::FuncOp>(call.resolveCallable())) {
      (*arguments_to_erase)[func].push_back(argument_index);
      work_list->push_back(std::make_pair(&func.getRegion(), argument_index));
    }
  } else if (auto if_op = dyn_cast<TF::IfOp>(user_op)) {
    (*arguments_to_erase)[if_op].push_back(argument_index);
    for (auto callee : {if_op.then_function(), if_op.else_function()}) {

            def uri = new URI("s3://${bucketName}.${regionForUrl}${key}")

            S3RegionalResource s3RegionalResource = new S3RegionalResource(uri)
            s3Client.amazonS3Client.setRegion(s3RegionalResource.getRegion().get())


            println "Regional uri: ${uri}"
            println("Creating bucket: ${bucketName}")
            CreateBucketRequest createBucketRequest = new CreateBucketRequest(bucketName, region)

  // have the proper shapes.
  TF_RETURN_IF_ERROR(RefineShapes(arg_shapes, module_op));

  mlir::func::FuncOp main = module_op.lookupSymbol<mlir::func::FuncOp>("main");
  mlir::Block& block = main.getRegion().front();
  xla::XlaBuilder builder("main");

  // Create xla_params.
  std::vector<xla::XlaOp> xla_params;
  for (mlir::BlockArgument& arg : block.getArguments()) {
    auto num = arg.getArgNumber();

             << ")";
    }
  }
  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();

    SmallVectorImpl<OpVisitorState>& ops_to_visit,
    const llvm::SmallPtrSetImpl<Block*>& control_flow_blocks, Value token) {
  ops_to_visit.push_back({region_idx + 1, token, region_op});

  Region& region = region_op->getRegion(region_idx);
  assert(llvm::hasSingleElement(region));

  auto block_token = UpdateControlFlowBlockArgWithToken(builder, region.front(),
                                                        block_arg_types);

  ASSERT_TRUE(module_op);

  func::FuncOp main_fn = FindMainFuncOp(*module_op);
  ASSERT_THAT(main_fn, NotNull());

  auto if_op = FindOperationOfType<mlir::stablehlo::IfOp>(main_fn);
  Block& block = if_op->getRegion(0).front();
  Operation& add_op = *absl::c_find_if(block, [](Operation& entry) {
    return dyn_cast_or_null<::mlir::stablehlo::AddOp>(&entry);
  });
  EXPECT_TRUE(IsInStableHloOpRegion(&add_op));
}

		// can still help provide some client-side Envoy context when load balancing based on location.
		proxy.Locality = &core.Locality{
			Region:  proxy.XdsNode.Locality.GetRegion(),
			Zone:    proxy.XdsNode.Locality.GetZone(),
			SubZone: proxy.XdsNode.Locality.GetSubZone(),
		}
	}
	// add topology labels to proxy labels
	proxy.Labels = labelutil.AugmentLabels(
		proxy.Labels,