from collections import namedtuple Genotype = namedtuple('Genotype', 'normal normal_concat reduce reduce_concat') PRIMITIVES = [ 'none', 'noise', 'max_pool_3x3', 'avg_pool_3x3', 'skip_connect', 'sep_conv_3x3', 'sep_conv_5x5', 'dil_conv_3x3', 'dil_conv_5x5' ] ######## S1-S4 Space ######## #### cifar10 s1 - s4 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)) 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)) 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)) 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)) 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)) 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)) 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)) 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)) #### cifar100 s1 - s4 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)) 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)) 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)) 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)) 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)) 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)) 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)) 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)) #### svhn s1 - s4 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)) 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)) 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)) 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)) 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)) 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)) 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)) 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)) ######## DARTS Space ######## ####init-100-N10 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)) 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)) 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)) 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)) ####global op gready 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)) 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)) 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)) 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)) ####2500_sample 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)) 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)) 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)) 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)) ####20000_sample 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)) 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)) 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)) 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)) ####50000_sample 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)) 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)) 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)) 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)) #### random 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)) 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)) 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)) 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)) #### ImageNet-1k 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)) 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)) 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)) 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)) ####N1 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)) 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)) 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)) 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)) ####N5 #####V1 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)) 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)) 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)) 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)) #####V10 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)) 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)) 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)) 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)) #####V100 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)) 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)) 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)) 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)) ####N10 #####V1 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)) 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)) 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)) 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)) #####V10 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)) 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)) 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)) 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)) #fisher 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)) #grasp 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)) #jacob_cov 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)) #meco 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)) #synflow 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)) #zico 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)) #snip 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)) #fisher 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)) #grasp 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)) #jacob_cov 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)) #meco 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)) #snip 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)) #synflow 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)) #zico 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))