archive_policies.py

# Policy found on CIFAR-10 and CIFAR-100
from __future__ import absolute_import
from __future__ import division
from __future__ import print_function

from collections import defaultdict

from operations import get_augment, augment_list


def arsaug_policy():
    exp0_0 = [
        [('Solarize', 0.66, 0.34), ('Equalize', 0.56, 0.61)],
        [('Equalize', 0.43, 0.06), ('AutoContrast', 0.66, 0.08)],
        [('Color', 0.72, 0.47), ('Contrast', 0.88, 0.86)],
        [('Brightness', 0.84, 0.71), ('Color', 0.31, 0.74)],
        [('Rotate', 0.68, 0.26), ('TranslateX', 0.38, 0.88)]]
    exp0_1 = [
        [('TranslateY', 0.88, 0.96), ('TranslateY', 0.53, 0.79)],
        [('AutoContrast', 0.44, 0.36), ('Solarize', 0.22, 0.48)],
        [('AutoContrast', 0.93, 0.32), ('Solarize', 0.85, 0.26)],
        [('Solarize', 0.55, 0.38), ('Equalize', 0.43, 0.48)],
        [('TranslateY', 0.72, 0.93), ('AutoContrast', 0.83, 0.95)]]
    exp0_2 = [
        [('Solarize', 0.43, 0.58), ('AutoContrast', 0.82, 0.26)],
        [('TranslateY', 0.71, 0.79), ('AutoContrast', 0.81, 0.94)],
        [('AutoContrast', 0.92, 0.18), ('TranslateY', 0.77, 0.85)],
        [('Equalize', 0.71, 0.69), ('Color', 0.23, 0.33)],
        [('Sharpness', 0.36, 0.98), ('Brightness', 0.72, 0.78)]]
    exp0_3 = [
        [('Equalize', 0.74, 0.49), ('TranslateY', 0.86, 0.91)],
        [('TranslateY', 0.82, 0.91), ('TranslateY', 0.96, 0.79)],
        [('AutoContrast', 0.53, 0.37), ('Solarize', 0.39, 0.47)],
        [('TranslateY', 0.22, 0.78), ('Color', 0.91, 0.65)],
        [('Brightness', 0.82, 0.46), ('Color', 0.23, 0.91)]]
    exp0_4 = [
        [('Cutout', 0.27, 0.45), ('Equalize', 0.37, 0.21)],
        [('Color', 0.43, 0.23), ('Brightness', 0.65, 0.71)],
        [('ShearX', 0.49, 0.31), ('AutoContrast', 0.92, 0.28)],
        [('Equalize', 0.62, 0.59), ('Equalize', 0.38, 0.91)],
        [('Solarize', 0.57, 0.31), ('Equalize', 0.61, 0.51)]]

    exp0_5 = [
        [('TranslateY', 0.29, 0.35), ('Sharpness', 0.31, 0.64)],
        [('Color', 0.73, 0.77), ('TranslateX', 0.65, 0.76)],
        [('ShearY', 0.29, 0.74), ('Posterize', 0.42, 0.58)],
        [('Color', 0.92, 0.79), ('Equalize', 0.68, 0.54)],
        [('Sharpness', 0.87, 0.91), ('Sharpness', 0.93, 0.41)]]
    exp0_6 = [
        [('Solarize', 0.39, 0.35), ('Color', 0.31, 0.44)],
        [('Color', 0.33, 0.77), ('Color', 0.25, 0.46)],
        [('ShearY', 0.29, 0.74), ('Posterize', 0.42, 0.58)],
        [('AutoContrast', 0.32, 0.79), ('Cutout', 0.68, 0.34)],
        [('AutoContrast', 0.67, 0.91), ('AutoContrast', 0.73, 0.83)]]

    return exp0_0 + exp0_1 + exp0_2 + exp0_3 + exp0_4 + exp0_5 + exp0_6


def autoaug2arsaug(f):
    def autoaug():
        mapper = defaultdict(lambda: lambda x: x)
        mapper.update({
            'ShearX': lambda x: float_parameter(x, 0.3),
            'ShearY': lambda x: float_parameter(x, 0.3),
            'TranslateX': lambda x: int_parameter(x, 10),
            'TranslateY': lambda x: int_parameter(x, 10),
            'Rotate': lambda x: int_parameter(x, 30),
            'Solarize': lambda x: 256 - int_parameter(x, 256),
            'Posterize2': lambda x: 4 - int_parameter(x, 4),
            'Contrast': lambda x: float_parameter(x, 1.8) + .1,
            'Color': lambda x: float_parameter(x, 1.8) + .1,
            'Brightness': lambda x: float_parameter(x, 1.8) + .1,
            'Sharpness': lambda x: float_parameter(x, 1.8) + .1,
            'CutoutAbs': lambda x: int_parameter(x, 20)
        })

        def low_high(name, prev_value):
            _, low, high = get_augment(name)
            return float(prev_value - low) / (high - low)

        policies = f()
        new_policies = []
        for policy in policies:
            new_policies.append([(name, pr, low_high(name, mapper[name](level))) for name, pr, level in policy])
        return new_policies

    return autoaug


@autoaug2arsaug
def autoaug_paper_cifar10():
    return [
        [('Invert', 0.1, 7), ('Contrast', 0.2, 6)],
        [('Rotate', 0.7, 2), ('TranslateXAbs', 0.3, 9)],
        [('Sharpness', 0.8, 1), ('Sharpness', 0.9, 3)],
        [('ShearY', 0.5, 8), ('TranslateYAbs', 0.7, 9)],
        [('AutoContrast', 0.5, 8), ('Equalize', 0.9, 2)],
        [('ShearY', 0.2, 7), ('Posterize2', 0.3, 7)],
        [('Color', 0.4, 3), ('Brightness', 0.6, 7)],
        [('Sharpness', 0.3, 9), ('Brightness', 0.7, 9)],
        [('Equalize', 0.6, 5), ('Equalize', 0.5, 1)],
        [('Contrast', 0.6, 7), ('Sharpness', 0.6, 5)],
        [('Color', 0.7, 7), ('TranslateXAbs', 0.5, 8)],
        [('Equalize', 0.3, 7), ('AutoContrast', 0.4, 8)],
        [('TranslateYAbs', 0.4, 3), ('Sharpness', 0.2, 6)],
        [('Brightness', 0.9, 6), ('Color', 0.2, 6)],
        [('Solarize', 0.5, 2), ('Invert', 0.0, 3)],
        [('Equalize', 0.2, 0), ('AutoContrast', 0.6, 0)],
        [('Equalize', 0.2, 8), ('Equalize', 0.6, 4)],
        [('Color', 0.9, 9), ('Equalize', 0.6, 6)],
        [('AutoContrast', 0.8, 4), ('Solarize', 0.2, 8)],
        [('Brightness', 0.1, 3), ('Color', 0.7, 0)],
        [('Solarize', 0.4, 5), ('AutoContrast', 0.9, 3)],
        [('TranslateYAbs', 0.9, 9), ('TranslateYAbs', 0.7, 9)],
        [('AutoContrast', 0.9, 2), ('Solarize', 0.8, 3)],
        [('Equalize', 0.8, 8), ('Invert', 0.1, 3)],
        [('TranslateYAbs', 0.7, 9), ('AutoContrast', 0.9, 1)],
    ]

@autoaug2arsaug
def autoaug_paper_svhn():
    return [
        [('ShearX', 0.9, 4), ('Invert', 0.2, 3)],
        [('ShearY', 0.9, 8), ('Invert', 0.7, 5)],
        [('Equalize', 0.6, 5), ('Solarize', 0.6, 6)],
        [('Invert', 0.9, 3), ('Equalize', 0.6, 3)],
        [('Equalize', 0.6, 1), ('Rotate', 0.9, 3)],

        [('ShearX', 0.9, 4), ('AutoContrast', 0.8, 3)],
        [('ShearY', 0.9, 8), ('Invert', 0.4, 5)],
        [('ShearY', 0.9, 5), ('Solarize', 0.2, 6)],
        [('Invert', 0.9, 6), ('AutoContrast', 0.8, 1)],
        [('Equalize', 0.6, 3), ('Rotate', 0.9, 3)],

        [('ShearX', 0.9, 4), ('Solarize', 0.3, 3)],
        [('ShearY', 0.8, 8), ('Invert', 0.7, 4)],
        [('Equalize', 0.9, 5), ('TranslateYAbs', 0.6, 6)],
        [('Invert', 0.9, 4), ('Equalize', 0.6, 7)],
        [('Contrast', 0.3, 3), ('Rotate', 0.8, 4)],

        [('Invert', 0.8, 5), ('TranslateYAbs', 0.0, 2)],
        [('ShearY', 0.7, 6), ('Solarize', 0.4, 8)],
        [('Invert', 0.6, 4), ('Rotate', 0.8, 4)],
        [('ShearY', 0.3, 7), ('TranslateXAbs', 0.9, 3)],
        [('ShearX', 0.1, 6), ('Invert', 0.6, 5)],

        [('Solarize', 0.7, 2), ('TranslateYAbs', 0.6, 7)],
        [('ShearY', 0.8, 4), ('Invert', 0.8, 8)],
        [('ShearX', 0.7, 9), ('TranslateYAbs', 0.8, 3)],
        [('ShearY', 0.8, 5), ('AutoContrast', 0.7, 3)],
        [('ShearX', 0.7, 2), ('Invert', 0.1, 5)],
    ]

@autoaug2arsaug
def autoaug_policy():
    """AutoAugment policies found on Cifar."""
    exp0_0 = [
        [('Invert', 0.1, 7), ('Contrast', 0.2, 6)],
        [('Rotate', 0.7, 2), ('TranslateXAbs', 0.3, 9)],
        [('Sharpness', 0.8, 1), ('Sharpness', 0.9, 3)],
        [('ShearY', 0.5, 8), ('TranslateYAbs', 0.7, 9)],
        [('AutoContrast', 0.5, 8), ('Equalize', 0.9, 2)]]
    exp0_1 = [
        [('Solarize', 0.4, 5), ('AutoContrast', 0.9, 3)],
        [('TranslateYAbs', 0.9, 9), ('TranslateYAbs', 0.7, 9)],
        [('AutoContrast', 0.9, 2), ('Solarize', 0.8, 3)],
        [('Equalize', 0.8, 8), ('Invert', 0.1, 3)],
        [('TranslateYAbs', 0.7, 9), ('AutoContrast', 0.9, 1)]]
    exp0_2 = [
        [('Solarize', 0.4, 5), ('AutoContrast', 0.0, 2)],
        [('TranslateYAbs', 0.7, 9), ('TranslateYAbs', 0.7, 9)],
        [('AutoContrast', 0.9, 0), ('Solarize', 0.4, 3)],
        [('Equalize', 0.7, 5), ('Invert', 0.1, 3)],
        [('TranslateYAbs', 0.7, 9), ('TranslateYAbs', 0.7, 9)]]
    exp0_3 = [
        [('Solarize', 0.4, 5), ('AutoContrast', 0.9, 1)],
        [('TranslateYAbs', 0.8, 9), ('TranslateYAbs', 0.9, 9)],
        [('AutoContrast', 0.8, 0), ('TranslateYAbs', 0.7, 9)],
        [('TranslateYAbs', 0.2, 7), ('Color', 0.9, 6)],
        [('Equalize', 0.7, 6), ('Color', 0.4, 9)]]
    exp1_0 = [
        [('ShearY', 0.2, 7), ('Posterize2', 0.3, 7)],
        [('Color', 0.4, 3), ('Brightness', 0.6, 7)],
        [('Sharpness', 0.3, 9), ('Brightness', 0.7, 9)],
        [('Equalize', 0.6, 5), ('Equalize', 0.5, 1)],
        [('Contrast', 0.6, 7), ('Sharpness', 0.6, 5)]]
    exp1_1 = [
        [('Brightness', 0.3, 7), ('AutoContrast', 0.5, 8)],
        [('AutoContrast', 0.9, 4), ('AutoContrast', 0.5, 6)],
        [('Solarize', 0.3, 5), ('Equalize', 0.6, 5)],
        [('TranslateYAbs', 0.2, 4), ('Sharpness', 0.3, 3)],
        [('Brightness', 0.0, 8), ('Color', 0.8, 8)]]
    exp1_2 = [
        [('Solarize', 0.2, 6), ('Color', 0.8, 6)],
        [('Solarize', 0.2, 6), ('AutoContrast', 0.8, 1)],
        [('Solarize', 0.4, 1), ('Equalize', 0.6, 5)],
        [('Brightness', 0.0, 0), ('Solarize', 0.5, 2)],
        [('AutoContrast', 0.9, 5), ('Brightness', 0.5, 3)]]
    exp1_3 = [
        [('Contrast', 0.7, 5), ('Brightness', 0.0, 2)],
        [('Solarize', 0.2, 8), ('Solarize', 0.1, 5)],
        [('Contrast', 0.5, 1), ('TranslateYAbs', 0.2, 9)],
        [('AutoContrast', 0.6, 5), ('TranslateYAbs', 0.0, 9)],
        [('AutoContrast', 0.9, 4), ('Equalize', 0.8, 4)]]
    exp1_4 = [
        [('Brightness', 0.0, 7), ('Equalize', 0.4, 7)],
        [('Solarize', 0.2, 5), ('Equalize', 0.7, 5)],
        [('Equalize', 0.6, 8), ('Color', 0.6, 2)],
        [('Color', 0.3, 7), ('Color', 0.2, 4)],
        [('AutoContrast', 0.5, 2), ('Solarize', 0.7, 2)]]
    exp1_5 = [
        [('AutoContrast', 0.2, 0), ('Equalize', 0.1, 0)],
        [('ShearY', 0.6, 5), ('Equalize', 0.6, 5)],
        [('Brightness', 0.9, 3), ('AutoContrast', 0.4, 1)],
        [('Equalize', 0.8, 8), ('Equalize', 0.7, 7)],
        [('Equalize', 0.7, 7), ('Solarize', 0.5, 0)]]
    exp1_6 = [
        [('Equalize', 0.8, 4), ('TranslateYAbs', 0.8, 9)],
        [('TranslateYAbs', 0.8, 9), ('TranslateYAbs', 0.6, 9)],
        [('TranslateYAbs', 0.9, 0), ('TranslateYAbs', 0.5, 9)],
        [('AutoContrast', 0.5, 3), ('Solarize', 0.3, 4)],
        [('Solarize', 0.5, 3), ('Equalize', 0.4, 4)]]
    exp2_0 = [
        [('Color', 0.7, 7), ('TranslateXAbs', 0.5, 8)],
        [('Equalize', 0.3, 7), ('AutoContrast', 0.4, 8)],
        [('TranslateYAbs', 0.4, 3), ('Sharpness', 0.2, 6)],
        [('Brightness', 0.9, 6), ('Color', 0.2, 8)],
        [('Solarize', 0.5, 2), ('Invert', 0.0, 3)]]
    exp2_1 = [
        [('AutoContrast', 0.1, 5), ('Brightness', 0.0, 0)],
        [('CutoutAbs', 0.2, 4), ('Equalize', 0.1, 1)],
        [('Equalize', 0.7, 7), ('AutoContrast', 0.6, 4)],
        [('Color', 0.1, 8), ('ShearY', 0.2, 3)],
        [('ShearY', 0.4, 2), ('Rotate', 0.7, 0)]]
    exp2_2 = [
        [('ShearY', 0.1, 3), ('AutoContrast', 0.9, 5)],
        [('TranslateYAbs', 0.3, 6), ('CutoutAbs', 0.3, 3)],
        [('Equalize', 0.5, 0), ('Solarize', 0.6, 6)],
        [('AutoContrast', 0.3, 5), ('Rotate', 0.2, 7)],
        [('Equalize', 0.8, 2), ('Invert', 0.4, 0)]]
    exp2_3 = [
        [('Equalize', 0.9, 5), ('Color', 0.7, 0)],
        [('Equalize', 0.1, 1), ('ShearY', 0.1, 3)],
        [('AutoContrast', 0.7, 3), ('Equalize', 0.7, 0)],
        [('Brightness', 0.5, 1), ('Contrast', 0.1, 7)],
        [('Contrast', 0.1, 4), ('Solarize', 0.6, 5)]]
    exp2_4 = [
        [('Solarize', 0.2, 3), ('ShearX', 0.0, 0)],
        [('TranslateXAbs', 0.3, 0), ('TranslateXAbs', 0.6, 0)],
        [('Equalize', 0.5, 9), ('TranslateYAbs', 0.6, 7)],
        [('ShearX', 0.1, 0), ('Sharpness', 0.5, 1)],
        [('Equalize', 0.8, 6), ('Invert', 0.3, 6)]]
    exp2_5 = [
        [('AutoContrast', 0.3, 9), ('CutoutAbs', 0.5, 3)],
        [('ShearX', 0.4, 4), ('AutoContrast', 0.9, 2)],
        [('ShearX', 0.0, 3), ('Posterize2', 0.0, 3)],
        [('Solarize', 0.4, 3), ('Color', 0.2, 4)],
        [('Equalize', 0.1, 4), ('Equalize', 0.7, 6)]]
    exp2_6 = [
        [('Equalize', 0.3, 8), ('AutoContrast', 0.4, 3)],
        [('Solarize', 0.6, 4), ('AutoContrast', 0.7, 6)],
        [('AutoContrast', 0.2, 9), ('Brightness', 0.4, 8)],
        [('Equalize', 0.1, 0), ('Equalize', 0.0, 6)],
        [('Equalize', 0.8, 4), ('Equalize', 0.0, 4)]]
    exp2_7 = [
        [('Equalize', 0.5, 5), ('AutoContrast', 0.1, 2)],
        [('Solarize', 0.5, 5), ('AutoContrast', 0.9, 5)],
        [('AutoContrast', 0.6, 1), ('AutoContrast', 0.7, 8)],
        [('Equalize', 0.2, 0), ('AutoContrast', 0.1, 2)],
        [('Equalize', 0.6, 9), ('Equalize', 0.4, 4)]]
    exp0s = exp0_0 + exp0_1 + exp0_2 + exp0_3
    exp1s = exp1_0 + exp1_1 + exp1_2 + exp1_3 + exp1_4 + exp1_5 + exp1_6
    exp2s = exp2_0 + exp2_1 + exp2_2 + exp2_3 + exp2_4 + exp2_5 + exp2_6 + exp2_7

    return exp0s + exp1s + exp2s


PARAMETER_MAX = 10


def float_parameter(level, maxval):
    return float(level) * maxval / PARAMETER_MAX


def int_parameter(level, maxval):
    return int(float_parameter(level, maxval))


def no_duplicates(f):
    def wrap_remove_duplicates():
        policies = f()
        return remove_deplicates(policies)

    return wrap_remove_duplicates


def remove_deplicates(policies):
    s = set()
    new_policies = []
    for ops in policies:
        key = []
        for op in ops:
            key.append(op[0])
        key = '_'.join(key)
        if key in s:
            continue
        else:
            s.add(key)
            new_policies.append(ops)

    return new_policies


def fa_reduced_cifar10():
    p = [[["Contrast", 0.8320659688593578, 0.49884310562180767], ["TranslateX", 0.41849883971249136, 0.394023086494538]], [["Color", 0.3500483749890918, 0.43355143929883955], ["Color", 0.5120716140300229, 0.7508299643325016]], [["Rotate", 0.9447932604389472, 0.29723465088990375], ["Sharpness", 0.1564936149799504, 0.47169309978091745]], [["Rotate", 0.5430015349185097, 0.6518626678905443], ["Color", 0.5694844928020679, 0.3494533005430269]], [["AutoContrast", 0.5558922032451064, 0.783136004977799], ["TranslateY", 0.683914191471972, 0.7597025305860181]], [["TranslateX", 0.03489224481658926, 0.021025488042663354], ["Equalize", 0.4788637403857401, 0.3535481281496117]], [["Sharpness", 0.6428916269794158, 0.22791511918580576], ["Contrast", 0.016014045073950323, 0.26811312269487575]], [["Rotate", 0.2972727228410451, 0.7654251516829896], ["AutoContrast", 0.16005809254943348, 0.5380523650108116]], [["Contrast", 0.5823671057717301, 0.7521166301398389], ["TranslateY", 0.9949449214751978, 0.9612671341689751]], [["Equalize", 0.8372126687702321, 0.6944127225621206], ["Rotate", 0.25393282929784755, 0.3261658365286546]], [["Invert", 0.8222011603194572, 0.6597915864008403], ["Posterize", 0.31858707654447327, 0.9541013715579584]], [["Sharpness", 0.41314621282107045, 0.9437344470879956], ["Cutout", 0.6610495837889337, 0.674411664255093]], [["Contrast", 0.780121736705407, 0.40826152397463156], ["Color", 0.344019192125256, 0.1942922781355767]], [["Rotate", 0.17153139555621344, 0.798745732456474], ["Invert", 0.6010555860501262, 0.320742172554767]], [["Invert", 0.26816063450777416, 0.27152062163148327], ["Equalize", 0.6786829200236982, 0.7469412443514213]], [["Contrast", 0.3920564414367518, 0.7493644582838497], ["TranslateY", 0.8941657805606704, 0.6580846856375955]], [["Equalize", 0.875509207399372, 0.9061130537645283], ["Cutout", 0.4940280679087308, 0.7896229623628276]], [["Contrast", 0.3331423298065147, 0.7170041362529597], ["ShearX", 0.7425484291842793, 0.5285117152426109]], [["Equalize", 0.97344237365026, 0.4745759720473106], ["TranslateY", 0.055863458430295276, 0.9625142022954672]], [["TranslateX", 0.6810614083109192, 0.7509937355495521], ["TranslateY", 0.3866463019475701, 0.5185481505576112]], [["Sharpness", 0.4751529944753671, 0.550464012488733], ["Cutout", 0.9472914750534814, 0.5584925992985023]], [["Contrast", 0.054606784909375095, 0.17257080196712182], ["Cutout", 0.6077026782754803, 0.7996504165944938]], [["ShearX", 0.328798428243695, 0.2769563264079157], ["Cutout", 0.9037632437023772, 0.4915809476763595]], [["Cutout", 0.6891202672363478, 0.9951490996172914], ["Posterize", 0.06532762462628705, 0.4005246609075227]], [["TranslateY", 0.6908583592523334, 0.725612120376128], ["Rotate", 0.39907735501746666, 0.36505798032223147]], [["TranslateX", 0.10398364107399072, 0.5913918470536627], ["Rotate", 0.7169811539340365, 0.8283850670648724]], [["ShearY", 0.9526373530768361, 0.4482347365639251], ["Contrast", 0.4203947336351471, 0.41526799558953864]], [["Contrast", 0.24894431199700073, 0.09578870500994707], ["Solarize", 0.2273713345927395, 0.6214942914963707]], [["TranslateX", 0.06331228870032912, 0.8961907489444944], ["Cutout", 0.5110007859958743, 0.23704875994050723]], [["Cutout", 0.3769183548846172, 0.6560944580253987], ["TranslateY", 0.7201924599434143, 0.4132476526938319]], [["Invert", 0.6707431156338866, 0.11622795952464149], ["Posterize", 0.12075972752370845, 0.18024933294172307]], [["Color", 0.5010057264087142, 0.5277767327434318], ["Rotate", 0.9486115946366559, 0.31485546630220784]], [["ShearX", 0.31741302466630406, 0.1991215806270692], ["Invert", 0.3744727015523084, 0.6914113986757578]], [["Brightness", 0.40348479064392617, 0.8924182735724888], ["Brightness", 0.1973098763857779, 0.3939288933689655]], [["Color", 0.01208688664030888, 0.6055693000885217], ["Equalize", 0.433259451147881, 0.420711137966155]], [["Cutout", 0.2620018360076487, 0.11594468278143644], ["Rotate", 0.1310401567856766, 0.7244318146544101]], [["ShearX", 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[["Rotate", 0.9669262055946796, 0.510166180775991], ["TranslateX", 0.8990602034610352, 0.6657802719304693]], [["ShearY", 0.5453049050407278, 0.8476872739603525], ["Cutout", 0.14226529093962592, 0.15756960661106634]], [["Equalize", 0.5895291156113004, 0.6797218994447763], ["TranslateY", 0.3541442192192753, 0.05166001155849864]], [["Equalize", 0.39530681662726097, 0.8448335365081087], ["Brightness", 0.6785483272734143, 0.8805568647038574]], [["Cutout", 0.28633258271917905, 0.7750870268336066], ["Equalize", 0.7221097824537182, 0.5865506280531162]], [["Posterize", 0.9044429629421187, 0.4620266401793388], ["Invert", 0.1803008045494473, 0.8073190766288534]], [["Sharpness", 0.7054649148075851, 0.3877207948962055], ["TranslateX", 0.49260224225927285, 0.8987462620731029]], [["Sharpness", 0.11196934729294483, 0.5953704422694938], ["Contrast", 0.13969334315069737, 0.19310569898434204]], [["Posterize", 0.5484346101051778, 0.7914140118600685], ["Brightness", 0.6428044691630473, 0.18811316670808076]], [["Invert", 0.22294834094984717, 0.05173157689962704], ["Cutout", 0.6091129168510456, 0.6280845506243643]], [["AutoContrast", 0.5726444076195267, 0.2799840903601295], ["Cutout", 0.3055752727786235, 0.591639807512993]], [["Brightness", 0.3707116723204462, 0.4049175910826627], ["Rotate", 0.4811601625588309, 0.2710760253723644]], [["ShearY", 0.627791719653608, 0.6877498291550205], ["TranslateX", 0.8751753308366824, 0.011164650018719358]], [["Posterize", 0.33832547954522263, 0.7087039872581657], ["Posterize", 0.6247474435007484, 0.7707784192114796]], [["Contrast", 0.17620186308493468, 0.9946224854942095], ["Solarize", 0.5431896088395964, 0.5867904203742308]], [["ShearX", 0.4667959516719652, 0.8938082224109446], ["TranslateY", 0.7311343008292865, 0.6829842246020277]], [["ShearX", 0.6130281467237769, 0.9924010909612302], ["Brightness", 0.41039241699696916, 0.9753218875311392]], [["TranslateY", 0.0747250386427123, 0.34602725521067534], ["Rotate", 0.5902597465515901, 0.361094672021087]], [["Invert", 0.05234890878959486, 0.36914978664919407], ["Sharpness", 0.42140532878231374, 0.19204058551048275]], [["ShearY", 0.11590485361909497, 0.6518540857972316], ["Invert", 0.6482444740361704, 0.48256237896163945]], [["Rotate", 0.4931329446923608, 0.037076242417301675], ["Contrast", 0.9097939772412852, 0.5619594905306389]], [["Posterize", 0.7311032479626216, 0.4796364593912915], ["Color", 0.13912123993932402, 0.03997286439663705]], [["AutoContrast", 0.6196602944085344, 0.2531430457527588], ["Rotate", 0.5583937060431972, 0.9893379795224023]], [["AutoContrast", 0.8847753125072959, 0.19123028952580057], ["TranslateY", 0.494361716097206, 0.14232297727461696]], [["Invert", 0.6212360716340707, 0.033898871473033165], ["AutoContrast", 0.30839896957008295, 0.23603569542166247]], [["Equalize", 0.8255583546605049, 0.613736933157845], ["AutoContrast", 0.6357166629525485, 0.7894617347709095]], [["Brightness", 0.33840706322846814, 0.07917167871493658], ["ShearY", 0.15693175752528676, 0.6282773652129153]], [["Cutout", 0.7550520024859294, 0.08982367300605598], ["ShearX", 0.5844942417320858, 0.36051195083380105]]]
    return p


def fa_resnet50_rimagenet():
    p = [[["ShearY", 0.14143816458479197, 0.513124791615952], ["Sharpness", 0.9290316227291179, 0.9788406212603302]], [["Color", 0.21502874228385338, 0.3698477943880306], ["TranslateY", 0.49865058747734736, 0.4352676987103321]], [["Brightness", 0.6603452126485386, 0.6990174510500261], ["Cutout", 0.7742953773992511, 0.8362550883640804]], [["Posterize", 0.5188375788270497, 0.9863648925446865], ["TranslateY", 0.8365230108655313, 0.6000972236440252]], [["ShearY", 0.9714994964711299, 0.2563663552809896], ["Equalize", 0.8987567223581153, 0.1181761775609772]], [["Sharpness", 0.14346409304565366, 0.5342189791746006], ["Sharpness", 0.1219714162835897, 0.44746801278319975]], [["TranslateX", 0.08089260772173967, 0.028011721602479833], ["TranslateX", 0.34767877352421406, 0.45131294688688794]], [["Brightness", 0.9191164585327378, 0.5143232242627864], ["Color", 0.9235247849934283, 0.30604586249462173]], [["Contrast", 0.4584173187505879, 0.40314219914942756], ["Rotate", 0.550289356406774, 0.38419022293237126]], [["Posterize", 0.37046156420799325, 0.052693291117634544], ["Cutout", 0.7597581409366909, 0.7535799791937421]], [["Color", 0.42583964114658746, 0.6776641859552079], ["ShearY", 0.2864805671096011, 0.07580175477739545]], [["Brightness", 0.5065952125552232, 0.5508640233704984], ["Brightness", 0.4760021616081475, 0.3544313318097987]], [["Posterize", 0.5169630851995185, 0.9466018906715961], ["Posterize", 0.5390336503396841, 0.1171015788193209]], [["Posterize", 0.41153170909576176, 0.7213063942615204], ["Rotate", 0.6232230424824348, 0.7291984098675746]], [["Color", 0.06704687234714028, 0.5278429246040438], ["Sharpness", 0.9146652195810183, 0.4581415618941407]], [["ShearX", 0.22404644446773492, 0.6508620171913467], ["Brightness", 0.06421961538672451, 0.06859528721039095]], [["Rotate", 0.29864103693134797, 0.5244313199644495], ["Sharpness", 0.4006161706584276, 0.5203708477368657]], [["AutoContrast", 0.5748186910788027, 0.8185482599354216], ["Posterize", 0.9571441684265188, 0.1921474117448481]], [["ShearY", 0.5214786760436251, 0.8375629059785009], ["Invert", 0.6872393349333636, 0.9307694335024579]], [["Contrast", 0.47219838080793364, 0.8228524484275648], ["TranslateY", 0.7435518856840543, 0.5888865560614439]], [["Posterize", 0.10773482839638836, 0.6597021018893648], ["Contrast", 0.5218466423129691, 0.562985661685268]], [["Rotate", 0.4401753067886466, 0.055198255925702475], ["Rotate", 0.3702153509335602, 0.5821574425474759]], [["TranslateY", 0.6714729117832363, 0.7145542887432927], ["Equalize", 0.0023263758097700205, 0.25837341854887885]], [["Cutout", 0.3159707561240235, 0.19539664199170742], ["TranslateY", 0.8702824829864558, 0.5832348977243467]], [["AutoContrast", 0.24800812729140026, 0.08017301277245716], ["Brightness", 0.5775505849482201, 0.4905904775616114]], [["Color", 0.4143517886294533, 0.8445937742921498], ["ShearY", 0.28688910858536587, 0.17539366839474402]], [["Brightness", 0.6341134194059947, 0.43683815933640435], ["Brightness", 0.3362277685899835, 0.4612826163288225]], [["Sharpness", 0.4504035748829761, 0.6698294470467474], ["Posterize", 0.9610055612671645, 0.21070714173174876]], [["Posterize", 0.19490421920029832, 0.7235798208354267], ["Rotate", 0.8675551331308305, 0.46335565746433094]], [["Color", 0.35097958351003306, 0.42199181561523186], ["Invert", 0.914112788087429, 0.44775583211984815]], [["Cutout", 0.223575616055454, 0.6328591417299063], ["TranslateY", 0.09269465212259387, 0.5101073959070608]], [["Rotate", 0.3315734525975911, 0.9983593458299167], ["Sharpness", 0.12245416662856974, 0.6258689139914664]], [["ShearY", 0.696116760180471, 0.6317805202283014], ["Color", 0.847501151593963, 0.4440116609830195]], [["Solarize", 0.24945891607225948, 0.7651150206105561], ["Cutout", 0.7229677092930331, 0.12674657348602494]], [["TranslateX", 0.43461945065713675, 0.06476571036747841], ["Color", 0.6139316940180952, 0.7376264330632316]], [["Invert", 0.1933003530637138, 0.4497819016184308], ["Invert", 0.18391634069983653, 0.3199769100951113]], [["Color", 0.20418296626476137, 0.36785101882029814], ["Posterize", 0.624658293920083, 0.8390081535735991]], [["Sharpness", 0.5864963540530814, 0.586672446690273], ["Posterize", 0.1980280647652339, 0.222114611452575]], [["Invert", 0.3543654961628104, 0.5146369635250309], ["Equalize", 0.40751271919434434, 0.4325310837291978]], [["ShearY", 0.22602859359451877, 0.13137880879778158], ["Posterize", 0.7475029061591305, 0.803900538461099]], [["Sharpness", 0.12426276165599924, 0.5965912716602046], ["Invert", 0.22603903038966913, 0.4346802001255868]], [["TranslateY", 0.010307035630661765, 0.16577665156754046], ["Posterize", 0.4114319141395257, 0.829872913683949]], [["TranslateY", 0.9353069865746215, 0.5327821671247214], ["Color", 0.16990443486261103, 0.38794866007484197]], [["Cutout", 0.1028174322829021, 0.3955952903458266], ["ShearY", 0.4311995281335693, 0.48024695395374734]], [["Posterize", 0.1800334334284686, 0.0548749478418862], ["Brightness", 0.7545808536793187, 0.7699080551646432]], [["Color", 0.48695305373084197, 0.6674269768464615], ["ShearY", 0.4306032279086781, 0.06057690550239343]], [["Brightness", 0.4919399683825053, 0.677338905806407], ["Brightness", 0.24112708387760828, 0.42761103121157656]], [["Posterize", 0.4434818644882532, 0.9489450593207714], ["Posterize", 0.40957675116385955, 0.015664946759584186]], [["Posterize", 0.41307949855153797, 0.6843276552020272], ["Rotate", 0.8003545094091291, 0.7002300783416026]], [["Color", 0.7038570031770905, 0.4697612983649519], ["Sharpness", 0.9700016496081002, 0.25185103545948884]], [["AutoContrast", 0.714641656154856, 0.7962423001719023], ["Sharpness", 0.2410097684093468, 0.5919171048019731]], [["TranslateX", 0.8101567644494714, 0.7156447005337443], ["Solarize", 0.5634727831229329, 0.8875158446846]], [["Sharpness", 0.5335258857303261, 0.364743126378182], ["Color", 0.453280875871377, 0.5621962714743068]], [["Cutout", 0.7423678127672542, 0.7726370777867049], ["Invert", 0.2806161382641934, 0.6021111986900146]], [["TranslateY", 0.15190341320343761, 0.3860373175487939], ["Cutout", 0.9980805818665679, 0.05332384819400854]], [["Posterize", 0.36518675678786605, 0.2935819027397963], ["TranslateX", 0.26586180351840005, 0.303641300745208]], [["Brightness", 0.19994509744377761, 0.90813953707639], ["Equalize", 0.8447217761297836, 0.3449396603478335]], [["Sharpness", 0.9294773669936768, 0.999713346583839], ["Brightness", 0.1359744825665662, 0.1658489221872924]], [["TranslateX", 0.11456529257659381, 0.9063795878367734], ["Equalize", 0.017438134319894553, 0.15776887259743755]], [["ShearX", 0.9833726383270114, 0.5688194948373335], ["Equalize", 0.04975615490994345, 0.8078130016227757]], [["Brightness", 0.2654654830488695, 0.8989789725280538], ["TranslateX", 0.3681535065952329, 0.36433345713161036]], [["Rotate", 0.04956524209892327, 0.5371942433238247], ["ShearY", 0.0005527499145153714, 0.56082571605602]], [["Rotate", 0.7918337108932019, 0.5906896260060501], ["Posterize", 0.8223967034091191, 0.450216998388943]], [["Color", 0.43595106766978337, 0.5253013785221605], ["Sharpness", 0.9169421073531799, 0.8439997639348893]], [["TranslateY", 0.20052300197155504, 0.8202662448307549], ["Sharpness", 0.2875792108435686, 0.6997181624527842]], [["Color", 0.10568089980973616, 0.3349467065132249], ["Brightness", 0.13070947282207768, 0.5757725013960775]], [["AutoContrast", 0.3749999712869779, 0.6665578760607657], ["Brightness", 0.8101178402610292, 0.23271946112218125]], [["Color", 0.6473605933679651, 0.7903409763232029], ["ShearX", 0.588080941572581, 0.27223524148254086]], [["Cutout", 0.46293361616697304, 0.7107761001833921], ["AutoContrast", 0.3063766931658412, 0.8026114219854579]], [["Brightness", 0.7884854981520251, 0.5503669863113797], ["Brightness", 0.5832456158675261, 0.5840349298921661]], [["Solarize", 0.4157539625058916, 0.9161905834309929], ["Sharpness", 0.30628197221802017, 0.5386291658995193]], [["Sharpness", 0.03329610069672856, 0.17066672983670506], ["Invert", 0.9900547302690527, 0.6276238841220477]], [["Solarize", 0.551015648982762, 0.6937104775938737], ["Color", 0.8838491591064375, 0.31596634380795385]], [["AutoContrast", 0.16224182418148447, 0.6068227969351896], ["Sharpness", 0.9599468096118623, 0.4885289719905087]], [["TranslateY", 0.06576432526133724, 0.6899544605400214], ["Posterize", 0.2177096480169678, 0.9949164789616582]], [["Solarize", 0.529820544480292, 0.7576047224165541], ["Sharpness", 0.027047878909321643, 0.45425231553970685]], [["Sharpness", 0.9102526010473146, 0.8311987141993857], ["Invert", 0.5191838751826638, 0.6906136644742229]], [["Solarize", 0.4762773516008588, 0.7703654263842423], ["Color", 0.8048437792602289, 0.4741523094238038]], [["Sharpness", 0.7095055508594206, 0.7047344238075169], ["Sharpness", 0.5059623654132546, 0.6127255499234886]], [["TranslateY", 0.02150725921966186, 0.3515764519224378], ["Posterize", 0.12482170119714735, 0.7829851754051393]], [["Color", 0.7983830079184816, 0.6964694521670339], ["Brightness", 0.3666527856286296, 0.16093151636495978]], [["AutoContrast", 0.6724982375829505, 0.536777706678488], ["Sharpness", 0.43091754837597646, 0.7363240924241439]], [["Brightness", 0.2889770401966227, 0.4556557902380539], ["Sharpness", 0.8805303296690755, 0.6262218017754902]], [["Sharpness", 0.5341939854581068, 0.6697109101429343], ["Rotate", 0.6806606655137529, 0.4896914517968317]], [["Sharpness", 0.5690509737059344, 0.32790632371915096], ["Posterize", 0.7951894258661069, 0.08377850335209162]], [["Color", 0.6124132978216081, 0.5756485920709012], ["Brightness", 0.33053544654445344, 0.23321841707002083]], [["TranslateX", 0.0654795026615917, 0.5227246924310244], ["ShearX", 0.2932320531132063, 0.6732066478183716]], [["Cutout", 0.6226071187083615, 0.01009274433736012], ["ShearX", 0.7176799968189801, 0.3758780240463811]], [["Rotate", 0.18172339508029314, 0.18099184896819184], ["ShearY", 0.7862658331645667, 0.295658135767252]], [["Contrast", 0.4156099177015862, 0.7015784500878446], ["Sharpness", 0.6454135310009, 0.32335858947955287]], [["Color", 0.6215885089922037, 0.6882673235388836], ["Brightness", 0.3539881732605379, 0.39486736455795496]], [["Invert", 0.8164816716866418, 0.7238192000817796], ["Sharpness", 0.3876355847343607, 0.9870077619731956]], [["Brightness", 0.1875628712629315, 0.5068115936257], ["Sharpness", 0.8732419122060423, 0.5028019258530066]], [["Sharpness", 0.6140734993408259, 0.6458239834366959], ["Rotate", 0.5250107862824867, 0.533419456933602]], [["Sharpness", 0.5710893143725344, 0.15551651073007305], ["ShearY", 0.6548487860151722, 0.021365083044319146]], [["Color", 0.7610250354649954, 0.9084452893074055], ["Brightness", 0.6934611792619156, 0.4108071412071374]], [["ShearY", 0.07512550098923898, 0.32923768385754293], ["ShearY", 0.2559588911696498, 0.7082337365398496]], [["Cutout", 0.5401319018926146, 0.004750568603408445], ["ShearX", 0.7473354415031975, 0.34472481968368773]], [["Rotate", 0.02284154583679092, 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[["Sharpness", 0.5553620705849509, 0.8467799429696928], ["Cutout", 0.9006185811918932, 0.3537270716262]], [["ShearY", 0.0007619678283789788, 0.9494591850536303], ["Invert", 0.24267733654007673, 0.7851608409575828]], [["Contrast", 0.9730916198112872, 0.404670123321921], ["Sharpness", 0.5923587793251186, 0.7405792404430281]], [["Cutout", 0.07393909593373034, 0.44569630026328344], ["TranslateX", 0.2460593252211425, 0.4817527814541055]], [["Brightness", 0.31058654119340867, 0.7043749950260936], ["ShearX", 0.7632161538947713, 0.8043681264908555]], [["AutoContrast", 0.4352334371415373, 0.6377550087204297], ["Rotate", 0.2892714673415678, 0.49521052050510556]], [["Equalize", 0.509071051375276, 0.7352913414974414], ["ShearX", 0.5099959429711828, 0.7071566714593619]], [["Posterize", 0.9540506532512889, 0.8498853304461906], ["ShearY", 0.28199061357155397, 0.3161715627214629]], [["Posterize", 0.6740855359097433, 0.684004694936616], ["Posterize", 0.6816720350737863, 0.9654766942980918]], [["Solarize", 0.7149344531717328, 0.42212789795181643], ["Brightness", 0.686601460864528, 0.4263050070610551]], [["Cutout", 0.49577164991501, 0.08394890892056037], ["Rotate", 0.5810369852730606, 0.3320732965776973]], [["TranslateY", 0.1793755480490623, 0.6006520265468684], ["Brightness", 0.3769016576438939, 0.7190746300828186]], [["TranslateX", 0.7226363597757153, 0.3847027238123509], ["Brightness", 0.7641713191794035, 0.36234003077512544]], [["TranslateY", 0.1211227055347106, 0.6693523474608023], ["Brightness", 0.13011180247738063, 0.5126647617294864]], [["Equalize", 0.1501070550869129, 0.0038548909451806557], ["Posterize", 0.8266535939653881, 0.5502199643499207]], [["Sharpness", 0.550624117428359, 0.2023044586648523], ["Brightness", 0.06291556314780017, 0.7832635398703937]], [["Color", 0.3701578205508141, 0.9051537973590863], ["Contrast", 0.5763972727739397, 0.4905511239739898]], [["Rotate", 0.7678527224046323, 0.6723066265307555], ["Solarize", 0.31458533097383207, 0.38329324335154524]], [["Brightness", 0.292050127929522, 0.7047582807953063], ["ShearX", 0.040541891910333805, 0.06639328601282746]], [["TranslateY", 0.4293891393238555, 0.6608516902234284], ["Sharpness", 0.7794685477624004, 0.5168044063408147]], [["Color", 0.3682450402286552, 0.17274523597220048], ["ShearY", 0.3936056470397763, 0.5702597289866161]], [["Equalize", 0.43436990310624657, 0.9207072627823626], ["Contrast", 0.7608688260846083, 0.4759023148841439]], [["Brightness", 0.7926088966143935, 0.8270093925674497], ["ShearY", 0.4924174064969461, 0.47424347505831244]], [["Contrast", 0.043917555279430476, 0.15861903591675125], ["ShearX", 0.30439480405505853, 0.1682659341098064]], [["TranslateY", 0.5598255583454538, 0.721352536005039], ["Posterize", 0.9700921973303752, 0.6882015184440126]], [["AutoContrast", 0.3620887415037668, 0.5958176322317132], ["TranslateX", 0.14213781552733287, 0.6230799786459947]], [["Color", 0.490366889723972, 0.9863152892045195], ["Color", 0.817792262022319, 0.6755656429452775]], [["Brightness", 0.7030707021937771, 0.254633187122679], ["Color", 0.13977318232688843, 0.16378180123959793]], [["AutoContrast", 0.2933247831326118, 0.6283663376211102], ["Sharpness", 0.85430478154147, 0.9753613184208796]], [["Rotate", 0.6674299955457268, 0.48571208708018976], ["Contrast", 0.47491370175907016, 0.6401079552479657]], [["Sharpness", 0.37589579644127863, 0.8475131989077025], ["TranslateY", 0.9985149867598191, 0.057815729375099975]], [["Equalize", 0.0017194373841596389, 0.7888361311461602], ["Contrast", 0.6779293670669408, 0.796851411454113]], [["TranslateY", 0.3296782119072306, 0.39765117357271834], ["Sharpness", 0.5890554357001884, 0.6318339473765834]], [["Posterize", 0.25423810893163856, 0.5400430289894207], ["Sharpness", 0.9273643918988342, 0.6480913470982622]], [["Cutout", 0.850219975768305, 0.4169812455601289], ["Solarize", 0.5418755745870089, 0.5679666650495466]], [["Brightness", 0.008881361977310959, 0.9282562314720516], ["TranslateY", 0.7736066471553994, 0.20041167606029642]], [["Brightness", 0.05382537581401925, 0.6405265501035952], ["Contrast", 0.30484329473639593, 0.5449338155734242]], [["Color", 0.613257119787967, 0.4541503912724138], ["Brightness", 0.9061572524724674, 0.4030159294447347]], [["Brightness", 0.02739111568942537, 0.006028056532326534], ["ShearX", 0.17276751958646486, 0.05967365780621859]], [["TranslateY", 0.4376298213047888, 0.7691816164456199], ["Sharpness", 0.8162292718857824, 0.6054926462265117]], [["Color", 0.37963069679121214, 0.5946919433483344], ["Posterize", 0.08485417284005387, 0.5663580913231766]], [["Equalize", 0.49785780226818316, 0.9999137109183761], ["Sharpness", 0.7685879484682496, 0.6260846154212211]], [["AutoContrast", 0.4190931409670763, 0.2374852525139795], ["Posterize", 0.8797422264608563, 0.3184738541692057]], [["Rotate", 0.7307269024632872, 0.41523609600701106], ["ShearX", 0.6166685870692289, 0.647133807748274]], [["Sharpness", 0.5633713231039904, 0.8276694754755876], ["Cutout", 0.8329340776895764, 0.42656043027424073]], [["ShearY", 0.14934828370884312, 0.8622510773680372], ["Invert", 0.25925989086863277, 0.8813283584888576]], [["Contrast", 0.9457071292265932, 0.43228655518614034], ["Sharpness", 0.8485316947644338, 0.7590298998732413]], [["AutoContrast", 0.8386103589399184, 0.5859583131318076], ["Solarize", 0.466758711343543, 0.9956215363818983]], [["Rotate", 0.9387133710926467, 0.19180564509396503], ["Rotate", 0.5558247609706255, 0.04321698692007105]], [["ShearX", 0.3608716600695567, 0.15206159451532864], ["TranslateX", 0.47295292905710146, 0.5290760596129888]], [["TranslateX", 0.8357685981547495, 0.5991305115727084], ["Posterize", 0.5362929404188211, 0.34398525441943373]], [["ShearY", 0.6751984031632811, 0.6066293622133011], ["Contrast", 0.4122723990263818, 0.4062467515095566]], [["Color", 0.7515349936021702, 0.5122124665429213], ["Contrast", 0.03190514292904123, 0.22903520154660545]], [["Contrast", 0.5448962625054385, 0.38655673938910545], ["AutoContrast", 0.4867400684894492, 0.3433111101096984]], [["Rotate", 0.0008372434310827959, 0.28599951781141714], ["Equalize", 0.37113686925530087, 0.5243929348114981]], [["Color", 0.720054993488857, 0.2010177651701808], ["TranslateX", 0.23036196506059398, 0.11152764304368781]], [["Cutout", 0.859134208332423, 0.6727345740185254], ["ShearY", 0.02159833505865088, 0.46390076266538544]], [["Sharpness", 0.3428232157391428, 0.4067874527486514], ["Brightness", 0.5409415136577347, 0.3698432231874003]], [["Solarize", 0.27303978936454776, 0.9832186173589548], ["ShearY", 0.08831127213044043, 0.4681870331149774]], [["TranslateY", 0.2909309268736869, 0.4059460811623174], ["Sharpness", 0.6425125139803729, 0.20275737203293587]], [["Contrast", 0.32167626214661627, 0.28636162794046977], ["Invert", 0.4712405253509603, 0.7934644799163176]], [["Color", 0.867993060896951, 0.96574321666213], ["Color", 0.02233897320328512, 0.44478933557303063]], [["AutoContrast", 0.1841254751814967, 0.2779992148017741], ["Color", 0.3586283093530607, 0.3696246850445087]], [["Posterize", 0.2052935984046965, 0.16796913860308244], ["ShearX", 0.4807226832843722, 0.11296747254563266]], [["Cutout", 0.2016411266364791, 0.2765295444084803], ["Brightness", 0.3054112810424313, 0.695924264931216]], [["Rotate", 0.8405872184910479, 0.5434142541450815], ["Cutout", 0.4493615138203356, 0.893453735250007]], [["Contrast", 0.8433310507685494, 0.4915423577963278], ["ShearX", 0.22567799557913246, 0.20129892537008834]], [["Contrast", 0.045954277103674224, 0.5043900167190442], ["Cutout", 0.5552992473054611, 0.14436447810888237]], [["AutoContrast", 0.7719296115130478, 0.4440417544621306], ["Sharpness", 0.13992809206158283, 0.7988278670709781]], [["Color", 0.7838574233513952, 0.5971351401625151], ["TranslateY", 0.13562290583925385, 0.2253039635819158]], [["Cutout", 0.24870301109385806, 0.6937886690381568], ["TranslateY", 0.4033400068952813, 0.06253378991880915]], [["TranslateX", 0.0036059390486775644, 0.5234723884081843], ["Solarize", 0.42724862530733526, 0.8697702564187633]], [["Equalize", 0.5446026737834311, 0.9367992979112202], ["ShearY", 0.5943478903735789, 0.42345889214100046]], [["ShearX", 0.18611885697957506, 0.7320849092947314], ["ShearX", 0.3796416430900566, 0.03817761920009881]], [["Posterize", 0.37636778506979124, 0.26807924785236537], ["Brightness", 0.4317372554383255, 0.5473346211870932]], [["Brightness", 0.8100436240916665, 0.3817612088285007], ["Brightness", 0.4193974619003253, 0.9685902764026623]], [["Contrast", 0.701776402197012, 0.6612786008858009], ["Color", 0.19882787177960912, 0.17275597188875483]], [["Color", 0.9538303302832989, 0.48362384535228686], ["ShearY", 0.2179980837345602, 0.37027290936457313]], [["TranslateY", 0.6068028691503798, 0.3919346523454841], ["Cutout", 0.8228303342563138, 0.18372280287814613]], [["Equalize", 0.016416758802906828, 0.642838949194916], ["Cutout", 0.5761717838655257, 0.7600661153497648]], [["Color", 0.9417761826818639, 0.9916074035986558], ["Equalize", 0.2524209308597042, 0.6373703468715077]], [["Brightness", 0.75512589439513, 0.6155072321007569], ["Contrast", 0.32413476940254515, 0.4194739830159837]], [["Sharpness", 0.3339450765586968, 0.9973297539194967], ["AutoContrast", 0.6523930242124429, 0.1053482471037186]], [["ShearX", 0.2961391955838801, 0.9870036064904368], ["ShearY", 0.18705025965909403, 0.4550895821154484]], [["TranslateY", 0.36956447983807883, 0.36371471767143543], ["Sharpness", 0.6860051967688487, 0.2850190720087796]], [["Cutout", 0.13017742151902967, 0.47316674150067195], ["Invert", 0.28923829959551883, 0.9295585654924601]], [["Contrast", 0.7302368472279086, 0.7178974949876642], ["TranslateY", 0.12589674152030433, 0.7485392909494947]], [["Color", 0.6474693117772619, 0.5518269515590674], ["Contrast", 0.24643004970708016, 0.3435581358079418]], [["Contrast", 0.5650327855750835, 0.4843031798040887], ["Brightness", 0.3526684005761239, 0.3005305004600969]], [["Rotate", 0.09822284968122225, 0.13172798244520356], ["Equalize", 0.38135066977857157, 0.5135129123554154]], [["Contrast", 0.5902590645585712, 0.2196062383730596], ["ShearY", 0.14188379126120954, 0.1582612142182743]], [["Cutout", 0.8529913814417812, 0.89734031211874], ["Color", 0.07293767043078672, 0.32577659205278897]], [["Equalize", 0.21401668971453247, 0.040015259500028266], ["ShearY", 0.5126400895338797, 0.4726484828276388]], [["Brightness", 0.8269430025954498, 0.9678362841865166], ["ShearY", 0.17142069814830432, 0.4726727848289514]], [["Brightness", 0.699707089334018, 0.2795501395789335], ["ShearX", 0.5308818178242845, 0.10581814221896294]], [["Equalize", 0.32519644258946145, 0.15763390340309183], ["TranslateX", 0.6149090364414208, 0.7454832565718259]], [["AutoContrast", 0.5404508567155423, 0.7472387762067986], ["Equalize", 0.05649876539221024, 0.5628180219887216]]]
    return p


def fa_reduced_svhn():
    p = [[["TranslateX", 0.001576965129744562, 0.43180488809874773], ["Invert", 0.7395307279252639, 0.7538444307982558]], [["Contrast", 0.5762062225409211, 0.7532431872873473], ["TranslateX", 0.45212523461624615, 0.02451684483019846]], [["Contrast", 0.18962433143225088, 0.29481185671147325], ["Contrast", 0.9998112218299271, 0.813015355163255]], [["Posterize", 0.9633391295905683, 0.4136786222304747], ["TranslateY", 0.8011655496664203, 0.44102126789970797]], [["Color", 0.8231185187716968, 0.4171602946893402], ["TranslateX", 0.8684965619113907, 0.36514568324909674]], [["Color", 0.904075230324581, 0.46319140331093767], ["Contrast", 0.4115196534764559, 0.7773329158740563]], [["Sharpness", 0.6600262774093967, 0.8045637700026345], ["TranslateY", 0.5917663766021198, 0.6844241908520602]], [["AutoContrast", 0.16223989311434306, 0.48169653554195924], ["ShearX", 0.5433173232860344, 0.7460278151912152]], [["ShearX", 0.4913604762760715, 0.83391837859561], ["Color", 0.5580367056511908, 0.2961512691312932]], [["Color", 0.18567091721211237, 0.9296983204905286], ["Cutout", 0.6074026199060156, 0.03303273406448193]], [["Invert", 0.8049054771963224, 0.1340792344927909], ["Color", 0.4208839940504979, 0.7096454840962345]], [["ShearX", 0.7997786664546294, 0.6492629575700173], ["AutoContrast", 0.3142777134084793, 0.6526010594925064]], [["TranslateX", 0.2581027144644976, 0.6997433332894101], ["Rotate", 0.45490480973606834, 0.238620570022944]], [["Solarize", 0.837397161027719, 0.9311141273136286], ["Contrast", 0.640364826293148, 0.6299761518677469]], [["Brightness", 0.3782457347141744, 0.7085036717054278], ["Brightness", 0.5346150083208507, 0.5858930737867671]], [["Invert", 0.48780391510474086, 0.610086407879722], ["Color", 0.5601999247616932, 0.5393836220423195]], [["Brightness", 0.00250086643283564, 0.5003355864896979], ["Brightness", 0.003922153283353616, 0.41107110154584925]], [["TranslateX", 0.4073069009685957, 0.9843435292693372], ["Invert", 0.38837085318721926, 0.9298542033875989]], [["ShearY", 0.05479740443795811, 0.9113983424872698], ["AutoContrast", 0.2181108114232728, 0.713996037012164]], [["Brightness", 0.27747508429413903, 0.3217467607288693], ["ShearX", 0.02715239061946995, 0.5430731635396449]], [["Sharpness", 0.08994432959374538, 0.004706443546453831], ["Posterize", 0.10768206853226996, 0.39020299239900236]], [["Cutout", 0.37498679037853905, 0.20784809761469553], ["Color", 0.9825516352194511, 0.7654155662756019]], [["Color", 0.8899349124453552, 0.7797700766409008], ["Rotate", 0.1370222187174981, 0.2622119295138398]], [["Cutout", 0.7088223332663685, 0.7884456023190028], ["Solarize", 0.5362257505160836, 0.6426837537811545]], [["Invert", 0.15686225694987552, 0.5500563899117913], ["Rotate", 0.16315224193260078, 0.4246854030170752]], [["Rotate", 0.005266247922433631, 0.06612026206223394], ["Contrast", 0.06494357829209037, 0.2738420319474947]], [["Cutout", 0.30200619566806275, 0.06558008068236942], ["Rotate", 0.2168576483823022, 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0.3686964692262895], ["TranslateX", 0.5593122846101599, 0.3378904046390629]], [["Invert", 0.9139730140623171, 0.7183505086140822], ["Posterize", 0.2675839177893596, 0.21399738931234905]], [["TranslateX", 0.05309461965184896, 0.032983777975422554], ["Sharpness", 0.412621944330688, 0.4752089612268503]], [["Equalize", 0.06901149860261116, 0.27405796188385945], ["AutoContrast", 0.7710451977604326, 0.20474249114426807]], [["ShearX", 0.47416427531072325, 0.2738614239087857], ["Cutout", 0.2820106413231565, 0.6295219975308107]], [["Cutout", 0.19984489885141582, 0.7019895950299546], ["ShearX", 0.4264722378410729, 0.8483962467724536]], [["ShearY", 0.42111446850243256, 0.1837626718066795], ["Brightness", 0.9187856196205942, 0.07478292286531767]], [["Solarize", 0.2832036589192868, 0.8253473638854684], ["Cutout", 0.7279303826662196, 0.615420010694839]], [["ShearX", 0.963251873356884, 0.5625577053738846], ["Color", 0.9637046840298858, 0.9992644813427337]], [["Invert", 0.7976502716811696, 0.43330238739921956], ["ShearY", 0.9113181667853614, 0.9066729024232627]], [["Posterize", 0.5750620807485399, 0.7729691927432935], ["Contrast", 0.4527879467651071, 0.9647739595774402]], [["Posterize", 0.5918751472569104, 0.26467375535556653], ["Posterize", 0.6347402742279589, 0.7476940787143674]], [["Invert", 0.16552404612306285, 0.9829939598708993], ["Solarize", 0.29886553921638087, 0.22487098773064948]], [["Cutout", 0.24209211313246753, 0.5522928952260516], ["AutoContrast", 0.6212831649673523, 0.4191071063984261]], [["ShearX", 0.4726406722647257, 0.26783614257572447], ["TranslateY", 0.251078162624763, 0.26103450676044304]], [["Cutout", 0.8721775527314426, 0.6284108541347894], ["ShearX", 0.7063325779145683, 0.8467168866724094]], [["ShearY", 0.42226987564279606, 0.18012694533480308], ["Brightness", 0.858499853702629, 0.4738929353785444]], [["Solarize", 0.30039851082582764, 0.8151511479162529], ["Cutout", 0.7228873804059033, 0.6174351379837011]], [["ShearX", 0.4921198221896609, 0.5678998037958154], ["Color", 0.7865298825314806, 0.9309020966406338]], [["Invert", 0.8077821007916464, 0.7375015762124386], ["Cutout", 0.032464574567796195, 0.25405044477004846]], [["Color", 0.6061325441870133, 0.2813794250571565], ["TranslateY", 0.5882949270385848, 0.33262043078220227]], [["ShearX", 0.7877331864215293, 0.8001131937448647], ["Cutout", 0.19828215489868783, 0.5949317580743655]], [["Contrast", 0.529508728421701, 0.36477855845285007], ["Color", 0.7145481740509138, 0.2950794787786947]], [["Contrast", 0.9932891064746089, 0.46930062926732646], ["Posterize", 0.9033014136780437, 0.5745902253320527]]]
    return p


def policy_decoder(augment, num_policy, num_op):
    op_list = augment_list(False)
    policies = []
    for i in range(num_policy):
        ops = []
        for j in range(num_op):
            op_idx = augment['policy_%d_%d' % (i, j)]
            op_prob = augment['prob_%d_%d' % (i, j)]
            op_level = augment['level_%d_%d' % (i, j)]
            ops.append((op_list[op_idx][0].__name__, op_prob, op_level))
        policies.append(ops)
    return policies