ConfinedAttr<I64Attr, [IntMinValue<0>]>:$num_args,
    I64ArrayAttr:$strides,
    TF_AnyStrAttrOf<["SAME", "VALID", "EXPLICIT"]>:$padding,
    DefaultValuedOptionalAttr<I64ArrayAttr, "{}">:$explicit_paddings,
    DefaultValuedOptionalAttr<TF_AnyStrAttrOf<["NHWC", "NCHW", "NCHW_VECT_C"]>, "\"NHWC\"">:$data_format,
    DefaultValuedOptionalAttr<TF_AnyStrAttrOf<["HWIO", "OIHW", "OIHW_VECT_I"]>, "\"HWIO\"">:$filter_format,

//   allow num_slices > 1, and allow non default arguments for $mode,
//   $narrow_range, and $axis.
def LowerDequantizeOp : Pat<
  (TF_DequantizeOp:$result
    $input, $min_range, $max_range,
    TF_AnyStrAttrOf<["MIN_COMBINED"]>:$mode,
    ConstBoolAttrFalse:$narrow_range,
    ConstantAttr<I64Attr, "-1">:$axis),
  (TF_CastOp
    (TF_AddV2Op
      (TF_MulOp
        (TF_AddV2Op