auto pjrt_device =
      pjrt_client_->LookupAddressableDevice(device_->parsed_name().id);
  TF_EXPECT_OK(pjrt_device.status());

  std::vector<xla::PjRtBuffer*> exec_args;
  exec_args.reserve(input_mapping.size());
  absl::flat_hash_set<int> non_donatable_input_indices;
  TF_EXPECT_OK(PreparePjRtExecutableArguments(
      num_missing_prefix_ctx_inputs, input_mapping, inputs,
      GetVariableSnapshots(variables),

		return err
	}
	if err := Convert_v1_PluginSet_To_config_PluginSet(&in.Score, &out.Score, s); err != nil {
		return err
	}
	if err := Convert_v1_PluginSet_To_config_PluginSet(&in.Reserve, &out.Reserve, s); err != nil {
		return err
	}
	if err := Convert_v1_PluginSet_To_config_PluginSet(&in.Permit, &out.Permit, s); err != nil {
		return err
	}

      // Convert values.
      std::vector<Eigen::half> new_values;
      const DenseFPElementsAttr value_attr =
          mlir::cast<DenseFPElementsAttr>(op.getValue());
      new_values.reserve(value_attr.getNumElements());

      for (const float value : value_attr.getValues<float>()) {
        new_values.push_back(Eigen::half(
            std::min(std::max(value, kMinFloat16Value), kMaxFloat16Value)));

	in.PreFilter.DeepCopyInto(&out.PreFilter)
	in.Filter.DeepCopyInto(&out.Filter)
	in.PostFilter.DeepCopyInto(&out.PostFilter)
	in.PreScore.DeepCopyInto(&out.PreScore)
	in.Score.DeepCopyInto(&out.Score)
	in.Reserve.DeepCopyInto(&out.Reserve)
	in.Permit.DeepCopyInto(&out.Permit)
	in.PreBind.DeepCopyInto(&out.PreBind)
	in.Bind.DeepCopyInto(&out.Bind)
	in.PostBind.DeepCopyInto(&out.PostBind)
	in.MultiPoint.DeepCopyInto(&out.MultiPoint)

   */
  @CanIgnoreReturnValue
  public double acquire(int permits) {
    long microsToWait = reserve(permits);
    stopwatch.sleepMicrosUninterruptibly(microsToWait);
    return 1.0 * microsToWait / SECONDS.toMicros(1L);
  }

  /**
   * Reserves the given number of permits from this {@code RateLimiter} for future use, returning

                                   std::vector<Status>* status) {
  if (ops_->paths_exist == nullptr)
    return FileSystem::FilesExist(files, token, status);

  std::vector<char*> translated_names;
  translated_names.reserve(files.size());
  for (int i = 0; i < files.size(); i++)
    translated_names.push_back(strdup(TranslateName(files[i]).c_str()));

  bool result;
  if (status == nullptr) {

	// Transition from C ABI to Go ABI.
	PUSH_REGS_HOST_TO_ABI0()

	// Set up ABIInternal environment: g in R14, cleared X15.
	get_tls(R12)
	MOVQ	g(R12), R14
	PXOR	X15, X15

	// Reserve space for spill slots.
	NOP	SP		// disable vet stack checking
	ADJSP   $24

	// Call into the Go signal handler
	MOVQ	DI, AX	// sig
	MOVQ	SI, BX	// info
	MOVQ	DX, CX	// ctx

        continue;
      }

      // Collect all the quantized inputs and "clone" the matched op by these
      // inputs.
      SmallVector<Value, 4> inputs;
      inputs.reserve(quantizing_op->getNumOperands());
      for (const auto& operand : quantizing_op->getOperands()) {
        Type operand_type = operand.getType();
        if (operand_type.isa<NoneType>()) {

                                            int index,
                                            const QuantParamsEntry &info) {
  if (info.params_size() == 0) return;

  SmallVector<APFloat, 4> min_maxs;
  min_maxs.reserve(info.params_size() * 2);
  for (const auto &param : info.params()) {
    llvm::APFloat min(param.min_max().min());
    llvm::APFloat max(param.min_max().max());
    min_maxs.push_back(min);
    min_maxs.push_back(max);

            const tensorflow::protobuf::RepeatedPtrField<
                tensorflow::OpDef::ArgDef>& args,
            llvm::StringRef attr_name) {
          std::vector<int32_t> values;
          values.reserve(args.size());
          for (const auto& arg : args) {
            auto range = arg_ranges.at(arg.name());
            values.push_back(range.second - range.first);
          }
          auto attr_value =