"CustomOptions($_builder.getContext(), $0.getDefiningOp()).value()">;

class CreateStringAttr<string values> : NativeCodeCall<
  "$_builder.getStringAttr("# values #")">;

def LegalizeTensorListReserve : Pat<(TF_TensorListReserveOp:$tf_op $shape, $num_elements),
    (TFL_CustomOp (Size2InputRange $shape, $num_elements),
   (CreateStringAttr<"\"TensorListReserve\"">), (CustomOptions $tf_op))>;

  (TF_PartitionedCallOp
      (GetBatchFunctionOpArgOperands $src_op_res),
      $f,
      /*config=*/(CreateStringAttr<"">),
      /*config_proto=*/(CreateStringAttr<"">),

def ConvertAddToBiasAdd : Pat<
  (TF_AddV2Op
    (SupportedAffineOpMatcher $conv_out, $input, $weight),
    (TF_ConstOp:$add_rhs IsFloatElementsAttr:$add_rhs_value)),
  (TF_BiasAddOp $conv_out, $add_rhs, (CreateStringAttr<"NHWC">)),
  [(HasRankOf<1> $add_rhs_value),
   (HasEqualElementSize<[-1], [0]> $conv_out, $add_rhs)], [], (addBenefit -1)>;

// Convert conv+sub+mul pattern to conv+mul+add.

// See the function doc in the header file.
def GetPaddingArrayCeilMode: NativeCodeCall<"GetPaddingArrayCeilMode($_builder, (*$0.begin()).getDefiningOp<mhlo::CompositeOp>())">;

class CreateStringAttr<string values> : NativeCodeCall<
  "$_builder.getStringAttr("# values #")">;

// Creates an I64 array attribute with given values.
class CreateI64ArrayAttr<string values> : NativeCodeCall<
  "$_builder.getI64ArrayAttr("# values #")">;

// Creates a string attribute with given values.
class CreateStringAttr<string values> : NativeCodeCall<
  "$_builder.getStringAttr(\""# values #"\")">;

// Creates a new F32 type with the same shape as the given value.
def CloneTypeWithF32ElementType : NativeCodeCall<