enable_per_channel_quantization_);
  FrozenRewritePatternSet frozen_patterns(std::move(patterns));

  for (auto func : module_op.getOps<func::FuncOp>()) {
    removeAllStatsOp(func);
    if (failed(applyPatternsAndFoldGreedily(func, frozen_patterns))) {
      func.emitError() << "quant-prepare-quantize-drq failed.";
      signalPassFailure();
    }

      new ProcessFunctionLibraryRuntime(
          nullptr, Env::Default(), /*config=*/nullptr, TF_GRAPH_DEF_VERSION,
          flib_def, OptimizerOptions{}));
  FunctionLibraryRuntime* lib_runtime =
      pflr->GetFLR(ProcessFunctionLibraryRuntime::kDefaultFLRDevice);

  TF_ASSIGN_OR_RETURN(absl::flat_hash_set<Node*> nodes_related_to_ref_vars,
                      GetNodesRelatedToRefVariables(*graph, lib_runtime));

        }
    }

    /** */
    public static class Hoge {

        /** */
        public List<String> foo;

        /**
         * @return Set
         */
        public Set<Integer> getBar() {
            return null;
        }

        /**
         * @param date
         */
        public void setBaz(final Map<String, Date> date) {
        }

        /** */

    ArrayRef<int64_t> int64_array);

// Returns the first operation with the given type in the function.
template <typename OpType>
OpType FindOperationOfType(func::FuncOp function) {
  for (auto op : function.getBody().getOps<OpType>()) {
    return op;
  }
  return nullptr;
}

// Returns the first user of the given operation, optionally of the given
// type if provided. If there is no user or user of type, return nullptr.

            execResult.getOutput(),
            execResult.getTasks()
        );
    }

    private File createTestKitDir(TestKitDirProvider testKitDirProvider) {
        File dir = testKitDirProvider.getDir();
        if (dir.isDirectory()) {
            if (!dir.canWrite()) {
                throw new InvalidRunnerConfigurationException("Unable to write to test kit directory: " + dir.getAbsolutePath());
            }

    }

    private static File toDirectory(PropertyValidationContext context, Object value) {
        if (value instanceof ConfigurableFileTree) {
            return ((ConfigurableFileTree) value).getDir();
        }
        return toFile(context, value);
    }

    private static File toFile(PropertyValidationContext context, Object value) {
        return context.getFileResolver().resolve(value);
    }

// Deprecated: Use NameTable_NameInfo.ProtoReflect.Descriptor instead.
func (*NameTable_NameInfo) Descriptor() ([]byte, []int) {
	return file_dns_proto_nds_proto_rawDescGZIP(), []int{0, 0}
}

func (x *NameTable_NameInfo) GetIps() []string {
	if x != nil {
		return x.Ips
	}
	return nil
}

func (x *NameTable_NameInfo) GetRegistry() string {
	if x != nil {
		return x.Registry
	}
	return ""
}

    }
  }
}

void RaiseTargetSubgraphsPass::runOnOperation() {
  ModuleOp module = getOperation();
  auto& side_effect_analysis = getAnalysis<TF::SideEffectAnalysis>();
  SmallVector<func::FuncOp> funcs(module.getOps<func::FuncOp>());
  int func_count = -1;
  for (auto func : funcs) {
    const auto& info = side_effect_analysis.GetAnalysisForFunc(func);
    for (auto& block : func) {

  if (!module_or.status().ok()) {
    LOG(ERROR) << "Graph import failed: " << module_or.status();
    return module_or.status();
  }
  auto& module = module_or.value();
  std::srand(0);
  for (auto fn : module->getOps<mlir::func::FuncOp>()) {
    for (auto& bb : fn) {
      for (auto& inst : bb) {
        auto attr_id = mlir::StringAttr::get(context, "value");
        if (auto attr = inst.getAttrOfType<mlir::ElementsAttr>(attr_id)) {

void SetAllVarIsInitializedToTrue(Block* block) {
  auto builder = OpBuilder::atBlockBegin(block);
  TF::ConstOp const_true = nullptr;
  for (auto op :
       llvm::make_early_inc_range(block->getOps<TF::VarIsInitializedOp>())) {
    builder.setInsertionPoint(op);
    if (!const_true)
      const_true = builder.create<TF::ConstOp>(
          op.getLoc(),
          DenseIntElementsAttr::get(