static Operation* CallFn(Location loc, const std::function<Value(int)>& get_arg,
                         func::FuncOp fn, OpBuilder* builder) {
  FunctionType fn_type = fn.getFunctionType();
  llvm::SmallVector<Value, 4> operands;
  int num_operands = fn_type.getNumInputs();
  operands.reserve(num_operands);
  for (int i = 0; i < num_operands; ++i) {
    Value val = get_arg(i);
    Type expected = fn_type.getInput(i);

  LogicalResult matchAndRewrite(quantfork::DequantizeCastOp dq_op,
                                PatternRewriter& rewriter) const override {
    auto q_op = dq_op.getArg().getDefiningOp<quantfork::QuantizeCastOp>();
    if (!q_op) return failure();

    dq_op.replaceAllUsesWith(q_op.getArg());
    return success();
  }
};

class QuantizeSameScaleOpsPattern
    : public OpRewritePattern<quantfork::DequantizeCastOp> {
 public:

        verify_ctx.addSubst(value.name, formatv("op->getResult({0})", i));
    }
    GenOperandResultVerifier(os, def->getValueAsDag("arguments")->getArgs(),
                             "operand");
    GenOperandResultVerifier(os, def->getValueAsDag("results")->getArgs(),
                             "result");

    for (auto &trait : op.getTraits()) {
      if (!trait.getDef().isSubClassOf("GenInternalOpTrait")) {

    if (preceding_cast.getArg().getDefiningOp()) {
      auto redundant_cast = preceding_cast.getArg().getDefiningOp<CastOp>();
      if (!redundant_cast || redundant_cast.getArg().getType() !=
                                 preceding_cast.getOut().getType()) {
        return failure();
      }
      raw_data_op.getOutput().replaceAllUsesWith(redundant_cast.getArg());
    } else {

        field_annotation_is_scalar(sub_annotation)
        for sub_annotation in get_args(annotation)
    )


def is_bytes_or_nonable_bytes_annotation(annotation: Any) -> bool:
    if lenient_issubclass(annotation, bytes):
        return True
    origin = get_origin(annotation)
    if origin is Union or origin is UnionType:
        for arg in get_args(annotation):
            if lenient_issubclass(arg, bytes):

     */
    public enum Output {
        FILE,
        TCP_SERVER,
        TCP_CLIENT,
        NONE;

        /**
         * Gets type in format of agent argument.
         */
        public String getAsArg() {
            return toString().toLowerCase(Locale.US).replaceAll("_", "");
        }
    }

    private final JacocoAgentJar agent;
    private final JavaForkOptions task;

    private boolean enabled = true;

                                PatternRewriter& rewriter) const override {
    auto preceding_qcast =
        q_op.getArg().getDefiningOp<quantfork::QuantizeCastOp>();
    if (!preceding_qcast) return failure();

    auto new_qcast = rewriter.create<quantfork::QuantizeCastOp>(
        q_op.getLoc(), q_op.getType(), preceding_qcast.getArg());
    new_qcast->setAttr(kVolatileOpAttrName, rewriter.getUnitAttr());
    q_op->replaceAllUsesWith(new_qcast);

    if (!tensor_type) return cast_op.getArg();

    auto attr_names = tensor_type.getAttrKeys();
    if (attr_names.empty() || attr_names.size() > 1) return cast_op.getArg();
    StringRef tfr_type_attr = attr_names[0].getValue();
    if (!fixed_elt_type_attrs_.contains(tfr_type_attr)) return cast_op.getArg();

    Type result_elt_type = GetFixedElementType(tfr_type_attr, rewriter);

      auto in_rtt =
          llvm::dyn_cast<RankedTensorType>(cst_arg->getResult(0).getType());

      auto inverse_type =
          RankedTensorType::get(PermuteShape(in_rtt.getShape(), inverse_perm),
                                in_rtt.getElementType());

      tposed_const = rewriter.create<TFL::TransposeOp>(
          cst_arg->getLoc(), inverse_type, cst_arg->getResult(0),
          inverse_perm_op);
    }

                  receiver: GET_VAR '<this>: <root>.Operation.Add declared in <root>.Operation.Add.<get-firstValue>' type=<root>.Operation.Add origin=null
        PROPERTY name:secondValue visibility:public modality:FINAL [val]
          FIELD PROPERTY_BACKING_FIELD name:secondValue type:kotlin.Int visibility:private [final]
            EXPRESSION_BODY