170 lines
39 KiB
Python
170 lines
39 KiB
Python
from collections import namedtuple
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Genotype = namedtuple('Genotype', 'normal normal_concat reduce reduce_concat')
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PRIMITIVES = [
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'none',
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'noise',
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'max_pool_3x3',
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'avg_pool_3x3',
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'skip_connect',
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'sep_conv_3x3',
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'sep_conv_5x5',
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'dil_conv_3x3',
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'dil_conv_5x5'
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]
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######## S1-S4 Space ########
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#### cifar10 s1 - s4
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init_pt_s1_C10_0 = Genotype(normal=[["dil_conv_3x3", 0], ["dil_conv_5x5", 1], ["sep_conv_3x3", 1], ["dil_conv_3x3", 2], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2], ["sep_conv_3x3", 0], ["dil_conv_3x3", 4]], normal_concat=range(2, 6), reduce=[["avg_pool_3x3", 0], ["dil_conv_3x3", 1], ["avg_pool_3x3", 1], ["skip_connect", 2], ["sep_conv_3x3", 1], ["dil_conv_3x3", 2], ["dil_conv_5x5", 2], ["dil_conv_5x5", 4]], reduce_concat=range(2, 6))
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init_pt_s1_C10_2 = Genotype(normal=[["skip_connect", 0], ["dil_conv_5x5", 1], ["sep_conv_3x3", 1], ["dil_conv_3x3", 2], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2], ["sep_conv_3x3", 0], ["dil_conv_5x5", 4]], normal_concat=range(2, 6), reduce=[["max_pool_3x3", 0], ["dil_conv_3x3", 1], ["max_pool_3x3", 0], ["avg_pool_3x3", 1], ["sep_conv_3x3", 1], ["dil_conv_5x5", 3], ["dil_conv_5x5", 3], ["dil_conv_5x5", 4]], reduce_concat=range(2, 6))
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init_pt_s2_C10_0 = Genotype(normal=[["sep_conv_3x3", 0], ["skip_connect", 1], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["skip_connect", 0], ["skip_connect", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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init_pt_s2_C10_2 = Genotype(normal=[["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2], ["skip_connect", 0], ["sep_conv_3x3", 3], ["sep_conv_3x3", 1], ["sep_conv_3x3", 4]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["skip_connect", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["skip_connect", 0], ["skip_connect", 1]], reduce_concat=range(2, 6))
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init_pt_s3_C10_0 = Genotype(normal=[["sep_conv_3x3", 0], ["skip_connect", 1], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["skip_connect", 0], ["skip_connect", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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init_pt_s3_C10_2 = Genotype(normal=[["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2], ["skip_connect", 0], ["sep_conv_3x3", 3], ["sep_conv_3x3", 1], ["sep_conv_3x3", 4]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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init_pt_s4_C10_0 = Genotype(normal=[["sep_conv_3x3", 0], ["noise", 1], ["noise", 1], ["sep_conv_3x3", 2], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2], ["sep_conv_3x3", 2], ["sep_conv_3x3", 3]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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init_pt_s4_C10_2 = Genotype(normal=[["sep_conv_3x3", 0], ["noise", 1], ["sep_conv_3x3", 1], ["noise", 2], ["sep_conv_3x3", 2], ["sep_conv_3x3", 3], ["sep_conv_3x3", 2], ["sep_conv_3x3", 3]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 1], ["noise", 2], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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#### cifar100 s1 - s4
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init_pt_s1_C100_0 = Genotype(normal=[["dil_conv_3x3", 0], ["dil_conv_5x5", 1], ["sep_conv_3x3", 1], ["dil_conv_3x3", 2], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2], ["sep_conv_3x3", 0], ["dil_conv_3x3", 4]], normal_concat=range(2, 6), reduce=[["avg_pool_3x3", 0], ["dil_conv_3x3", 1], ["avg_pool_3x3", 0], ["dil_conv_5x5", 2], ["sep_conv_3x3", 1], ["dil_conv_3x3", 2], ["avg_pool_3x3", 1], ["dil_conv_5x5", 2]], reduce_concat=range(2, 6))
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init_pt_s1_C100_2 = Genotype(normal=[["dil_conv_3x3", 0], ["dil_conv_5x5", 1], ["dil_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2], ["sep_conv_3x3", 0], ["dil_conv_3x3", 4]], normal_concat=range(2, 6), reduce=[["avg_pool_3x3", 0], ["dil_conv_3x3", 1], ["avg_pool_3x3", 1], ["dil_conv_5x5", 2], ["sep_conv_3x3", 1], ["dil_conv_5x5", 3], ["dil_conv_5x5", 3], ["dil_conv_5x5", 4]], reduce_concat=range(2, 6))
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init_pt_s2_C100_0 = Genotype(normal=[["skip_connect", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 2], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2], ["sep_conv_3x3", 1], ["sep_conv_3x3", 4]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["skip_connect", 0], ["skip_connect", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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init_pt_s2_C100_2 = Genotype(normal=[["skip_connect", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 2], ["sep_conv_3x3", 1], ["sep_conv_3x3", 3]], normal_concat=range(2, 6), reduce=[["skip_connect", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["skip_connect", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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init_pt_s3_C100_0 = Genotype(normal=[["skip_connect", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 2], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 4]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["skip_connect", 1], ["skip_connect", 0], ["skip_connect", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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init_pt_s3_C100_2 = Genotype(normal=[["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["skip_connect", 0], ["sep_conv_3x3", 2], ["sep_conv_3x3", 1], ["sep_conv_3x3", 3], ["sep_conv_3x3", 1], ["sep_conv_3x3", 3]], normal_concat=range(2, 6), reduce=[["skip_connect", 0], ["skip_connect", 1], ["sep_conv_3x3", 0], ["skip_connect", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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init_pt_s4_C100_0 = Genotype(normal=[["sep_conv_3x3", 0], ["noise", 1], ["sep_conv_3x3", 1], ["noise", 2], ["sep_conv_3x3", 2], ["sep_conv_3x3", 3], ["sep_conv_3x3", 2], ["sep_conv_3x3", 3]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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init_pt_s4_C100_2 = Genotype(normal=[["noise", 0], ["sep_conv_3x3", 1], ["noise", 0], ["sep_conv_3x3", 2], ["sep_conv_3x3", 0], ["sep_conv_3x3", 3], ["sep_conv_3x3", 2], ["sep_conv_3x3", 3]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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#### svhn s1 - s4
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init_pt_s1_svhn_0 = Genotype(normal=[["dil_conv_3x3", 0], ["dil_conv_5x5", 1], ["sep_conv_3x3", 1], ["dil_conv_3x3", 2], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2], ["sep_conv_3x3", 0], ["dil_conv_3x3", 3]], normal_concat=range(2, 6), reduce=[["avg_pool_3x3", 0], ["dil_conv_3x3", 1], ["avg_pool_3x3", 1], ["dil_conv_5x5", 2], ["sep_conv_3x3", 1], ["dil_conv_5x5", 3], ["dil_conv_5x5", 2], ["dil_conv_5x5", 4]], reduce_concat=range(2, 6))
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init_pt_s1_svhn_2 = Genotype(normal=[["dil_conv_3x3", 0], ["dil_conv_5x5", 1], ["dil_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2], ["sep_conv_3x3", 0], ["dil_conv_3x3", 3]], normal_concat=range(2, 6), reduce=[["max_pool_3x3", 0], ["dil_conv_3x3", 1], ["max_pool_3x3", 0], ["dil_conv_5x5", 2], ["sep_conv_3x3", 1], ["dil_conv_5x5", 3], ["avg_pool_3x3", 0], ["dil_conv_5x5", 3]], reduce_concat=range(2, 6))
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init_pt_s2_svhn_0 = Genotype(normal=[["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 2], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["skip_connect", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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init_pt_s2_svhn_2 = Genotype(normal=[["skip_connect", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2]], normal_concat=range(2, 6), reduce=[["skip_connect", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["skip_connect", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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init_pt_s3_svhn_0 = Genotype(normal=[["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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init_pt_s3_svhn_2 = Genotype(normal=[["skip_connect", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2], ["sep_conv_3x3", 0], ["sep_conv_3x3", 2], ["sep_conv_3x3", 1], ["sep_conv_3x3", 4]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["skip_connect", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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init_pt_s4_svhn_0 = Genotype(normal=[["noise", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["noise", 2], ["sep_conv_3x3", 2], ["sep_conv_3x3", 3], ["sep_conv_3x3", 2], ["sep_conv_3x3", 3]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 1], ["noise", 3], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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init_pt_s4_svhn_2 = Genotype(normal=[["sep_conv_3x3", 0], ["noise", 1], ["noise", 0], ["sep_conv_3x3", 2], ["sep_conv_3x3", 2], ["sep_conv_3x3", 3], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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######## DARTS Space ########
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####init-100-N10
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init_pt_s5_C10_0_100_N10 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 1], ["sep_conv_5x5", 2], ["sep_conv_3x3", 0], ["sep_conv_3x3", 2], ["sep_conv_5x5", 2], ["sep_conv_3x3", 4]], normal_concat=range(2, 6), reduce=[["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 1], ["sep_conv_3x3", 3], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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init_pt_s5_C10_1_100_N10 = Genotype(normal=[["skip_connect", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 1], ["sep_conv_5x5", 2], ["sep_conv_5x5", 1], ["sep_conv_5x5", 2], ["sep_conv_3x3", 0], ["sep_conv_5x5", 4]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["skip_connect", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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init_pt_s5_C10_2_100_N10 = Genotype(normal=[["skip_connect", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 2], ["sep_conv_5x5", 0], ["sep_conv_5x5", 2], ["sep_conv_3x3", 0], ["sep_conv_5x5", 3]], normal_concat=range(2, 6), reduce=[["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["skip_connect", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 2], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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init_pt_s5_C10_3_100_N10 = Genotype(normal=[["skip_connect", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 3], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], normal_concat=range(2, 6), reduce=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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####global op gready
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global_pt_s5_C10_0_100_N10 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 1], ["sep_conv_5x5", 2], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], normal_concat=range(2, 6), reduce=[["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 1], ["sep_conv_5x5", 4]], reduce_concat=range(2, 6))
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global_pt_s5_C10_1_100_N10 = Genotype(normal=[["skip_connect", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 1], ["sep_conv_5x5", 2], ["sep_conv_5x5", 1], ["sep_conv_5x5", 2], ["sep_conv_3x3", 0], ["sep_conv_3x3", 4]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 1], ["sep_conv_3x3", 2], ["sep_conv_3x3", 1], ["sep_conv_5x5", 3], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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global_pt_s5_C10_2_100_N10 = Genotype(normal=[["skip_connect", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 2], ["sep_conv_5x5", 0], ["sep_conv_5x5", 3], ["sep_conv_3x3", 0], ["sep_conv_3x3", 3]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["skip_connect", 0], ["skip_connect", 1], ["sep_conv_5x5", 0], ["dil_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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global_pt_s5_C10_3_100_N10 = Genotype(normal=[["skip_connect", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 2], ["sep_conv_3x3", 0], ["sep_conv_3x3", 3]], normal_concat=range(2, 6), reduce=[["dil_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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####2500_sample
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sample_2500_0 = Genotype(normal=[["dil_conv_5x5", 0], ["dil_conv_5x5", 1], ["dil_conv_5x5", 0], ["skip_connect", 1], ["sep_conv_3x3", 2], ["sep_conv_3x3", 3], ["sep_conv_5x5", 2], ["dil_conv_3x3", 4]], normal_concat=range(2, 6), reduce=[["dil_conv_3x3", 0], ["dil_conv_3x3", 1], ["dil_conv_5x5", 1], ["sep_conv_5x5", 2], ["skip_connect", 0], ["sep_conv_3x3", 3], ["sep_conv_5x5", 0], ["dil_conv_5x5", 3]], reduce_concat=range(2, 6))
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sample_2500_1 = Genotype(normal=[["skip_connect", 0], ["skip_connect", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 2], ["dil_conv_5x5", 1], ["sep_conv_5x5", 2], ["sep_conv_3x3", 1], ["dil_conv_3x3", 2]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["dil_conv_3x3", 1], ["sep_conv_5x5", 0], ["avg_pool_3x3", 2], ["dil_conv_5x5", 1], ["dil_conv_5x5", 2], ["dil_conv_5x5", 0], ["sep_conv_3x3", 4]], reduce_concat=range(2, 6))
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sample_2500_2 = Genotype(normal=[["dil_conv_5x5", 0], ["dil_conv_3x3", 1], ["sep_conv_5x5", 1], ["sep_conv_5x5", 2], ["sep_conv_5x5", 0], ["sep_conv_3x3", 2], ["sep_conv_3x3", 2], ["sep_conv_5x5", 3]], normal_concat=range(2, 6), reduce=[["dil_conv_3x3", 0], ["avg_pool_3x3", 1], ["sep_conv_5x5", 0], ["skip_connect", 1], ["sep_conv_3x3", 0], ["dil_conv_5x5", 2], ["dil_conv_5x5", 0], ["dil_conv_5x5", 2]], reduce_concat=range(2, 6))
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sample_2500_3 = Genotype(normal=[["sep_conv_3x3", 0], ["dil_conv_3x3", 1], ["sep_conv_5x5", 1], ["dil_conv_3x3", 2], ["sep_conv_5x5", 0], ["sep_conv_3x3", 2], ["dil_conv_3x3", 0], ["dil_conv_3x3", 1]], normal_concat=range(2, 6), reduce=[["skip_connect", 0], ["dil_conv_3x3", 1], ["dil_conv_5x5", 0], ["max_pool_3x3", 1], ["avg_pool_3x3", 0], ["max_pool_3x3", 1], ["avg_pool_3x3", 1], ["skip_connect", 3]], reduce_concat=range(2, 6))
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####20000_sample
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sample_20000_0 = Genotype(normal=[["skip_connect", 0], ["dil_conv_3x3", 1], ["sep_conv_5x5", 1], ["skip_connect", 2], ["dil_conv_5x5", 0], ["sep_conv_3x3", 3], ["sep_conv_5x5", 2], ["dil_conv_5x5", 4]], normal_concat=range(2, 6), reduce=[["skip_connect", 0], ["sep_conv_5x5", 1], ["dil_conv_5x5", 0], ["skip_connect", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 2], ["dil_conv_5x5", 0], ["sep_conv_5x5", 4]], reduce_concat=range(2, 6))
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sample_20000_1 = Genotype(normal=[["skip_connect", 0], ["skip_connect", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 2], ["dil_conv_5x5", 1], ["sep_conv_5x5", 2], ["sep_conv_3x3", 1], ["dil_conv_3x3", 2]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["dil_conv_3x3", 1], ["sep_conv_5x5", 0], ["avg_pool_3x3", 2], ["dil_conv_5x5", 1], ["dil_conv_5x5", 2], ["dil_conv_5x5", 0], ["sep_conv_3x3", 4]], reduce_concat=range(2, 6))
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sample_20000_2 = Genotype(normal=[["skip_connect", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 2], ["dil_conv_5x5", 0], ["sep_conv_3x3", 3], ["sep_conv_5x5", 1], ["sep_conv_3x3", 3]], normal_concat=range(2, 6), reduce=[["dil_conv_5x5", 0], ["dil_conv_3x3", 1], ["skip_connect", 0], ["max_pool_3x3", 1], ["sep_conv_5x5", 0], ["dil_conv_5x5", 1], ["sep_conv_3x3", 1], ["dil_conv_3x3", 3]], reduce_concat=range(2, 6))
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sample_20000_3 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["skip_connect", 0], ["dil_conv_3x3", 2], ["dil_conv_3x3", 1], ["sep_conv_5x5", 3], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1]], normal_concat=range(2, 6), reduce=[["sep_conv_5x5", 0], ["dil_conv_5x5", 1], ["dil_conv_5x5", 0], ["dil_conv_5x5", 2], ["sep_conv_3x3", 0], ["sep_conv_5x5", 2], ["dil_conv_3x3", 1], ["sep_conv_3x3", 2]], reduce_concat=range(2, 6))
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####50000_sample
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sample_50000_0 = Genotype(normal=[["skip_connect", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2], ["sep_conv_3x3", 0], ["skip_connect", 2], ["sep_conv_3x3", 0], ["sep_conv_3x3", 2]], normal_concat=range(2, 6), reduce=[["max_pool_3x3", 0], ["sep_conv_5x5", 1], ["avg_pool_3x3", 0], ["dil_conv_3x3", 1], ["sep_conv_5x5", 0], ["dil_conv_3x3", 1], ["dil_conv_5x5", 0], ["max_pool_3x3", 1]], reduce_concat=range(2, 6))
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sample_50000_1 = Genotype(normal=[["dil_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 1], ["sep_conv_5x5", 3], ["sep_conv_5x5", 1], ["dil_conv_3x3", 2]], normal_concat=range(2, 6), reduce=[["dil_conv_3x3", 0], ["dil_conv_5x5", 1], ["sep_conv_3x3", 0], ["skip_connect", 1], ["sep_conv_5x5", 0], ["max_pool_3x3", 1], ["dil_conv_3x3", 1], ["dil_conv_5x5", 2]], reduce_concat=range(2, 6))
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sample_50000_2 = Genotype(normal=[["skip_connect", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 2], ["dil_conv_5x5", 0], ["sep_conv_3x3", 3], ["sep_conv_5x5", 1], ["sep_conv_3x3", 3]], normal_concat=range(2, 6), reduce=[["dil_conv_5x5", 0], ["dil_conv_3x3", 1], ["skip_connect", 0], ["max_pool_3x3", 1], ["sep_conv_5x5", 0], ["dil_conv_5x5", 1], ["sep_conv_3x3", 1], ["dil_conv_3x3", 3]], reduce_concat=range(2, 6))
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sample_50000_3 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["skip_connect", 0], ["dil_conv_3x3", 2], ["dil_conv_3x3", 1], ["sep_conv_5x5", 3], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1]], normal_concat=range(2, 6), reduce=[["sep_conv_5x5", 0], ["dil_conv_5x5", 1], ["dil_conv_5x5", 0], ["dil_conv_5x5", 2], ["sep_conv_3x3", 0], ["sep_conv_5x5", 2], ["dil_conv_3x3", 1], ["sep_conv_3x3", 2]], reduce_concat=range(2, 6))
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#### random
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random_max_0 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 3], ["sep_conv_5x5", 1], ["sep_conv_5x5", 4]], normal_concat=range(2, 6), reduce=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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random_max_1 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 2], ["sep_conv_5x5", 0], ["sep_conv_5x5", 2], ["sep_conv_5x5", 1], ["sep_conv_5x5", 4]], normal_concat=range(2, 6), reduce=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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random_max_2 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 2], ["sep_conv_5x5", 0], ["sep_conv_5x5", 3], ["sep_conv_5x5", 1], ["sep_conv_5x5", 4]], normal_concat=range(2, 6), reduce=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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random_max_3 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 2], ["sep_conv_5x5", 1], ["sep_conv_5x5", 4]], normal_concat=range(2, 6), reduce=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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#### ImageNet-1k
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init_pt_s5_in_0_100_N10=Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2], ["sep_conv_5x5", 2], ["sep_conv_5x5", 3], ["sep_conv_3x3", 0], ["sep_conv_5x5", 3]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["dil_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["skip_connect", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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init_pt_s5_in_1_100_N10=Genotype(normal=[["skip_connect", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 3], ["sep_conv_3x3", 3], ["sep_conv_5x5", 4]], normal_concat=range(2, 6), reduce=[["avg_pool_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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init_pt_s5_in_2_100_N10=Genotype(normal=[["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 3], ["sep_conv_3x3", 3], ["sep_conv_5x5", 4]], normal_concat=range(2, 6), reduce=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["skip_connect", 0], ["dil_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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init_pt_s5_in_3_100_N10=Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 2], ["sep_conv_5x5", 2], ["sep_conv_3x3", 3], ["sep_conv_5x5", 0], ["sep_conv_5x5", 3]], normal_concat=range(2, 6), reduce=[["dil_conv_3x3", 0], ["skip_connect", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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####N1
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init_pt_s5_C10_0_N1 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 1], ["sep_conv_5x5", 2], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], normal_concat=range(2, 6), reduce=[["skip_connect", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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init_pt_s5_C10_1_N1 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 1], ["sep_conv_5x5", 2], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2], ["sep_conv_3x3", 1], ["sep_conv_5x5", 2]], normal_concat=range(2, 6), reduce=[["skip_connect", 0], ["sep_conv_5x5", 1], ["skip_connect", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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init_pt_s5_C10_2_N1 = Genotype(normal=[["skip_connect", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 2], ["sep_conv_5x5", 0], ["sep_conv_5x5", 2], ["sep_conv_3x3", 0], ["sep_conv_5x5", 3]], normal_concat=range(2, 6), reduce=[["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["skip_connect", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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init_pt_s5_C10_3_N1 = Genotype(normal=[["skip_connect", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 3], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], normal_concat=range(2, 6), reduce=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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####N5
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#####V1
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init_pt_s5_C10_0_1_N5 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 1], ["sep_conv_5x5", 2], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], normal_concat=range(2, 6), reduce=[["skip_connect", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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init_pt_s5_C10_1_1_N5 = Genotype(normal=[["skip_connect", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 1], ["sep_conv_5x5", 2], ["sep_conv_5x5", 1], ["sep_conv_5x5", 2], ["sep_conv_3x3", 1], ["sep_conv_5x5", 4]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 3], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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init_pt_s5_C10_2_1_N5 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 1], ["sep_conv_3x3", 2], ["sep_conv_5x5", 2], ["sep_conv_3x3", 3], ["sep_conv_3x3", 0], ["sep_conv_3x3", 3]], normal_concat=range(2, 6), reduce=[["sep_conv_5x5", 0], ["skip_connect", 1], ["sep_conv_3x3", 0], ["dil_conv_3x3", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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init_pt_s5_C10_3_1_N5 = Genotype(normal=[["skip_connect", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 3], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], normal_concat=range(2, 6), reduce=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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#####V10
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init_pt_s5_C10_0_10_N5 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 1], ["sep_conv_5x5", 2], ["sep_conv_3x3", 0], ["sep_conv_3x3", 2], ["sep_conv_5x5", 1], ["sep_conv_5x5", 2]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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init_pt_s5_C10_1_10_N5 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 1], ["sep_conv_5x5", 2], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2], ["sep_conv_3x3", 1], ["sep_conv_5x5", 2]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 1], ["sep_conv_5x5", 3], ["sep_conv_5x5", 1], ["sep_conv_5x5", 4]], reduce_concat=range(2, 6))
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init_pt_s5_C10_2_10_N5 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 1], ["sep_conv_3x3", 2], ["sep_conv_5x5", 2], ["sep_conv_3x3", 3], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 1], ["sep_conv_5x5", 2], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["skip_connect", 1]], reduce_concat=range(2, 6))
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init_pt_s5_C10_3_10_N5 = Genotype(normal=[["skip_connect", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 3], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], normal_concat=range(2, 6), reduce=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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#####V100
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init_pt_s5_C10_0_100_N5 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 1], ["sep_conv_5x5", 2], ["sep_conv_5x5", 1], ["sep_conv_3x3", 2], ["sep_conv_5x5", 2], ["sep_conv_3x3", 4]], normal_concat=range(2, 6), reduce=[["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 1], ["sep_conv_3x3", 3], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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init_pt_s5_C10_1_100_N5 = Genotype(normal=[["skip_connect", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 1], ["sep_conv_5x5", 2], ["sep_conv_5x5", 1], ["sep_conv_5x5", 2], ["sep_conv_3x3", 1], ["sep_conv_5x5", 4]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 3], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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init_pt_s5_C10_2_100_N5 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 2], ["sep_conv_3x3", 3], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 1], ["sep_conv_3x3", 2], ["sep_conv_3x3", 1], ["sep_conv_5x5", 3], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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init_pt_s5_C10_3_100_N5 = Genotype(normal=[["skip_connect", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 2], ["sep_conv_3x3", 0], ["sep_conv_3x3", 2], ["sep_conv_3x3", 0], ["sep_conv_3x3", 2]], normal_concat=range(2, 6), reduce=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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####N10
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#####V1
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init_pt_s5_C10_0_1_N10 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 1], ["sep_conv_5x5", 2], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 2], ["sep_conv_3x3", 4]], normal_concat=range(2, 6), reduce=[["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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init_pt_s5_C10_1_1_N10 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 1], ["sep_conv_5x5", 2], ["sep_conv_3x3", 1], ["sep_conv_5x5", 2], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], normal_concat=range(2, 6), reduce=[["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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init_pt_s5_C10_2_1_N10 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 1], ["sep_conv_3x3", 2], ["sep_conv_5x5", 2], ["sep_conv_3x3", 3], ["sep_conv_3x3", 0], ["sep_conv_3x3", 3]], normal_concat=range(2, 6), reduce=[["sep_conv_5x5", 0], ["skip_connect", 1], ["sep_conv_3x3", 0], ["dil_conv_3x3", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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init_pt_s5_C10_3_1_N10 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 3], ["sep_conv_5x5", 4]], normal_concat=range(2, 6), reduce=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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#####V10
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init_pt_s5_C10_0_10_N10 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 1], ["sep_conv_5x5", 2], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 2], ["sep_conv_3x3", 4]], normal_concat=range(2, 6), reduce=[["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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init_pt_s5_C10_1_10_N10 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 1], ["sep_conv_5x5", 2], ["sep_conv_3x3", 1], ["sep_conv_5x5", 2], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], normal_concat=range(2, 6), reduce=[["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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init_pt_s5_C10_2_10_N10 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 2], ["sep_conv_5x5", 0], ["sep_conv_5x5", 2], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1]], normal_concat=range(2, 6), reduce=[["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["skip_connect", 0], ["skip_connect", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]], reduce_concat=range(2, 6))
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init_pt_s5_C10_3_10_N10 = Genotype(normal=[["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 1], ["sep_conv_3x3", 3], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1]], normal_concat=range(2, 6), reduce=[["dil_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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#fisher
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cf10_fisher = Genotype(normal=[["avg_pool_3x3", 0], ["avg_pool_3x3", 1], ["avg_pool_3x3", 0], ["dil_conv_3x3", 1],["avg_pool_3x3", 0], ["skip_connect", 2],["sep_conv_5x5", 0], ["dil_conv_3x3", 3]], normal_concat=range(2, 6), reduce= [["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["max_pool_3x3", 0], ["max_pool_3x3", 2], ["sep_conv_3x3", 0], ["dil_conv_5x5", 3], ["sep_conv_5x5", 0], ["sep_conv_3x3", 2]], reduce_concat=range(2, 6))
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#grasp
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cf10_grasp = Genotype(normal=[["avg_pool_3x3", 0], ["avg_pool_3x3", 1], ["skip_connect", 0], ["sep_conv_5x5", 1], ["dil_conv_3x3", 1], ["sep_conv_3x3", 2], ["sep_conv_5x5", 2], ["sep_conv_3x3", 3]], normal_concat=range(2, 6), reduce= [["sep_conv_3x3", 0], ["skip_connect", 1], ["avg_pool_3x3", 0], ["skip_connect", 1], ["sep_conv_5x5", 0], ["skip_connect", 1], ["max_pool_3x3", 1], ["sep_conv_3x3", 3]], reduce_concat=range(2, 6))
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#jacob_cov
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cf10_jacob_cov = Genotype(normal=[["max_pool_3x3", 0], ["dil_conv_3x3", 1], ["dil_conv_3x3", 0], ["sep_conv_3x3", 2], ["dil_conv_3x3", 0], ["sep_conv_3x3", 3], ["sep_conv_5x5", 0], ["dil_conv_3x3", 3]], normal_concat=range(2, 6), reduce= [["sep_conv_3x3", 0], ["max_pool_3x3", 1], ["max_pool_3x3", 0], ["avg_pool_3x3", 1], ["sep_conv_3x3", 1], ["sep_conv_5x5", 3], ["dil_conv_3x3", 1], ["sep_conv_3x3", 4]], reduce_concat=range(2, 6))
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#meco
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cf10_meco = Genotype(normal=[["dil_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["skip_connect", 1], ["dil_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 2], ["sep_conv_5x5", 3]], normal_concat=range(2, 6), reduce= [["dil_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["dil_conv_5x5", 0], ["dil_conv_5x5", 1], ["dil_conv_5x5", 1], ["sep_conv_3x3", 4]], reduce_concat=range(2, 6))
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#synflow
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cf10_synflow = Genotype(normal= [["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 1], ["sep_conv_5x5", 2], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1]], normal_concat=range(2, 6), reduce= [["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1]], reduce_concat=range(2, 6))
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#zico
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cf10_zico= Genotype(normal= [["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 1], ["sep_conv_5x5", 2], ["sep_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1]], normal_concat=range(2, 6), reduce= [["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["skip_connect", 0], ["sep_conv_3x3", 2]], reduce_concat=range(2, 6))
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#snip
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cf10_snip = Genotype(normal= [["sep_conv_3x3", 0], ["avg_pool_3x3", 1], ["dil_conv_5x5", 0], ["sep_conv_5x5", 1], ["dil_conv_3x3", 1], ["sep_conv_3x3", 3], ["sep_conv_3x3", 2], ["sep_conv_5x5", 3]], normal_concat=range(2, 6), reduce= [["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["avg_pool_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["skip_connect", 1], ["dil_conv_3x3", 0], ["sep_conv_3x3", 4]], reduce_concat=range(2, 6))
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#fisher
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cf100_fisher = Genotype(normal= [["sep_conv_3x3", 0], ["max_pool_3x3", 1], ["sep_conv_5x5", 0], ["max_pool_3x3", 1], ["dil_conv_3x3", 1], ["skip_connect", 3], ["dil_conv_5x5", 0], ["skip_connect", 1]], normal_concat=range(2, 6), reduce= [["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_3x3", 1], ["dil_conv_3x3", 2], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["max_pool_3x3", 1], ["sep_conv_3x3", 4]] , reduce_concat=range(2, 6))
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#grasp
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cf100_grasp= Genotype(normal= [["max_pool_3x3", 0], ["avg_pool_3x3", 1], ["avg_pool_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 2], ["sep_conv_3x3", 3], ["avg_pool_3x3", 0], ["sep_conv_3x3", 4]] , normal_concat=range(2, 6), reduce= [["max_pool_3x3", 0], ["sep_conv_3x3", 1], ["dil_conv_3x3", 0], ["dil_conv_3x3", 2], ["skip_connect", 0], ["dil_conv_3x3", 1], ["dil_conv_3x3", 1], ["sep_conv_3x3", 2]] , reduce_concat=range(2, 6))
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#jacob_cov
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cf100_jacob_cov = Genotype(normal= [["max_pool_3x3", 0], ["avg_pool_3x3", 1], ["dil_conv_3x3", 0], ["dil_conv_5x5", 1], ["avg_pool_3x3", 0], ["avg_pool_3x3", 3], ["dil_conv_5x5", 1], ["dil_conv_5x5", 4]], normal_concat=range(2, 6), reduce= [["skip_connect", 0], ["sep_conv_5x5", 1], ["avg_pool_3x3", 0], ["skip_connect", 2], ["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["dil_conv_3x3", 0], ["dil_conv_5x5", 1]] , reduce_concat=range(2, 6))
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#meco
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cf100_meco = Genotype(normal= [["dil_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 0], ["dil_conv_5x5", 2], ["sep_conv_5x5", 2], ["sep_conv_3x3", 3], ["dil_conv_5x5", 0], ["sep_conv_3x3", 2]], normal_concat=range(2, 6), reduce= [["avg_pool_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 0], ["dil_conv_5x5", 2], ["sep_conv_3x3", 0], ["sep_conv_3x3", 3], ["dil_conv_3x3", 0], ["sep_conv_3x3", 1]] , reduce_concat=range(2, 6))
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#snip
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cf100_snip = Genotype(normal= [["sep_conv_5x5", 0], ["skip_connect", 1], ["sep_conv_3x3", 1], ["sep_conv_5x5", 2], ["skip_connect", 0], ["sep_conv_3x3", 2], ["dil_conv_3x3", 0], ["max_pool_3x3", 3]], normal_concat=range(2, 6), reduce= [["dil_conv_3x3", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["skip_connect", 2], ["skip_connect", 0], ["skip_connect", 2], ["dil_conv_5x5", 1], ["sep_conv_5x5", 2]] , reduce_concat=range(2, 6))
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#synflow
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cf100_synflow = Genotype(normal= [["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 1], ["sep_conv_5x5", 2], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1]] , normal_concat=range(2, 6), reduce= [["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1]] , reduce_concat=range(2, 6))
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#zico
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cf100_zico = Genotype(normal= [["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 0], ["sep_conv_5x5", 1], ["sep_conv_3x3", 0], ["sep_conv_3x3", 3]], normal_concat=range(2, 6), reduce= [["sep_conv_5x5", 0], ["sep_conv_3x3", 1], ["sep_conv_5x5", 0], ["dil_conv_5x5", 1], ["sep_conv_5x5", 0], ["sep_conv_3x3", 2], ["sep_conv_3x3", 0], ["sep_conv_3x3", 1]] , reduce_concat=range(2, 6))
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