: public impl::ReplicateTensorListInitOpsPassBase<
          ReplicateTensorListInitOps> {
 public:
  void runOnOperation() override {
    getOperation().walk([](Operation* op) {
      if (auto tl_reserve = dyn_cast<TensorListReserveOp>(op)) {
        ReplicateTensorListForUses(tl_reserve);
      }
      if (auto tl_empty = dyn_cast<EmptyTensorListOp>(op)) {
        ReplicateTensorListForUses(tl_empty);
      }
    });
  }
};

// on `tf.TensorList*` ops.
std::optional<ConstBytesAttr> CustomOptions(MLIRContext* context,
                                            mlir::Operation* op) {
  if (auto reserve =
          llvm::dyn_cast_or_null<mlir::TF::TensorListReserveOp>(op)) {
    tflite::TensorType tflite_type =
        tflite::ConvertTypeToTensorType(reserve.getElementDtype());

    return CreateListReserveOptions(context, tflite_type);
  }

    rewriter.replaceOpWithNewOp<TF::FillOp>(op, result_type, list_shape, zero);
    return success();
  }
};

struct ConvertTensorListReserve
    : public ConvertTensorListInitOp<TF::TensorListReserveOp> {
  explicit ConvertTensorListReserve(MLIRContext *context,
                                    bool allow_tensorlist_pass_through,
                                    bool default_to_single_batch)

      // $element_shape
      CompileTimeConstantOperand<TF::TensorListFromTensorOp, 1>,
      // $element_shape, $num_elements
      CompileTimeConstantOperand<TF::TensorListReserveOp, 0, 1>,
      // $begin, $end, $strides
      CompileTimeConstantOperand<TF::TensorStridedSliceUpdateOp, 1, 2, 3>,
      CompileTimeConstantOperand<TF::TileOp, 1>,                // $multiples

  list.getHandle().replaceAllUsesWith(buffer);
  (*buffer_to_size)[buffer] = {size, /*fixed=*/false};
  list.erase();
  return success();
}

LogicalResult HandleTensorListReserveOp(
    TF::TensorListReserveOp list,
    llvm::SmallDenseMap<Value, SizeInfo>* buffer_to_size) {
  Value buffer;
  OpBuilder builder(list);
  llvm::SmallVector<int64_t, 8> element_shape;

      GET_OPERATION_NAME(mlir::TF::TensorArrayScatterV3Op),
      // Tensor List Ops.
      GET_OPERATION_NAME(mlir::TF::EmptyTensorListOp),
      GET_OPERATION_NAME(mlir::TF::TensorListReserveOp),
      GET_OPERATION_NAME(mlir::TF::TensorListFromTensorOp),
      GET_OPERATION_NAME(mlir::TF::TensorListPushBackOp),
      GET_OPERATION_NAME(mlir::TF::TensorListPopBackOp),

  return UnrankedTensorType::get(element_type);
}

// Returns true if the op creates a TensorList.
bool IsTensorListInitOp(Operation* op) {
  return isa<TensorListReserveOp>(op) || isa<EmptyTensorListOp>(op) ||
         isa<TensorListFromTensorOp>(op);
}

// Returns the `element_shape` operand of the ops that create a TensorList.
Value GetElementShapeOperand(Operation* op) {

      context);
}

//===----------------------------------------------------------------------===//
// TensorListReserveOp
//===----------------------------------------------------------------------===//

LogicalResult TensorListReserveOp::verify() {
  TensorListReserveOp op = *this;
  // This is required to populate derived attributes during export in a