swap-nas/datasets/DARTS_archs_CIFAR10.csv

1	Genotype(normal=[('none', 0), ('dil_conv_5x5', 0), ('sep_conv_5x5', 0), ('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('dil_conv_5x5', 2), ('sep_conv_5x5', 3), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('dil_conv_5x5', 0), ('sep_conv_5x5', 0), ('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('dil_conv_5x5', 2), ('sep_conv_5x5', 3), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	85.0
2	Genotype(normal=[('sep_conv_5x5', 0), ('sep_conv_3x3', 0), ('avg_pool_3x3', 2), ('sep_conv_3x3', 0), ('sep_conv_3x3', 3), ('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('sep_conv_3x3', 0), ('avg_pool_3x3', 2), ('sep_conv_3x3', 0), ('sep_conv_3x3', 3), ('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	85.23999786376953
3	Genotype(normal=[('dil_conv_5x5', 0), ('skip_connect', 0), ('skip_connect', 2), ('none', 2), ('sep_conv_5x5', 0), ('sep_conv_3x3', 3), ('skip_connect', 4), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('skip_connect', 0), ('skip_connect', 2), ('none', 2), ('sep_conv_5x5', 0), ('sep_conv_3x3', 3), ('skip_connect', 4), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	81.29000091552734
4	Genotype(normal=[('dil_conv_5x5', 0), ('sep_conv_5x5', 0), ('skip_connect', 0), ('avg_pool_3x3', 1), ('sep_conv_5x5', 1), ('skip_connect', 3), ('dil_conv_5x5', 1), ('none', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('sep_conv_5x5', 0), ('skip_connect', 0), ('avg_pool_3x3', 1), ('sep_conv_5x5', 1), ('skip_connect', 3), ('dil_conv_5x5', 1), ('none', 0)], reduce_concat=[2, 3, 4, 5])	77.72000122070312
5	Genotype(normal=[('none', 1), ('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 1), ('sep_conv_3x3', 3), ('dil_conv_3x3', 0), ('skip_connect', 2), ('skip_connect', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 1), ('sep_conv_3x3', 3), ('dil_conv_3x3', 0), ('skip_connect', 2), ('skip_connect', 1)], reduce_concat=[2, 3, 4, 5])	82.04000091552734
6	Genotype(normal=[('skip_connect', 0), ('max_pool_3x3', 1), ('sep_conv_3x3', 1), ('skip_connect', 1), ('skip_connect', 2), ('max_pool_3x3', 2), ('none', 4), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('max_pool_3x3', 1), ('sep_conv_3x3', 1), ('skip_connect', 1), ('skip_connect', 2), ('max_pool_3x3', 2), ('none', 4), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	74.27999877929688
7	Genotype(normal=[('max_pool_3x3', 1), ('none', 0), ('max_pool_3x3', 0), ('dil_conv_5x5', 2), ('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('avg_pool_3x3', 0), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('none', 0), ('max_pool_3x3', 0), ('dil_conv_5x5', 2), ('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('avg_pool_3x3', 0), ('none', 1)], reduce_concat=[2, 3, 4, 5])	69.61000061035156
8	Genotype(normal=[('sep_conv_5x5', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('dil_conv_5x5', 2), ('dil_conv_3x3', 0), ('none', 0), ('skip_connect', 2), ('none', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('dil_conv_5x5', 2), ('dil_conv_3x3', 0), ('none', 0), ('skip_connect', 2), ('none', 4)], reduce_concat=[2, 3, 4, 5])	82.50999450683594
9	Genotype(normal=[('none', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 2), ('max_pool_3x3', 2), ('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('sep_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 2), ('max_pool_3x3', 2), ('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('sep_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	77.0
10	Genotype(normal=[('none', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 2), ('dil_conv_5x5', 1), ('sep_conv_3x3', 3), ('dil_conv_5x5', 3), ('none', 3), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 2), ('dil_conv_5x5', 1), ('sep_conv_3x3', 3), ('dil_conv_5x5', 3), ('none', 3), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	79.1500015258789
11	Genotype(normal=[('sep_conv_3x3', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 1), ('dil_conv_3x3', 0), ('skip_connect', 0), ('skip_connect', 1), ('none', 2), ('sep_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 1), ('dil_conv_3x3', 0), ('skip_connect', 0), ('skip_connect', 1), ('none', 2), ('sep_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	76.7699966430664
12	Genotype(normal=[('skip_connect', 1), ('dil_conv_3x3', 1), ('sep_conv_3x3', 0), ('none', 2), ('sep_conv_3x3', 0), ('sep_conv_3x3', 2), ('max_pool_3x3', 4), ('avg_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('dil_conv_3x3', 1), ('sep_conv_3x3', 0), ('none', 2), ('sep_conv_3x3', 0), ('sep_conv_3x3', 2), ('max_pool_3x3', 4), ('avg_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	80.25
13	Genotype(normal=[('avg_pool_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_5x5', 1), ('dil_conv_5x5', 2), ('max_pool_3x3', 0), ('dil_conv_3x3', 2), ('sep_conv_5x5', 3), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_5x5', 1), ('dil_conv_5x5', 2), ('max_pool_3x3', 0), ('dil_conv_3x3', 2), ('sep_conv_5x5', 3), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	84.72999572753906
14	Genotype(normal=[('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2), ('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('skip_connect', 0), ('dil_conv_3x3', 4), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2), ('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('skip_connect', 0), ('dil_conv_3x3', 4), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	73.80999755859375
15	Genotype(normal=[('dil_conv_5x5', 0), ('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('skip_connect', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 1), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('skip_connect', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 1), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	79.25999450683594
16	Genotype(normal=[('skip_connect', 0), ('max_pool_3x3', 0), ('none', 2), ('dil_conv_5x5', 1), ('sep_conv_3x3', 0), ('dil_conv_3x3', 3), ('skip_connect', 4), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('max_pool_3x3', 0), ('none', 2), ('dil_conv_5x5', 1), ('sep_conv_3x3', 0), ('dil_conv_3x3', 3), ('skip_connect', 4), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	82.3499984741211
17	Genotype(normal=[('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 1), ('dil_conv_3x3', 1), ('skip_connect', 0), ('sep_conv_5x5', 2), ('skip_connect', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 1), ('dil_conv_3x3', 1), ('skip_connect', 0), ('sep_conv_5x5', 2), ('skip_connect', 2)], reduce_concat=[2, 3, 4, 5])	83.69999694824219
18	Genotype(normal=[('max_pool_3x3', 1), ('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_3x3', 2), ('none', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_3x3', 2), ('none', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	81.87999725341797
19	Genotype(normal=[('sep_conv_5x5', 1), ('skip_connect', 1), ('dil_conv_5x5', 2), ('dil_conv_3x3', 2), ('sep_conv_3x3', 3), ('dil_conv_5x5', 1), ('dil_conv_5x5', 4), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('skip_connect', 1), ('dil_conv_5x5', 2), ('dil_conv_3x3', 2), ('sep_conv_3x3', 3), ('dil_conv_5x5', 1), ('dil_conv_5x5', 4), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	84.41999816894531
20	Genotype(normal=[('none', 0), ('none', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('none', 0), ('skip_connect', 4), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('none', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('none', 0), ('skip_connect', 4), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	77.75999450683594
21	Genotype(normal=[('none', 0), ('avg_pool_3x3', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('avg_pool_3x3', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	80.04999542236328
22	Genotype(normal=[('dil_conv_3x3', 1), ('dil_conv_3x3', 0), ('dil_conv_5x5', 2), ('none', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 3), ('dil_conv_3x3', 2), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('dil_conv_3x3', 0), ('dil_conv_5x5', 2), ('none', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 3), ('dil_conv_3x3', 2), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	82.45999908447266
23	Genotype(normal=[('dil_conv_5x5', 1), ('none', 1), ('dil_conv_3x3', 2), ('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('dil_conv_3x3', 2), ('none', 2), ('skip_connect', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('none', 1), ('dil_conv_3x3', 2), ('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('dil_conv_3x3', 2), ('none', 2), ('skip_connect', 1)], reduce_concat=[2, 3, 4, 5])	78.75999450683594
24	Genotype(normal=[('sep_conv_5x5', 0), ('sep_conv_3x3', 1), ('none', 1), ('sep_conv_5x5', 1), ('none', 2), ('max_pool_3x3', 3), ('sep_conv_5x5', 3), ('dil_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('sep_conv_3x3', 1), ('none', 1), ('sep_conv_5x5', 1), ('none', 2), ('max_pool_3x3', 3), ('sep_conv_5x5', 3), ('dil_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	83.9000015258789
25	Genotype(normal=[('avg_pool_3x3', 1), ('none', 0), ('dil_conv_5x5', 0), ('none', 2), ('avg_pool_3x3', 1), ('max_pool_3x3', 2), ('dil_conv_3x3', 1), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('none', 0), ('dil_conv_5x5', 0), ('none', 2), ('avg_pool_3x3', 1), ('max_pool_3x3', 2), ('dil_conv_3x3', 1), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	75.75999450683594
26	Genotype(normal=[('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('none', 0), ('dil_conv_3x3', 2), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('skip_connect', 3), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('none', 0), ('dil_conv_3x3', 2), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('skip_connect', 3), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	80.1199951171875
27	Genotype(normal=[('none', 0), ('none', 1), ('avg_pool_3x3', 2), ('max_pool_3x3', 2), ('skip_connect', 2), ('none', 3), ('dil_conv_5x5', 4), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('none', 1), ('avg_pool_3x3', 2), ('max_pool_3x3', 2), ('skip_connect', 2), ('none', 3), ('dil_conv_5x5', 4), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	10.219999313354492
28	Genotype(normal=[('sep_conv_3x3', 0), ('skip_connect', 0), ('sep_conv_3x3', 2), ('skip_connect', 0), ('none', 2), ('sep_conv_5x5', 0), ('skip_connect', 4), ('dil_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('skip_connect', 0), ('sep_conv_3x3', 2), ('skip_connect', 0), ('none', 2), ('sep_conv_5x5', 0), ('skip_connect', 4), ('dil_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	82.93999481201172
29	Genotype(normal=[('none', 0), ('dil_conv_3x3', 0), ('none', 0), ('sep_conv_5x5', 2), ('skip_connect', 3), ('sep_conv_5x5', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('dil_conv_3x3', 0), ('none', 0), ('sep_conv_5x5', 2), ('skip_connect', 3), ('sep_conv_5x5', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	78.63999938964844
30	Genotype(normal=[('skip_connect', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_3x3', 1), ('sep_conv_3x3', 3), ('max_pool_3x3', 2), ('sep_conv_3x3', 1), ('dil_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_3x3', 1), ('sep_conv_3x3', 3), ('max_pool_3x3', 2), ('sep_conv_3x3', 1), ('dil_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	80.13999938964844
31	Genotype(normal=[('sep_conv_5x5', 0), ('avg_pool_3x3', 1), ('sep_conv_5x5', 2), ('none', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 2), ('sep_conv_3x3', 3), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('avg_pool_3x3', 1), ('sep_conv_5x5', 2), ('none', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 2), ('sep_conv_3x3', 3), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	84.18000030517578
32	Genotype(normal=[('avg_pool_3x3', 1), ('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 3), ('dil_conv_3x3', 3), ('sep_conv_5x5', 0), ('sep_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 3), ('dil_conv_3x3', 3), ('sep_conv_5x5', 0), ('sep_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	80.61000061035156
33	Genotype(normal=[('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('avg_pool_3x3', 2), ('skip_connect', 0), ('skip_connect', 1), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('avg_pool_3x3', 2), ('skip_connect', 0), ('skip_connect', 1), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	78.68000030517578
34	Genotype(normal=[('sep_conv_5x5', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 2), ('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_3x3', 3), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 2), ('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_3x3', 3), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	85.13999938964844
35	Genotype(normal=[('skip_connect', 1), ('skip_connect', 1), ('skip_connect', 0), ('dil_conv_5x5', 0), ('avg_pool_3x3', 3), ('sep_conv_3x3', 0), ('max_pool_3x3', 3), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('skip_connect', 1), ('skip_connect', 0), ('dil_conv_5x5', 0), ('avg_pool_3x3', 3), ('sep_conv_3x3', 0), ('max_pool_3x3', 3), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	80.3499984741211
36	Genotype(normal=[('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 2), ('dil_conv_3x3', 0), ('max_pool_3x3', 2), ('dil_conv_5x5', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 2), ('dil_conv_3x3', 0), ('max_pool_3x3', 2), ('dil_conv_5x5', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	82.94999694824219
37	Genotype(normal=[('dil_conv_5x5', 0), ('none', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 3), ('skip_connect', 1), ('max_pool_3x3', 3), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('none', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 3), ('skip_connect', 1), ('max_pool_3x3', 3), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	80.31999969482422
38	Genotype(normal=[('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2), ('dil_conv_5x5', 3), ('sep_conv_3x3', 2), ('none', 1), ('none', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2), ('dil_conv_5x5', 3), ('sep_conv_3x3', 2), ('none', 1), ('none', 0)], reduce_concat=[2, 3, 4, 5])	76.30999755859375
39	Genotype(normal=[('skip_connect', 0), ('sep_conv_5x5', 0), ('none', 1), ('skip_connect', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('dil_conv_3x3', 4), ('skip_connect', 1)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('sep_conv_5x5', 0), ('none', 1), ('skip_connect', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('dil_conv_3x3', 4), ('skip_connect', 1)], reduce_concat=[2, 3, 4, 5])	84.87999725341797
40	Genotype(normal=[('avg_pool_3x3', 1), ('avg_pool_3x3', 0), ('none', 0), ('sep_conv_5x5', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('skip_connect', 3), ('avg_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('avg_pool_3x3', 0), ('none', 0), ('sep_conv_5x5', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('skip_connect', 3), ('avg_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	77.36000061035156
41	Genotype(normal=[('sep_conv_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 0), ('skip_connect', 0), ('sep_conv_3x3', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 2), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 0), ('skip_connect', 0), ('sep_conv_3x3', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 2), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	81.93000030517578
42	Genotype(normal=[('dil_conv_5x5', 0), ('skip_connect', 0), ('sep_conv_3x3', 2), ('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('skip_connect', 1), ('max_pool_3x3', 0), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('skip_connect', 0), ('sep_conv_3x3', 2), ('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('skip_connect', 1), ('max_pool_3x3', 0), ('none', 2)], reduce_concat=[2, 3, 4, 5])	81.40999603271484
43	Genotype(normal=[('skip_connect', 1), ('avg_pool_3x3', 0), ('skip_connect', 2), ('dil_conv_5x5', 2), ('none', 2), ('none', 1), ('avg_pool_3x3', 4), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('avg_pool_3x3', 0), ('skip_connect', 2), ('dil_conv_5x5', 2), ('none', 2), ('none', 1), ('avg_pool_3x3', 4), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	71.1500015258789
44	Genotype(normal=[('skip_connect', 0), ('dil_conv_5x5', 0), ('none', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 2), ('max_pool_3x3', 2), ('dil_conv_3x3', 0), ('max_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('dil_conv_5x5', 0), ('none', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 2), ('max_pool_3x3', 2), ('dil_conv_3x3', 0), ('max_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	76.72999572753906
45	Genotype(normal=[('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('none', 1), ('none', 2), ('max_pool_3x3', 1), ('none', 1), ('sep_conv_5x5', 4), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('none', 1), ('none', 2), ('max_pool_3x3', 1), ('none', 1), ('sep_conv_5x5', 4), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	75.36000061035156
46	Genotype(normal=[('max_pool_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_5x5', 2), ('max_pool_3x3', 2), ('avg_pool_3x3', 3), ('dil_conv_3x3', 3), ('sep_conv_5x5', 4), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_5x5', 2), ('max_pool_3x3', 2), ('avg_pool_3x3', 3), ('dil_conv_3x3', 3), ('sep_conv_5x5', 4), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	82.25999450683594
47	Genotype(normal=[('avg_pool_3x3', 1), ('sep_conv_3x3', 1), ('sep_conv_5x5', 2), ('dil_conv_5x5', 0), ('skip_connect', 1), ('dil_conv_3x3', 3), ('dil_conv_3x3', 0), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('sep_conv_3x3', 1), ('sep_conv_5x5', 2), ('dil_conv_5x5', 0), ('skip_connect', 1), ('dil_conv_3x3', 3), ('dil_conv_3x3', 0), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	82.90999603271484
48	Genotype(normal=[('skip_connect', 1), ('skip_connect', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 2), ('dil_conv_3x3', 2), ('sep_conv_3x3', 0), ('dil_conv_5x5', 1), ('none', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('skip_connect', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 2), ('dil_conv_3x3', 2), ('sep_conv_3x3', 0), ('dil_conv_5x5', 1), ('none', 3)], reduce_concat=[2, 3, 4, 5])	73.80999755859375
49	Genotype(normal=[('dil_conv_3x3', 0), ('skip_connect', 1), ('avg_pool_3x3', 0), ('none', 0), ('sep_conv_3x3', 1), ('avg_pool_3x3', 2), ('none', 3), ('skip_connect', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('skip_connect', 1), ('avg_pool_3x3', 0), ('none', 0), ('sep_conv_3x3', 1), ('avg_pool_3x3', 2), ('none', 3), ('skip_connect', 1)], reduce_concat=[2, 3, 4, 5])	72.43000030517578
50	Genotype(normal=[('dil_conv_5x5', 0), ('skip_connect', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 3), ('sep_conv_5x5', 0), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('skip_connect', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 3), ('sep_conv_5x5', 0), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	80.88999938964844
51	Genotype(normal=[('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('none', 1), ('sep_conv_5x5', 1), ('none', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('none', 1), ('sep_conv_5x5', 1), ('none', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	84.87999725341797
52	Genotype(normal=[('max_pool_3x3', 1), ('sep_conv_3x3', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 0), ('avg_pool_3x3', 3), ('sep_conv_3x3', 2), ('sep_conv_3x3', 2), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('sep_conv_3x3', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 0), ('avg_pool_3x3', 3), ('sep_conv_3x3', 2), ('sep_conv_3x3', 2), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	81.81999969482422
53	Genotype(normal=[('none', 0), ('skip_connect', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 2), ('dil_conv_3x3', 3), ('max_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('skip_connect', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 2), ('dil_conv_3x3', 3), ('max_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	80.3499984741211
54	Genotype(normal=[('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('none', 0), ('skip_connect', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('none', 0), ('skip_connect', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	78.91999816894531
55	Genotype(normal=[('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2), ('avg_pool_3x3', 0), ('none', 2), ('avg_pool_3x3', 2), ('sep_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2), ('avg_pool_3x3', 0), ('none', 2), ('avg_pool_3x3', 2), ('sep_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	77.33999633789062
56	Genotype(normal=[('skip_connect', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 2), ('none', 2), ('avg_pool_3x3', 1), ('none', 0), ('skip_connect', 1)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 2), ('none', 2), ('avg_pool_3x3', 1), ('none', 0), ('skip_connect', 1)], reduce_concat=[2, 3, 4, 5])	68.79999542236328
57	Genotype(normal=[('dil_conv_5x5', 0), ('none', 0), ('avg_pool_3x3', 1), ('avg_pool_3x3', 2), ('dil_conv_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 4), ('dil_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('none', 0), ('avg_pool_3x3', 1), ('avg_pool_3x3', 2), ('dil_conv_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 4), ('dil_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	82.2699966430664
58	Genotype(normal=[('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('skip_connect', 1), ('max_pool_3x3', 2), ('avg_pool_3x3', 3), ('skip_connect', 3), ('skip_connect', 1), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('skip_connect', 1), ('max_pool_3x3', 2), ('avg_pool_3x3', 3), ('skip_connect', 3), ('skip_connect', 1), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	71.79000091552734
59	Genotype(normal=[('dil_conv_5x5', 0), ('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('sep_conv_5x5', 1), ('dil_conv_5x5', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('max_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('sep_conv_5x5', 1), ('dil_conv_5x5', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('max_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	74.95999908447266
60	Genotype(normal=[('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('max_pool_3x3', 0), ('avg_pool_3x3', 0), ('skip_connect', 0), ('dil_conv_5x5', 3), ('dil_conv_5x5', 3), ('avg_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('max_pool_3x3', 0), ('avg_pool_3x3', 0), ('skip_connect', 0), ('dil_conv_5x5', 3), ('dil_conv_5x5', 3), ('avg_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	77.54000091552734
61	Genotype(normal=[('max_pool_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('none', 1), ('sep_conv_3x3', 0), ('sep_conv_3x3', 3), ('dil_conv_5x5', 2), ('sep_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('none', 1), ('sep_conv_3x3', 0), ('sep_conv_3x3', 3), ('dil_conv_5x5', 2), ('sep_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	83.83999633789062
62	Genotype(normal=[('skip_connect', 1), ('skip_connect', 1), ('skip_connect', 2), ('avg_pool_3x3', 2), ('dil_conv_3x3', 3), ('avg_pool_3x3', 1), ('skip_connect', 3), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('skip_connect', 1), ('skip_connect', 2), ('avg_pool_3x3', 2), ('dil_conv_3x3', 3), ('avg_pool_3x3', 1), ('skip_connect', 3), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	68.0999984741211
63	Genotype(normal=[('sep_conv_3x3', 0), ('none', 0), ('sep_conv_5x5', 2), ('skip_connect', 2), ('none', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 0), ('dil_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('none', 0), ('sep_conv_5x5', 2), ('skip_connect', 2), ('none', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 0), ('dil_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	80.19999694824219
64	Genotype(normal=[('skip_connect', 0), ('sep_conv_5x5', 1), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 3), ('skip_connect', 3), ('sep_conv_5x5', 1), ('none', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('sep_conv_5x5', 1), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 3), ('skip_connect', 3), ('sep_conv_5x5', 1), ('none', 3)], reduce_concat=[2, 3, 4, 5])	79.30999755859375
65	Genotype(normal=[('none', 1), ('skip_connect', 0), ('skip_connect', 2), ('sep_conv_3x3', 1), ('dil_conv_5x5', 3), ('dil_conv_3x3', 2), ('dil_conv_3x3', 0), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('skip_connect', 0), ('skip_connect', 2), ('sep_conv_3x3', 1), ('dil_conv_5x5', 3), ('dil_conv_3x3', 2), ('dil_conv_3x3', 0), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	78.93999481201172
66	Genotype(normal=[('max_pool_3x3', 1), ('none', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 2), ('skip_connect', 0), ('dil_conv_3x3', 2), ('max_pool_3x3', 3), ('sep_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('none', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 2), ('skip_connect', 0), ('dil_conv_3x3', 2), ('max_pool_3x3', 3), ('sep_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	79.27999877929688
67	Genotype(normal=[('sep_conv_5x5', 1), ('dil_conv_5x5', 0), ('sep_conv_5x5', 0), ('max_pool_3x3', 0), ('avg_pool_3x3', 3), ('sep_conv_5x5', 2), ('skip_connect', 1), ('dil_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('dil_conv_5x5', 0), ('sep_conv_5x5', 0), ('max_pool_3x3', 0), ('avg_pool_3x3', 3), ('sep_conv_5x5', 2), ('skip_connect', 1), ('dil_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	84.86000061035156
68	Genotype(normal=[('dil_conv_3x3', 0), ('sep_conv_3x3', 1), ('max_pool_3x3', 0), ('none', 2), ('sep_conv_5x5', 2), ('sep_conv_5x5', 1), ('dil_conv_5x5', 1), ('avg_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('sep_conv_3x3', 1), ('max_pool_3x3', 0), ('none', 2), ('sep_conv_5x5', 2), ('sep_conv_5x5', 1), ('dil_conv_5x5', 1), ('avg_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	83.36000061035156
69	Genotype(normal=[('sep_conv_5x5', 1), ('dil_conv_3x3', 1), ('skip_connect', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 2), ('sep_conv_5x5', 3), ('max_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('dil_conv_3x3', 1), ('skip_connect', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 2), ('sep_conv_5x5', 3), ('max_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	83.72000122070312
70	Genotype(normal=[('skip_connect', 1), ('sep_conv_3x3', 1), ('none', 0), ('sep_conv_5x5', 1), ('dil_conv_5x5', 2), ('sep_conv_3x3', 3), ('sep_conv_3x3', 0), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('sep_conv_3x3', 1), ('none', 0), ('sep_conv_5x5', 1), ('dil_conv_5x5', 2), ('sep_conv_3x3', 3), ('sep_conv_3x3', 0), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	83.75
71	Genotype(normal=[('dil_conv_3x3', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 2), ('none', 0), ('sep_conv_3x3', 3), ('avg_pool_3x3', 3), ('skip_connect', 1), ('dil_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 2), ('none', 0), ('sep_conv_3x3', 3), ('avg_pool_3x3', 3), ('skip_connect', 1), ('dil_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	76.40999603271484
72	Genotype(normal=[('dil_conv_3x3', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 3), ('none', 2), ('sep_conv_3x3', 3), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 3), ('none', 2), ('sep_conv_3x3', 3), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	77.72000122070312
73	Genotype(normal=[('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 2), ('avg_pool_3x3', 0), ('skip_connect', 2), ('none', 1), ('dil_conv_5x5', 4), ('dil_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 2), ('avg_pool_3x3', 0), ('skip_connect', 2), ('none', 1), ('dil_conv_5x5', 4), ('dil_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	83.18000030517578
74	Genotype(normal=[('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('max_pool_3x3', 2), ('none', 0), ('none', 3), ('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('skip_connect', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('max_pool_3x3', 2), ('none', 0), ('none', 3), ('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('skip_connect', 2)], reduce_concat=[2, 3, 4, 5])	73.79000091552734
75	Genotype(normal=[('sep_conv_3x3', 0), ('sep_conv_5x5', 1), ('none', 2), ('none', 0), ('none', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('sep_conv_5x5', 1), ('none', 2), ('none', 0), ('none', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	82.36000061035156
76	Genotype(normal=[('dil_conv_3x3', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 2), ('sep_conv_5x5', 1), ('skip_connect', 1), ('avg_pool_3x3', 3), ('none', 1), ('skip_connect', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 2), ('sep_conv_5x5', 1), ('skip_connect', 1), ('avg_pool_3x3', 3), ('none', 1), ('skip_connect', 1)], reduce_concat=[2, 3, 4, 5])	80.0199966430664
77	Genotype(normal=[('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 0), ('skip_connect', 0), ('sep_conv_5x5', 3), ('dil_conv_3x3', 3), ('dil_conv_3x3', 3), ('avg_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 0), ('skip_connect', 0), ('sep_conv_5x5', 3), ('dil_conv_3x3', 3), ('dil_conv_3x3', 3), ('avg_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	82.16999816894531
78	Genotype(normal=[('avg_pool_3x3', 0), ('none', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 0), ('max_pool_3x3', 3), ('avg_pool_3x3', 1), ('skip_connect', 1), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('none', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 0), ('max_pool_3x3', 3), ('avg_pool_3x3', 1), ('skip_connect', 1), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	67.2699966430664
79	Genotype(normal=[('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('skip_connect', 0), ('dil_conv_5x5', 2), ('skip_connect', 3), ('sep_conv_5x5', 3), ('sep_conv_5x5', 2), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('skip_connect', 0), ('dil_conv_5x5', 2), ('skip_connect', 3), ('sep_conv_5x5', 3), ('sep_conv_5x5', 2), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	83.19999694824219
80	Genotype(normal=[('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('max_pool_3x3', 2), ('avg_pool_3x3', 2), ('dil_conv_3x3', 1), ('sep_conv_3x3', 0), ('sep_conv_3x3', 3), ('dil_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('max_pool_3x3', 2), ('avg_pool_3x3', 2), ('dil_conv_3x3', 1), ('sep_conv_3x3', 0), ('sep_conv_3x3', 3), ('dil_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	82.29000091552734
81	Genotype(normal=[('dil_conv_3x3', 1), ('none', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 3), ('dil_conv_3x3', 3), ('dil_conv_3x3', 2), ('dil_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('none', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 3), ('dil_conv_3x3', 3), ('dil_conv_3x3', 2), ('dil_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	81.52999877929688
82	Genotype(normal=[('dil_conv_5x5', 0), ('skip_connect', 0), ('avg_pool_3x3', 1), ('avg_pool_3x3', 2), ('skip_connect', 0), ('skip_connect', 0), ('sep_conv_5x5', 2), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('skip_connect', 0), ('avg_pool_3x3', 1), ('avg_pool_3x3', 2), ('skip_connect', 0), ('skip_connect', 0), ('sep_conv_5x5', 2), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	80.5
83	Genotype(normal=[('sep_conv_5x5', 1), ('dil_conv_5x5', 1), ('none', 1), ('dil_conv_5x5', 2), ('skip_connect', 1), ('dil_conv_5x5', 2), ('sep_conv_3x3', 3), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('dil_conv_5x5', 1), ('none', 1), ('dil_conv_5x5', 2), ('skip_connect', 1), ('dil_conv_5x5', 2), ('sep_conv_3x3', 3), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	83.30999755859375
84	Genotype(normal=[('avg_pool_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 2), ('none', 0), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 2), ('none', 0), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	77.3499984741211
85	Genotype(normal=[('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('dil_conv_3x3', 0), ('none', 0), ('sep_conv_5x5', 3), ('skip_connect', 4), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('dil_conv_3x3', 0), ('none', 0), ('sep_conv_5x5', 3), ('skip_connect', 4), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	80.55999755859375
86	Genotype(normal=[('sep_conv_3x3', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 2), ('none', 2), ('none', 1), ('none', 1), ('dil_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 2), ('none', 2), ('none', 1), ('none', 1), ('dil_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	80.41999816894531
87	Genotype(normal=[('skip_connect', 0), ('dil_conv_5x5', 0), ('skip_connect', 0), ('dil_conv_5x5', 2), ('avg_pool_3x3', 3), ('dil_conv_5x5', 1), ('none', 2), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('dil_conv_5x5', 0), ('skip_connect', 0), ('dil_conv_5x5', 2), ('avg_pool_3x3', 3), ('dil_conv_5x5', 1), ('none', 2), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	77.06999969482422
88	Genotype(normal=[('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('none', 0), ('sep_conv_3x3', 1), ('avg_pool_3x3', 2), ('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('avg_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('none', 0), ('sep_conv_3x3', 1), ('avg_pool_3x3', 2), ('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('avg_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	75.86000061035156
89	Genotype(normal=[('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('skip_connect', 2), ('dil_conv_3x3', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 1), ('none', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('skip_connect', 2), ('dil_conv_3x3', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 1), ('none', 0)], reduce_concat=[2, 3, 4, 5])	75.29000091552734
90	Genotype(normal=[('skip_connect', 0), ('dil_conv_3x3', 1), ('sep_conv_3x3', 2), ('max_pool_3x3', 2), ('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('dil_conv_3x3', 1), ('sep_conv_3x3', 2), ('max_pool_3x3', 2), ('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	80.93000030517578
91	Genotype(normal=[('sep_conv_5x5', 1), ('none', 0), ('dil_conv_5x5', 2), ('max_pool_3x3', 2), ('skip_connect', 3), ('dil_conv_5x5', 2), ('sep_conv_3x3', 2), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('none', 0), ('dil_conv_5x5', 2), ('max_pool_3x3', 2), ('skip_connect', 3), ('dil_conv_5x5', 2), ('sep_conv_3x3', 2), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	82.52999877929688
92	Genotype(normal=[('max_pool_3x3', 1), ('none', 1), ('dil_conv_5x5', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('skip_connect', 2), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('none', 1), ('dil_conv_5x5', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('skip_connect', 2), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	74.93000030517578
93	Genotype(normal=[('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('none', 3), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('none', 3), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	66.7699966430664
94	Genotype(normal=[('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('sep_conv_3x3', 2), ('dil_conv_5x5', 2), ('max_pool_3x3', 3), ('skip_connect', 0), ('max_pool_3x3', 4), ('dil_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('sep_conv_3x3', 2), ('dil_conv_5x5', 2), ('max_pool_3x3', 3), ('skip_connect', 0), ('max_pool_3x3', 4), ('dil_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	81.04000091552734
95	Genotype(normal=[('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 2), ('skip_connect', 2), ('dil_conv_3x3', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 2), ('skip_connect', 2), ('dil_conv_3x3', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	77.66999816894531
96	Genotype(normal=[('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('max_pool_3x3', 0), ('dil_conv_5x5', 2), ('skip_connect', 0), ('avg_pool_3x3', 4), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('max_pool_3x3', 0), ('dil_conv_5x5', 2), ('skip_connect', 0), ('avg_pool_3x3', 4), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	81.73999786376953
97	Genotype(normal=[('dil_conv_5x5', 1), ('skip_connect', 0), ('sep_conv_3x3', 1), ('dil_conv_5x5', 1), ('dil_conv_3x3', 3), ('dil_conv_3x3', 0), ('skip_connect', 3), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('skip_connect', 0), ('sep_conv_3x3', 1), ('dil_conv_5x5', 1), ('dil_conv_3x3', 3), ('dil_conv_3x3', 0), ('skip_connect', 3), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	78.97000122070312
98	Genotype(normal=[('skip_connect', 0), ('sep_conv_5x5', 0), ('avg_pool_3x3', 2), ('dil_conv_5x5', 2), ('skip_connect', 3), ('sep_conv_3x3', 3), ('none', 3), ('max_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('sep_conv_5x5', 0), ('avg_pool_3x3', 2), ('dil_conv_5x5', 2), ('skip_connect', 3), ('sep_conv_3x3', 3), ('none', 3), ('max_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	83.0199966430664
99	Genotype(normal=[('skip_connect', 0), ('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('none', 0), ('dil_conv_5x5', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 3), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('none', 0), ('dil_conv_5x5', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 3), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	76.06999969482422
100	Genotype(normal=[('avg_pool_3x3', 0), ('skip_connect', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 2), ('sep_conv_5x5', 2), ('sep_conv_3x3', 2), ('none', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('skip_connect', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 2), ('sep_conv_5x5', 2), ('sep_conv_3x3', 2), ('none', 4)], reduce_concat=[2, 3, 4, 5])	80.77999877929688
101	Genotype(normal=[('avg_pool_3x3', 0), ('skip_connect', 0), ('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('sep_conv_3x3', 3), ('dil_conv_5x5', 3), ('dil_conv_3x3', 2), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('skip_connect', 0), ('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('sep_conv_3x3', 3), ('dil_conv_5x5', 3), ('dil_conv_3x3', 2), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	79.3499984741211
102	Genotype(normal=[('sep_conv_5x5', 1), ('sep_conv_5x5', 0), ('skip_connect', 2), ('skip_connect', 0), ('skip_connect', 0), ('dil_conv_5x5', 3), ('sep_conv_3x3', 2), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('sep_conv_5x5', 0), ('skip_connect', 2), ('skip_connect', 0), ('skip_connect', 0), ('dil_conv_5x5', 3), ('sep_conv_3x3', 2), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	84.41999816894531
103	Genotype(normal=[('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('dil_conv_3x3', 2), ('skip_connect', 3), ('dil_conv_3x3', 3), ('sep_conv_3x3', 3), ('avg_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('dil_conv_3x3', 2), ('skip_connect', 3), ('dil_conv_3x3', 3), ('sep_conv_3x3', 3), ('avg_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	82.47000122070312
104	Genotype(normal=[('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('none', 1), ('max_pool_3x3', 2), ('avg_pool_3x3', 3), ('dil_conv_5x5', 0), ('dil_conv_5x5', 4), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('none', 1), ('max_pool_3x3', 2), ('avg_pool_3x3', 3), ('dil_conv_5x5', 0), ('dil_conv_5x5', 4), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	81.63999938964844
105	Genotype(normal=[('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('dil_conv_5x5', 1), ('none', 2), ('avg_pool_3x3', 3), ('dil_conv_5x5', 0), ('skip_connect', 2), ('skip_connect', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('dil_conv_5x5', 1), ('none', 2), ('avg_pool_3x3', 3), ('dil_conv_5x5', 0), ('skip_connect', 2), ('skip_connect', 0)], reduce_concat=[2, 3, 4, 5])	67.81999969482422
106	Genotype(normal=[('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 2), ('dil_conv_5x5', 1), ('dil_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 2), ('dil_conv_5x5', 1), ('dil_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	79.29000091552734
107	Genotype(normal=[('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('dil_conv_5x5', 2), ('skip_connect', 2), ('max_pool_3x3', 1), ('skip_connect', 2), ('dil_conv_5x5', 0), ('skip_connect', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('dil_conv_5x5', 2), ('skip_connect', 2), ('max_pool_3x3', 1), ('skip_connect', 2), ('dil_conv_5x5', 0), ('skip_connect', 0)], reduce_concat=[2, 3, 4, 5])	77.68000030517578
108	Genotype(normal=[('dil_conv_5x5', 0), ('sep_conv_5x5', 0), ('sep_conv_3x3', 2), ('sep_conv_3x3', 1), ('none', 0), ('sep_conv_5x5', 1), ('sep_conv_5x5', 0), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('sep_conv_5x5', 0), ('sep_conv_3x3', 2), ('sep_conv_3x3', 1), ('none', 0), ('sep_conv_5x5', 1), ('sep_conv_5x5', 0), ('none', 2)], reduce_concat=[2, 3, 4, 5])	84.5
109	Genotype(normal=[('sep_conv_3x3', 1), ('skip_connect', 1), ('dil_conv_5x5', 2), ('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('skip_connect', 3), ('sep_conv_5x5', 0), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('skip_connect', 1), ('dil_conv_5x5', 2), ('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('skip_connect', 3), ('sep_conv_5x5', 0), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	81.5999984741211
110	Genotype(normal=[('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 2), ('skip_connect', 2), ('sep_conv_3x3', 2), ('avg_pool_3x3', 2), ('none', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 2), ('skip_connect', 2), ('sep_conv_3x3', 2), ('avg_pool_3x3', 2), ('none', 3)], reduce_concat=[2, 3, 4, 5])	77.50999450683594
111	Genotype(normal=[('dil_conv_3x3', 0), ('none', 0), ('sep_conv_5x5', 1), ('skip_connect', 2), ('max_pool_3x3', 1), ('dil_conv_3x3', 3), ('sep_conv_5x5', 0), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('none', 0), ('sep_conv_5x5', 1), ('skip_connect', 2), ('max_pool_3x3', 1), ('dil_conv_3x3', 3), ('sep_conv_5x5', 0), ('none', 2)], reduce_concat=[2, 3, 4, 5])	82.0999984741211
112	Genotype(normal=[('skip_connect', 0), ('avg_pool_3x3', 1), ('dil_conv_3x3', 2), ('dil_conv_5x5', 2), ('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('none', 1), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('avg_pool_3x3', 1), ('dil_conv_3x3', 2), ('dil_conv_5x5', 2), ('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('none', 1), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	81.94999694824219
113	Genotype(normal=[('max_pool_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 2), ('sep_conv_3x3', 2), ('dil_conv_3x3', 0), ('none', 2), ('none', 3), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 2), ('sep_conv_3x3', 2), ('dil_conv_3x3', 0), ('none', 2), ('none', 3), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	77.31999969482422
114	Genotype(normal=[('dil_conv_5x5', 1), ('none', 1), ('dil_conv_3x3', 2), ('sep_conv_3x3', 2), ('dil_conv_3x3', 1), ('none', 3), ('sep_conv_5x5', 0), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('none', 1), ('dil_conv_3x3', 2), ('sep_conv_3x3', 2), ('dil_conv_3x3', 1), ('none', 3), ('sep_conv_5x5', 0), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	81.62999725341797
115	Genotype(normal=[('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('avg_pool_3x3', 2), ('sep_conv_3x3', 2), ('sep_conv_3x3', 3), ('sep_conv_3x3', 3), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('avg_pool_3x3', 2), ('sep_conv_3x3', 2), ('sep_conv_3x3', 3), ('sep_conv_3x3', 3), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	86.3699951171875
116	Genotype(normal=[('dil_conv_3x3', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 2), ('avg_pool_3x3', 0), ('sep_conv_5x5', 3), ('sep_conv_5x5', 1), ('sep_conv_3x3', 4), ('skip_connect', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 2), ('avg_pool_3x3', 0), ('sep_conv_5x5', 3), ('sep_conv_5x5', 1), ('sep_conv_3x3', 4), ('skip_connect', 2)], reduce_concat=[2, 3, 4, 5])	84.02999877929688
117	Genotype(normal=[('dil_conv_3x3', 0), ('skip_connect', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 0), ('avg_pool_3x3', 3), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('skip_connect', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 0), ('avg_pool_3x3', 3), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	82.15999603271484
118	Genotype(normal=[('skip_connect', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('none', 1), ('skip_connect', 1), ('dil_conv_3x3', 2), ('avg_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('none', 1), ('skip_connect', 1), ('dil_conv_3x3', 2), ('avg_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	78.45999908447266
119	Genotype(normal=[('dil_conv_5x5', 0), ('none', 1), ('none', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('none', 3), ('dil_conv_5x5', 3), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('none', 1), ('none', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('none', 3), ('dil_conv_5x5', 3), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	72.47999572753906
120	Genotype(normal=[('skip_connect', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('sep_conv_3x3', 2), ('avg_pool_3x3', 3), ('skip_connect', 1), ('max_pool_3x3', 0), ('max_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('sep_conv_3x3', 2), ('avg_pool_3x3', 3), ('skip_connect', 1), ('max_pool_3x3', 0), ('max_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	80.04999542236328
121	Genotype(normal=[('sep_conv_3x3', 0), ('none', 1), ('sep_conv_5x5', 2), ('max_pool_3x3', 1), ('max_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('none', 1), ('sep_conv_5x5', 2), ('max_pool_3x3', 1), ('max_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	81.12999725341797
122	Genotype(normal=[('skip_connect', 0), ('none', 1), ('sep_conv_5x5', 1), ('avg_pool_3x3', 2), ('none', 3), ('sep_conv_3x3', 1), ('dil_conv_3x3', 1), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('none', 1), ('sep_conv_5x5', 1), ('avg_pool_3x3', 2), ('none', 3), ('sep_conv_3x3', 1), ('dil_conv_3x3', 1), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	82.82999420166016
123	Genotype(normal=[('skip_connect', 1), ('sep_conv_5x5', 1), ('skip_connect', 2), ('none', 2), ('dil_conv_5x5', 1), ('none', 3), ('dil_conv_3x3', 3), ('skip_connect', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('sep_conv_5x5', 1), ('skip_connect', 2), ('none', 2), ('dil_conv_5x5', 1), ('none', 3), ('dil_conv_3x3', 3), ('skip_connect', 0)], reduce_concat=[2, 3, 4, 5])	80.13999938964844
124	Genotype(normal=[('none', 1), ('avg_pool_3x3', 1), ('none', 0), ('max_pool_3x3', 0), ('avg_pool_3x3', 2), ('avg_pool_3x3', 0), ('sep_conv_3x3', 3), ('skip_connect', 0)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('avg_pool_3x3', 1), ('none', 0), ('max_pool_3x3', 0), ('avg_pool_3x3', 2), ('avg_pool_3x3', 0), ('sep_conv_3x3', 3), ('skip_connect', 0)], reduce_concat=[2, 3, 4, 5])	70.61000061035156
125	Genotype(normal=[('none', 0), ('sep_conv_5x5', 1), ('skip_connect', 0), ('avg_pool_3x3', 2), ('avg_pool_3x3', 3), ('sep_conv_5x5', 3), ('none', 2), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('sep_conv_5x5', 1), ('skip_connect', 0), ('avg_pool_3x3', 2), ('avg_pool_3x3', 3), ('sep_conv_5x5', 3), ('none', 2), ('none', 1)], reduce_concat=[2, 3, 4, 5])	82.18999481201172
126	Genotype(normal=[('none', 1), ('dil_conv_5x5', 1), ('sep_conv_3x3', 2), ('dil_conv_3x3', 1), ('sep_conv_5x5', 2), ('sep_conv_3x3', 3), ('skip_connect', 1), ('skip_connect', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('dil_conv_5x5', 1), ('sep_conv_3x3', 2), ('dil_conv_3x3', 1), ('sep_conv_5x5', 2), ('sep_conv_3x3', 3), ('skip_connect', 1), ('skip_connect', 1)], reduce_concat=[2, 3, 4, 5])	81.75999450683594
127	Genotype(normal=[('avg_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 2), ('sep_conv_3x3', 3), ('sep_conv_3x3', 3), ('sep_conv_3x3', 0), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 2), ('sep_conv_3x3', 3), ('sep_conv_3x3', 3), ('sep_conv_3x3', 0), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	84.75
128	Genotype(normal=[('dil_conv_5x5', 1), ('avg_pool_3x3', 1), ('dil_conv_5x5', 2), ('skip_connect', 2), ('avg_pool_3x3', 3), ('max_pool_3x3', 3), ('skip_connect', 4), ('avg_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('avg_pool_3x3', 1), ('dil_conv_5x5', 2), ('skip_connect', 2), ('avg_pool_3x3', 3), ('max_pool_3x3', 3), ('skip_connect', 4), ('avg_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	75.86000061035156
129	Genotype(normal=[('skip_connect', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 4), ('sep_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 4), ('sep_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	77.8499984741211
130	Genotype(normal=[('skip_connect', 0), ('dil_conv_3x3', 1), ('none', 1), ('max_pool_3x3', 2), ('skip_connect', 3), ('dil_conv_5x5', 3), ('max_pool_3x3', 3), ('skip_connect', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('dil_conv_3x3', 1), ('none', 1), ('max_pool_3x3', 2), ('skip_connect', 3), ('dil_conv_5x5', 3), ('max_pool_3x3', 3), ('skip_connect', 2)], reduce_concat=[2, 3, 4, 5])	72.66999816894531
131	Genotype(normal=[('skip_connect', 0), ('dil_conv_3x3', 0), ('sep_conv_5x5', 1), ('none', 0), ('none', 1), ('dil_conv_3x3', 1), ('none', 2), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('dil_conv_3x3', 0), ('sep_conv_5x5', 1), ('none', 0), ('none', 1), ('dil_conv_3x3', 1), ('none', 2), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	80.68000030517578
132	Genotype(normal=[('none', 0), ('sep_conv_5x5', 1), ('dil_conv_5x5', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 3), ('avg_pool_3x3', 0), ('dil_conv_5x5', 4), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('sep_conv_5x5', 1), ('dil_conv_5x5', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 3), ('avg_pool_3x3', 0), ('dil_conv_5x5', 4), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	82.81999969482422
133	Genotype(normal=[('max_pool_3x3', 1), ('dil_conv_3x3', 1), ('sep_conv_5x5', 2), ('dil_conv_5x5', 2), ('dil_conv_3x3', 2), ('skip_connect', 2), ('skip_connect', 3), ('skip_connect', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('dil_conv_3x3', 1), ('sep_conv_5x5', 2), ('dil_conv_5x5', 2), ('dil_conv_3x3', 2), ('skip_connect', 2), ('skip_connect', 3), ('skip_connect', 0)], reduce_concat=[2, 3, 4, 5])	79.38999938964844
134	Genotype(normal=[('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('sep_conv_3x3', 3), ('sep_conv_5x5', 3), ('sep_conv_3x3', 4), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('sep_conv_3x3', 3), ('sep_conv_5x5', 3), ('sep_conv_3x3', 4), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	86.27999877929688
135	Genotype(normal=[('avg_pool_3x3', 1), ('none', 0), ('sep_conv_3x3', 2), ('sep_conv_5x5', 1), ('dil_conv_5x5', 2), ('dil_conv_3x3', 0), ('sep_conv_5x5', 0), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('none', 0), ('sep_conv_3x3', 2), ('sep_conv_5x5', 1), ('dil_conv_5x5', 2), ('dil_conv_3x3', 0), ('sep_conv_5x5', 0), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	79.72999572753906
136	Genotype(normal=[('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 2), ('none', 1), ('dil_conv_5x5', 1), ('none', 2), ('dil_conv_5x5', 3), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 2), ('none', 1), ('dil_conv_5x5', 1), ('none', 2), ('dil_conv_5x5', 3), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	82.1199951171875
137	Genotype(normal=[('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('max_pool_3x3', 2), ('sep_conv_3x3', 1), ('none', 1), ('none', 0), ('sep_conv_5x5', 4), ('sep_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('max_pool_3x3', 2), ('sep_conv_3x3', 1), ('none', 1), ('none', 0), ('sep_conv_5x5', 4), ('sep_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	77.38999938964844
138	Genotype(normal=[('sep_conv_3x3', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 2), ('none', 0), ('max_pool_3x3', 3), ('sep_conv_3x3', 0), ('sep_conv_3x3', 2), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 2), ('none', 0), ('max_pool_3x3', 3), ('sep_conv_3x3', 0), ('sep_conv_3x3', 2), ('none', 2)], reduce_concat=[2, 3, 4, 5])	82.18999481201172
139	Genotype(normal=[('max_pool_3x3', 1), ('sep_conv_3x3', 1), ('skip_connect', 2), ('none', 0), ('max_pool_3x3', 0), ('none', 3), ('none', 3), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('sep_conv_3x3', 1), ('skip_connect', 2), ('none', 0), ('max_pool_3x3', 0), ('none', 3), ('none', 3), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	75.79000091552734
140	Genotype(normal=[('avg_pool_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 0), ('none', 2), ('skip_connect', 2), ('sep_conv_3x3', 2), ('sep_conv_5x5', 0), ('sep_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 0), ('none', 2), ('skip_connect', 2), ('sep_conv_3x3', 2), ('sep_conv_5x5', 0), ('sep_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	79.5199966430664
141	Genotype(normal=[('skip_connect', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 2), ('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('max_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 2), ('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('max_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	83.07999420166016
142	Genotype(normal=[('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('none', 0), ('sep_conv_5x5', 3), ('dil_conv_3x3', 4), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('none', 0), ('sep_conv_5x5', 3), ('dil_conv_3x3', 4), ('none', 2)], reduce_concat=[2, 3, 4, 5])	84.30999755859375
143	Genotype(normal=[('dil_conv_3x3', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('skip_connect', 0), ('none', 1), ('dil_conv_3x3', 3), ('skip_connect', 1), ('sep_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('skip_connect', 0), ('none', 1), ('dil_conv_3x3', 3), ('skip_connect', 1), ('sep_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	83.07999420166016
144	Genotype(normal=[('skip_connect', 0), ('avg_pool_3x3', 0), ('avg_pool_3x3', 1), ('avg_pool_3x3', 2), ('avg_pool_3x3', 1), ('avg_pool_3x3', 3), ('avg_pool_3x3', 3), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('avg_pool_3x3', 0), ('avg_pool_3x3', 1), ('avg_pool_3x3', 2), ('avg_pool_3x3', 1), ('avg_pool_3x3', 3), ('avg_pool_3x3', 3), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	63.689998626708984
145	Genotype(normal=[('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('skip_connect', 0), ('none', 2), ('skip_connect', 3), ('dil_conv_5x5', 2), ('sep_conv_3x3', 4), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('skip_connect', 0), ('none', 2), ('skip_connect', 3), ('dil_conv_5x5', 2), ('sep_conv_3x3', 4), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	83.82999420166016
146	Genotype(normal=[('dil_conv_5x5', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('skip_connect', 2), ('dil_conv_5x5', 3), ('max_pool_3x3', 1), ('max_pool_3x3', 4), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('skip_connect', 2), ('dil_conv_5x5', 3), ('max_pool_3x3', 1), ('max_pool_3x3', 4), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	82.54999542236328
147	Genotype(normal=[('max_pool_3x3', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 1), ('skip_connect', 1), ('sep_conv_5x5', 1), ('dil_conv_3x3', 2), ('dil_conv_3x3', 2), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 1), ('skip_connect', 1), ('sep_conv_5x5', 1), ('dil_conv_3x3', 2), ('dil_conv_3x3', 2), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	80.77999877929688
148	Genotype(normal=[('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 1), ('avg_pool_3x3', 1), ('dil_conv_3x3', 1), ('none', 0), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 1), ('avg_pool_3x3', 1), ('dil_conv_3x3', 1), ('none', 0), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	78.87999725341797
149	Genotype(normal=[('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 1), ('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_5x5', 4), ('dil_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 1), ('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_5x5', 4), ('dil_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	82.54000091552734
150	Genotype(normal=[('sep_conv_3x3', 0), ('dil_conv_5x5', 1), ('skip_connect', 2), ('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 4), ('skip_connect', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('dil_conv_5x5', 1), ('skip_connect', 2), ('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 4), ('skip_connect', 0)], reduce_concat=[2, 3, 4, 5])	75.0
151	Genotype(normal=[('avg_pool_3x3', 1), ('sep_conv_3x3', 1), ('skip_connect', 1), ('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 3), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('sep_conv_3x3', 1), ('skip_connect', 1), ('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 3), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	82.79000091552734
152	Genotype(normal=[('dil_conv_5x5', 1), ('dil_conv_3x3', 0), ('skip_connect', 0), ('skip_connect', 2), ('sep_conv_3x3', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 2), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('dil_conv_3x3', 0), ('skip_connect', 0), ('skip_connect', 2), ('sep_conv_3x3', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 2), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	82.29000091552734
153	Genotype(normal=[('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_3x3', 2), ('dil_conv_3x3', 0), ('sep_conv_3x3', 3), ('sep_conv_3x3', 1), ('none', 4), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_3x3', 2), ('dil_conv_3x3', 0), ('sep_conv_3x3', 3), ('sep_conv_3x3', 1), ('none', 4), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	84.16999816894531
154	Genotype(normal=[('none', 0), ('skip_connect', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 2), ('sep_conv_3x3', 3), ('avg_pool_3x3', 1), ('none', 0), ('dil_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('skip_connect', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 2), ('sep_conv_3x3', 3), ('avg_pool_3x3', 1), ('none', 0), ('dil_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	76.0999984741211
155	Genotype(normal=[('sep_conv_3x3', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 3), ('skip_connect', 1), ('skip_connect', 4), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 3), ('skip_connect', 1), ('skip_connect', 4), ('none', 2)], reduce_concat=[2, 3, 4, 5])	78.43999481201172
156	Genotype(normal=[('avg_pool_3x3', 1), ('sep_conv_5x5', 1), ('none', 2), ('dil_conv_5x5', 1), ('none', 1), ('max_pool_3x3', 0), ('max_pool_3x3', 3), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('sep_conv_5x5', 1), ('none', 2), ('dil_conv_5x5', 1), ('none', 1), ('max_pool_3x3', 0), ('max_pool_3x3', 3), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	76.0
157	Genotype(normal=[('none', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 1), ('avg_pool_3x3', 2), ('avg_pool_3x3', 1), ('skip_connect', 1), ('sep_conv_3x3', 1), ('none', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 1), ('avg_pool_3x3', 2), ('avg_pool_3x3', 1), ('skip_connect', 1), ('sep_conv_3x3', 1), ('none', 4)], reduce_concat=[2, 3, 4, 5])	77.61000061035156
158	Genotype(normal=[('sep_conv_3x3', 1), ('skip_connect', 1), ('dil_conv_3x3', 2), ('sep_conv_5x5', 2), ('max_pool_3x3', 1), ('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('skip_connect', 1), ('dil_conv_3x3', 2), ('sep_conv_5x5', 2), ('max_pool_3x3', 1), ('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	82.18000030517578
159	Genotype(normal=[('dil_conv_5x5', 0), ('skip_connect', 0), ('avg_pool_3x3', 1), ('skip_connect', 1), ('skip_connect', 2), ('skip_connect', 0), ('dil_conv_3x3', 4), ('max_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('skip_connect', 0), ('avg_pool_3x3', 1), ('skip_connect', 1), ('skip_connect', 2), ('skip_connect', 0), ('dil_conv_3x3', 4), ('max_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	74.75
160	Genotype(normal=[('skip_connect', 0), ('skip_connect', 0), ('none', 1), ('skip_connect', 1), ('avg_pool_3x3', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 3), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('skip_connect', 0), ('none', 1), ('skip_connect', 1), ('avg_pool_3x3', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 3), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	75.97000122070312
161	Genotype(normal=[('none', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 2), ('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('dil_conv_3x3', 4), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 2), ('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('dil_conv_3x3', 4), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	79.66999816894531
162	Genotype(normal=[('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('skip_connect', 0), ('dil_conv_3x3', 1), ('skip_connect', 0), ('none', 3), ('sep_conv_5x5', 3), ('avg_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('skip_connect', 0), ('dil_conv_3x3', 1), ('skip_connect', 0), ('none', 3), ('sep_conv_5x5', 3), ('avg_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	82.0
163	Genotype(normal=[('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 0), ('skip_connect', 0), ('dil_conv_5x5', 2), ('sep_conv_5x5', 0), ('sep_conv_5x5', 3), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 0), ('skip_connect', 0), ('dil_conv_5x5', 2), ('sep_conv_5x5', 0), ('sep_conv_5x5', 3), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	81.4000015258789
164	Genotype(normal=[('max_pool_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('skip_connect', 0), ('dil_conv_3x3', 2), ('none', 4), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('skip_connect', 0), ('dil_conv_3x3', 2), ('none', 4), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	74.79999542236328
165	Genotype(normal=[('max_pool_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 2), ('none', 1), ('none', 0), ('max_pool_3x3', 0), ('none', 2), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 2), ('none', 1), ('none', 0), ('max_pool_3x3', 0), ('none', 2), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	75.13999938964844
166	Genotype(normal=[('none', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 2), ('max_pool_3x3', 2), ('avg_pool_3x3', 2), ('avg_pool_3x3', 3), ('max_pool_3x3', 4), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 2), ('max_pool_3x3', 2), ('avg_pool_3x3', 2), ('avg_pool_3x3', 3), ('max_pool_3x3', 4), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	78.57999420166016
167	Genotype(normal=[('max_pool_3x3', 1), ('none', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 1), ('skip_connect', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('none', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 1), ('skip_connect', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('none', 1)], reduce_concat=[2, 3, 4, 5])	75.04000091552734
168	Genotype(normal=[('none', 0), ('sep_conv_5x5', 1), ('dil_conv_5x5', 0), ('none', 1), ('dil_conv_3x3', 2), ('avg_pool_3x3', 2), ('max_pool_3x3', 0), ('max_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('sep_conv_5x5', 1), ('dil_conv_5x5', 0), ('none', 1), ('dil_conv_3x3', 2), ('avg_pool_3x3', 2), ('max_pool_3x3', 0), ('max_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	81.0999984741211
169	Genotype(normal=[('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('skip_connect', 0), ('sep_conv_5x5', 2), ('sep_conv_5x5', 1), ('sep_conv_5x5', 2), ('dil_conv_3x3', 3), ('sep_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('skip_connect', 0), ('sep_conv_5x5', 2), ('sep_conv_5x5', 1), ('sep_conv_5x5', 2), ('dil_conv_3x3', 3), ('sep_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	85.75
170	Genotype(normal=[('skip_connect', 0), ('sep_conv_5x5', 1), ('avg_pool_3x3', 2), ('sep_conv_3x3', 1), ('sep_conv_3x3', 3), ('sep_conv_5x5', 2), ('skip_connect', 0), ('dil_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('sep_conv_5x5', 1), ('avg_pool_3x3', 2), ('sep_conv_3x3', 1), ('sep_conv_3x3', 3), ('sep_conv_5x5', 2), ('skip_connect', 0), ('dil_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	84.7699966430664
171	Genotype(normal=[('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('dil_conv_3x3', 2), ('sep_conv_3x3', 2), ('sep_conv_5x5', 0), ('dil_conv_3x3', 1), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('dil_conv_3x3', 2), ('sep_conv_3x3', 2), ('sep_conv_5x5', 0), ('dil_conv_3x3', 1), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	78.94999694824219
172	Genotype(normal=[('avg_pool_3x3', 0), ('skip_connect', 0), ('dil_conv_3x3', 1), ('sep_conv_3x3', 2), ('sep_conv_3x3', 2), ('skip_connect', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('skip_connect', 0), ('dil_conv_3x3', 1), ('sep_conv_3x3', 2), ('sep_conv_3x3', 2), ('skip_connect', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	81.63999938964844
173	Genotype(normal=[('dil_conv_5x5', 1), ('avg_pool_3x3', 1), ('skip_connect', 1), ('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('skip_connect', 2), ('sep_conv_5x5', 2), ('dil_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('avg_pool_3x3', 1), ('skip_connect', 1), ('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('skip_connect', 2), ('sep_conv_5x5', 2), ('dil_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	82.31999969482422
174	Genotype(normal=[('max_pool_3x3', 0), ('dil_conv_5x5', 1), ('max_pool_3x3', 0), ('skip_connect', 1), ('max_pool_3x3', 3), ('sep_conv_3x3', 1), ('max_pool_3x3', 4), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('dil_conv_5x5', 1), ('max_pool_3x3', 0), ('skip_connect', 1), ('max_pool_3x3', 3), ('sep_conv_3x3', 1), ('max_pool_3x3', 4), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	75.02999877929688
175	Genotype(normal=[('sep_conv_3x3', 1), ('none', 0), ('dil_conv_5x5', 2), ('sep_conv_5x5', 0), ('dil_conv_3x3', 3), ('sep_conv_3x3', 3), ('sep_conv_3x3', 0), ('dil_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('none', 0), ('dil_conv_5x5', 2), ('sep_conv_5x5', 0), ('dil_conv_3x3', 3), ('sep_conv_3x3', 3), ('sep_conv_3x3', 0), ('dil_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	84.94999694824219
176	Genotype(normal=[('dil_conv_3x3', 0), ('sep_conv_5x5', 1), ('dil_conv_3x3', 1), ('dil_conv_5x5', 1), ('skip_connect', 3), ('none', 1), ('sep_conv_5x5', 4), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('sep_conv_5x5', 1), ('dil_conv_3x3', 1), ('dil_conv_5x5', 1), ('skip_connect', 3), ('none', 1), ('sep_conv_5x5', 4), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	82.41999816894531
177	Genotype(normal=[('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('dil_conv_5x5', 2), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2), ('max_pool_3x3', 1), ('avg_pool_3x3', 4), ('avg_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('dil_conv_5x5', 2), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2), ('max_pool_3x3', 1), ('avg_pool_3x3', 4), ('avg_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	78.18000030517578
178	Genotype(normal=[('max_pool_3x3', 0), ('sep_conv_3x3', 1), ('none', 2), ('max_pool_3x3', 1), ('dil_conv_3x3', 3), ('max_pool_3x3', 3), ('sep_conv_5x5', 4), ('sep_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('sep_conv_3x3', 1), ('none', 2), ('max_pool_3x3', 1), ('dil_conv_3x3', 3), ('max_pool_3x3', 3), ('sep_conv_5x5', 4), ('sep_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	80.18999481201172
179	Genotype(normal=[('max_pool_3x3', 1), ('none', 1), ('dil_conv_3x3', 0), ('none', 1), ('dil_conv_5x5', 2), ('skip_connect', 0), ('max_pool_3x3', 2), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('none', 1), ('dil_conv_3x3', 0), ('none', 1), ('dil_conv_5x5', 2), ('skip_connect', 0), ('max_pool_3x3', 2), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	75.69999694824219
180	Genotype(normal=[('sep_conv_3x3', 1), ('sep_conv_5x5', 0), ('avg_pool_3x3', 1), ('skip_connect', 2), ('dil_conv_5x5', 2), ('sep_conv_3x3', 1), ('avg_pool_3x3', 2), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('sep_conv_5x5', 0), ('avg_pool_3x3', 1), ('skip_connect', 2), ('dil_conv_5x5', 2), ('sep_conv_3x3', 1), ('avg_pool_3x3', 2), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	84.15999603271484
181	Genotype(normal=[('sep_conv_3x3', 1), ('dil_conv_5x5', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 2), ('none', 3), ('none', 1), ('dil_conv_5x5', 1), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('dil_conv_5x5', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 2), ('none', 3), ('none', 1), ('dil_conv_5x5', 1), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	79.72999572753906
182	Genotype(normal=[('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('avg_pool_3x3', 1), ('none', 2), ('dil_conv_5x5', 1), ('none', 3), ('dil_conv_5x5', 1), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('avg_pool_3x3', 1), ('none', 2), ('dil_conv_5x5', 1), ('none', 3), ('dil_conv_5x5', 1), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	70.5199966430664
183	Genotype(normal=[('max_pool_3x3', 0), ('sep_conv_5x5', 0), ('max_pool_3x3', 2), ('skip_connect', 0), ('sep_conv_5x5', 1), ('dil_conv_3x3', 0), ('sep_conv_5x5', 4), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('sep_conv_5x5', 0), ('max_pool_3x3', 2), ('skip_connect', 0), ('sep_conv_5x5', 1), ('dil_conv_3x3', 0), ('sep_conv_5x5', 4), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	84.30999755859375
184	Genotype(normal=[('dil_conv_3x3', 1), ('dil_conv_5x5', 1), ('avg_pool_3x3', 2), ('sep_conv_5x5', 2), ('skip_connect', 2), ('dil_conv_5x5', 1), ('skip_connect', 1), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('dil_conv_5x5', 1), ('avg_pool_3x3', 2), ('sep_conv_5x5', 2), ('skip_connect', 2), ('dil_conv_5x5', 1), ('skip_connect', 1), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	80.66999816894531
185	Genotype(normal=[('sep_conv_5x5', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 0), ('none', 1), ('skip_connect', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 0), ('none', 1), ('skip_connect', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	75.8699951171875
186	Genotype(normal=[('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 2), ('skip_connect', 2), ('none', 3), ('sep_conv_5x5', 1), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 2), ('skip_connect', 2), ('none', 3), ('sep_conv_5x5', 1), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	76.9000015258789
187	Genotype(normal=[('none', 0), ('sep_conv_5x5', 1), ('none', 1), ('sep_conv_3x3', 2), ('none', 2), ('dil_conv_3x3', 3), ('none', 4), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('sep_conv_5x5', 1), ('none', 1), ('sep_conv_3x3', 2), ('none', 2), ('dil_conv_3x3', 3), ('none', 4), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	81.25
188	Genotype(normal=[('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 2), ('sep_conv_5x5', 0), ('skip_connect', 0), ('avg_pool_3x3', 0), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 2), ('sep_conv_5x5', 0), ('skip_connect', 0), ('avg_pool_3x3', 0), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	77.15999603271484
189	Genotype(normal=[('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_5x5', 1), ('max_pool_3x3', 3), ('dil_conv_3x3', 0), ('none', 4), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_5x5', 1), ('max_pool_3x3', 3), ('dil_conv_3x3', 0), ('none', 4), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	76.47999572753906
190	Genotype(normal=[('sep_conv_3x3', 0), ('avg_pool_3x3', 1), ('none', 2), ('dil_conv_3x3', 1), ('sep_conv_5x5', 1), ('sep_conv_3x3', 3), ('avg_pool_3x3', 4), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('avg_pool_3x3', 1), ('none', 2), ('dil_conv_3x3', 1), ('sep_conv_5x5', 1), ('sep_conv_3x3', 3), ('avg_pool_3x3', 4), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	80.97999572753906
191	Genotype(normal=[('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 1), ('skip_connect', 2), ('none', 2), ('avg_pool_3x3', 3), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 1), ('skip_connect', 2), ('none', 2), ('avg_pool_3x3', 3), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	80.05999755859375
192	Genotype(normal=[('sep_conv_5x5', 1), ('none', 0), ('max_pool_3x3', 2), ('max_pool_3x3', 2), ('dil_conv_5x5', 3), ('dil_conv_5x5', 3), ('max_pool_3x3', 2), ('none', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('none', 0), ('max_pool_3x3', 2), ('max_pool_3x3', 2), ('dil_conv_5x5', 3), ('dil_conv_5x5', 3), ('max_pool_3x3', 2), ('none', 4)], reduce_concat=[2, 3, 4, 5])	80.4000015258789
193	Genotype(normal=[('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('skip_connect', 2), ('dil_conv_3x3', 3), ('dil_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('skip_connect', 2), ('dil_conv_3x3', 3), ('dil_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	74.13999938964844
194	Genotype(normal=[('dil_conv_5x5', 0), ('skip_connect', 1), ('sep_conv_3x3', 1), ('sep_conv_5x5', 2), ('dil_conv_5x5', 3), ('dil_conv_3x3', 0), ('dil_conv_3x3', 4), ('dil_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('skip_connect', 1), ('sep_conv_3x3', 1), ('sep_conv_5x5', 2), ('dil_conv_5x5', 3), ('dil_conv_3x3', 0), ('dil_conv_3x3', 4), ('dil_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	84.1500015258789
195	Genotype(normal=[('max_pool_3x3', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 3), ('dil_conv_5x5', 3), ('max_pool_3x3', 1), ('sep_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 3), ('dil_conv_5x5', 3), ('max_pool_3x3', 1), ('sep_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	82.69999694824219
196	Genotype(normal=[('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 2), ('max_pool_3x3', 2), ('none', 3), ('none', 1), ('dil_conv_5x5', 1), ('none', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 2), ('max_pool_3x3', 2), ('none', 3), ('none', 1), ('dil_conv_5x5', 1), ('none', 3)], reduce_concat=[2, 3, 4, 5])	70.4000015258789
197	Genotype(normal=[('max_pool_3x3', 1), ('none', 0), ('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_5x5', 1), ('sep_conv_3x3', 4), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('none', 0), ('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_5x5', 1), ('sep_conv_3x3', 4), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	83.63999938964844
198	Genotype(normal=[('dil_conv_5x5', 1), ('skip_connect', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 0), ('skip_connect', 3), ('none', 3), ('skip_connect', 3), ('avg_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('skip_connect', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 0), ('skip_connect', 3), ('none', 3), ('skip_connect', 3), ('avg_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	75.30999755859375
199	Genotype(normal=[('skip_connect', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 3), ('skip_connect', 1), ('none', 2), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 3), ('skip_connect', 1), ('none', 2), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	70.97999572753906
200	Genotype(normal=[('sep_conv_5x5', 0), ('none', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 3), ('dil_conv_5x5', 2), ('sep_conv_5x5', 1), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('none', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 3), ('dil_conv_5x5', 2), ('sep_conv_5x5', 1), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	86.61000061035156
201	Genotype(normal=[('sep_conv_5x5', 0), ('avg_pool_3x3', 1), ('none', 1), ('avg_pool_3x3', 2), ('sep_conv_3x3', 3), ('max_pool_3x3', 1), ('max_pool_3x3', 0), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('avg_pool_3x3', 1), ('none', 1), ('avg_pool_3x3', 2), ('sep_conv_3x3', 3), ('max_pool_3x3', 1), ('max_pool_3x3', 0), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	79.88999938964844
202	Genotype(normal=[('skip_connect', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 2), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 2), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	81.48999786376953
203	Genotype(normal=[('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_3x3', 0), ('dil_conv_3x3', 2), ('sep_conv_5x5', 3), ('max_pool_3x3', 3), ('none', 0), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_3x3', 0), ('dil_conv_3x3', 2), ('sep_conv_5x5', 3), ('max_pool_3x3', 3), ('none', 0), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	81.93000030517578
204	Genotype(normal=[('dil_conv_3x3', 0), ('dil_conv_5x5', 1), ('none', 2), ('sep_conv_3x3', 1), ('skip_connect', 3), ('none', 0), ('max_pool_3x3', 1), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('dil_conv_5x5', 1), ('none', 2), ('sep_conv_3x3', 1), ('skip_connect', 3), ('none', 0), ('max_pool_3x3', 1), ('none', 2)], reduce_concat=[2, 3, 4, 5])	73.15999603271484
205	Genotype(normal=[('none', 0), ('skip_connect', 0), ('sep_conv_5x5', 2), ('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('skip_connect', 3), ('sep_conv_3x3', 2), ('none', 0)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('skip_connect', 0), ('sep_conv_5x5', 2), ('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('skip_connect', 3), ('sep_conv_3x3', 2), ('none', 0)], reduce_concat=[2, 3, 4, 5])	75.91999816894531
206	Genotype(normal=[('avg_pool_3x3', 1), ('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('sep_conv_3x3', 0), ('none', 3), ('none', 2), ('sep_conv_5x5', 0), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('sep_conv_3x3', 0), ('none', 3), ('none', 2), ('sep_conv_5x5', 0), ('none', 2)], reduce_concat=[2, 3, 4, 5])	77.93000030517578
207	Genotype(normal=[('avg_pool_3x3', 0), ('avg_pool_3x3', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 1), ('none', 3), ('max_pool_3x3', 2), ('sep_conv_3x3', 4), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('avg_pool_3x3', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 1), ('none', 3), ('max_pool_3x3', 2), ('sep_conv_3x3', 4), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	77.5999984741211
208	Genotype(normal=[('skip_connect', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_5x5', 2), ('sep_conv_3x3', 3), ('max_pool_3x3', 3), ('skip_connect', 4), ('sep_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_5x5', 2), ('sep_conv_3x3', 3), ('max_pool_3x3', 3), ('skip_connect', 4), ('sep_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	81.40999603271484
209	Genotype(normal=[('none', 0), ('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('skip_connect', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 2), ('dil_conv_5x5', 3), ('avg_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('skip_connect', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 2), ('dil_conv_5x5', 3), ('avg_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	78.62999725341797
210	Genotype(normal=[('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('sep_conv_5x5', 2), ('skip_connect', 2), ('dil_conv_3x3', 1), ('skip_connect', 3), ('sep_conv_5x5', 3), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('sep_conv_5x5', 2), ('skip_connect', 2), ('dil_conv_3x3', 1), ('skip_connect', 3), ('sep_conv_5x5', 3), ('none', 1)], reduce_concat=[2, 3, 4, 5])	81.9000015258789
211	Genotype(normal=[('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('none', 0), ('sep_conv_3x3', 3), ('none', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('none', 0), ('sep_conv_3x3', 3), ('none', 0)], reduce_concat=[2, 3, 4, 5])	84.68999481201172
212	Genotype(normal=[('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 0), ('skip_connect', 1), ('avg_pool_3x3', 3), ('avg_pool_3x3', 4), ('dil_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 0), ('skip_connect', 1), ('avg_pool_3x3', 3), ('avg_pool_3x3', 4), ('dil_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	76.79999542236328
213	Genotype(normal=[('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('skip_connect', 0), ('sep_conv_3x3', 1), ('dil_conv_5x5', 3), ('sep_conv_5x5', 3), ('dil_conv_5x5', 4), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('skip_connect', 0), ('sep_conv_3x3', 1), ('dil_conv_5x5', 3), ('sep_conv_5x5', 3), ('dil_conv_5x5', 4), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	83.73999786376953
214	Genotype(normal=[('dil_conv_5x5', 1), ('skip_connect', 1), ('avg_pool_3x3', 1), ('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('skip_connect', 1), ('avg_pool_3x3', 1), ('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	66.70999908447266
215	Genotype(normal=[('skip_connect', 1), ('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('none', 1), ('max_pool_3x3', 1), ('skip_connect', 1), ('none', 3), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('none', 1), ('max_pool_3x3', 1), ('skip_connect', 1), ('none', 3), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	79.00999450683594
216	Genotype(normal=[('dil_conv_5x5', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('max_pool_3x3', 2), ('skip_connect', 0), ('skip_connect', 2), ('avg_pool_3x3', 4), ('avg_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('max_pool_3x3', 2), ('skip_connect', 0), ('skip_connect', 2), ('avg_pool_3x3', 4), ('avg_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	77.20999908447266
217	Genotype(normal=[('sep_conv_5x5', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 2), ('dil_conv_5x5', 0), ('none', 3), ('max_pool_3x3', 2), ('sep_conv_5x5', 4), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 2), ('dil_conv_5x5', 0), ('none', 3), ('max_pool_3x3', 2), ('sep_conv_5x5', 4), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	82.30999755859375
218	Genotype(normal=[('max_pool_3x3', 0), ('none', 0), ('max_pool_3x3', 1), ('dil_conv_3x3', 1), ('none', 0), ('dil_conv_3x3', 1), ('dil_conv_3x3', 3), ('sep_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('none', 0), ('max_pool_3x3', 1), ('dil_conv_3x3', 1), ('none', 0), ('dil_conv_3x3', 1), ('dil_conv_3x3', 3), ('sep_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	76.29000091552734
219	Genotype(normal=[('none', 0), ('max_pool_3x3', 0), ('none', 0), ('none', 2), ('sep_conv_5x5', 2), ('max_pool_3x3', 2), ('dil_conv_3x3', 3), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('max_pool_3x3', 0), ('none', 0), ('none', 2), ('sep_conv_5x5', 2), ('max_pool_3x3', 2), ('dil_conv_3x3', 3), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	75.68999481201172
220	Genotype(normal=[('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('dil_conv_5x5', 2), ('none', 1), ('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 4), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('dil_conv_5x5', 2), ('none', 1), ('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 4), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	79.13999938964844
221	Genotype(normal=[('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2), ('skip_connect', 2), ('none', 3), ('sep_conv_3x3', 2), ('dil_conv_5x5', 4), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2), ('skip_connect', 2), ('none', 3), ('sep_conv_3x3', 2), ('dil_conv_5x5', 4), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	79.18999481201172
222	Genotype(normal=[('skip_connect', 0), ('skip_connect', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 2), ('avg_pool_3x3', 3), ('max_pool_3x3', 2), ('skip_connect', 1), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('skip_connect', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 2), ('avg_pool_3x3', 3), ('max_pool_3x3', 2), ('skip_connect', 1), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	71.41999816894531
223	Genotype(normal=[('skip_connect', 0), ('sep_conv_5x5', 1), ('dil_conv_5x5', 0), ('skip_connect', 2), ('dil_conv_5x5', 0), ('dil_conv_5x5', 3), ('skip_connect', 3), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('sep_conv_5x5', 1), ('dil_conv_5x5', 0), ('skip_connect', 2), ('dil_conv_5x5', 0), ('dil_conv_5x5', 3), ('skip_connect', 3), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	82.5199966430664
224	Genotype(normal=[('sep_conv_5x5', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 1), ('avg_pool_3x3', 3), ('max_pool_3x3', 1), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 1), ('avg_pool_3x3', 3), ('max_pool_3x3', 1), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	83.37999725341797
225	Genotype(normal=[('sep_conv_5x5', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 2), ('skip_connect', 3), ('max_pool_3x3', 1), ('dil_conv_3x3', 0), ('dil_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 2), ('skip_connect', 3), ('max_pool_3x3', 1), ('dil_conv_3x3', 0), ('dil_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	83.7699966430664
226	Genotype(normal=[('skip_connect', 0), ('dil_conv_5x5', 0), ('avg_pool_3x3', 1), ('dil_conv_5x5', 2), ('sep_conv_3x3', 2), ('dil_conv_3x3', 3), ('none', 3), ('skip_connect', 1)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('dil_conv_5x5', 0), ('avg_pool_3x3', 1), ('dil_conv_5x5', 2), ('sep_conv_3x3', 2), ('dil_conv_3x3', 3), ('none', 3), ('skip_connect', 1)], reduce_concat=[2, 3, 4, 5])	82.43999481201172
227	Genotype(normal=[('sep_conv_3x3', 1), ('none', 0), ('skip_connect', 2), ('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('none', 0), ('sep_conv_3x3', 2), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('none', 0), ('skip_connect', 2), ('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('none', 0), ('sep_conv_3x3', 2), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	79.43000030517578
228	Genotype(normal=[('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 2), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 2), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	81.8499984741211
229	Genotype(normal=[('skip_connect', 1), ('avg_pool_3x3', 1), ('skip_connect', 2), ('dil_conv_5x5', 1), ('dil_conv_3x3', 0), ('avg_pool_3x3', 2), ('skip_connect', 4), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('avg_pool_3x3', 1), ('skip_connect', 2), ('dil_conv_5x5', 1), ('dil_conv_3x3', 0), ('avg_pool_3x3', 2), ('skip_connect', 4), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	75.88999938964844
230	Genotype(normal=[('skip_connect', 1), ('sep_conv_5x5', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 0), ('sep_conv_5x5', 0), ('skip_connect', 0), ('sep_conv_5x5', 1), ('avg_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('sep_conv_5x5', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 0), ('sep_conv_5x5', 0), ('skip_connect', 0), ('sep_conv_5x5', 1), ('avg_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	79.08999633789062
231	Genotype(normal=[('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('max_pool_3x3', 0), ('skip_connect', 0), ('dil_conv_3x3', 1), ('skip_connect', 3), ('dil_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('max_pool_3x3', 0), ('skip_connect', 0), ('dil_conv_3x3', 1), ('skip_connect', 3), ('dil_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	75.83999633789062
232	Genotype(normal=[('dil_conv_5x5', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('skip_connect', 0), ('max_pool_3x3', 3), ('dil_conv_3x3', 2), ('sep_conv_3x3', 1), ('dil_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('skip_connect', 0), ('max_pool_3x3', 3), ('dil_conv_3x3', 2), ('sep_conv_3x3', 1), ('dil_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	77.83000183105469
233	Genotype(normal=[('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('dil_conv_5x5', 1), ('avg_pool_3x3', 2), ('dil_conv_3x3', 2), ('dil_conv_5x5', 2), ('max_pool_3x3', 4), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('dil_conv_5x5', 1), ('avg_pool_3x3', 2), ('dil_conv_3x3', 2), ('dil_conv_5x5', 2), ('max_pool_3x3', 4), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	80.93999481201172
234	Genotype(normal=[('dil_conv_5x5', 1), ('none', 0), ('max_pool_3x3', 0), ('sep_conv_3x3', 2), ('sep_conv_5x5', 2), ('avg_pool_3x3', 2), ('avg_pool_3x3', 2), ('sep_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('none', 0), ('max_pool_3x3', 0), ('sep_conv_3x3', 2), ('sep_conv_5x5', 2), ('avg_pool_3x3', 2), ('avg_pool_3x3', 2), ('sep_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	80.97999572753906
235	Genotype(normal=[('dil_conv_3x3', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 2), ('max_pool_3x3', 1), ('dil_conv_3x3', 2), ('sep_conv_3x3', 2), ('avg_pool_3x3', 2), ('avg_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 2), ('max_pool_3x3', 1), ('dil_conv_3x3', 2), ('sep_conv_3x3', 2), ('avg_pool_3x3', 2), ('avg_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	81.1500015258789
236	Genotype(normal=[('dil_conv_3x3', 1), ('avg_pool_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('skip_connect', 0), ('dil_conv_3x3', 3), ('dil_conv_3x3', 4), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('avg_pool_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('skip_connect', 0), ('dil_conv_3x3', 3), ('dil_conv_3x3', 4), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	80.44999694824219
237	Genotype(normal=[('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('sep_conv_5x5', 1), ('none', 3), ('dil_conv_5x5', 1), ('dil_conv_3x3', 3), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('sep_conv_5x5', 1), ('none', 3), ('dil_conv_5x5', 1), ('dil_conv_3x3', 3), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	83.97000122070312
238	Genotype(normal=[('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('skip_connect', 2), ('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('max_pool_3x3', 2), ('max_pool_3x3', 2), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('skip_connect', 2), ('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('max_pool_3x3', 2), ('max_pool_3x3', 2), ('none', 2)], reduce_concat=[2, 3, 4, 5])	71.52999877929688
239	Genotype(normal=[('sep_conv_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 2), ('dil_conv_3x3', 0), ('skip_connect', 0), ('sep_conv_5x5', 2), ('skip_connect', 3), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 2), ('dil_conv_3x3', 0), ('skip_connect', 0), ('sep_conv_5x5', 2), ('skip_connect', 3), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	83.6500015258789
240	Genotype(normal=[('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('skip_connect', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 1), ('sep_conv_5x5', 2), ('sep_conv_5x5', 1), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('skip_connect', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 1), ('sep_conv_5x5', 2), ('sep_conv_5x5', 1), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	84.81999969482422
241	Genotype(normal=[('none', 0), ('avg_pool_3x3', 0), ('dil_conv_3x3', 2), ('dil_conv_5x5', 1), ('skip_connect', 3), ('avg_pool_3x3', 1), ('none', 2), ('dil_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('avg_pool_3x3', 0), ('dil_conv_3x3', 2), ('dil_conv_5x5', 1), ('skip_connect', 3), ('avg_pool_3x3', 1), ('none', 2), ('dil_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	69.13999938964844
242	Genotype(normal=[('skip_connect', 0), ('none', 1), ('skip_connect', 2), ('dil_conv_3x3', 1), ('avg_pool_3x3', 3), ('skip_connect', 1), ('max_pool_3x3', 4), ('dil_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('none', 1), ('skip_connect', 2), ('dil_conv_3x3', 1), ('avg_pool_3x3', 3), ('skip_connect', 1), ('max_pool_3x3', 4), ('dil_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	74.73999786376953
243	Genotype(normal=[('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('sep_conv_5x5', 2), ('dil_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('sep_conv_5x5', 2), ('dil_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	83.48999786376953
244	Genotype(normal=[('skip_connect', 0), ('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('none', 0), ('sep_conv_3x3', 2), ('sep_conv_5x5', 2), ('avg_pool_3x3', 0), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('none', 0), ('sep_conv_3x3', 2), ('sep_conv_5x5', 2), ('avg_pool_3x3', 0), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	83.06999969482422
245	Genotype(normal=[('dil_conv_3x3', 0), ('avg_pool_3x3', 1), ('none', 0), ('skip_connect', 2), ('avg_pool_3x3', 0), ('none', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('avg_pool_3x3', 1), ('none', 0), ('skip_connect', 2), ('avg_pool_3x3', 0), ('none', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	75.94999694824219
246	Genotype(normal=[('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('skip_connect', 1), ('dil_conv_3x3', 0), ('dil_conv_5x5', 2), ('dil_conv_3x3', 0), ('dil_conv_5x5', 0), ('dil_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('skip_connect', 1), ('dil_conv_3x3', 0), ('dil_conv_5x5', 2), ('dil_conv_3x3', 0), ('dil_conv_5x5', 0), ('dil_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	80.2699966430664
247	Genotype(normal=[('sep_conv_5x5', 1), ('sep_conv_3x3', 1), ('sep_conv_3x3', 0), ('none', 2), ('sep_conv_3x3', 3), ('skip_connect', 2), ('skip_connect', 0), ('avg_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('sep_conv_3x3', 1), ('sep_conv_3x3', 0), ('none', 2), ('sep_conv_3x3', 3), ('skip_connect', 2), ('skip_connect', 0), ('avg_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	81.94999694824219
248	Genotype(normal=[('skip_connect', 1), ('skip_connect', 1), ('dil_conv_3x3', 2), ('dil_conv_3x3', 1), ('skip_connect', 0), ('max_pool_3x3', 0), ('avg_pool_3x3', 4), ('none', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('skip_connect', 1), ('dil_conv_3x3', 2), ('dil_conv_3x3', 1), ('skip_connect', 0), ('max_pool_3x3', 0), ('avg_pool_3x3', 4), ('none', 4)], reduce_concat=[2, 3, 4, 5])	68.7699966430664
249	Genotype(normal=[('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('skip_connect', 2), ('sep_conv_3x3', 2), ('max_pool_3x3', 0), ('sep_conv_5x5', 2), ('skip_connect', 3), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('skip_connect', 2), ('sep_conv_3x3', 2), ('max_pool_3x3', 0), ('sep_conv_5x5', 2), ('skip_connect', 3), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	80.55999755859375
250	Genotype(normal=[('none', 1), ('none', 1), ('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('dil_conv_3x3', 3), ('sep_conv_5x5', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('none', 1), ('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('dil_conv_3x3', 3), ('sep_conv_5x5', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	83.44999694824219
251	Genotype(normal=[('sep_conv_5x5', 0), ('avg_pool_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 2), ('avg_pool_3x3', 1), ('dil_conv_5x5', 3), ('sep_conv_5x5', 3), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('avg_pool_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 2), ('avg_pool_3x3', 1), ('dil_conv_5x5', 3), ('sep_conv_5x5', 3), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	82.81999969482422
252	Genotype(normal=[('dil_conv_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 1), ('none', 0), ('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('max_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 1), ('none', 0), ('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('max_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	78.33000183105469
253	Genotype(normal=[('skip_connect', 0), ('skip_connect', 0), ('sep_conv_3x3', 0), ('dil_conv_5x5', 2), ('sep_conv_5x5', 0), ('none', 2), ('dil_conv_3x3', 0), ('none', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('skip_connect', 0), ('sep_conv_3x3', 0), ('dil_conv_5x5', 2), ('sep_conv_5x5', 0), ('none', 2), ('dil_conv_3x3', 0), ('none', 0)], reduce_concat=[2, 3, 4, 5])	77.54999542236328
254	Genotype(normal=[('max_pool_3x3', 0), ('none', 0), ('none', 0), ('sep_conv_5x5', 2), ('none', 1), ('sep_conv_3x3', 2), ('sep_conv_5x5', 4), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('none', 0), ('none', 0), ('sep_conv_5x5', 2), ('none', 1), ('sep_conv_3x3', 2), ('sep_conv_5x5', 4), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	81.95999908447266
255	Genotype(normal=[('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_3x3', 2), ('sep_conv_5x5', 0), ('sep_conv_3x3', 0), ('skip_connect', 4), ('avg_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_3x3', 2), ('sep_conv_5x5', 0), ('sep_conv_3x3', 0), ('skip_connect', 4), ('avg_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	80.81999969482422
256	Genotype(normal=[('none', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 2), ('max_pool_3x3', 0), ('none', 2), ('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 2), ('max_pool_3x3', 0), ('none', 2), ('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	74.16999816894531
257	Genotype(normal=[('avg_pool_3x3', 0), ('none', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('none', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('none', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('none', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	73.75
258	Genotype(normal=[('max_pool_3x3', 1), ('dil_conv_3x3', 0), ('skip_connect', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 3), ('dil_conv_3x3', 2), ('avg_pool_3x3', 1), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('dil_conv_3x3', 0), ('skip_connect', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 3), ('dil_conv_3x3', 2), ('avg_pool_3x3', 1), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	79.43000030517578
259	Genotype(normal=[('dil_conv_5x5', 1), ('avg_pool_3x3', 1), ('none', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 2), ('skip_connect', 2), ('dil_conv_3x3', 2), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('avg_pool_3x3', 1), ('none', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 2), ('skip_connect', 2), ('dil_conv_3x3', 2), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	80.30999755859375
260	Genotype(normal=[('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('max_pool_3x3', 2), ('sep_conv_3x3', 0), ('max_pool_3x3', 3), ('skip_connect', 2), ('skip_connect', 2), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('max_pool_3x3', 2), ('sep_conv_3x3', 0), ('max_pool_3x3', 3), ('skip_connect', 2), ('skip_connect', 2), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	81.47000122070312
261	Genotype(normal=[('none', 1), ('skip_connect', 0), ('sep_conv_5x5', 2), ('dil_conv_5x5', 1), ('skip_connect', 0), ('dil_conv_5x5', 2), ('skip_connect', 4), ('dil_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('skip_connect', 0), ('sep_conv_5x5', 2), ('dil_conv_5x5', 1), ('skip_connect', 0), ('dil_conv_5x5', 2), ('skip_connect', 4), ('dil_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	75.75
262	Genotype(normal=[('sep_conv_5x5', 0), ('skip_connect', 0), ('skip_connect', 2), ('avg_pool_3x3', 1), ('dil_conv_3x3', 3), ('dil_conv_3x3', 2), ('avg_pool_3x3', 0), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('skip_connect', 0), ('skip_connect', 2), ('avg_pool_3x3', 1), ('dil_conv_3x3', 3), ('dil_conv_3x3', 2), ('avg_pool_3x3', 0), ('none', 1)], reduce_concat=[2, 3, 4, 5])	81.30999755859375
263	Genotype(normal=[('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 2), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_3x3', 0), ('sep_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 2), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_3x3', 0), ('sep_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	82.63999938964844
264	Genotype(normal=[('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('avg_pool_3x3', 2), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('skip_connect', 0), ('sep_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('avg_pool_3x3', 2), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('skip_connect', 0), ('sep_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	83.31999969482422
265	Genotype(normal=[('max_pool_3x3', 1), ('none', 0), ('skip_connect', 0), ('avg_pool_3x3', 2), ('dil_conv_3x3', 2), ('none', 3), ('none', 3), ('max_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('none', 0), ('skip_connect', 0), ('avg_pool_3x3', 2), ('dil_conv_3x3', 2), ('none', 3), ('none', 3), ('max_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	69.08000183105469
266	Genotype(normal=[('dil_conv_3x3', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 2), ('avg_pool_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_5x5', 0), ('none', 3), ('max_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 2), ('avg_pool_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_5x5', 0), ('none', 3), ('max_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	80.72999572753906
267	Genotype(normal=[('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('skip_connect', 0), ('sep_conv_3x3', 3), ('none', 3), ('none', 1), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('skip_connect', 0), ('sep_conv_3x3', 3), ('none', 3), ('none', 1), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	82.66999816894531
268	Genotype(normal=[('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('skip_connect', 2), ('none', 2), ('sep_conv_5x5', 1), ('none', 2), ('max_pool_3x3', 4), ('none', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('skip_connect', 2), ('none', 2), ('sep_conv_5x5', 1), ('none', 2), ('max_pool_3x3', 4), ('none', 4)], reduce_concat=[2, 3, 4, 5])	78.58999633789062
269	Genotype(normal=[('sep_conv_5x5', 1), ('sep_conv_3x3', 1), ('skip_connect', 1), ('none', 0), ('dil_conv_3x3', 1), ('none', 2), ('none', 1), ('sep_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('sep_conv_3x3', 1), ('skip_connect', 1), ('none', 0), ('dil_conv_3x3', 1), ('none', 2), ('none', 1), ('sep_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	82.3699951171875
270	Genotype(normal=[('skip_connect', 0), ('skip_connect', 0), ('dil_conv_5x5', 0), ('sep_conv_3x3', 2), ('sep_conv_3x3', 1), ('avg_pool_3x3', 2), ('max_pool_3x3', 3), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('skip_connect', 0), ('dil_conv_5x5', 0), ('sep_conv_3x3', 2), ('sep_conv_3x3', 1), ('avg_pool_3x3', 2), ('max_pool_3x3', 3), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	77.86000061035156
271	Genotype(normal=[('max_pool_3x3', 0), ('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 2), ('dil_conv_3x3', 2), ('avg_pool_3x3', 0), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 2), ('dil_conv_3x3', 2), ('avg_pool_3x3', 0), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	66.93999481201172
272	Genotype(normal=[('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('skip_connect', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2), ('none', 3), ('none', 0), ('dil_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('skip_connect', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2), ('none', 3), ('none', 0), ('dil_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	79.57999420166016
273	Genotype(normal=[('sep_conv_3x3', 0), ('none', 0), ('dil_conv_3x3', 2), ('none', 1), ('dil_conv_3x3', 3), ('none', 1), ('sep_conv_5x5', 3), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('none', 0), ('dil_conv_3x3', 2), ('none', 1), ('dil_conv_3x3', 3), ('none', 1), ('sep_conv_5x5', 3), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	79.97000122070312
274	Genotype(normal=[('sep_conv_5x5', 0), ('dil_conv_5x5', 0), ('dil_conv_3x3', 0), ('max_pool_3x3', 2), ('max_pool_3x3', 3), ('skip_connect', 3), ('max_pool_3x3', 0), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('dil_conv_5x5', 0), ('dil_conv_3x3', 0), ('max_pool_3x3', 2), ('max_pool_3x3', 3), ('skip_connect', 3), ('max_pool_3x3', 0), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	81.3499984741211
275	Genotype(normal=[('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('dil_conv_5x5', 1), ('none', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('avg_pool_3x3', 2), ('sep_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('dil_conv_5x5', 1), ('none', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('avg_pool_3x3', 2), ('sep_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	82.47999572753906
276	Genotype(normal=[('sep_conv_5x5', 1), ('dil_conv_3x3', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 2), ('skip_connect', 2), ('dil_conv_5x5', 1), ('none', 1), ('skip_connect', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('dil_conv_3x3', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 2), ('skip_connect', 2), ('dil_conv_5x5', 1), ('none', 1), ('skip_connect', 1)], reduce_concat=[2, 3, 4, 5])	81.68000030517578
277	Genotype(normal=[('none', 0), ('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('dil_conv_5x5', 2), ('skip_connect', 2), ('skip_connect', 3), ('none', 3), ('dil_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('dil_conv_5x5', 2), ('skip_connect', 2), ('skip_connect', 3), ('none', 3), ('dil_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	75.43999481201172
278	Genotype(normal=[('avg_pool_3x3', 1), ('skip_connect', 1), ('sep_conv_5x5', 2), ('none', 1), ('max_pool_3x3', 3), ('avg_pool_3x3', 2), ('avg_pool_3x3', 4), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('skip_connect', 1), ('sep_conv_5x5', 2), ('none', 1), ('max_pool_3x3', 3), ('avg_pool_3x3', 2), ('avg_pool_3x3', 4), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	77.97000122070312
279	Genotype(normal=[('dil_conv_3x3', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('skip_connect', 2), ('dil_conv_5x5', 1), ('avg_pool_3x3', 3), ('sep_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('skip_connect', 2), ('dil_conv_5x5', 1), ('avg_pool_3x3', 3), ('sep_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	78.1500015258789
280	Genotype(normal=[('max_pool_3x3', 1), ('none', 1), ('none', 2), ('sep_conv_5x5', 2), ('sep_conv_5x5', 0), ('max_pool_3x3', 2), ('max_pool_3x3', 1), ('skip_connect', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('none', 1), ('none', 2), ('sep_conv_5x5', 2), ('sep_conv_5x5', 0), ('max_pool_3x3', 2), ('max_pool_3x3', 1), ('skip_connect', 1)], reduce_concat=[2, 3, 4, 5])	77.69999694824219
281	Genotype(normal=[('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('skip_connect', 1), ('dil_conv_5x5', 2), ('dil_conv_3x3', 1), ('max_pool_3x3', 3), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('skip_connect', 1), ('dil_conv_5x5', 2), ('dil_conv_3x3', 1), ('max_pool_3x3', 3), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	81.97999572753906
282	Genotype(normal=[('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 0), ('dil_conv_5x5', 2), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 0), ('dil_conv_5x5', 2), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	76.80999755859375
283	Genotype(normal=[('dil_conv_3x3', 0), ('dil_conv_5x5', 0), ('none', 0), ('avg_pool_3x3', 2), ('sep_conv_3x3', 2), ('max_pool_3x3', 0), ('sep_conv_3x3', 3), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('dil_conv_5x5', 0), ('none', 0), ('avg_pool_3x3', 2), ('sep_conv_3x3', 2), ('max_pool_3x3', 0), ('sep_conv_3x3', 3), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	80.93999481201172
284	Genotype(normal=[('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('none', 3), ('sep_conv_5x5', 0), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('none', 3), ('sep_conv_5x5', 0), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	77.75999450683594
285	Genotype(normal=[('dil_conv_3x3', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 2), ('sep_conv_5x5', 0), ('avg_pool_3x3', 2), ('max_pool_3x3', 3), ('skip_connect', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 2), ('sep_conv_5x5', 0), ('avg_pool_3x3', 2), ('max_pool_3x3', 3), ('skip_connect', 1)], reduce_concat=[2, 3, 4, 5])	76.6199951171875
286	Genotype(normal=[('sep_conv_5x5', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 2), ('sep_conv_5x5', 2), ('avg_pool_3x3', 1), ('sep_conv_5x5', 2), ('none', 4), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 2), ('sep_conv_5x5', 2), ('avg_pool_3x3', 1), ('sep_conv_5x5', 2), ('none', 4), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	85.29000091552734
287	Genotype(normal=[('none', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 2), ('dil_conv_3x3', 1), ('avg_pool_3x3', 2), ('max_pool_3x3', 2), ('max_pool_3x3', 0), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 2), ('dil_conv_3x3', 1), ('avg_pool_3x3', 2), ('max_pool_3x3', 2), ('max_pool_3x3', 0), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	73.58999633789062
288	Genotype(normal=[('dil_conv_5x5', 0), ('sep_conv_5x5', 0), ('avg_pool_3x3', 2), ('dil_conv_5x5', 1), ('max_pool_3x3', 3), ('sep_conv_5x5', 0), ('dil_conv_3x3', 0), ('sep_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('sep_conv_5x5', 0), ('avg_pool_3x3', 2), ('dil_conv_5x5', 1), ('max_pool_3x3', 3), ('sep_conv_5x5', 0), ('dil_conv_3x3', 0), ('sep_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	83.52999877929688
289	Genotype(normal=[('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('dil_conv_3x3', 3), ('skip_connect', 0), ('dil_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('dil_conv_3x3', 3), ('skip_connect', 0), ('dil_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	81.68000030517578
290	Genotype(normal=[('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('dil_conv_5x5', 2), ('dil_conv_5x5', 1), ('dil_conv_5x5', 2), ('max_pool_3x3', 1), ('dil_conv_3x3', 3), ('skip_connect', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('dil_conv_5x5', 2), ('dil_conv_5x5', 1), ('dil_conv_5x5', 2), ('max_pool_3x3', 1), ('dil_conv_3x3', 3), ('skip_connect', 1)], reduce_concat=[2, 3, 4, 5])	81.36000061035156
291	Genotype(normal=[('none', 1), ('skip_connect', 1), ('dil_conv_5x5', 1), ('skip_connect', 0), ('dil_conv_3x3', 0), ('sep_conv_5x5', 1), ('dil_conv_3x3', 3), ('sep_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('skip_connect', 1), ('dil_conv_5x5', 1), ('skip_connect', 0), ('dil_conv_3x3', 0), ('sep_conv_5x5', 1), ('dil_conv_3x3', 3), ('sep_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	80.31999969482422
292	Genotype(normal=[('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_3x3', 2), ('skip_connect', 2), ('avg_pool_3x3', 2), ('dil_conv_3x3', 1), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_3x3', 2), ('skip_connect', 2), ('avg_pool_3x3', 2), ('dil_conv_3x3', 1), ('none', 2)], reduce_concat=[2, 3, 4, 5])	76.98999786376953
293	Genotype(normal=[('skip_connect', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 3), ('sep_conv_5x5', 0), ('sep_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 3), ('sep_conv_5x5', 0), ('sep_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	85.18000030517578
294	Genotype(normal=[('none', 1), ('skip_connect', 1), ('dil_conv_3x3', 2), ('max_pool_3x3', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('skip_connect', 1), ('dil_conv_3x3', 2), ('max_pool_3x3', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	68.62999725341797
295	Genotype(normal=[('none', 0), ('skip_connect', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('avg_pool_3x3', 3), ('sep_conv_3x3', 0), ('skip_connect', 3), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('skip_connect', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('avg_pool_3x3', 3), ('sep_conv_3x3', 0), ('skip_connect', 3), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	82.98999786376953
296	Genotype(normal=[('skip_connect', 1), ('none', 0), ('none', 2), ('avg_pool_3x3', 1), ('avg_pool_3x3', 3), ('none', 1), ('sep_conv_3x3', 0), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('none', 0), ('none', 2), ('avg_pool_3x3', 1), ('avg_pool_3x3', 3), ('none', 1), ('sep_conv_3x3', 0), ('none', 1)], reduce_concat=[2, 3, 4, 5])	71.68999481201172
297	Genotype(normal=[('skip_connect', 0), ('sep_conv_5x5', 0), ('skip_connect', 1), ('skip_connect', 2), ('skip_connect', 1), ('dil_conv_5x5', 3), ('skip_connect', 1), ('dil_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('sep_conv_5x5', 0), ('skip_connect', 1), ('skip_connect', 2), ('skip_connect', 1), ('dil_conv_5x5', 3), ('skip_connect', 1), ('dil_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	83.07999420166016
298	Genotype(normal=[('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('dil_conv_5x5', 0), ('dil_conv_3x3', 1), ('none', 3), ('avg_pool_3x3', 3), ('sep_conv_3x3', 1), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('dil_conv_5x5', 0), ('dil_conv_3x3', 1), ('none', 3), ('avg_pool_3x3', 3), ('sep_conv_3x3', 1), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	83.54000091552734
299	Genotype(normal=[('none', 1), ('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('dil_conv_3x3', 2), ('avg_pool_3x3', 2), ('max_pool_3x3', 3), ('max_pool_3x3', 4), ('dil_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('dil_conv_3x3', 2), ('avg_pool_3x3', 2), ('max_pool_3x3', 3), ('max_pool_3x3', 4), ('dil_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	79.18999481201172
300	Genotype(normal=[('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('skip_connect', 2), ('none', 0), ('dil_conv_5x5', 0), ('dil_conv_5x5', 3), ('sep_conv_5x5', 4), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('skip_connect', 2), ('none', 0), ('dil_conv_5x5', 0), ('dil_conv_5x5', 3), ('sep_conv_5x5', 4), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	83.97999572753906
301	Genotype(normal=[('dil_conv_5x5', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 1), ('skip_connect', 0), ('sep_conv_3x3', 3), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 1), ('skip_connect', 0), ('sep_conv_3x3', 3), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	81.93999481201172
302	Genotype(normal=[('max_pool_3x3', 0), ('max_pool_3x3', 1), ('dil_conv_5x5', 2), ('dil_conv_5x5', 1), ('sep_conv_3x3', 3), ('skip_connect', 2), ('avg_pool_3x3', 4), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('max_pool_3x3', 1), ('dil_conv_5x5', 2), ('dil_conv_5x5', 1), ('sep_conv_3x3', 3), ('skip_connect', 2), ('avg_pool_3x3', 4), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	82.69999694824219
303	Genotype(normal=[('skip_connect', 1), ('avg_pool_3x3', 0), ('sep_conv_3x3', 2), ('max_pool_3x3', 0), ('sep_conv_3x3', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('avg_pool_3x3', 0), ('sep_conv_3x3', 2), ('max_pool_3x3', 0), ('sep_conv_3x3', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	79.07999420166016
304	Genotype(normal=[('avg_pool_3x3', 0), ('skip_connect', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 2), ('max_pool_3x3', 1), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('skip_connect', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 2), ('max_pool_3x3', 1), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	79.54999542236328
305	Genotype(normal=[('avg_pool_3x3', 0), ('none', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 0), ('none', 2), ('sep_conv_3x3', 0), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('none', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 0), ('none', 2), ('sep_conv_3x3', 0), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	73.66999816894531
306	Genotype(normal=[('none', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_3x3', 2), ('skip_connect', 3), ('skip_connect', 3), ('max_pool_3x3', 2), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_3x3', 2), ('skip_connect', 3), ('skip_connect', 3), ('max_pool_3x3', 2), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	76.62999725341797
307	Genotype(normal=[('none', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 2), ('max_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 3), ('dil_conv_3x3', 1), ('avg_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 2), ('max_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 3), ('dil_conv_3x3', 1), ('avg_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	77.81999969482422
308	Genotype(normal=[('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 3), ('avg_pool_3x3', 0), ('sep_conv_3x3', 3), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 3), ('avg_pool_3x3', 0), ('sep_conv_3x3', 3), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	80.44999694824219
309	Genotype(normal=[('sep_conv_5x5', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('skip_connect', 3), ('max_pool_3x3', 0), ('none', 3), ('dil_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('skip_connect', 3), ('max_pool_3x3', 0), ('none', 3), ('dil_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	81.63999938964844
310	Genotype(normal=[('avg_pool_3x3', 1), ('none', 0), ('dil_conv_3x3', 1), ('sep_conv_3x3', 0), ('none', 1), ('skip_connect', 2), ('skip_connect', 2), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('none', 0), ('dil_conv_3x3', 1), ('sep_conv_3x3', 0), ('none', 1), ('skip_connect', 2), ('skip_connect', 2), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	72.54000091552734
311	Genotype(normal=[('none', 0), ('none', 0), ('none', 1), ('avg_pool_3x3', 2), ('none', 0), ('avg_pool_3x3', 0), ('avg_pool_3x3', 4), ('skip_connect', 0)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('none', 0), ('none', 1), ('avg_pool_3x3', 2), ('none', 0), ('avg_pool_3x3', 0), ('avg_pool_3x3', 4), ('skip_connect', 0)], reduce_concat=[2, 3, 4, 5])	63.5099983215332
312	Genotype(normal=[('dil_conv_3x3', 0), ('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('none', 1), ('none', 0), ('max_pool_3x3', 2), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('none', 1), ('none', 0), ('max_pool_3x3', 2), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	73.18999481201172
313	Genotype(normal=[('max_pool_3x3', 1), ('dil_conv_3x3', 1), ('dil_conv_5x5', 0), ('dil_conv_5x5', 2), ('max_pool_3x3', 3), ('sep_conv_5x5', 3), ('sep_conv_3x3', 1), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('dil_conv_3x3', 1), ('dil_conv_5x5', 0), ('dil_conv_5x5', 2), ('max_pool_3x3', 3), ('sep_conv_5x5', 3), ('sep_conv_3x3', 1), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	83.23999786376953
314	Genotype(normal=[('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('none', 2), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('skip_connect', 4), ('none', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('none', 2), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('skip_connect', 4), ('none', 0)], reduce_concat=[2, 3, 4, 5])	77.18999481201172
315	Genotype(normal=[('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('skip_connect', 2), ('sep_conv_5x5', 1), ('dil_conv_5x5', 3), ('avg_pool_3x3', 0), ('sep_conv_3x3', 4), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('skip_connect', 2), ('sep_conv_5x5', 1), ('dil_conv_5x5', 3), ('avg_pool_3x3', 0), ('sep_conv_3x3', 4), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	83.33999633789062
316	Genotype(normal=[('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('sep_conv_5x5', 2), ('avg_pool_3x3', 1), ('dil_conv_3x3', 1), ('skip_connect', 2), ('max_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('sep_conv_5x5', 2), ('avg_pool_3x3', 1), ('dil_conv_3x3', 1), ('skip_connect', 2), ('max_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	81.70999908447266
317	Genotype(normal=[('none', 0), ('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('max_pool_3x3', 2), ('max_pool_3x3', 0), ('none', 1), ('dil_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('max_pool_3x3', 2), ('max_pool_3x3', 0), ('none', 1), ('dil_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	77.55999755859375
318	Genotype(normal=[('sep_conv_5x5', 0), ('dil_conv_5x5', 0), ('avg_pool_3x3', 1), ('none', 1), ('sep_conv_5x5', 3), ('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('sep_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('dil_conv_5x5', 0), ('avg_pool_3x3', 1), ('none', 1), ('sep_conv_5x5', 3), ('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('sep_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	83.97999572753906
319	Genotype(normal=[('none', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 2), ('max_pool_3x3', 1), ('sep_conv_5x5', 3), ('sep_conv_5x5', 4), ('sep_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 2), ('max_pool_3x3', 1), ('sep_conv_5x5', 3), ('sep_conv_5x5', 4), ('sep_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	84.36000061035156
320	Genotype(normal=[('avg_pool_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 2), ('dil_conv_3x3', 2), ('avg_pool_3x3', 0), ('sep_conv_5x5', 2), ('skip_connect', 3), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 2), ('dil_conv_3x3', 2), ('avg_pool_3x3', 0), ('sep_conv_5x5', 2), ('skip_connect', 3), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	82.88999938964844
321	Genotype(normal=[('sep_conv_3x3', 0), ('dil_conv_5x5', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 0), ('skip_connect', 0), ('none', 2), ('skip_connect', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('dil_conv_5x5', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 0), ('skip_connect', 0), ('none', 2), ('skip_connect', 1)], reduce_concat=[2, 3, 4, 5])	76.65999603271484
322	Genotype(normal=[('avg_pool_3x3', 0), ('none', 1), ('dil_conv_5x5', 1), ('skip_connect', 1), ('sep_conv_3x3', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('none', 1), ('dil_conv_5x5', 1), ('skip_connect', 1), ('sep_conv_3x3', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	79.19999694824219
323	Genotype(normal=[('none', 1), ('sep_conv_3x3', 0), ('sep_conv_3x3', 2), ('dil_conv_3x3', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 0), ('max_pool_3x3', 0), ('sep_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('sep_conv_3x3', 0), ('sep_conv_3x3', 2), ('dil_conv_3x3', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 0), ('max_pool_3x3', 0), ('sep_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	80.88999938964844
324	Genotype(normal=[('max_pool_3x3', 1), ('dil_conv_5x5', 1), ('dil_conv_3x3', 2), ('dil_conv_3x3', 1), ('dil_conv_5x5', 2), ('sep_conv_3x3', 2), ('skip_connect', 0), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('dil_conv_5x5', 1), ('dil_conv_3x3', 2), ('dil_conv_3x3', 1), ('dil_conv_5x5', 2), ('sep_conv_3x3', 2), ('skip_connect', 0), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	78.58999633789062
325	Genotype(normal=[('sep_conv_3x3', 1), ('dil_conv_5x5', 0), ('skip_connect', 1), ('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('dil_conv_5x5', 0), ('skip_connect', 1), ('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	78.45999908447266
326	Genotype(normal=[('skip_connect', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2), ('max_pool_3x3', 2), ('dil_conv_5x5', 0), ('sep_conv_3x3', 2), ('max_pool_3x3', 1), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2), ('max_pool_3x3', 2), ('dil_conv_5x5', 0), ('sep_conv_3x3', 2), ('max_pool_3x3', 1), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	75.94999694824219
327	Genotype(normal=[('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('none', 0), ('dil_conv_5x5', 0), ('skip_connect', 1), ('sep_conv_3x3', 3), ('none', 4), ('sep_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('none', 0), ('dil_conv_5x5', 0), ('skip_connect', 1), ('sep_conv_3x3', 3), ('none', 4), ('sep_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	80.33999633789062
328	Genotype(normal=[('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('max_pool_3x3', 2), ('avg_pool_3x3', 4), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('max_pool_3x3', 2), ('avg_pool_3x3', 4), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	73.83999633789062
329	Genotype(normal=[('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('none', 1), ('sep_conv_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('none', 1), ('sep_conv_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	84.83999633789062
330	Genotype(normal=[('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('skip_connect', 2), ('max_pool_3x3', 2), ('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('skip_connect', 2), ('max_pool_3x3', 2), ('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	83.2699966430664
331	Genotype(normal=[('skip_connect', 0), ('none', 1), ('sep_conv_5x5', 1), ('dil_conv_3x3', 1), ('skip_connect', 3), ('none', 2), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('none', 1), ('sep_conv_5x5', 1), ('dil_conv_3x3', 1), ('skip_connect', 3), ('none', 2), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	75.70999908447266
332	Genotype(normal=[('dil_conv_5x5', 1), ('max_pool_3x3', 0), ('none', 2), ('dil_conv_3x3', 1), ('dil_conv_5x5', 0), ('skip_connect', 3), ('dil_conv_3x3', 0), ('sep_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('max_pool_3x3', 0), ('none', 2), ('dil_conv_3x3', 1), ('dil_conv_5x5', 0), ('skip_connect', 3), ('dil_conv_3x3', 0), ('sep_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	72.9000015258789
333	Genotype(normal=[('none', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 2), ('dil_conv_5x5', 2), ('dil_conv_5x5', 1), ('max_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 2), ('dil_conv_5x5', 2), ('dil_conv_5x5', 1), ('max_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	71.25999450683594
334	Genotype(normal=[('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('dil_conv_5x5', 1), ('skip_connect', 1), ('none', 3), ('skip_connect', 0), ('none', 2), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('dil_conv_5x5', 1), ('skip_connect', 1), ('none', 3), ('skip_connect', 0), ('none', 2), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	76.29999542236328
335	Genotype(normal=[('sep_conv_3x3', 0), ('none', 1), ('avg_pool_3x3', 2), ('sep_conv_3x3', 0), ('sep_conv_5x5', 3), ('skip_connect', 0), ('sep_conv_3x3', 4), ('max_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('none', 1), ('avg_pool_3x3', 2), ('sep_conv_3x3', 0), ('sep_conv_5x5', 3), ('skip_connect', 0), ('sep_conv_3x3', 4), ('max_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	83.75
336	Genotype(normal=[('sep_conv_3x3', 1), ('none', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 1), ('skip_connect', 0), ('none', 0), ('dil_conv_3x3', 1), ('sep_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('none', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 1), ('skip_connect', 0), ('none', 0), ('dil_conv_3x3', 1), ('sep_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	80.5999984741211
337	Genotype(normal=[('skip_connect', 0), ('sep_conv_3x3', 0), ('none', 2), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('avg_pool_3x3', 1), ('none', 2), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('sep_conv_3x3', 0), ('none', 2), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('avg_pool_3x3', 1), ('none', 2), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	79.98999786376953
338	Genotype(normal=[('dil_conv_5x5', 1), ('dil_conv_3x3', 0), ('none', 1), ('skip_connect', 2), ('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('dil_conv_3x3', 0), ('none', 1), ('skip_connect', 2), ('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	75.75999450683594
339	Genotype(normal=[('max_pool_3x3', 1), ('max_pool_3x3', 0), ('dil_conv_3x3', 2), ('none', 1), ('none', 3), ('sep_conv_5x5', 3), ('sep_conv_5x5', 2), ('dil_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('max_pool_3x3', 0), ('dil_conv_3x3', 2), ('none', 1), ('none', 3), ('sep_conv_5x5', 3), ('sep_conv_5x5', 2), ('dil_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	80.97999572753906
340	Genotype(normal=[('none', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('skip_connect', 0), ('max_pool_3x3', 0), ('none', 2), ('dil_conv_5x5', 3), ('skip_connect', 2)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('skip_connect', 0), ('max_pool_3x3', 0), ('none', 2), ('dil_conv_5x5', 3), ('skip_connect', 2)], reduce_concat=[2, 3, 4, 5])	82.20999908447266
341	Genotype(normal=[('none', 1), ('skip_connect', 0), ('max_pool_3x3', 0), ('none', 1), ('max_pool_3x3', 0), ('none', 2), ('sep_conv_5x5', 2), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('skip_connect', 0), ('max_pool_3x3', 0), ('none', 1), ('max_pool_3x3', 0), ('none', 2), ('sep_conv_5x5', 2), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	76.36000061035156
342	Genotype(normal=[('dil_conv_5x5', 0), ('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 2), ('dil_conv_5x5', 2), ('avg_pool_3x3', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 2), ('dil_conv_5x5', 2), ('avg_pool_3x3', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	80.73999786376953
343	Genotype(normal=[('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('none', 1), ('max_pool_3x3', 0), ('sep_conv_5x5', 2), ('none', 3), ('skip_connect', 0), ('avg_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('none', 1), ('max_pool_3x3', 0), ('sep_conv_5x5', 2), ('none', 3), ('skip_connect', 0), ('avg_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	82.13999938964844
344	Genotype(normal=[('dil_conv_5x5', 1), ('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 2), ('dil_conv_5x5', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 2), ('dil_conv_5x5', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	82.02999877929688
345	Genotype(normal=[('skip_connect', 1), ('dil_conv_5x5', 0), ('sep_conv_5x5', 0), ('none', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('dil_conv_5x5', 0), ('sep_conv_5x5', 0), ('none', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	75.6500015258789
346	Genotype(normal=[('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('sep_conv_5x5', 2), ('sep_conv_5x5', 1), ('none', 2), ('avg_pool_3x3', 3), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('sep_conv_5x5', 2), ('sep_conv_5x5', 1), ('none', 2), ('avg_pool_3x3', 3), ('none', 1)], reduce_concat=[2, 3, 4, 5])	80.18999481201172
347	Genotype(normal=[('max_pool_3x3', 1), ('none', 0), ('none', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 2), ('dil_conv_5x5', 0), ('avg_pool_3x3', 4), ('skip_connect', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('none', 0), ('none', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 2), ('dil_conv_5x5', 0), ('avg_pool_3x3', 4), ('skip_connect', 2)], reduce_concat=[2, 3, 4, 5])	74.02999877929688
348	Genotype(normal=[('sep_conv_5x5', 0), ('max_pool_3x3', 0), ('skip_connect', 0), ('none', 2), ('sep_conv_5x5', 2), ('max_pool_3x3', 1), ('none', 0), ('skip_connect', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('max_pool_3x3', 0), ('skip_connect', 0), ('none', 2), ('sep_conv_5x5', 2), ('max_pool_3x3', 1), ('none', 0), ('skip_connect', 2)], reduce_concat=[2, 3, 4, 5])	81.87999725341797
349	Genotype(normal=[('skip_connect', 1), ('none', 1), ('skip_connect', 1), ('none', 1), ('none', 3), ('max_pool_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('none', 1), ('skip_connect', 1), ('none', 1), ('none', 3), ('max_pool_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	72.48999786376953
350	Genotype(normal=[('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('skip_connect', 0), ('dil_conv_3x3', 3), ('dil_conv_5x5', 3), ('max_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('skip_connect', 0), ('dil_conv_3x3', 3), ('dil_conv_5x5', 3), ('max_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	81.5999984741211
351	Genotype(normal=[('avg_pool_3x3', 1), ('dil_conv_3x3', 1), ('dil_conv_5x5', 1), ('dil_conv_5x5', 2), ('skip_connect', 2), ('sep_conv_3x3', 3), ('dil_conv_5x5', 0), ('sep_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('dil_conv_3x3', 1), ('dil_conv_5x5', 1), ('dil_conv_5x5', 2), ('skip_connect', 2), ('sep_conv_3x3', 3), ('dil_conv_5x5', 0), ('sep_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	83.0199966430664
352	Genotype(normal=[('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('none', 2), ('skip_connect', 1), ('skip_connect', 0), ('skip_connect', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('none', 2), ('skip_connect', 1), ('skip_connect', 0), ('skip_connect', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	78.20999908447266
353	Genotype(normal=[('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('skip_connect', 0), ('avg_pool_3x3', 1), ('none', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 2), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('skip_connect', 0), ('avg_pool_3x3', 1), ('none', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 2), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	77.30999755859375
354	Genotype(normal=[('max_pool_3x3', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('skip_connect', 2), ('skip_connect', 3), ('sep_conv_3x3', 1), ('avg_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('skip_connect', 2), ('skip_connect', 3), ('sep_conv_3x3', 1), ('avg_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	75.79000091552734
355	Genotype(normal=[('sep_conv_3x3', 0), ('none', 0), ('none', 0), ('none', 1), ('avg_pool_3x3', 3), ('sep_conv_3x3', 2), ('sep_conv_3x3', 3), ('max_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('none', 0), ('none', 0), ('none', 1), ('avg_pool_3x3', 3), ('sep_conv_3x3', 2), ('sep_conv_3x3', 3), ('max_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	79.40999603271484
356	Genotype(normal=[('dil_conv_5x5', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 0), ('skip_connect', 0), ('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 2), ('max_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 0), ('skip_connect', 0), ('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 2), ('max_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	76.80999755859375
357	Genotype(normal=[('sep_conv_5x5', 1), ('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('skip_connect', 1), ('dil_conv_5x5', 2), ('max_pool_3x3', 3), ('sep_conv_3x3', 2), ('none', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('skip_connect', 1), ('dil_conv_5x5', 2), ('max_pool_3x3', 3), ('sep_conv_3x3', 2), ('none', 0)], reduce_concat=[2, 3, 4, 5])	83.41999816894531
358	Genotype(normal=[('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 0), ('none', 1), ('avg_pool_3x3', 3), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 0), ('none', 1), ('avg_pool_3x3', 3), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	80.29000091552734
359	Genotype(normal=[('sep_conv_3x3', 0), ('none', 0), ('dil_conv_3x3', 1), ('none', 1), ('skip_connect', 3), ('max_pool_3x3', 2), ('dil_conv_5x5', 3), ('sep_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('none', 0), ('dil_conv_3x3', 1), ('none', 1), ('skip_connect', 3), ('max_pool_3x3', 2), ('dil_conv_5x5', 3), ('sep_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	77.70999908447266
360	Genotype(normal=[('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('skip_connect', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('skip_connect', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	83.1199951171875
361	Genotype(normal=[('sep_conv_5x5', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('skip_connect', 2), ('none', 0), ('sep_conv_3x3', 3), ('avg_pool_3x3', 0), ('dil_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('skip_connect', 2), ('none', 0), ('sep_conv_3x3', 3), ('avg_pool_3x3', 0), ('dil_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	84.5999984741211
362	Genotype(normal=[('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('none', 1), ('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('skip_connect', 0), ('skip_connect', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('none', 1), ('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('skip_connect', 0), ('skip_connect', 1)], reduce_concat=[2, 3, 4, 5])	74.13999938964844
363	Genotype(normal=[('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('none', 1), ('skip_connect', 3), ('sep_conv_3x3', 4), ('sep_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('none', 1), ('skip_connect', 3), ('sep_conv_3x3', 4), ('sep_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	81.79000091552734
364	Genotype(normal=[('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 0), ('sep_conv_5x5', 2), ('sep_conv_5x5', 2), ('sep_conv_3x3', 2), ('dil_conv_5x5', 1), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 0), ('sep_conv_5x5', 2), ('sep_conv_5x5', 2), ('sep_conv_3x3', 2), ('dil_conv_5x5', 1), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	83.12999725341797
365	Genotype(normal=[('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('none', 1), ('dil_conv_3x3', 0), ('sep_conv_5x5', 3), ('skip_connect', 1), ('dil_conv_5x5', 2), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('none', 1), ('dil_conv_3x3', 0), ('sep_conv_5x5', 3), ('skip_connect', 1), ('dil_conv_5x5', 2), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	81.98999786376953
366	Genotype(normal=[('skip_connect', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	76.75999450683594
367	Genotype(normal=[('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('sep_conv_3x3', 2), ('none', 2), ('max_pool_3x3', 3), ('none', 4), ('dil_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('sep_conv_3x3', 2), ('none', 2), ('max_pool_3x3', 3), ('none', 4), ('dil_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	82.54999542236328
368	Genotype(normal=[('none', 1), ('avg_pool_3x3', 0), ('skip_connect', 0), ('skip_connect', 0), ('avg_pool_3x3', 2), ('none', 3), ('dil_conv_3x3', 3), ('dil_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('avg_pool_3x3', 0), ('skip_connect', 0), ('skip_connect', 0), ('avg_pool_3x3', 2), ('none', 3), ('dil_conv_3x3', 3), ('dil_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	67.70999908447266
369	Genotype(normal=[('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('none', 0), ('sep_conv_3x3', 1), ('avg_pool_3x3', 4), ('sep_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('none', 0), ('sep_conv_3x3', 1), ('avg_pool_3x3', 4), ('sep_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	78.33000183105469
370	Genotype(normal=[('dil_conv_3x3', 0), ('skip_connect', 0), ('dil_conv_3x3', 0), ('skip_connect', 1), ('sep_conv_5x5', 0), ('none', 3), ('skip_connect', 3), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('skip_connect', 0), ('dil_conv_3x3', 0), ('skip_connect', 1), ('sep_conv_5x5', 0), ('none', 3), ('skip_connect', 3), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	75.97000122070312
371	Genotype(normal=[('skip_connect', 1), ('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 1), ('none', 2), ('dil_conv_3x3', 1), ('sep_conv_5x5', 2), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 1), ('none', 2), ('dil_conv_3x3', 1), ('sep_conv_5x5', 2), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	79.7699966430664
372	Genotype(normal=[('sep_conv_5x5', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('none', 1), ('max_pool_3x3', 3), ('avg_pool_3x3', 0), ('none', 1), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('none', 1), ('max_pool_3x3', 3), ('avg_pool_3x3', 0), ('none', 1), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	76.69999694824219
373	Genotype(normal=[('none', 1), ('dil_conv_3x3', 1), ('avg_pool_3x3', 1), ('none', 2), ('sep_conv_3x3', 1), ('none', 3), ('avg_pool_3x3', 2), ('none', 3)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('dil_conv_3x3', 1), ('avg_pool_3x3', 1), ('none', 2), ('sep_conv_3x3', 1), ('none', 3), ('avg_pool_3x3', 2), ('none', 3)], reduce_concat=[2, 3, 4, 5])	71.62999725341797
374	Genotype(normal=[('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('sep_conv_3x3', 1), ('skip_connect', 1), ('sep_conv_5x5', 2), ('avg_pool_3x3', 1), ('sep_conv_3x3', 1), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('sep_conv_3x3', 1), ('skip_connect', 1), ('sep_conv_5x5', 2), ('avg_pool_3x3', 1), ('sep_conv_3x3', 1), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	81.40999603271484
375	Genotype(normal=[('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('skip_connect', 0), ('skip_connect', 0), ('skip_connect', 2), ('dil_conv_3x3', 2), ('sep_conv_5x5', 3), ('dil_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('skip_connect', 0), ('skip_connect', 0), ('skip_connect', 2), ('dil_conv_3x3', 2), ('sep_conv_5x5', 3), ('dil_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	80.0
376	Genotype(normal=[('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('skip_connect', 0), ('dil_conv_5x5', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 2), ('dil_conv_5x5', 4), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('skip_connect', 0), ('dil_conv_5x5', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 2), ('dil_conv_5x5', 4), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	80.65999603271484
377	Genotype(normal=[('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('skip_connect', 1), ('sep_conv_5x5', 2), ('dil_conv_5x5', 0), ('skip_connect', 2), ('dil_conv_5x5', 3), ('dil_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('skip_connect', 1), ('sep_conv_5x5', 2), ('dil_conv_5x5', 0), ('skip_connect', 2), ('dil_conv_5x5', 3), ('dil_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	81.90999603271484
378	Genotype(normal=[('none', 1), ('sep_conv_3x3', 0), ('skip_connect', 2), ('sep_conv_3x3', 2), ('dil_conv_3x3', 3), ('dil_conv_5x5', 1), ('avg_pool_3x3', 1), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('sep_conv_3x3', 0), ('skip_connect', 2), ('sep_conv_3x3', 2), ('dil_conv_3x3', 3), ('dil_conv_5x5', 1), ('avg_pool_3x3', 1), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	80.73999786376953
379	Genotype(normal=[('sep_conv_5x5', 0), ('skip_connect', 0), ('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('avg_pool_3x3', 1), ('sep_conv_3x3', 3), ('max_pool_3x3', 4), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('skip_connect', 0), ('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('avg_pool_3x3', 1), ('sep_conv_3x3', 3), ('max_pool_3x3', 4), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	81.72000122070312
380	Genotype(normal=[('avg_pool_3x3', 1), ('none', 1), ('dil_conv_3x3', 2), ('dil_conv_3x3', 0), ('max_pool_3x3', 0), ('none', 1), ('none', 1), ('max_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('none', 1), ('dil_conv_3x3', 2), ('dil_conv_3x3', 0), ('max_pool_3x3', 0), ('none', 1), ('none', 1), ('max_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	68.93999481201172
381	Genotype(normal=[('skip_connect', 1), ('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('none', 1), ('dil_conv_3x3', 1), ('none', 3), ('max_pool_3x3', 0), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('none', 1), ('dil_conv_3x3', 1), ('none', 3), ('max_pool_3x3', 0), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	67.52999877929688
382	Genotype(normal=[('dil_conv_5x5', 0), ('none', 1), ('dil_conv_3x3', 2), ('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('skip_connect', 1), ('avg_pool_3x3', 4), ('dil_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('none', 1), ('dil_conv_3x3', 2), ('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('skip_connect', 1), ('avg_pool_3x3', 4), ('dil_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	76.61000061035156
383	Genotype(normal=[('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 2), ('skip_connect', 0), ('max_pool_3x3', 2), ('sep_conv_5x5', 2), ('none', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 2), ('skip_connect', 0), ('max_pool_3x3', 2), ('sep_conv_5x5', 2), ('none', 0)], reduce_concat=[2, 3, 4, 5])	76.55999755859375
384	Genotype(normal=[('skip_connect', 0), ('dil_conv_3x3', 0), ('sep_conv_5x5', 2), ('dil_conv_5x5', 0), ('sep_conv_3x3', 2), ('none', 3), ('dil_conv_3x3', 4), ('dil_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('dil_conv_3x3', 0), ('sep_conv_5x5', 2), ('dil_conv_5x5', 0), ('sep_conv_3x3', 2), ('none', 3), ('dil_conv_3x3', 4), ('dil_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	83.68999481201172
385	Genotype(normal=[('sep_conv_5x5', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('dil_conv_5x5', 0), ('sep_conv_5x5', 3), ('max_pool_3x3', 2), ('dil_conv_5x5', 4), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('dil_conv_5x5', 0), ('sep_conv_5x5', 3), ('max_pool_3x3', 2), ('dil_conv_5x5', 4), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	85.38999938964844
386	Genotype(normal=[('skip_connect', 1), ('dil_conv_5x5', 1), ('max_pool_3x3', 2), ('skip_connect', 2), ('sep_conv_5x5', 2), ('none', 2), ('avg_pool_3x3', 0), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('dil_conv_5x5', 1), ('max_pool_3x3', 2), ('skip_connect', 2), ('sep_conv_5x5', 2), ('none', 2), ('avg_pool_3x3', 0), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	81.29000091552734
387	Genotype(normal=[('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('none', 2), ('sep_conv_3x3', 0), ('skip_connect', 3), ('dil_conv_3x3', 0), ('sep_conv_5x5', 3), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('none', 2), ('sep_conv_3x3', 0), ('skip_connect', 3), ('dil_conv_3x3', 0), ('sep_conv_5x5', 3), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	82.00999450683594
388	Genotype(normal=[('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 3), ('none', 2), ('dil_conv_5x5', 1), ('skip_connect', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 3), ('none', 2), ('dil_conv_5x5', 1), ('skip_connect', 2)], reduce_concat=[2, 3, 4, 5])	82.3699951171875
389	Genotype(normal=[('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_5x5', 2), ('dil_conv_3x3', 2), ('skip_connect', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_5x5', 2), ('dil_conv_3x3', 2), ('skip_connect', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	70.83000183105469
390	Genotype(normal=[('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('none', 1), ('none', 0), ('avg_pool_3x3', 2), ('none', 3), ('skip_connect', 2), ('avg_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('none', 1), ('none', 0), ('avg_pool_3x3', 2), ('none', 3), ('skip_connect', 2), ('avg_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	65.20999908447266
391	Genotype(normal=[('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('none', 0), ('none', 2), ('dil_conv_5x5', 1), ('skip_connect', 1), ('max_pool_3x3', 4), ('sep_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('none', 0), ('none', 2), ('dil_conv_5x5', 1), ('skip_connect', 1), ('max_pool_3x3', 4), ('sep_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	81.27999877929688
392	Genotype(normal=[('none', 1), ('dil_conv_5x5', 1), ('dil_conv_3x3', 2), ('max_pool_3x3', 0), ('dil_conv_5x5', 2), ('dil_conv_3x3', 2), ('none', 2), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('dil_conv_5x5', 1), ('dil_conv_3x3', 2), ('max_pool_3x3', 0), ('dil_conv_5x5', 2), ('dil_conv_3x3', 2), ('none', 2), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	77.29999542236328
393	Genotype(normal=[('sep_conv_5x5', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 2), ('dil_conv_5x5', 1), ('max_pool_3x3', 2), ('skip_connect', 3), ('max_pool_3x3', 2), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 2), ('dil_conv_5x5', 1), ('max_pool_3x3', 2), ('skip_connect', 3), ('max_pool_3x3', 2), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	77.1199951171875
394	Genotype(normal=[('sep_conv_3x3', 1), ('none', 1), ('none', 0), ('skip_connect', 2), ('sep_conv_5x5', 3), ('dil_conv_3x3', 1), ('max_pool_3x3', 3), ('dil_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('none', 1), ('none', 0), ('skip_connect', 2), ('sep_conv_5x5', 3), ('dil_conv_3x3', 1), ('max_pool_3x3', 3), ('dil_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	81.6199951171875
395	Genotype(normal=[('sep_conv_5x5', 0), ('dil_conv_5x5', 0), ('max_pool_3x3', 2), ('sep_conv_3x3', 2), ('sep_conv_5x5', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 2), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('dil_conv_5x5', 0), ('max_pool_3x3', 2), ('sep_conv_3x3', 2), ('sep_conv_5x5', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 2), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	84.05999755859375
396	Genotype(normal=[('sep_conv_3x3', 0), ('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('none', 0), ('dil_conv_3x3', 0), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('none', 0), ('dil_conv_3x3', 0), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	73.06999969482422
397	Genotype(normal=[('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('none', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 3), ('dil_conv_5x5', 0), ('dil_conv_3x3', 4), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('none', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 3), ('dil_conv_5x5', 0), ('dil_conv_3x3', 4), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	77.63999938964844
398	Genotype(normal=[('dil_conv_5x5', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 0), ('max_pool_3x3', 3), ('sep_conv_3x3', 2), ('dil_conv_3x3', 3), ('sep_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 0), ('max_pool_3x3', 3), ('sep_conv_3x3', 2), ('dil_conv_3x3', 3), ('sep_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	83.68000030517578
399	Genotype(normal=[('dil_conv_3x3', 1), ('sep_conv_3x3', 1), ('dil_conv_3x3', 1), ('dil_conv_3x3', 2), ('avg_pool_3x3', 1), ('avg_pool_3x3', 2), ('skip_connect', 1), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('sep_conv_3x3', 1), ('dil_conv_3x3', 1), ('dil_conv_3x3', 2), ('avg_pool_3x3', 1), ('avg_pool_3x3', 2), ('skip_connect', 1), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	77.93999481201172
400	Genotype(normal=[('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('dil_conv_3x3', 2), ('dil_conv_5x5', 0), ('none', 1), ('dil_conv_5x5', 3), ('dil_conv_5x5', 4), ('none', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('dil_conv_3x3', 2), ('dil_conv_5x5', 0), ('none', 1), ('dil_conv_5x5', 3), ('dil_conv_5x5', 4), ('none', 0)], reduce_concat=[2, 3, 4, 5])	81.47000122070312
401	Genotype(normal=[('sep_conv_5x5', 0), ('skip_connect', 1), ('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 2), ('skip_connect', 2), ('sep_conv_5x5', 2), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('skip_connect', 1), ('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 2), ('skip_connect', 2), ('sep_conv_5x5', 2), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	83.5199966430664
402	Genotype(normal=[('skip_connect', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 0), ('sep_conv_3x3', 0), ('skip_connect', 3), ('dil_conv_5x5', 0), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 0), ('sep_conv_3x3', 0), ('skip_connect', 3), ('dil_conv_5x5', 0), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	74.33000183105469
403	Genotype(normal=[('sep_conv_5x5', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 4), ('skip_connect', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 4), ('skip_connect', 1)], reduce_concat=[2, 3, 4, 5])	78.69999694824219
404	Genotype(normal=[('max_pool_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 2), ('sep_conv_5x5', 1), ('skip_connect', 2), ('none', 2), ('sep_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 2), ('sep_conv_5x5', 1), ('skip_connect', 2), ('none', 2), ('sep_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	82.6500015258789
405	Genotype(normal=[('avg_pool_3x3', 0), ('max_pool_3x3', 0), ('none', 0), ('skip_connect', 0), ('skip_connect', 0), ('sep_conv_3x3', 2), ('none', 4), ('dil_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('max_pool_3x3', 0), ('none', 0), ('skip_connect', 0), ('skip_connect', 0), ('sep_conv_3x3', 2), ('none', 4), ('dil_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	74.08000183105469
406	Genotype(normal=[('none', 1), ('max_pool_3x3', 1), ('none', 2), ('avg_pool_3x3', 0), ('max_pool_3x3', 3), ('max_pool_3x3', 2), ('skip_connect', 3), ('dil_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('max_pool_3x3', 1), ('none', 2), ('avg_pool_3x3', 0), ('max_pool_3x3', 3), ('max_pool_3x3', 2), ('skip_connect', 3), ('dil_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	71.18999481201172
407	Genotype(normal=[('sep_conv_3x3', 0), ('avg_pool_3x3', 1), ('skip_connect', 1), ('sep_conv_5x5', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 2), ('dil_conv_3x3', 2), ('skip_connect', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('avg_pool_3x3', 1), ('skip_connect', 1), ('sep_conv_5x5', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 2), ('dil_conv_3x3', 2), ('skip_connect', 0)], reduce_concat=[2, 3, 4, 5])	79.27999877929688
408	Genotype(normal=[('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 0), ('avg_pool_3x3', 2), ('none', 0), ('none', 2), ('dil_conv_5x5', 3), ('max_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 0), ('avg_pool_3x3', 2), ('none', 0), ('none', 2), ('dil_conv_5x5', 3), ('max_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	81.19999694824219
409	Genotype(normal=[('sep_conv_5x5', 1), ('dil_conv_5x5', 1), ('sep_conv_3x3', 2), ('sep_conv_3x3', 0), ('dil_conv_5x5', 3), ('dil_conv_3x3', 0), ('sep_conv_5x5', 3), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('dil_conv_5x5', 1), ('sep_conv_3x3', 2), ('sep_conv_3x3', 0), ('dil_conv_5x5', 3), ('dil_conv_3x3', 0), ('sep_conv_5x5', 3), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	85.55999755859375
410	Genotype(normal=[('none', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 2), ('max_pool_3x3', 0), ('none', 1), ('none', 3), ('dil_conv_3x3', 3), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 2), ('max_pool_3x3', 0), ('none', 1), ('none', 3), ('dil_conv_3x3', 3), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	79.43999481201172
411	Genotype(normal=[('sep_conv_5x5', 1), ('dil_conv_3x3', 1), ('none', 2), ('max_pool_3x3', 0), ('dil_conv_3x3', 0), ('none', 0), ('sep_conv_5x5', 4), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('dil_conv_3x3', 1), ('none', 2), ('max_pool_3x3', 0), ('dil_conv_3x3', 0), ('none', 0), ('sep_conv_5x5', 4), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	80.11000061035156
412	Genotype(normal=[('dil_conv_5x5', 0), ('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 2), ('none', 2), ('avg_pool_3x3', 3), ('sep_conv_3x3', 4), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 2), ('none', 2), ('avg_pool_3x3', 3), ('sep_conv_3x3', 4), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	82.79000091552734
413	Genotype(normal=[('none', 0), ('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('dil_conv_3x3', 2), ('skip_connect', 0), ('avg_pool_3x3', 3), ('none', 1), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('dil_conv_3x3', 2), ('skip_connect', 0), ('avg_pool_3x3', 3), ('none', 1), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	76.9000015258789
414	Genotype(normal=[('skip_connect', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('avg_pool_3x3', 3), ('max_pool_3x3', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('avg_pool_3x3', 3), ('max_pool_3x3', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	82.7699966430664
415	Genotype(normal=[('none', 0), ('avg_pool_3x3', 1), ('skip_connect', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 3), ('dil_conv_5x5', 1), ('none', 3), ('dil_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('avg_pool_3x3', 1), ('skip_connect', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 3), ('dil_conv_5x5', 1), ('none', 3), ('dil_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	77.97999572753906
416	Genotype(normal=[('none', 1), ('avg_pool_3x3', 0), ('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 1), ('dil_conv_5x5', 0), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('avg_pool_3x3', 0), ('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 1), ('dil_conv_5x5', 0), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	80.23999786376953
417	Genotype(normal=[('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('none', 1), ('none', 1), ('skip_connect', 0), ('sep_conv_3x3', 1), ('max_pool_3x3', 4), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('none', 1), ('none', 1), ('skip_connect', 0), ('sep_conv_3x3', 1), ('max_pool_3x3', 4), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	77.6500015258789
418	Genotype(normal=[('sep_conv_5x5', 1), ('avg_pool_3x3', 0), ('sep_conv_3x3', 0), ('skip_connect', 2), ('sep_conv_3x3', 1), ('dil_conv_5x5', 1), ('none', 3), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('avg_pool_3x3', 0), ('sep_conv_3x3', 0), ('skip_connect', 2), ('sep_conv_3x3', 1), ('dil_conv_5x5', 1), ('none', 3), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	78.61000061035156
419	Genotype(normal=[('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 2), ('sep_conv_5x5', 1), ('dil_conv_5x5', 0), ('skip_connect', 1), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 2), ('sep_conv_5x5', 1), ('dil_conv_5x5', 0), ('skip_connect', 1), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	83.93000030517578
420	Genotype(normal=[('sep_conv_5x5', 1), ('avg_pool_3x3', 1), ('skip_connect', 2), ('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('none', 4), ('sep_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('avg_pool_3x3', 1), ('skip_connect', 2), ('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('none', 4), ('sep_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	81.62999725341797
421	Genotype(normal=[('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('none', 1), ('dil_conv_3x3', 2), ('none', 1), ('skip_connect', 3), ('none', 0), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('none', 1), ('dil_conv_3x3', 2), ('none', 1), ('skip_connect', 3), ('none', 0), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	75.13999938964844
422	Genotype(normal=[('dil_conv_5x5', 0), ('avg_pool_3x3', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_3x3', 2), ('dil_conv_3x3', 0), ('dil_conv_5x5', 2), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('avg_pool_3x3', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_3x3', 2), ('dil_conv_3x3', 0), ('dil_conv_5x5', 2), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	80.82999420166016
423	Genotype(normal=[('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 2), ('sep_conv_5x5', 2), ('sep_conv_3x3', 2), ('dil_conv_3x3', 0), ('sep_conv_3x3', 2), ('sep_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 2), ('sep_conv_5x5', 2), ('sep_conv_3x3', 2), ('dil_conv_3x3', 0), ('sep_conv_3x3', 2), ('sep_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	81.93999481201172
424	Genotype(normal=[('dil_conv_5x5', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 1), ('skip_connect', 3), ('sep_conv_3x3', 3), ('dil_conv_3x3', 3), ('dil_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 1), ('skip_connect', 3), ('sep_conv_3x3', 3), ('dil_conv_3x3', 3), ('dil_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	84.05999755859375
425	Genotype(normal=[('skip_connect', 1), ('dil_conv_5x5', 0), ('sep_conv_3x3', 2), ('max_pool_3x3', 2), ('sep_conv_3x3', 3), ('dil_conv_3x3', 3), ('dil_conv_3x3', 3), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('dil_conv_5x5', 0), ('sep_conv_3x3', 2), ('max_pool_3x3', 2), ('sep_conv_3x3', 3), ('dil_conv_3x3', 3), ('dil_conv_3x3', 3), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	82.8499984741211
426	Genotype(normal=[('sep_conv_5x5', 1), ('avg_pool_3x3', 1), ('max_pool_3x3', 2), ('dil_conv_3x3', 2), ('sep_conv_3x3', 1), ('sep_conv_5x5', 1), ('dil_conv_5x5', 4), ('max_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('avg_pool_3x3', 1), ('max_pool_3x3', 2), ('dil_conv_3x3', 2), ('sep_conv_3x3', 1), ('sep_conv_5x5', 1), ('dil_conv_5x5', 4), ('max_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	83.58999633789062
427	Genotype(normal=[('sep_conv_5x5', 0), ('dil_conv_3x3', 1), ('dil_conv_5x5', 0), ('sep_conv_3x3', 2), ('max_pool_3x3', 0), ('skip_connect', 1), ('skip_connect', 1), ('dil_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('dil_conv_3x3', 1), ('dil_conv_5x5', 0), ('sep_conv_3x3', 2), ('max_pool_3x3', 0), ('skip_connect', 1), ('skip_connect', 1), ('dil_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	82.44999694824219
428	Genotype(normal=[('max_pool_3x3', 1), ('none', 1), ('sep_conv_5x5', 0), ('skip_connect', 0), ('sep_conv_3x3', 3), ('none', 1), ('max_pool_3x3', 1), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('none', 1), ('sep_conv_5x5', 0), ('skip_connect', 0), ('sep_conv_3x3', 3), ('none', 1), ('max_pool_3x3', 1), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	81.82999420166016
429	Genotype(normal=[('dil_conv_5x5', 1), ('skip_connect', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 3), ('skip_connect', 3), ('sep_conv_5x5', 2), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('skip_connect', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 3), ('skip_connect', 3), ('sep_conv_5x5', 2), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	82.54000091552734
430	Genotype(normal=[('none', 0), ('sep_conv_5x5', 0), ('skip_connect', 1), ('dil_conv_3x3', 1), ('dil_conv_3x3', 3), ('dil_conv_3x3', 1), ('sep_conv_5x5', 4), ('skip_connect', 0)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('sep_conv_5x5', 0), ('skip_connect', 1), ('dil_conv_3x3', 1), ('dil_conv_3x3', 3), ('dil_conv_3x3', 1), ('sep_conv_5x5', 4), ('skip_connect', 0)], reduce_concat=[2, 3, 4, 5])	83.75
431	Genotype(normal=[('none', 1), ('dil_conv_3x3', 0), ('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('none', 2), ('sep_conv_5x5', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('dil_conv_3x3', 0), ('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('none', 2), ('sep_conv_5x5', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	82.30999755859375
432	Genotype(normal=[('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('avg_pool_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 3), ('skip_connect', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('avg_pool_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 3), ('skip_connect', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	81.29999542236328
433	Genotype(normal=[('none', 1), ('dil_conv_3x3', 1), ('dil_conv_3x3', 2), ('dil_conv_3x3', 1), ('skip_connect', 0), ('avg_pool_3x3', 3), ('dil_conv_5x5', 0), ('dil_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('dil_conv_3x3', 1), ('dil_conv_3x3', 2), ('dil_conv_3x3', 1), ('skip_connect', 0), ('avg_pool_3x3', 3), ('dil_conv_5x5', 0), ('dil_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	74.1500015258789
434	Genotype(normal=[('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('skip_connect', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 0), ('max_pool_3x3', 2), ('sep_conv_3x3', 4), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('skip_connect', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 0), ('max_pool_3x3', 2), ('sep_conv_3x3', 4), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	81.58999633789062
435	Genotype(normal=[('skip_connect', 0), ('avg_pool_3x3', 1), ('sep_conv_5x5', 2), ('skip_connect', 0), ('avg_pool_3x3', 2), ('none', 1), ('dil_conv_3x3', 4), ('dil_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('avg_pool_3x3', 1), ('sep_conv_5x5', 2), ('skip_connect', 0), ('avg_pool_3x3', 2), ('none', 1), ('dil_conv_3x3', 4), ('dil_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	79.69999694824219
436	Genotype(normal=[('sep_conv_5x5', 0), ('skip_connect', 1), ('dil_conv_3x3', 0), ('sep_conv_5x5', 1), ('sep_conv_5x5', 2), ('skip_connect', 2), ('avg_pool_3x3', 3), ('max_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('skip_connect', 1), ('dil_conv_3x3', 0), ('sep_conv_5x5', 1), ('sep_conv_5x5', 2), ('skip_connect', 2), ('avg_pool_3x3', 3), ('max_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	83.81999969482422
437	Genotype(normal=[('avg_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_3x3', 0), ('none', 1), ('max_pool_3x3', 2), ('dil_conv_5x5', 2), ('none', 2), ('skip_connect', 2)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_3x3', 0), ('none', 1), ('max_pool_3x3', 2), ('dil_conv_5x5', 2), ('none', 2), ('skip_connect', 2)], reduce_concat=[2, 3, 4, 5])	70.86000061035156
438	Genotype(normal=[('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('avg_pool_3x3', 1), ('skip_connect', 2), ('dil_conv_3x3', 2), ('dil_conv_5x5', 0), ('sep_conv_3x3', 1), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('avg_pool_3x3', 1), ('skip_connect', 2), ('dil_conv_3x3', 2), ('dil_conv_5x5', 0), ('sep_conv_3x3', 1), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	79.2699966430664
439	Genotype(normal=[('dil_conv_3x3', 1), ('dil_conv_3x3', 0), ('skip_connect', 2), ('none', 0), ('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 4), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('dil_conv_3x3', 0), ('skip_connect', 2), ('none', 0), ('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 4), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	70.25
440	Genotype(normal=[('dil_conv_5x5', 0), ('none', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 2), ('avg_pool_3x3', 1), ('sep_conv_5x5', 1), ('sep_conv_3x3', 3), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('none', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 2), ('avg_pool_3x3', 1), ('sep_conv_5x5', 1), ('sep_conv_3x3', 3), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	83.29999542236328
441	Genotype(normal=[('none', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 2), ('sep_conv_3x3', 3), ('sep_conv_3x3', 0), ('none', 2), ('sep_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 2), ('sep_conv_3x3', 3), ('sep_conv_3x3', 0), ('none', 2), ('sep_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	83.38999938964844
442	Genotype(normal=[('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('skip_connect', 2), ('sep_conv_3x3', 0), ('skip_connect', 0), ('dil_conv_3x3', 0), ('max_pool_3x3', 3), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('skip_connect', 2), ('sep_conv_3x3', 0), ('skip_connect', 0), ('dil_conv_3x3', 0), ('max_pool_3x3', 3), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	74.62999725341797
443	Genotype(normal=[('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 2), ('skip_connect', 1), ('sep_conv_3x3', 1), ('skip_connect', 1), ('avg_pool_3x3', 1), ('dil_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 2), ('skip_connect', 1), ('sep_conv_3x3', 1), ('skip_connect', 1), ('avg_pool_3x3', 1), ('dil_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	83.72000122070312
444	Genotype(normal=[('max_pool_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_5x5', 2), ('sep_conv_5x5', 2), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('max_pool_3x3', 4), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_5x5', 2), ('sep_conv_5x5', 2), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('max_pool_3x3', 4), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	84.22000122070312
445	Genotype(normal=[('skip_connect', 1), ('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('none', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('none', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	83.06999969482422
446	Genotype(normal=[('skip_connect', 0), ('dil_conv_3x3', 1), ('skip_connect', 0), ('none', 2), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('avg_pool_3x3', 2), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('dil_conv_3x3', 1), ('skip_connect', 0), ('none', 2), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('avg_pool_3x3', 2), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	82.73999786376953
447	Genotype(normal=[('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('dil_conv_5x5', 2), ('dil_conv_5x5', 2), ('sep_conv_5x5', 3), ('dil_conv_3x3', 2), ('skip_connect', 0), ('avg_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('dil_conv_5x5', 2), ('dil_conv_5x5', 2), ('sep_conv_5x5', 3), ('dil_conv_3x3', 2), ('skip_connect', 0), ('avg_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	84.38999938964844
448	Genotype(normal=[('skip_connect', 1), ('skip_connect', 1), ('dil_conv_5x5', 1), ('max_pool_3x3', 2), ('sep_conv_5x5', 3), ('max_pool_3x3', 0), ('dil_conv_5x5', 3), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('skip_connect', 1), ('dil_conv_5x5', 1), ('max_pool_3x3', 2), ('sep_conv_5x5', 3), ('max_pool_3x3', 0), ('dil_conv_5x5', 3), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	80.9000015258789
449	Genotype(normal=[('dil_conv_3x3', 1), ('none', 1), ('sep_conv_5x5', 1), ('sep_conv_3x3', 2), ('avg_pool_3x3', 1), ('dil_conv_5x5', 2), ('dil_conv_5x5', 4), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('none', 1), ('sep_conv_5x5', 1), ('sep_conv_3x3', 2), ('avg_pool_3x3', 1), ('dil_conv_5x5', 2), ('dil_conv_5x5', 4), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	80.8499984741211
450	Genotype(normal=[('sep_conv_3x3', 1), ('dil_conv_3x3', 1), ('sep_conv_3x3', 2), ('max_pool_3x3', 2), ('none', 0), ('sep_conv_5x5', 1), ('none', 4), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('dil_conv_3x3', 1), ('sep_conv_3x3', 2), ('max_pool_3x3', 2), ('none', 0), ('sep_conv_5x5', 1), ('none', 4), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	82.07999420166016
451	Genotype(normal=[('dil_conv_3x3', 0), ('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('avg_pool_3x3', 2), ('dil_conv_5x5', 1), ('sep_conv_3x3', 1), ('sep_conv_3x3', 2), ('sep_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('avg_pool_3x3', 2), ('dil_conv_5x5', 1), ('sep_conv_3x3', 1), ('sep_conv_3x3', 2), ('sep_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	82.25
452	Genotype(normal=[('none', 0), ('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('sep_conv_3x3', 0), ('dil_conv_3x3', 3), ('skip_connect', 3), ('none', 2), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('sep_conv_3x3', 0), ('dil_conv_3x3', 3), ('skip_connect', 3), ('none', 2), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	82.73999786376953
453	Genotype(normal=[('sep_conv_3x3', 1), ('none', 1), ('dil_conv_5x5', 0), ('sep_conv_5x5', 2), ('dil_conv_3x3', 2), ('dil_conv_3x3', 2), ('dil_conv_5x5', 3), ('skip_connect', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('none', 1), ('dil_conv_5x5', 0), ('sep_conv_5x5', 2), ('dil_conv_3x3', 2), ('dil_conv_3x3', 2), ('dil_conv_5x5', 3), ('skip_connect', 0)], reduce_concat=[2, 3, 4, 5])	83.57999420166016
454	Genotype(normal=[('skip_connect', 0), ('dil_conv_5x5', 0), ('sep_conv_3x3', 1), ('sep_conv_3x3', 2), ('none', 0), ('sep_conv_5x5', 2), ('none', 4), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('dil_conv_5x5', 0), ('sep_conv_3x3', 1), ('sep_conv_3x3', 2), ('none', 0), ('sep_conv_5x5', 2), ('none', 4), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	83.97000122070312
455	Genotype(normal=[('sep_conv_5x5', 1), ('none', 0), ('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 1), ('none', 0), ('none', 0), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('none', 0), ('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 1), ('none', 0), ('none', 0), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	84.86000061035156
456	Genotype(normal=[('max_pool_3x3', 1), ('skip_connect', 0), ('dil_conv_3x3', 0), ('sep_conv_3x3', 0), ('dil_conv_5x5', 2), ('avg_pool_3x3', 0), ('max_pool_3x3', 2), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('skip_connect', 0), ('dil_conv_3x3', 0), ('sep_conv_3x3', 0), ('dil_conv_5x5', 2), ('avg_pool_3x3', 0), ('max_pool_3x3', 2), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	75.06999969482422
457	Genotype(normal=[('sep_conv_3x3', 0), ('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 2), ('none', 2), ('dil_conv_3x3', 2), ('sep_conv_5x5', 1), ('avg_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 2), ('none', 2), ('dil_conv_3x3', 2), ('sep_conv_5x5', 1), ('avg_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	78.72000122070312
458	Genotype(normal=[('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('none', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 2), ('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('none', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 2), ('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	84.36000061035156
459	Genotype(normal=[('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('none', 0), ('avg_pool_3x3', 0), ('sep_conv_3x3', 3), ('dil_conv_3x3', 0), ('avg_pool_3x3', 3), ('dil_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('none', 0), ('avg_pool_3x3', 0), ('sep_conv_3x3', 3), ('dil_conv_3x3', 0), ('avg_pool_3x3', 3), ('dil_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	73.47999572753906
460	Genotype(normal=[('none', 0), ('skip_connect', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 1), ('sep_conv_5x5', 3), ('dil_conv_3x3', 0), ('max_pool_3x3', 4), ('dil_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('skip_connect', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 1), ('sep_conv_5x5', 3), ('dil_conv_3x3', 0), ('max_pool_3x3', 4), ('dil_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	82.90999603271484
461	Genotype(normal=[('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('skip_connect', 2), ('dil_conv_3x3', 1), ('sep_conv_3x3', 2), ('dil_conv_3x3', 2), ('sep_conv_3x3', 0), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('skip_connect', 2), ('dil_conv_3x3', 1), ('sep_conv_3x3', 2), ('dil_conv_3x3', 2), ('sep_conv_3x3', 0), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	83.72999572753906
462	Genotype(normal=[('dil_conv_5x5', 0), ('none', 0), ('none', 2), ('skip_connect', 1), ('skip_connect', 3), ('sep_conv_3x3', 2), ('avg_pool_3x3', 3), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('none', 0), ('none', 2), ('skip_connect', 1), ('skip_connect', 3), ('sep_conv_3x3', 2), ('avg_pool_3x3', 3), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	78.48999786376953
463	Genotype(normal=[('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('none', 2), ('dil_conv_5x5', 2), ('sep_conv_5x5', 3), ('dil_conv_3x3', 0), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('none', 2), ('dil_conv_5x5', 2), ('sep_conv_5x5', 3), ('dil_conv_3x3', 0), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	83.81999969482422
464	Genotype(normal=[('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 2), ('sep_conv_5x5', 2), ('dil_conv_3x3', 3), ('none', 3), ('dil_conv_5x5', 0), ('none', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 2), ('sep_conv_5x5', 2), ('dil_conv_3x3', 3), ('none', 3), ('dil_conv_5x5', 0), ('none', 4)], reduce_concat=[2, 3, 4, 5])	84.22000122070312
465	Genotype(normal=[('max_pool_3x3', 0), ('skip_connect', 0), ('dil_conv_3x3', 2), ('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('skip_connect', 0), ('dil_conv_3x3', 2), ('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	81.77999877929688
466	Genotype(normal=[('avg_pool_3x3', 0), ('none', 1), ('skip_connect', 2), ('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 3), ('none', 4), ('none', 3)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('none', 1), ('skip_connect', 2), ('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 3), ('none', 4), ('none', 3)], reduce_concat=[2, 3, 4, 5])	67.36000061035156
467	Genotype(normal=[('sep_conv_5x5', 1), ('none', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 1), ('none', 2), ('sep_conv_5x5', 0), ('skip_connect', 1), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('none', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 1), ('none', 2), ('sep_conv_5x5', 0), ('skip_connect', 1), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	78.1500015258789
468	Genotype(normal=[('none', 0), ('skip_connect', 1), ('dil_conv_3x3', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2), ('max_pool_3x3', 3), ('sep_conv_3x3', 0), ('dil_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('skip_connect', 1), ('dil_conv_3x3', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2), ('max_pool_3x3', 3), ('sep_conv_3x3', 0), ('dil_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	78.91999816894531
469	Genotype(normal=[('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_5x5', 2), ('none', 1), ('sep_conv_5x5', 3), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_5x5', 2), ('none', 1), ('sep_conv_5x5', 3), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	82.0
470	Genotype(normal=[('sep_conv_5x5', 1), ('none', 0), ('sep_conv_5x5', 2), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 2), ('dil_conv_3x3', 2), ('sep_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('none', 0), ('sep_conv_5x5', 2), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 2), ('dil_conv_3x3', 2), ('sep_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	84.88999938964844
471	Genotype(normal=[('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_3x3', 2), ('dil_conv_3x3', 2), ('max_pool_3x3', 0), ('sep_conv_5x5', 3), ('none', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_3x3', 2), ('dil_conv_3x3', 2), ('max_pool_3x3', 0), ('sep_conv_5x5', 3), ('none', 0)], reduce_concat=[2, 3, 4, 5])	81.52999877929688
472	Genotype(normal=[('dil_conv_3x3', 0), ('max_pool_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 3), ('avg_pool_3x3', 3), ('dil_conv_3x3', 0), ('sep_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('max_pool_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 3), ('avg_pool_3x3', 3), ('dil_conv_3x3', 0), ('sep_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	82.69999694824219
473	Genotype(normal=[('skip_connect', 1), ('dil_conv_5x5', 1), ('skip_connect', 1), ('skip_connect', 1), ('sep_conv_3x3', 2), ('max_pool_3x3', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('dil_conv_5x5', 1), ('skip_connect', 1), ('skip_connect', 1), ('sep_conv_3x3', 2), ('max_pool_3x3', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	80.55999755859375
474	Genotype(normal=[('skip_connect', 0), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('none', 0), ('none', 3), ('none', 3), ('dil_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('none', 0), ('none', 3), ('none', 3), ('dil_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	72.00999450683594
475	Genotype(normal=[('dil_conv_5x5', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 0), ('skip_connect', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 0), ('skip_connect', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	75.97999572753906
476	Genotype(normal=[('none', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('skip_connect', 2), ('dil_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('skip_connect', 2), ('dil_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	75.62999725341797
477	Genotype(normal=[('max_pool_3x3', 0), ('max_pool_3x3', 0), ('avg_pool_3x3', 2), ('dil_conv_3x3', 0), ('sep_conv_3x3', 3), ('sep_conv_5x5', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('max_pool_3x3', 0), ('avg_pool_3x3', 2), ('dil_conv_3x3', 0), ('sep_conv_3x3', 3), ('sep_conv_5x5', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	79.52999877929688
478	Genotype(normal=[('sep_conv_3x3', 1), ('sep_conv_3x3', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 0), ('dil_conv_5x5', 3), ('avg_pool_3x3', 2), ('max_pool_3x3', 1), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('sep_conv_3x3', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 0), ('dil_conv_5x5', 3), ('avg_pool_3x3', 2), ('max_pool_3x3', 1), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	82.70999908447266
479	Genotype(normal=[('dil_conv_3x3', 0), ('dil_conv_5x5', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('sep_conv_5x5', 3), ('avg_pool_3x3', 2), ('avg_pool_3x3', 4), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('dil_conv_5x5', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('sep_conv_5x5', 3), ('avg_pool_3x3', 2), ('avg_pool_3x3', 4), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	80.2699966430664
480	Genotype(normal=[('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 2), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 2), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	81.70999908447266
481	Genotype(normal=[('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('skip_connect', 0), ('sep_conv_3x3', 2), ('none', 1), ('sep_conv_5x5', 2), ('avg_pool_3x3', 3), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('skip_connect', 0), ('sep_conv_3x3', 2), ('none', 1), ('sep_conv_5x5', 2), ('avg_pool_3x3', 3), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	84.68999481201172
482	Genotype(normal=[('dil_conv_3x3', 1), ('sep_conv_3x3', 0), ('none', 0), ('avg_pool_3x3', 2), ('dil_conv_5x5', 1), ('max_pool_3x3', 2), ('sep_conv_3x3', 0), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('sep_conv_3x3', 0), ('none', 0), ('avg_pool_3x3', 2), ('dil_conv_5x5', 1), ('max_pool_3x3', 2), ('sep_conv_3x3', 0), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	76.36000061035156
483	Genotype(normal=[('max_pool_3x3', 1), ('skip_connect', 1), ('dil_conv_3x3', 0), ('sep_conv_3x3', 2), ('avg_pool_3x3', 3), ('max_pool_3x3', 2), ('dil_conv_5x5', 4), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('skip_connect', 1), ('dil_conv_3x3', 0), ('sep_conv_3x3', 2), ('avg_pool_3x3', 3), ('max_pool_3x3', 2), ('dil_conv_5x5', 4), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	77.9000015258789
484	Genotype(normal=[('sep_conv_3x3', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 1), ('none', 1), ('skip_connect', 3), ('skip_connect', 0), ('skip_connect', 1), ('avg_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 1), ('none', 1), ('skip_connect', 3), ('skip_connect', 0), ('skip_connect', 1), ('avg_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	72.79999542236328
485	Genotype(normal=[('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2), ('dil_conv_3x3', 3), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2), ('dil_conv_3x3', 3), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	83.5
486	Genotype(normal=[('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 2), ('max_pool_3x3', 2), ('sep_conv_5x5', 1), ('sep_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 2), ('max_pool_3x3', 2), ('sep_conv_5x5', 1), ('sep_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	81.15999603271484
487	Genotype(normal=[('dil_conv_5x5', 0), ('skip_connect', 1), ('none', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 3), ('max_pool_3x3', 0), ('sep_conv_5x5', 0), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('skip_connect', 1), ('none', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 3), ('max_pool_3x3', 0), ('sep_conv_5x5', 0), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	81.38999938964844
488	Genotype(normal=[('sep_conv_3x3', 0), ('dil_conv_3x3', 0), ('sep_conv_3x3', 0), ('none', 2), ('sep_conv_3x3', 1), ('none', 3), ('none', 2), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('dil_conv_3x3', 0), ('sep_conv_3x3', 0), ('none', 2), ('sep_conv_3x3', 1), ('none', 3), ('none', 2), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	75.48999786376953
489	Genotype(normal=[('max_pool_3x3', 0), ('skip_connect', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 2), ('avg_pool_3x3', 0), ('sep_conv_3x3', 2), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('skip_connect', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 2), ('avg_pool_3x3', 0), ('sep_conv_3x3', 2), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	78.00999450683594
490	Genotype(normal=[('sep_conv_5x5', 0), ('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 1), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 1), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	83.36000061035156
491	Genotype(normal=[('avg_pool_3x3', 0), ('none', 0), ('max_pool_3x3', 2), ('sep_conv_5x5', 0), ('dil_conv_3x3', 2), ('sep_conv_5x5', 2), ('avg_pool_3x3', 3), ('avg_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('none', 0), ('max_pool_3x3', 2), ('sep_conv_5x5', 0), ('dil_conv_3x3', 2), ('sep_conv_5x5', 2), ('avg_pool_3x3', 3), ('avg_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	78.68999481201172
492	Genotype(normal=[('dil_conv_5x5', 0), ('skip_connect', 1), ('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 3), ('sep_conv_5x5', 0), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('skip_connect', 1), ('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 3), ('sep_conv_5x5', 0), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	82.27999877929688
493	Genotype(normal=[('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_5x5', 2), ('dil_conv_3x3', 3), ('dil_conv_3x3', 0), ('sep_conv_3x3', 3), ('skip_connect', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_5x5', 2), ('dil_conv_3x3', 3), ('dil_conv_3x3', 0), ('sep_conv_3x3', 3), ('skip_connect', 0)], reduce_concat=[2, 3, 4, 5])	82.06999969482422
494	Genotype(normal=[('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('dil_conv_5x5', 0), ('none', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 2), ('sep_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('dil_conv_5x5', 0), ('none', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 2), ('sep_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	80.79999542236328
495	Genotype(normal=[('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 3), ('skip_connect', 2), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 3), ('skip_connect', 2), ('none', 1)], reduce_concat=[2, 3, 4, 5])	80.45999908447266
496	Genotype(normal=[('sep_conv_5x5', 0), ('skip_connect', 1), ('sep_conv_3x3', 1), ('none', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 1), ('dil_conv_5x5', 0), ('none', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('skip_connect', 1), ('sep_conv_3x3', 1), ('none', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 1), ('dil_conv_5x5', 0), ('none', 0)], reduce_concat=[2, 3, 4, 5])	79.20999908447266
497	Genotype(normal=[('sep_conv_3x3', 1), ('dil_conv_5x5', 0), ('skip_connect', 2), ('dil_conv_3x3', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 1), ('none', 0), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('dil_conv_5x5', 0), ('skip_connect', 2), ('dil_conv_3x3', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 1), ('none', 0), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	72.02999877929688
498	Genotype(normal=[('dil_conv_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_5x5', 2), ('dil_conv_5x5', 3), ('max_pool_3x3', 3), ('sep_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_5x5', 2), ('dil_conv_5x5', 3), ('max_pool_3x3', 3), ('sep_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	84.04000091552734
499	Genotype(normal=[('none', 1), ('skip_connect', 0), ('none', 2), ('none', 2), ('sep_conv_3x3', 2), ('avg_pool_3x3', 3), ('dil_conv_3x3', 4), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('skip_connect', 0), ('none', 2), ('none', 2), ('sep_conv_3x3', 2), ('avg_pool_3x3', 3), ('dil_conv_3x3', 4), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	79.08999633789062
500	Genotype(normal=[('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('sep_conv_3x3', 1), ('none', 1), ('sep_conv_5x5', 4), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('sep_conv_3x3', 1), ('none', 1), ('sep_conv_5x5', 4), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	82.69999694824219
501	Genotype(normal=[('skip_connect', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 2), ('max_pool_3x3', 3), ('sep_conv_3x3', 0), ('sep_conv_3x3', 4), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 2), ('max_pool_3x3', 3), ('sep_conv_3x3', 0), ('sep_conv_3x3', 4), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	84.32999420166016
502	Genotype(normal=[('skip_connect', 1), ('none', 0), ('avg_pool_3x3', 1), ('sep_conv_3x3', 2), ('none', 3), ('none', 1), ('sep_conv_5x5', 4), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('none', 0), ('avg_pool_3x3', 1), ('sep_conv_3x3', 2), ('none', 3), ('none', 1), ('sep_conv_5x5', 4), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	70.65999603271484
503	Genotype(normal=[('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('dil_conv_5x5', 2), ('sep_conv_3x3', 0), ('sep_conv_3x3', 2), ('skip_connect', 1), ('none', 0), ('max_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('dil_conv_5x5', 2), ('sep_conv_3x3', 0), ('sep_conv_3x3', 2), ('skip_connect', 1), ('none', 0), ('max_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	83.0199966430664
504	Genotype(normal=[('max_pool_3x3', 0), ('max_pool_3x3', 1), ('dil_conv_5x5', 1), ('skip_connect', 2), ('sep_conv_3x3', 3), ('dil_conv_3x3', 0), ('none', 2), ('skip_connect', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('max_pool_3x3', 1), ('dil_conv_5x5', 1), ('skip_connect', 2), ('sep_conv_3x3', 3), ('dil_conv_3x3', 0), ('none', 2), ('skip_connect', 2)], reduce_concat=[2, 3, 4, 5])	79.41999816894531
505	Genotype(normal=[('skip_connect', 1), ('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('avg_pool_3x3', 0), ('max_pool_3x3', 2), ('max_pool_3x3', 3), ('dil_conv_5x5', 0), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('avg_pool_3x3', 0), ('max_pool_3x3', 2), ('max_pool_3x3', 3), ('dil_conv_5x5', 0), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	78.37999725341797
506	Genotype(normal=[('sep_conv_3x3', 1), ('sep_conv_5x5', 1), ('none', 0), ('skip_connect', 0), ('none', 3), ('none', 2), ('dil_conv_5x5', 2), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('sep_conv_5x5', 1), ('none', 0), ('skip_connect', 0), ('none', 3), ('none', 2), ('dil_conv_5x5', 2), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	82.72999572753906
507	Genotype(normal=[('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('skip_connect', 1), ('sep_conv_5x5', 2), ('avg_pool_3x3', 2), ('avg_pool_3x3', 2), ('avg_pool_3x3', 3), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('skip_connect', 1), ('sep_conv_5x5', 2), ('avg_pool_3x3', 2), ('avg_pool_3x3', 2), ('avg_pool_3x3', 3), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	81.5
508	Genotype(normal=[('sep_conv_5x5', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_3x3', 4), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_3x3', 4), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	83.15999603271484
509	Genotype(normal=[('avg_pool_3x3', 1), ('max_pool_3x3', 0), ('none', 2), ('dil_conv_3x3', 1), ('dil_conv_5x5', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('dil_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('max_pool_3x3', 0), ('none', 2), ('dil_conv_3x3', 1), ('dil_conv_5x5', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('dil_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	76.5999984741211
510	Genotype(normal=[('dil_conv_5x5', 1), ('dil_conv_5x5', 0), ('dil_conv_5x5', 2), ('dil_conv_3x3', 2), ('skip_connect', 2), ('sep_conv_5x5', 3), ('max_pool_3x3', 4), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('dil_conv_5x5', 0), ('dil_conv_5x5', 2), ('dil_conv_3x3', 2), ('skip_connect', 2), ('sep_conv_5x5', 3), ('max_pool_3x3', 4), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	82.6500015258789
511	Genotype(normal=[('skip_connect', 0), ('sep_conv_3x3', 0), ('skip_connect', 2), ('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 2), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('sep_conv_3x3', 0), ('skip_connect', 2), ('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 2), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	73.69999694824219
512	Genotype(normal=[('dil_conv_3x3', 1), ('sep_conv_3x3', 1), ('sep_conv_3x3', 2), ('max_pool_3x3', 0), ('max_pool_3x3', 2), ('skip_connect', 2), ('sep_conv_3x3', 2), ('dil_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('sep_conv_3x3', 1), ('sep_conv_3x3', 2), ('max_pool_3x3', 0), ('max_pool_3x3', 2), ('skip_connect', 2), ('sep_conv_3x3', 2), ('dil_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	82.68999481201172
513	Genotype(normal=[('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 2), ('dil_conv_5x5', 1), ('none', 4), ('skip_connect', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 2), ('dil_conv_5x5', 1), ('none', 4), ('skip_connect', 2)], reduce_concat=[2, 3, 4, 5])	76.66999816894531
514	Genotype(normal=[('sep_conv_5x5', 0), ('dil_conv_5x5', 0), ('none', 0), ('none', 0), ('avg_pool_3x3', 2), ('skip_connect', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('dil_conv_5x5', 0), ('none', 0), ('none', 0), ('avg_pool_3x3', 2), ('skip_connect', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	77.79999542236328
515	Genotype(normal=[('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('none', 0), ('max_pool_3x3', 1), ('skip_connect', 2), ('sep_conv_3x3', 2), ('dil_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('none', 0), ('max_pool_3x3', 1), ('skip_connect', 2), ('sep_conv_3x3', 2), ('dil_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	73.12999725341797
516	Genotype(normal=[('avg_pool_3x3', 0), ('none', 0), ('none', 1), ('sep_conv_5x5', 1), ('sep_conv_3x3', 3), ('skip_connect', 3), ('avg_pool_3x3', 4), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('none', 0), ('none', 1), ('sep_conv_5x5', 1), ('sep_conv_3x3', 3), ('skip_connect', 3), ('avg_pool_3x3', 4), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	81.1500015258789
517	Genotype(normal=[('dil_conv_3x3', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('dil_conv_5x5', 2), ('none', 3), ('sep_conv_5x5', 0), ('avg_pool_3x3', 1), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('dil_conv_5x5', 2), ('none', 3), ('sep_conv_5x5', 0), ('avg_pool_3x3', 1), ('none', 2)], reduce_concat=[2, 3, 4, 5])	79.04999542236328
518	Genotype(normal=[('skip_connect', 1), ('dil_conv_3x3', 1), ('skip_connect', 1), ('sep_conv_3x3', 1), ('dil_conv_3x3', 3), ('max_pool_3x3', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('dil_conv_3x3', 1), ('skip_connect', 1), ('sep_conv_3x3', 1), ('dil_conv_3x3', 3), ('max_pool_3x3', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	78.63999938964844
519	Genotype(normal=[('none', 0), ('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('dil_conv_3x3', 2), ('avg_pool_3x3', 2), ('avg_pool_3x3', 3), ('sep_conv_5x5', 0), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('dil_conv_3x3', 2), ('avg_pool_3x3', 2), ('avg_pool_3x3', 3), ('sep_conv_5x5', 0), ('none', 2)], reduce_concat=[2, 3, 4, 5])	76.04000091552734
520	Genotype(normal=[('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('skip_connect', 0), ('sep_conv_5x5', 0), ('avg_pool_3x3', 3), ('none', 0), ('none', 1), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('skip_connect', 0), ('sep_conv_5x5', 0), ('avg_pool_3x3', 3), ('none', 0), ('none', 1), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	81.98999786376953
521	Genotype(normal=[('skip_connect', 0), ('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('none', 0), ('dil_conv_5x5', 1), ('none', 3), ('sep_conv_5x5', 2), ('skip_connect', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('none', 0), ('dil_conv_5x5', 1), ('none', 3), ('sep_conv_5x5', 2), ('skip_connect', 0)], reduce_concat=[2, 3, 4, 5])	82.50999450683594
522	Genotype(normal=[('skip_connect', 0), ('dil_conv_3x3', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 2), ('dil_conv_3x3', 0), ('avg_pool_3x3', 2), ('max_pool_3x3', 0), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('dil_conv_3x3', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 2), ('dil_conv_3x3', 0), ('avg_pool_3x3', 2), ('max_pool_3x3', 0), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	73.81999969482422
523	Genotype(normal=[('sep_conv_5x5', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 0), ('none', 2), ('dil_conv_5x5', 1), ('sep_conv_5x5', 3), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 0), ('none', 2), ('dil_conv_5x5', 1), ('sep_conv_5x5', 3), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	81.1199951171875
524	Genotype(normal=[('skip_connect', 1), ('max_pool_3x3', 0), ('none', 2), ('sep_conv_3x3', 1), ('sep_conv_5x5', 1), ('none', 0), ('sep_conv_3x3', 4), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('max_pool_3x3', 0), ('none', 2), ('sep_conv_3x3', 1), ('sep_conv_5x5', 1), ('none', 0), ('sep_conv_3x3', 4), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	82.54000091552734
525	Genotype(normal=[('dil_conv_3x3', 0), ('dil_conv_5x5', 1), ('none', 2), ('none', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 1), ('skip_connect', 3), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('dil_conv_5x5', 1), ('none', 2), ('none', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 1), ('skip_connect', 3), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	80.20999908447266
526	Genotype(normal=[('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('skip_connect', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 3), ('max_pool_3x3', 0), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('skip_connect', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 3), ('max_pool_3x3', 0), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	78.65999603271484
527	Genotype(normal=[('dil_conv_3x3', 0), ('dil_conv_5x5', 1), ('avg_pool_3x3', 0), ('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('skip_connect', 2), ('dil_conv_5x5', 0), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('dil_conv_5x5', 1), ('avg_pool_3x3', 0), ('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('skip_connect', 2), ('dil_conv_5x5', 0), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	75.25999450683594
528	Genotype(normal=[('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 2), ('sep_conv_5x5', 1), ('dil_conv_3x3', 2), ('dil_conv_3x3', 3), ('avg_pool_3x3', 3), ('skip_connect', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 2), ('sep_conv_5x5', 1), ('dil_conv_3x3', 2), ('dil_conv_3x3', 3), ('avg_pool_3x3', 3), ('skip_connect', 2)], reduce_concat=[2, 3, 4, 5])	81.5199966430664
529	Genotype(normal=[('skip_connect', 0), ('sep_conv_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 1), ('none', 2), ('dil_conv_3x3', 3), ('max_pool_3x3', 0), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('sep_conv_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 1), ('none', 2), ('dil_conv_3x3', 3), ('max_pool_3x3', 0), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	83.62999725341797
530	Genotype(normal=[('none', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('avg_pool_3x3', 2), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('avg_pool_3x3', 2), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	82.25999450683594
531	Genotype(normal=[('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('max_pool_3x3', 2), ('sep_conv_3x3', 0), ('skip_connect', 2), ('avg_pool_3x3', 1), ('skip_connect', 1), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('max_pool_3x3', 2), ('sep_conv_3x3', 0), ('skip_connect', 2), ('avg_pool_3x3', 1), ('skip_connect', 1), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	73.68000030517578
532	Genotype(normal=[('skip_connect', 0), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('dil_conv_5x5', 0), ('none', 0), ('sep_conv_3x3', 3), ('none', 4), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('dil_conv_5x5', 0), ('none', 0), ('sep_conv_3x3', 3), ('none', 4), ('none', 2)], reduce_concat=[2, 3, 4, 5])	84.04999542236328
533	Genotype(normal=[('skip_connect', 1), ('none', 1), ('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('dil_conv_3x3', 1), ('dil_conv_5x5', 3), ('avg_pool_3x3', 0), ('none', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('none', 1), ('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('dil_conv_3x3', 1), ('dil_conv_5x5', 3), ('avg_pool_3x3', 0), ('none', 0)], reduce_concat=[2, 3, 4, 5])	70.6500015258789
534	Genotype(normal=[('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('dil_conv_3x3', 3), ('dil_conv_3x3', 4), ('skip_connect', 2)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('dil_conv_3x3', 3), ('dil_conv_3x3', 4), ('skip_connect', 2)], reduce_concat=[2, 3, 4, 5])	82.16999816894531
535	Genotype(normal=[('sep_conv_3x3', 1), ('skip_connect', 0), ('skip_connect', 2), ('max_pool_3x3', 0), ('avg_pool_3x3', 3), ('max_pool_3x3', 3), ('dil_conv_3x3', 4), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('skip_connect', 0), ('skip_connect', 2), ('max_pool_3x3', 0), ('avg_pool_3x3', 3), ('max_pool_3x3', 3), ('dil_conv_3x3', 4), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	82.36000061035156
536	Genotype(normal=[('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('none', 0), ('dil_conv_5x5', 1), ('none', 1), ('sep_conv_3x3', 2), ('max_pool_3x3', 1), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('none', 0), ('dil_conv_5x5', 1), ('none', 1), ('sep_conv_3x3', 2), ('max_pool_3x3', 1), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	80.93999481201172
537	Genotype(normal=[('none', 1), ('skip_connect', 1), ('sep_conv_3x3', 0), ('none', 1), ('dil_conv_3x3', 3), ('max_pool_3x3', 1), ('skip_connect', 0), ('none', 3)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('skip_connect', 1), ('sep_conv_3x3', 0), ('none', 1), ('dil_conv_3x3', 3), ('max_pool_3x3', 1), ('skip_connect', 0), ('none', 3)], reduce_concat=[2, 3, 4, 5])	77.8699951171875
538	Genotype(normal=[('max_pool_3x3', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 1), ('sep_conv_5x5', 2), ('skip_connect', 0), ('avg_pool_3x3', 4), ('dil_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 1), ('sep_conv_5x5', 2), ('skip_connect', 0), ('avg_pool_3x3', 4), ('dil_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	77.31999969482422
539	Genotype(normal=[('none', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 3), ('sep_conv_5x5', 1), ('sep_conv_3x3', 3), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 3), ('sep_conv_5x5', 1), ('sep_conv_3x3', 3), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	81.13999938964844
540	Genotype(normal=[('skip_connect', 1), ('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_5x5', 0), ('none', 2), ('dil_conv_5x5', 1), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_5x5', 0), ('none', 2), ('dil_conv_5x5', 1), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	75.93000030517578
541	Genotype(normal=[('sep_conv_5x5', 1), ('dil_conv_5x5', 1), ('none', 2), ('sep_conv_5x5', 2), ('dil_conv_5x5', 2), ('dil_conv_5x5', 3), ('dil_conv_3x3', 1), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('dil_conv_5x5', 1), ('none', 2), ('sep_conv_5x5', 2), ('dil_conv_5x5', 2), ('dil_conv_5x5', 3), ('dil_conv_3x3', 1), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	84.12999725341797
542	Genotype(normal=[('none', 0), ('max_pool_3x3', 1), ('sep_conv_3x3', 0), ('skip_connect', 2), ('dil_conv_5x5', 3), ('avg_pool_3x3', 2), ('skip_connect', 2), ('skip_connect', 0)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('max_pool_3x3', 1), ('sep_conv_3x3', 0), ('skip_connect', 2), ('dil_conv_5x5', 3), ('avg_pool_3x3', 2), ('skip_connect', 2), ('skip_connect', 0)], reduce_concat=[2, 3, 4, 5])	77.63999938964844
543	Genotype(normal=[('max_pool_3x3', 1), ('skip_connect', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 2), ('dil_conv_5x5', 0), ('skip_connect', 0), ('avg_pool_3x3', 2), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('skip_connect', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 2), ('dil_conv_5x5', 0), ('skip_connect', 0), ('avg_pool_3x3', 2), ('none', 2)], reduce_concat=[2, 3, 4, 5])	76.5999984741211
544	Genotype(normal=[('dil_conv_5x5', 0), ('skip_connect', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 2), ('dil_conv_5x5', 0), ('dil_conv_5x5', 3), ('none', 3), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('skip_connect', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 2), ('dil_conv_5x5', 0), ('dil_conv_5x5', 3), ('none', 3), ('none', 1)], reduce_concat=[2, 3, 4, 5])	80.95999908447266
545	Genotype(normal=[('dil_conv_3x3', 1), ('skip_connect', 1), ('sep_conv_5x5', 1), ('avg_pool_3x3', 2), ('sep_conv_3x3', 0), ('max_pool_3x3', 3), ('max_pool_3x3', 3), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('skip_connect', 1), ('sep_conv_5x5', 1), ('avg_pool_3x3', 2), ('sep_conv_3x3', 0), ('max_pool_3x3', 3), ('max_pool_3x3', 3), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	79.40999603271484
546	Genotype(normal=[('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2), ('skip_connect', 2), ('sep_conv_3x3', 2), ('dil_conv_3x3', 4), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2), ('skip_connect', 2), ('sep_conv_3x3', 2), ('dil_conv_3x3', 4), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	77.37999725341797
547	Genotype(normal=[('skip_connect', 0), ('skip_connect', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_3x3', 1), ('sep_conv_5x5', 1), ('skip_connect', 1), ('dil_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('skip_connect', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_3x3', 1), ('sep_conv_5x5', 1), ('skip_connect', 1), ('dil_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	81.15999603271484
548	Genotype(normal=[('sep_conv_5x5', 1), ('none', 1), ('sep_conv_3x3', 2), ('avg_pool_3x3', 2), ('skip_connect', 1), ('none', 0), ('none', 0), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('none', 1), ('sep_conv_3x3', 2), ('avg_pool_3x3', 2), ('skip_connect', 1), ('none', 0), ('none', 0), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	80.32999420166016
549	Genotype(normal=[('max_pool_3x3', 0), ('skip_connect', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('none', 3), ('dil_conv_3x3', 3), ('skip_connect', 2), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('skip_connect', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('none', 3), ('dil_conv_3x3', 3), ('skip_connect', 2), ('none', 2)], reduce_concat=[2, 3, 4, 5])	79.82999420166016
550	Genotype(normal=[('dil_conv_5x5', 0), ('sep_conv_3x3', 1), ('sep_conv_5x5', 1), ('dil_conv_3x3', 2), ('avg_pool_3x3', 2), ('none', 0), ('sep_conv_5x5', 1), ('none', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('sep_conv_3x3', 1), ('sep_conv_5x5', 1), ('dil_conv_3x3', 2), ('avg_pool_3x3', 2), ('none', 0), ('sep_conv_5x5', 1), ('none', 0)], reduce_concat=[2, 3, 4, 5])	81.3499984741211
551	Genotype(normal=[('dil_conv_5x5', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 2), ('skip_connect', 1), ('dil_conv_3x3', 1), ('sep_conv_5x5', 3), ('dil_conv_3x3', 0), ('dil_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 2), ('skip_connect', 1), ('dil_conv_3x3', 1), ('sep_conv_5x5', 3), ('dil_conv_3x3', 0), ('dil_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	82.07999420166016
552	Genotype(normal=[('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2), ('skip_connect', 0), ('avg_pool_3x3', 2), ('max_pool_3x3', 2), ('skip_connect', 0), ('sep_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2), ('skip_connect', 0), ('avg_pool_3x3', 2), ('max_pool_3x3', 2), ('skip_connect', 0), ('sep_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	80.1199951171875
553	Genotype(normal=[('dil_conv_3x3', 1), ('sep_conv_5x5', 1), ('dil_conv_3x3', 2), ('none', 0), ('dil_conv_3x3', 3), ('sep_conv_5x5', 2), ('sep_conv_3x3', 2), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('sep_conv_5x5', 1), ('dil_conv_3x3', 2), ('none', 0), ('dil_conv_3x3', 3), ('sep_conv_5x5', 2), ('sep_conv_3x3', 2), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	84.52999877929688
554	Genotype(normal=[('none', 1), ('avg_pool_3x3', 1), ('skip_connect', 2), ('skip_connect', 0), ('dil_conv_5x5', 2), ('sep_conv_3x3', 1), ('dil_conv_3x3', 3), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('avg_pool_3x3', 1), ('skip_connect', 2), ('skip_connect', 0), ('dil_conv_5x5', 2), ('sep_conv_3x3', 1), ('dil_conv_3x3', 3), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	78.3499984741211
555	Genotype(normal=[('none', 1), ('dil_conv_3x3', 0), ('skip_connect', 2), ('sep_conv_5x5', 1), ('dil_conv_3x3', 2), ('max_pool_3x3', 1), ('skip_connect', 3), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('dil_conv_3x3', 0), ('skip_connect', 2), ('sep_conv_5x5', 1), ('dil_conv_3x3', 2), ('max_pool_3x3', 1), ('skip_connect', 3), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	83.47000122070312
556	Genotype(normal=[('dil_conv_5x5', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('skip_connect', 0), ('sep_conv_5x5', 2), ('sep_conv_5x5', 3), ('sep_conv_5x5', 0), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('skip_connect', 0), ('sep_conv_5x5', 2), ('sep_conv_5x5', 3), ('sep_conv_5x5', 0), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	85.47999572753906
557	Genotype(normal=[('avg_pool_3x3', 0), ('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2), ('none', 2), ('max_pool_3x3', 3), ('skip_connect', 1), ('sep_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2), ('none', 2), ('max_pool_3x3', 3), ('skip_connect', 1), ('sep_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	74.19999694824219
558	Genotype(normal=[('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 2), ('skip_connect', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('skip_connect', 2), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 2), ('skip_connect', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('skip_connect', 2), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	84.25999450683594
559	Genotype(normal=[('skip_connect', 0), ('sep_conv_3x3', 1), ('max_pool_3x3', 2), ('none', 1), ('none', 3), ('avg_pool_3x3', 1), ('dil_conv_5x5', 4), ('dil_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('sep_conv_3x3', 1), ('max_pool_3x3', 2), ('none', 1), ('none', 3), ('avg_pool_3x3', 1), ('dil_conv_5x5', 4), ('dil_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	76.11000061035156
560	Genotype(normal=[('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 1), ('skip_connect', 0), ('max_pool_3x3', 3), ('dil_conv_3x3', 3), ('dil_conv_3x3', 2), ('none', 3)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 1), ('skip_connect', 0), ('max_pool_3x3', 3), ('dil_conv_3x3', 3), ('dil_conv_3x3', 2), ('none', 3)], reduce_concat=[2, 3, 4, 5])	81.68000030517578
561	Genotype(normal=[('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('avg_pool_3x3', 0), ('skip_connect', 0), ('max_pool_3x3', 2), ('skip_connect', 1), ('dil_conv_5x5', 3), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('avg_pool_3x3', 0), ('skip_connect', 0), ('max_pool_3x3', 2), ('skip_connect', 1), ('dil_conv_5x5', 3), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	77.43000030517578
562	Genotype(normal=[('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('avg_pool_3x3', 3), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('avg_pool_3x3', 3), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	79.27999877929688
563	Genotype(normal=[('max_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 2), ('dil_conv_5x5', 2), ('dil_conv_5x5', 1), ('none', 2), ('skip_connect', 4), ('dil_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 2), ('dil_conv_5x5', 2), ('dil_conv_5x5', 1), ('none', 2), ('skip_connect', 4), ('dil_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	77.52999877929688
564	Genotype(normal=[('skip_connect', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('none', 0), ('dil_conv_5x5', 0), ('dil_conv_3x3', 2), ('skip_connect', 4), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('none', 0), ('dil_conv_5x5', 0), ('dil_conv_3x3', 2), ('skip_connect', 4), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	83.15999603271484
565	Genotype(normal=[('dil_conv_3x3', 0), ('none', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 2), ('dil_conv_3x3', 1), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('none', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 2), ('dil_conv_3x3', 1), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	74.70999908447266
566	Genotype(normal=[('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('none', 1), ('sep_conv_3x3', 2), ('skip_connect', 2), ('skip_connect', 1), ('dil_conv_5x5', 3), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('none', 1), ('sep_conv_3x3', 2), ('skip_connect', 2), ('skip_connect', 1), ('dil_conv_5x5', 3), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	83.47999572753906
567	Genotype(normal=[('avg_pool_3x3', 1), ('sep_conv_5x5', 1), ('none', 1), ('skip_connect', 1), ('sep_conv_5x5', 1), ('none', 2), ('none', 4), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('sep_conv_5x5', 1), ('none', 1), ('skip_connect', 1), ('sep_conv_5x5', 1), ('none', 2), ('none', 4), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	77.5199966430664
568	Genotype(normal=[('skip_connect', 1), ('sep_conv_3x3', 0), ('skip_connect', 0), ('none', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 3), ('dil_conv_5x5', 1), ('max_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('sep_conv_3x3', 0), ('skip_connect', 0), ('none', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 3), ('dil_conv_5x5', 1), ('max_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	78.47999572753906
569	Genotype(normal=[('sep_conv_3x3', 1), ('skip_connect', 1), ('dil_conv_5x5', 0), ('none', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('skip_connect', 1), ('dil_conv_5x5', 0), ('none', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	72.68999481201172
570	Genotype(normal=[('max_pool_3x3', 0), ('none', 0), ('sep_conv_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 2), ('dil_conv_5x5', 0), ('skip_connect', 1), ('none', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('none', 0), ('sep_conv_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 2), ('dil_conv_5x5', 0), ('skip_connect', 1), ('none', 4)], reduce_concat=[2, 3, 4, 5])	74.61000061035156
571	Genotype(normal=[('dil_conv_5x5', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('skip_connect', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 1), ('dil_conv_3x3', 1), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('skip_connect', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 1), ('dil_conv_3x3', 1), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	79.27999877929688
572	Genotype(normal=[('none', 0), ('none', 1), ('sep_conv_3x3', 0), ('skip_connect', 2), ('avg_pool_3x3', 3), ('dil_conv_3x3', 2), ('none', 1), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('none', 1), ('sep_conv_3x3', 0), ('skip_connect', 2), ('avg_pool_3x3', 3), ('dil_conv_3x3', 2), ('none', 1), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	74.83000183105469
573	Genotype(normal=[('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('none', 2), ('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('dil_conv_3x3', 0), ('dil_conv_5x5', 3), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('none', 2), ('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('dil_conv_3x3', 0), ('dil_conv_5x5', 3), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	81.06999969482422
574	Genotype(normal=[('dil_conv_5x5', 1), ('dil_conv_5x5', 1), ('skip_connect', 1), ('max_pool_3x3', 2), ('max_pool_3x3', 3), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('dil_conv_5x5', 1), ('skip_connect', 1), ('max_pool_3x3', 2), ('max_pool_3x3', 3), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	77.00999450683594
575	Genotype(normal=[('none', 0), ('dil_conv_5x5', 1), ('none', 2), ('dil_conv_5x5', 1), ('none', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('skip_connect', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('dil_conv_5x5', 1), ('none', 2), ('dil_conv_5x5', 1), ('none', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('skip_connect', 1)], reduce_concat=[2, 3, 4, 5])	75.0199966430664
576	Genotype(normal=[('dil_conv_3x3', 1), ('skip_connect', 1), ('dil_conv_5x5', 0), ('dil_conv_5x5', 1), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('skip_connect', 0), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('skip_connect', 1), ('dil_conv_5x5', 0), ('dil_conv_5x5', 1), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('skip_connect', 0), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	80.23999786376953
577	Genotype(normal=[('dil_conv_5x5', 0), ('none', 1), ('sep_conv_5x5', 1), ('dil_conv_3x3', 2), ('skip_connect', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 3), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('none', 1), ('sep_conv_5x5', 1), ('dil_conv_3x3', 2), ('skip_connect', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 3), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	82.25
578	Genotype(normal=[('skip_connect', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('none', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 3), ('max_pool_3x3', 3), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('none', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 3), ('max_pool_3x3', 3), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	84.23999786376953
579	Genotype(normal=[('avg_pool_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('none', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 4), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('none', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 4), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	67.5199966430664
580	Genotype(normal=[('sep_conv_5x5', 0), ('skip_connect', 0), ('sep_conv_3x3', 0), ('skip_connect', 1), ('max_pool_3x3', 3), ('sep_conv_3x3', 1), ('max_pool_3x3', 4), ('sep_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('skip_connect', 0), ('sep_conv_3x3', 0), ('skip_connect', 1), ('max_pool_3x3', 3), ('sep_conv_3x3', 1), ('max_pool_3x3', 4), ('sep_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	83.97999572753906
581	Genotype(normal=[('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 2), ('none', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 1), ('none', 1), ('skip_connect', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 2), ('none', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 1), ('none', 1), ('skip_connect', 2)], reduce_concat=[2, 3, 4, 5])	71.18999481201172
582	Genotype(normal=[('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('none', 3), ('dil_conv_3x3', 3), ('none', 2), ('sep_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('none', 3), ('dil_conv_3x3', 3), ('none', 2), ('sep_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	80.37999725341797
583	Genotype(normal=[('sep_conv_3x3', 1), ('skip_connect', 1), ('sep_conv_3x3', 1), ('skip_connect', 0), ('dil_conv_5x5', 0), ('dil_conv_5x5', 2), ('dil_conv_5x5', 2), ('dil_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('skip_connect', 1), ('sep_conv_3x3', 1), ('skip_connect', 0), ('dil_conv_5x5', 0), ('dil_conv_5x5', 2), ('dil_conv_5x5', 2), ('dil_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	81.48999786376953
584	Genotype(normal=[('dil_conv_3x3', 1), ('none', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 2), ('sep_conv_5x5', 0), ('sep_conv_5x5', 1), ('avg_pool_3x3', 4), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('none', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 2), ('sep_conv_5x5', 0), ('sep_conv_5x5', 1), ('avg_pool_3x3', 4), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	80.90999603271484
585	Genotype(normal=[('skip_connect', 1), ('sep_conv_3x3', 1), ('dil_conv_5x5', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 2), ('dil_conv_5x5', 1), ('sep_conv_3x3', 4), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('sep_conv_3x3', 1), ('dil_conv_5x5', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 2), ('dil_conv_5x5', 1), ('sep_conv_3x3', 4), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	80.97000122070312
586	Genotype(normal=[('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 2), ('dil_conv_3x3', 1), ('sep_conv_5x5', 1), ('dil_conv_5x5', 0), ('dil_conv_5x5', 3), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 2), ('dil_conv_3x3', 1), ('sep_conv_5x5', 1), ('dil_conv_5x5', 0), ('dil_conv_5x5', 3), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	84.5
587	Genotype(normal=[('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('none', 2), ('dil_conv_5x5', 1), ('dil_conv_3x3', 2), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('none', 2), ('dil_conv_5x5', 1), ('dil_conv_3x3', 2), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	76.11000061035156
588	Genotype(normal=[('none', 1), ('sep_conv_5x5', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2), ('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('dil_conv_3x3', 1), ('dil_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('sep_conv_5x5', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2), ('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('dil_conv_3x3', 1), ('dil_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	81.75999450683594
589	Genotype(normal=[('none', 1), ('none', 0), ('sep_conv_3x3', 2), ('none', 1), ('dil_conv_3x3', 1), ('dil_conv_3x3', 2), ('dil_conv_5x5', 1), ('dil_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('none', 0), ('sep_conv_3x3', 2), ('none', 1), ('dil_conv_3x3', 1), ('dil_conv_3x3', 2), ('dil_conv_5x5', 1), ('dil_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	64.36000061035156
590	Genotype(normal=[('max_pool_3x3', 1), ('none', 0), ('skip_connect', 1), ('max_pool_3x3', 2), ('dil_conv_5x5', 0), ('skip_connect', 2), ('sep_conv_5x5', 2), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('none', 0), ('skip_connect', 1), ('max_pool_3x3', 2), ('dil_conv_5x5', 0), ('skip_connect', 2), ('sep_conv_5x5', 2), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	73.25
591	Genotype(normal=[('avg_pool_3x3', 1), ('sep_conv_5x5', 1), ('avg_pool_3x3', 2), ('skip_connect', 2), ('max_pool_3x3', 2), ('skip_connect', 1), ('none', 4), ('dil_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('sep_conv_5x5', 1), ('avg_pool_3x3', 2), ('skip_connect', 2), ('max_pool_3x3', 2), ('skip_connect', 1), ('none', 4), ('dil_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	80.04000091552734
592	Genotype(normal=[('dil_conv_3x3', 0), ('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('skip_connect', 2), ('none', 1), ('sep_conv_5x5', 3), ('avg_pool_3x3', 2), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('skip_connect', 2), ('none', 1), ('sep_conv_5x5', 3), ('avg_pool_3x3', 2), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	83.57999420166016
593	Genotype(normal=[('skip_connect', 1), ('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('sep_conv_3x3', 1), ('sep_conv_5x5', 0), ('none', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('sep_conv_3x3', 1), ('sep_conv_5x5', 0), ('none', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	83.11000061035156
594	Genotype(normal=[('sep_conv_3x3', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 2), ('avg_pool_3x3', 3), ('sep_conv_3x3', 1), ('sep_conv_5x5', 2), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 2), ('avg_pool_3x3', 3), ('sep_conv_3x3', 1), ('sep_conv_5x5', 2), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	85.2699966430664
595	Genotype(normal=[('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('max_pool_3x3', 2), ('max_pool_3x3', 3), ('max_pool_3x3', 2), ('sep_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('max_pool_3x3', 2), ('max_pool_3x3', 3), ('max_pool_3x3', 2), ('sep_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	79.83999633789062
596	Genotype(normal=[('none', 0), ('avg_pool_3x3', 0), ('dil_conv_3x3', 2), ('max_pool_3x3', 2), ('sep_conv_5x5', 2), ('avg_pool_3x3', 2), ('max_pool_3x3', 2), ('dil_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('avg_pool_3x3', 0), ('dil_conv_3x3', 2), ('max_pool_3x3', 2), ('sep_conv_5x5', 2), ('avg_pool_3x3', 2), ('max_pool_3x3', 2), ('dil_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	77.18000030517578
597	Genotype(normal=[('dil_conv_5x5', 1), ('skip_connect', 1), ('dil_conv_3x3', 0), ('none', 2), ('skip_connect', 3), ('sep_conv_5x5', 1), ('skip_connect', 0), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('skip_connect', 1), ('dil_conv_3x3', 0), ('none', 2), ('skip_connect', 3), ('sep_conv_5x5', 1), ('skip_connect', 0), ('none', 2)], reduce_concat=[2, 3, 4, 5])	75.50999450683594
598	Genotype(normal=[('sep_conv_5x5', 0), ('skip_connect', 0), ('none', 1), ('avg_pool_3x3', 0), ('none', 3), ('dil_conv_5x5', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('skip_connect', 0), ('none', 1), ('avg_pool_3x3', 0), ('none', 3), ('dil_conv_5x5', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	75.15999603271484
599	Genotype(normal=[('skip_connect', 0), ('sep_conv_5x5', 1), ('skip_connect', 1), ('skip_connect', 1), ('dil_conv_5x5', 3), ('none', 0), ('dil_conv_5x5', 1), ('max_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('sep_conv_5x5', 1), ('skip_connect', 1), ('skip_connect', 1), ('dil_conv_5x5', 3), ('none', 0), ('dil_conv_5x5', 1), ('max_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	76.7699966430664
600	Genotype(normal=[('sep_conv_5x5', 0), ('none', 1), ('sep_conv_5x5', 0), ('max_pool_3x3', 0), ('skip_connect', 3), ('sep_conv_3x3', 0), ('none', 3), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('none', 1), ('sep_conv_5x5', 0), ('max_pool_3x3', 0), ('skip_connect', 3), ('sep_conv_3x3', 0), ('none', 3), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	77.70999908447266
601	Genotype(normal=[('skip_connect', 1), ('max_pool_3x3', 0), ('none', 2), ('sep_conv_5x5', 1), ('sep_conv_5x5', 2), ('none', 2), ('sep_conv_5x5', 4), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('max_pool_3x3', 0), ('none', 2), ('sep_conv_5x5', 1), ('sep_conv_5x5', 2), ('none', 2), ('sep_conv_5x5', 4), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	83.36000061035156
602	Genotype(normal=[('sep_conv_5x5', 0), ('none', 0), ('dil_conv_3x3', 2), ('sep_conv_3x3', 2), ('avg_pool_3x3', 3), ('max_pool_3x3', 1), ('none', 4), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('none', 0), ('dil_conv_3x3', 2), ('sep_conv_3x3', 2), ('avg_pool_3x3', 3), ('max_pool_3x3', 1), ('none', 4), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	82.8499984741211
603	Genotype(normal=[('none', 0), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('skip_connect', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 2), ('max_pool_3x3', 1), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('skip_connect', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 2), ('max_pool_3x3', 1), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	77.11000061035156
604	Genotype(normal=[('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 0), ('none', 3), ('none', 2), ('sep_conv_3x3', 4), ('dil_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 0), ('none', 3), ('none', 2), ('sep_conv_3x3', 4), ('dil_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	69.47999572753906
605	Genotype(normal=[('none', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 2), ('dil_conv_5x5', 2), ('sep_conv_3x3', 0), ('avg_pool_3x3', 3), ('sep_conv_5x5', 2), ('none', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 2), ('dil_conv_5x5', 2), ('sep_conv_3x3', 0), ('avg_pool_3x3', 3), ('sep_conv_5x5', 2), ('none', 4)], reduce_concat=[2, 3, 4, 5])	77.68000030517578
606	Genotype(normal=[('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('avg_pool_3x3', 2), ('max_pool_3x3', 2), ('max_pool_3x3', 0), ('avg_pool_3x3', 2), ('skip_connect', 0), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('avg_pool_3x3', 2), ('max_pool_3x3', 2), ('max_pool_3x3', 0), ('avg_pool_3x3', 2), ('skip_connect', 0), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	80.90999603271484
607	Genotype(normal=[('none', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 0), ('sep_conv_3x3', 2), ('dil_conv_3x3', 0), ('skip_connect', 0), ('none', 2), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 0), ('sep_conv_3x3', 2), ('dil_conv_3x3', 0), ('skip_connect', 0), ('none', 2), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	73.23999786376953
608	Genotype(normal=[('none', 0), ('none', 1), ('dil_conv_3x3', 2), ('none', 0), ('dil_conv_3x3', 2), ('none', 0), ('avg_pool_3x3', 2), ('none', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('none', 1), ('dil_conv_3x3', 2), ('none', 0), ('dil_conv_3x3', 2), ('none', 0), ('avg_pool_3x3', 2), ('none', 4)], reduce_concat=[2, 3, 4, 5])	10.25
609	Genotype(normal=[('avg_pool_3x3', 1), ('dil_conv_3x3', 0), ('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('skip_connect', 0), ('skip_connect', 3), ('sep_conv_5x5', 1), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('dil_conv_3x3', 0), ('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('skip_connect', 0), ('skip_connect', 3), ('sep_conv_5x5', 1), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	78.48999786376953
610	Genotype(normal=[('sep_conv_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_5x5', 3), ('dil_conv_5x5', 3), ('dil_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_5x5', 3), ('dil_conv_5x5', 3), ('dil_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	82.27999877929688
611	Genotype(normal=[('none', 1), ('dil_conv_3x3', 1), ('sep_conv_3x3', 1), ('skip_connect', 2), ('dil_conv_5x5', 0), ('avg_pool_3x3', 3), ('dil_conv_5x5', 1), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('dil_conv_3x3', 1), ('sep_conv_3x3', 1), ('skip_connect', 2), ('dil_conv_5x5', 0), ('avg_pool_3x3', 3), ('dil_conv_5x5', 1), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	75.62999725341797
612	Genotype(normal=[('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 3), ('max_pool_3x3', 0), ('none', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 3), ('max_pool_3x3', 0), ('none', 4)], reduce_concat=[2, 3, 4, 5])	84.08999633789062
613	Genotype(normal=[('sep_conv_5x5', 0), ('dil_conv_3x3', 0), ('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 3), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('dil_conv_3x3', 0), ('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 3), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	76.61000061035156
614	Genotype(normal=[('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('skip_connect', 2), ('dil_conv_3x3', 2), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 4), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('skip_connect', 2), ('dil_conv_3x3', 2), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 4), ('none', 2)], reduce_concat=[2, 3, 4, 5])	78.90999603271484
615	Genotype(normal=[('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 0), ('skip_connect', 2), ('dil_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 0), ('skip_connect', 2), ('dil_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	71.68999481201172
616	Genotype(normal=[('avg_pool_3x3', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('max_pool_3x3', 3), ('sep_conv_5x5', 3), ('dil_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('max_pool_3x3', 3), ('sep_conv_5x5', 3), ('dil_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	80.12999725341797
617	Genotype(normal=[('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 1), ('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('sep_conv_5x5', 3), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 1), ('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('sep_conv_5x5', 3), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	82.18999481201172
618	Genotype(normal=[('dil_conv_3x3', 0), ('sep_conv_3x3', 1), ('skip_connect', 2), ('max_pool_3x3', 0), ('sep_conv_5x5', 2), ('sep_conv_3x3', 3), ('sep_conv_5x5', 4), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('sep_conv_3x3', 1), ('skip_connect', 2), ('max_pool_3x3', 0), ('sep_conv_5x5', 2), ('sep_conv_3x3', 3), ('sep_conv_5x5', 4), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	85.68999481201172
619	Genotype(normal=[('none', 1), ('skip_connect', 1), ('skip_connect', 1), ('none', 1), ('skip_connect', 1), ('sep_conv_3x3', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('skip_connect', 1), ('skip_connect', 1), ('none', 1), ('skip_connect', 1), ('sep_conv_3x3', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	78.80999755859375
620	Genotype(normal=[('avg_pool_3x3', 0), ('sep_conv_3x3', 0), ('dil_conv_5x5', 2), ('avg_pool_3x3', 1), ('dil_conv_5x5', 2), ('skip_connect', 2), ('sep_conv_5x5', 1), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('sep_conv_3x3', 0), ('dil_conv_5x5', 2), ('avg_pool_3x3', 1), ('dil_conv_5x5', 2), ('skip_connect', 2), ('sep_conv_5x5', 1), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	80.05999755859375
621	Genotype(normal=[('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('avg_pool_3x3', 2), ('sep_conv_3x3', 1), ('dil_conv_5x5', 3), ('none', 1), ('sep_conv_3x3', 1), ('dil_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('avg_pool_3x3', 2), ('sep_conv_3x3', 1), ('dil_conv_5x5', 3), ('none', 1), ('sep_conv_3x3', 1), ('dil_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	81.94999694824219
622	Genotype(normal=[('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('skip_connect', 4), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('skip_connect', 4), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	78.7699966430664
623	Genotype(normal=[('dil_conv_5x5', 0), ('sep_conv_3x3', 1), ('none', 1), ('dil_conv_5x5', 2), ('max_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 3), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('sep_conv_3x3', 1), ('none', 1), ('dil_conv_5x5', 2), ('max_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 3), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	84.69999694824219
624	Genotype(normal=[('dil_conv_3x3', 1), ('none', 1), ('skip_connect', 1), ('avg_pool_3x3', 2), ('sep_conv_3x3', 2), ('sep_conv_5x5', 2), ('skip_connect', 3), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('none', 1), ('skip_connect', 1), ('avg_pool_3x3', 2), ('sep_conv_3x3', 2), ('sep_conv_5x5', 2), ('skip_connect', 3), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	77.5199966430664
625	Genotype(normal=[('none', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('none', 0), ('max_pool_3x3', 1), ('skip_connect', 0)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('none', 0), ('max_pool_3x3', 1), ('skip_connect', 0)], reduce_concat=[2, 3, 4, 5])	75.23999786376953
626	Genotype(normal=[('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('skip_connect', 0), ('sep_conv_3x3', 3), ('skip_connect', 2), ('skip_connect', 4), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('skip_connect', 0), ('sep_conv_3x3', 3), ('skip_connect', 2), ('skip_connect', 4), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	83.2699966430664
627	Genotype(normal=[('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('skip_connect', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 2), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('skip_connect', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 2), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	75.9000015258789
628	Genotype(normal=[('skip_connect', 1), ('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 2), ('dil_conv_3x3', 1), ('dil_conv_5x5', 3), ('none', 2), ('avg_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 2), ('dil_conv_3x3', 1), ('dil_conv_5x5', 3), ('none', 2), ('avg_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	79.69999694824219
629	Genotype(normal=[('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 2), ('dil_conv_3x3', 2), ('dil_conv_5x5', 1), ('skip_connect', 2), ('sep_conv_3x3', 2), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 2), ('dil_conv_3x3', 2), ('dil_conv_5x5', 1), ('skip_connect', 2), ('sep_conv_3x3', 2), ('none', 1)], reduce_concat=[2, 3, 4, 5])	84.47000122070312
630	Genotype(normal=[('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('none', 2), ('sep_conv_3x3', 3), ('dil_conv_3x3', 3), ('avg_pool_3x3', 3), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('none', 2), ('sep_conv_3x3', 3), ('dil_conv_3x3', 3), ('avg_pool_3x3', 3), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	83.06999969482422
631	Genotype(normal=[('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('none', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 0), ('skip_connect', 1), ('max_pool_3x3', 4), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('none', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 0), ('skip_connect', 1), ('max_pool_3x3', 4), ('none', 2)], reduce_concat=[2, 3, 4, 5])	74.22000122070312
632	Genotype(normal=[('none', 1), ('sep_conv_5x5', 0), ('skip_connect', 0), ('skip_connect', 0), ('dil_conv_5x5', 3), ('avg_pool_3x3', 1), ('skip_connect', 2), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('sep_conv_5x5', 0), ('skip_connect', 0), ('skip_connect', 0), ('dil_conv_5x5', 3), ('avg_pool_3x3', 1), ('skip_connect', 2), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	80.90999603271484
633	Genotype(normal=[('max_pool_3x3', 0), ('skip_connect', 0), ('none', 1), ('avg_pool_3x3', 0), ('none', 1), ('sep_conv_3x3', 0), ('sep_conv_3x3', 4), ('dil_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('skip_connect', 0), ('none', 1), ('avg_pool_3x3', 0), ('none', 1), ('sep_conv_3x3', 0), ('sep_conv_3x3', 4), ('dil_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	78.27999877929688
634	Genotype(normal=[('dil_conv_3x3', 1), ('sep_conv_5x5', 1), ('skip_connect', 0), ('dil_conv_3x3', 2), ('max_pool_3x3', 0), ('none', 0), ('skip_connect', 0), ('max_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('sep_conv_5x5', 1), ('skip_connect', 0), ('dil_conv_3x3', 2), ('max_pool_3x3', 0), ('none', 0), ('skip_connect', 0), ('max_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	80.81999969482422
635	Genotype(normal=[('none', 0), ('sep_conv_3x3', 1), ('dil_conv_5x5', 2), ('dil_conv_5x5', 2), ('avg_pool_3x3', 2), ('max_pool_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('sep_conv_3x3', 1), ('dil_conv_5x5', 2), ('dil_conv_5x5', 2), ('avg_pool_3x3', 2), ('max_pool_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	79.30999755859375
636	Genotype(normal=[('max_pool_3x3', 1), ('sep_conv_3x3', 0), ('skip_connect', 1), ('dil_conv_3x3', 0), ('sep_conv_5x5', 3), ('none', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('sep_conv_3x3', 0), ('skip_connect', 1), ('dil_conv_3x3', 0), ('sep_conv_5x5', 3), ('none', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	82.1500015258789
637	Genotype(normal=[('none', 1), ('dil_conv_5x5', 0), ('none', 2), ('max_pool_3x3', 0), ('max_pool_3x3', 3), ('max_pool_3x3', 2), ('sep_conv_3x3', 3), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('dil_conv_5x5', 0), ('none', 2), ('max_pool_3x3', 0), ('max_pool_3x3', 3), ('max_pool_3x3', 2), ('sep_conv_3x3', 3), ('none', 1)], reduce_concat=[2, 3, 4, 5])	72.66999816894531
638	Genotype(normal=[('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('skip_connect', 3), ('dil_conv_5x5', 3), ('avg_pool_3x3', 0), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('skip_connect', 3), ('dil_conv_5x5', 3), ('avg_pool_3x3', 0), ('none', 1)], reduce_concat=[2, 3, 4, 5])	76.80999755859375
639	Genotype(normal=[('sep_conv_3x3', 1), ('none', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 2), ('skip_connect', 0), ('dil_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('none', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 2), ('skip_connect', 0), ('dil_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	80.0
640	Genotype(normal=[('sep_conv_5x5', 0), ('skip_connect', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('dil_conv_5x5', 1), ('avg_pool_3x3', 3), ('avg_pool_3x3', 0), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('skip_connect', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('dil_conv_5x5', 1), ('avg_pool_3x3', 3), ('avg_pool_3x3', 0), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	82.29999542236328
641	Genotype(normal=[('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 0), ('none', 1), ('dil_conv_3x3', 2), ('skip_connect', 0), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 0), ('none', 1), ('dil_conv_3x3', 2), ('skip_connect', 0), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	79.86000061035156
642	Genotype(normal=[('dil_conv_5x5', 1), ('none', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 1), ('sep_conv_3x3', 1), ('dil_conv_3x3', 2), ('avg_pool_3x3', 2), ('skip_connect', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('none', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 1), ('sep_conv_3x3', 1), ('dil_conv_3x3', 2), ('avg_pool_3x3', 2), ('skip_connect', 2)], reduce_concat=[2, 3, 4, 5])	79.70999908447266
643	Genotype(normal=[('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('none', 0), ('max_pool_3x3', 2), ('max_pool_3x3', 0), ('max_pool_3x3', 2), ('dil_conv_5x5', 2), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('none', 0), ('max_pool_3x3', 2), ('max_pool_3x3', 0), ('max_pool_3x3', 2), ('dil_conv_5x5', 2), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	75.37999725341797
644	Genotype(normal=[('sep_conv_5x5', 1), ('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 3), ('dil_conv_3x3', 2), ('sep_conv_3x3', 3), ('avg_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 3), ('dil_conv_3x3', 2), ('sep_conv_3x3', 3), ('avg_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	83.18000030517578
645	Genotype(normal=[('none', 0), ('skip_connect', 1), ('none', 1), ('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_3x3', 1), ('sep_conv_3x3', 2), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('skip_connect', 1), ('none', 1), ('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_3x3', 1), ('sep_conv_3x3', 2), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	79.12999725341797
646	Genotype(normal=[('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_3x3', 2), ('max_pool_3x3', 0), ('max_pool_3x3', 4), ('dil_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_3x3', 2), ('max_pool_3x3', 0), ('max_pool_3x3', 4), ('dil_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	81.68000030517578
647	Genotype(normal=[('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('sep_conv_3x3', 2), ('none', 1), ('avg_pool_3x3', 3), ('avg_pool_3x3', 3), ('dil_conv_3x3', 4), ('none', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('sep_conv_3x3', 2), ('none', 1), ('avg_pool_3x3', 3), ('avg_pool_3x3', 3), ('dil_conv_3x3', 4), ('none', 3)], reduce_concat=[2, 3, 4, 5])	79.62999725341797
648	Genotype(normal=[('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('none', 2), ('skip_connect', 1), ('avg_pool_3x3', 3), ('skip_connect', 0), ('dil_conv_3x3', 3), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('none', 2), ('skip_connect', 1), ('avg_pool_3x3', 3), ('skip_connect', 0), ('dil_conv_3x3', 3), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	76.18000030517578
649	Genotype(normal=[('none', 1), ('none', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 2), ('max_pool_3x3', 2), ('sep_conv_3x3', 3), ('dil_conv_5x5', 2), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('none', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 2), ('max_pool_3x3', 2), ('sep_conv_3x3', 3), ('dil_conv_5x5', 2), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	74.43999481201172
650	Genotype(normal=[('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 2), ('avg_pool_3x3', 0), ('max_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 2), ('avg_pool_3x3', 0), ('max_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	78.8699951171875
651	Genotype(normal=[('dil_conv_5x5', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('none', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('none', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	78.6500015258789
652	Genotype(normal=[('dil_conv_3x3', 0), ('sep_conv_5x5', 0), ('sep_conv_3x3', 0), ('skip_connect', 0), ('sep_conv_3x3', 0), ('dil_conv_5x5', 3), ('none', 0), ('skip_connect', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('sep_conv_5x5', 0), ('sep_conv_3x3', 0), ('skip_connect', 0), ('sep_conv_3x3', 0), ('dil_conv_5x5', 3), ('none', 0), ('skip_connect', 1)], reduce_concat=[2, 3, 4, 5])	80.30999755859375
653	Genotype(normal=[('max_pool_3x3', 1), ('sep_conv_3x3', 0), ('dil_conv_3x3', 2), ('skip_connect', 2), ('avg_pool_3x3', 2), ('sep_conv_3x3', 3), ('dil_conv_5x5', 1), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('sep_conv_3x3', 0), ('dil_conv_3x3', 2), ('skip_connect', 2), ('avg_pool_3x3', 2), ('sep_conv_3x3', 3), ('dil_conv_5x5', 1), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	83.45999908447266
654	Genotype(normal=[('sep_conv_5x5', 1), ('avg_pool_3x3', 0), ('skip_connect', 2), ('none', 0), ('none', 3), ('dil_conv_3x3', 1), ('none', 2), ('avg_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('avg_pool_3x3', 0), ('skip_connect', 2), ('none', 0), ('none', 3), ('dil_conv_3x3', 1), ('none', 2), ('avg_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	74.52999877929688
655	Genotype(normal=[('none', 1), ('sep_conv_3x3', 1), ('sep_conv_5x5', 2), ('avg_pool_3x3', 2), ('avg_pool_3x3', 3), ('sep_conv_5x5', 1), ('avg_pool_3x3', 3), ('dil_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('sep_conv_3x3', 1), ('sep_conv_5x5', 2), ('avg_pool_3x3', 2), ('avg_pool_3x3', 3), ('sep_conv_5x5', 1), ('avg_pool_3x3', 3), ('dil_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	82.81999969482422
656	Genotype(normal=[('none', 1), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_3x3', 2), ('max_pool_3x3', 3), ('skip_connect', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_3x3', 2), ('max_pool_3x3', 3), ('skip_connect', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	81.15999603271484
657	Genotype(normal=[('skip_connect', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('none', 0), ('none', 0), ('dil_conv_3x3', 3), ('none', 0), ('dil_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('none', 0), ('none', 0), ('dil_conv_3x3', 3), ('none', 0), ('dil_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	67.31999969482422
658	Genotype(normal=[('dil_conv_5x5', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 2), ('max_pool_3x3', 1), ('skip_connect', 2), ('dil_conv_5x5', 3), ('sep_conv_5x5', 0), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 2), ('max_pool_3x3', 1), ('skip_connect', 2), ('dil_conv_5x5', 3), ('sep_conv_5x5', 0), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	81.47000122070312
659	Genotype(normal=[('avg_pool_3x3', 0), ('sep_conv_3x3', 0), ('none', 0), ('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 3), ('skip_connect', 1), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('sep_conv_3x3', 0), ('none', 0), ('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 3), ('skip_connect', 1), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	75.47000122070312
660	Genotype(normal=[('skip_connect', 1), ('sep_conv_5x5', 1), ('sep_conv_3x3', 2), ('dil_conv_3x3', 1), ('sep_conv_3x3', 0), ('max_pool_3x3', 2), ('dil_conv_5x5', 3), ('sep_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('sep_conv_5x5', 1), ('sep_conv_3x3', 2), ('dil_conv_3x3', 1), ('sep_conv_3x3', 0), ('max_pool_3x3', 2), ('dil_conv_5x5', 3), ('sep_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	83.87999725341797
661	Genotype(normal=[('sep_conv_3x3', 1), ('max_pool_3x3', 0), ('skip_connect', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 3), ('max_pool_3x3', 3), ('skip_connect', 3), ('dil_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('max_pool_3x3', 0), ('skip_connect', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 3), ('max_pool_3x3', 3), ('skip_connect', 3), ('dil_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	80.1500015258789
662	Genotype(normal=[('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 0), ('skip_connect', 2), ('avg_pool_3x3', 3), ('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 0), ('skip_connect', 2), ('avg_pool_3x3', 3), ('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	84.36000061035156
663	Genotype(normal=[('max_pool_3x3', 1), ('dil_conv_3x3', 0), ('avg_pool_3x3', 2), ('dil_conv_3x3', 2), ('sep_conv_3x3', 1), ('skip_connect', 1), ('dil_conv_5x5', 4), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('dil_conv_3x3', 0), ('avg_pool_3x3', 2), ('dil_conv_3x3', 2), ('sep_conv_3x3', 1), ('skip_connect', 1), ('dil_conv_5x5', 4), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	79.5999984741211
664	Genotype(normal=[('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 2), ('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('skip_connect', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 2), ('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('skip_connect', 1)], reduce_concat=[2, 3, 4, 5])	84.4000015258789
665	Genotype(normal=[('sep_conv_5x5', 0), ('sep_conv_5x5', 1), ('skip_connect', 2), ('dil_conv_3x3', 1), ('avg_pool_3x3', 2), ('none', 2), ('sep_conv_5x5', 4), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('sep_conv_5x5', 1), ('skip_connect', 2), ('dil_conv_3x3', 1), ('avg_pool_3x3', 2), ('none', 2), ('sep_conv_5x5', 4), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	83.25999450683594
666	Genotype(normal=[('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('skip_connect', 1), ('max_pool_3x3', 3), ('none', 0), ('none', 4), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('skip_connect', 1), ('max_pool_3x3', 3), ('none', 0), ('none', 4), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	73.94999694824219
667	Genotype(normal=[('max_pool_3x3', 0), ('none', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 3), ('dil_conv_3x3', 3), ('none', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('none', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 3), ('dil_conv_3x3', 3), ('none', 4)], reduce_concat=[2, 3, 4, 5])	80.97999572753906
668	Genotype(normal=[('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('sep_conv_3x3', 3), ('sep_conv_5x5', 0), ('skip_connect', 0), ('dil_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('sep_conv_3x3', 3), ('sep_conv_5x5', 0), ('skip_connect', 0), ('dil_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	81.2699966430664
669	Genotype(normal=[('dil_conv_5x5', 1), ('dil_conv_5x5', 0), ('skip_connect', 2), ('avg_pool_3x3', 2), ('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 2), ('dil_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('dil_conv_5x5', 0), ('skip_connect', 2), ('avg_pool_3x3', 2), ('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 2), ('dil_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	78.77999877929688
670	Genotype(normal=[('dil_conv_5x5', 0), ('none', 1), ('skip_connect', 1), ('avg_pool_3x3', 2), ('dil_conv_5x5', 3), ('none', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('none', 1), ('skip_connect', 1), ('avg_pool_3x3', 2), ('dil_conv_5x5', 3), ('none', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	77.00999450683594
671	Genotype(normal=[('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('max_pool_3x3', 3), ('dil_conv_5x5', 2), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('max_pool_3x3', 3), ('dil_conv_5x5', 2), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	82.06999969482422
672	Genotype(normal=[('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 0), ('skip_connect', 1), ('skip_connect', 2), ('dil_conv_3x3', 3), ('skip_connect', 3), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 0), ('skip_connect', 1), ('skip_connect', 2), ('dil_conv_3x3', 3), ('skip_connect', 3), ('none', 2)], reduce_concat=[2, 3, 4, 5])	79.79000091552734
673	Genotype(normal=[('max_pool_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 2), ('none', 0), ('none', 0), ('sep_conv_3x3', 3), ('max_pool_3x3', 0), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 2), ('none', 0), ('none', 0), ('sep_conv_3x3', 3), ('max_pool_3x3', 0), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	81.77999877929688
674	Genotype(normal=[('avg_pool_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 2), ('dil_conv_5x5', 0), ('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 2), ('dil_conv_5x5', 0), ('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	78.08999633789062
675	Genotype(normal=[('none', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 1), ('skip_connect', 0), ('avg_pool_3x3', 3), ('max_pool_3x3', 2), ('sep_conv_5x5', 0), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 1), ('skip_connect', 0), ('avg_pool_3x3', 3), ('max_pool_3x3', 2), ('sep_conv_5x5', 0), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	75.48999786376953
676	Genotype(normal=[('dil_conv_3x3', 0), ('skip_connect', 0), ('dil_conv_5x5', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 3), ('avg_pool_3x3', 3), ('sep_conv_3x3', 4), ('dil_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('skip_connect', 0), ('dil_conv_5x5', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 3), ('avg_pool_3x3', 3), ('sep_conv_3x3', 4), ('dil_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	80.95999908447266
677	Genotype(normal=[('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_5x5', 2), ('skip_connect', 2), ('max_pool_3x3', 0), ('dil_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_5x5', 2), ('skip_connect', 2), ('max_pool_3x3', 0), ('dil_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	81.90999603271484
678	Genotype(normal=[('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 0), ('skip_connect', 3), ('max_pool_3x3', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 0), ('skip_connect', 3), ('max_pool_3x3', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	75.18000030517578
679	Genotype(normal=[('skip_connect', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 0), ('avg_pool_3x3', 0), ('sep_conv_3x3', 2), ('dil_conv_3x3', 3), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 0), ('avg_pool_3x3', 0), ('sep_conv_3x3', 2), ('dil_conv_3x3', 3), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	81.54999542236328
680	Genotype(normal=[('sep_conv_5x5', 1), ('none', 0), ('sep_conv_5x5', 2), ('skip_connect', 0), ('max_pool_3x3', 0), ('avg_pool_3x3', 2), ('dil_conv_3x3', 0), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('none', 0), ('sep_conv_5x5', 2), ('skip_connect', 0), ('max_pool_3x3', 0), ('avg_pool_3x3', 2), ('dil_conv_3x3', 0), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	81.32999420166016
681	Genotype(normal=[('skip_connect', 1), ('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('skip_connect', 0), ('avg_pool_3x3', 3), ('max_pool_3x3', 0), ('skip_connect', 0), ('max_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('skip_connect', 0), ('avg_pool_3x3', 3), ('max_pool_3x3', 0), ('skip_connect', 0), ('max_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	73.25999450683594
682	Genotype(normal=[('dil_conv_5x5', 1), ('skip_connect', 0), ('skip_connect', 0), ('avg_pool_3x3', 1), ('none', 2), ('none', 3), ('dil_conv_3x3', 3), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('skip_connect', 0), ('skip_connect', 0), ('avg_pool_3x3', 1), ('none', 2), ('none', 3), ('dil_conv_3x3', 3), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	73.3699951171875
683	Genotype(normal=[('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('sep_conv_3x3', 2), ('dil_conv_3x3', 0), ('avg_pool_3x3', 3), ('avg_pool_3x3', 2), ('avg_pool_3x3', 4), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('sep_conv_3x3', 2), ('dil_conv_3x3', 0), ('avg_pool_3x3', 3), ('avg_pool_3x3', 2), ('avg_pool_3x3', 4), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	82.0999984741211
684	Genotype(normal=[('avg_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_3x3', 2), ('skip_connect', 2), ('max_pool_3x3', 2), ('sep_conv_5x5', 0), ('avg_pool_3x3', 2), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_3x3', 2), ('skip_connect', 2), ('max_pool_3x3', 2), ('sep_conv_5x5', 0), ('avg_pool_3x3', 2), ('none', 2)], reduce_concat=[2, 3, 4, 5])	76.06999969482422
685	Genotype(normal=[('skip_connect', 0), ('dil_conv_5x5', 0), ('none', 1), ('skip_connect', 1), ('avg_pool_3x3', 3), ('dil_conv_5x5', 2), ('dil_conv_5x5', 1), ('sep_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('dil_conv_5x5', 0), ('none', 1), ('skip_connect', 1), ('avg_pool_3x3', 3), ('dil_conv_5x5', 2), ('dil_conv_5x5', 1), ('sep_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	81.94999694824219
686	Genotype(normal=[('sep_conv_3x3', 0), ('none', 1), ('avg_pool_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 0), ('max_pool_3x3', 4), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('none', 1), ('avg_pool_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 0), ('max_pool_3x3', 4), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	77.97999572753906
687	Genotype(normal=[('sep_conv_3x3', 0), ('none', 1), ('avg_pool_3x3', 2), ('avg_pool_3x3', 1), ('none', 0), ('max_pool_3x3', 0), ('dil_conv_5x5', 1), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('none', 1), ('avg_pool_3x3', 2), ('avg_pool_3x3', 1), ('none', 0), ('max_pool_3x3', 0), ('dil_conv_5x5', 1), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	73.05999755859375
688	Genotype(normal=[('sep_conv_5x5', 1), ('sep_conv_5x5', 1), ('sep_conv_3x3', 1), ('sep_conv_5x5', 2), ('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('sep_conv_5x5', 1), ('sep_conv_3x3', 1), ('sep_conv_5x5', 2), ('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	84.97000122070312
689	Genotype(normal=[('skip_connect', 1), ('sep_conv_3x3', 1), ('dil_conv_3x3', 2), ('none', 2), ('max_pool_3x3', 2), ('dil_conv_3x3', 0), ('dil_conv_3x3', 2), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('sep_conv_3x3', 1), ('dil_conv_3x3', 2), ('none', 2), ('max_pool_3x3', 2), ('dil_conv_3x3', 0), ('dil_conv_3x3', 2), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	79.29000091552734
690	Genotype(normal=[('avg_pool_3x3', 1), ('none', 0), ('none', 0), ('none', 1), ('dil_conv_5x5', 3), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('avg_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('none', 0), ('none', 0), ('none', 1), ('dil_conv_5x5', 3), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('avg_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	75.38999938964844
691	Genotype(normal=[('none', 1), ('max_pool_3x3', 0), ('dil_conv_5x5', 2), ('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('sep_conv_3x3', 0), ('skip_connect', 3), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('max_pool_3x3', 0), ('dil_conv_5x5', 2), ('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('sep_conv_3x3', 0), ('skip_connect', 3), ('none', 2)], reduce_concat=[2, 3, 4, 5])	78.29000091552734
692	Genotype(normal=[('skip_connect', 0), ('max_pool_3x3', 1), ('sep_conv_3x3', 1), ('skip_connect', 2), ('avg_pool_3x3', 1), ('sep_conv_3x3', 1), ('none', 2), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('max_pool_3x3', 1), ('sep_conv_3x3', 1), ('skip_connect', 2), ('avg_pool_3x3', 1), ('sep_conv_3x3', 1), ('none', 2), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	74.63999938964844
693	Genotype(normal=[('none', 1), ('skip_connect', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 0), ('max_pool_3x3', 2), ('dil_conv_5x5', 0), ('none', 3), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('skip_connect', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 0), ('max_pool_3x3', 2), ('dil_conv_5x5', 0), ('none', 3), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	68.20999908447266
694	Genotype(normal=[('skip_connect', 1), ('skip_connect', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 2), ('none', 1), ('sep_conv_3x3', 3), ('sep_conv_5x5', 3), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('skip_connect', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 2), ('none', 1), ('sep_conv_3x3', 3), ('sep_conv_5x5', 3), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	81.04000091552734
695	Genotype(normal=[('sep_conv_5x5', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 2), ('sep_conv_5x5', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 4), ('dil_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 2), ('sep_conv_5x5', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 4), ('dil_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	84.55999755859375
696	Genotype(normal=[('skip_connect', 0), ('dil_conv_3x3', 1), ('dil_conv_5x5', 2), ('none', 0), ('sep_conv_5x5', 1), ('sep_conv_3x3', 3), ('none', 1), ('dil_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('dil_conv_3x3', 1), ('dil_conv_5x5', 2), ('none', 0), ('sep_conv_5x5', 1), ('sep_conv_3x3', 3), ('none', 1), ('dil_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	83.06999969482422
697	Genotype(normal=[('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('dil_conv_3x3', 2), ('skip_connect', 1), ('none', 3), ('avg_pool_3x3', 1), ('none', 1), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('dil_conv_3x3', 2), ('skip_connect', 1), ('none', 3), ('avg_pool_3x3', 1), ('none', 1), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	76.31999969482422
698	Genotype(normal=[('none', 0), ('sep_conv_5x5', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('none', 0), ('sep_conv_3x3', 2), ('max_pool_3x3', 2), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('sep_conv_5x5', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('none', 0), ('sep_conv_3x3', 2), ('max_pool_3x3', 2), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	83.1500015258789
699	Genotype(normal=[('max_pool_3x3', 0), ('dil_conv_3x3', 0), ('skip_connect', 2), ('none', 2), ('dil_conv_5x5', 0), ('sep_conv_3x3', 3), ('sep_conv_3x3', 1), ('skip_connect', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('dil_conv_3x3', 0), ('skip_connect', 2), ('none', 2), ('dil_conv_5x5', 0), ('sep_conv_3x3', 3), ('sep_conv_3x3', 1), ('skip_connect', 1)], reduce_concat=[2, 3, 4, 5])	78.93999481201172
700	Genotype(normal=[('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('skip_connect', 2), ('dil_conv_5x5', 2), ('avg_pool_3x3', 0), ('sep_conv_5x5', 3), ('max_pool_3x3', 2), ('none', 3)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('skip_connect', 2), ('dil_conv_5x5', 2), ('avg_pool_3x3', 0), ('sep_conv_5x5', 3), ('max_pool_3x3', 2), ('none', 3)], reduce_concat=[2, 3, 4, 5])	81.65999603271484
701	Genotype(normal=[('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('none', 2), ('none', 0), ('dil_conv_3x3', 2), ('max_pool_3x3', 3), ('sep_conv_5x5', 4), ('skip_connect', 2)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('none', 2), ('none', 0), ('dil_conv_3x3', 2), ('max_pool_3x3', 3), ('sep_conv_5x5', 4), ('skip_connect', 2)], reduce_concat=[2, 3, 4, 5])	81.29000091552734
702	Genotype(normal=[('max_pool_3x3', 0), ('max_pool_3x3', 1), ('none', 2), ('avg_pool_3x3', 2), ('sep_conv_3x3', 2), ('dil_conv_5x5', 1), ('skip_connect', 4), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('max_pool_3x3', 1), ('none', 2), ('avg_pool_3x3', 2), ('sep_conv_3x3', 2), ('dil_conv_5x5', 1), ('skip_connect', 4), ('none', 1)], reduce_concat=[2, 3, 4, 5])	74.73999786376953
703	Genotype(normal=[('avg_pool_3x3', 0), ('max_pool_3x3', 0), ('skip_connect', 0), ('skip_connect', 0), ('none', 1), ('none', 3), ('none', 3), ('dil_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('max_pool_3x3', 0), ('skip_connect', 0), ('skip_connect', 0), ('none', 1), ('none', 3), ('none', 3), ('dil_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	64.66999816894531
704	Genotype(normal=[('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 0), ('skip_connect', 2), ('skip_connect', 2), ('skip_connect', 2), ('dil_conv_3x3', 0), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 0), ('skip_connect', 2), ('skip_connect', 2), ('skip_connect', 2), ('dil_conv_3x3', 0), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	77.88999938964844
705	Genotype(normal=[('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('none', 0), ('skip_connect', 0), ('dil_conv_5x5', 2), ('dil_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('none', 0), ('skip_connect', 0), ('dil_conv_5x5', 2), ('dil_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	83.04000091552734
706	Genotype(normal=[('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 2), ('dil_conv_3x3', 1), ('avg_pool_3x3', 1), ('skip_connect', 2), ('none', 3), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 2), ('dil_conv_3x3', 1), ('avg_pool_3x3', 1), ('skip_connect', 2), ('none', 3), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	81.20999908447266
707	Genotype(normal=[('dil_conv_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_3x3', 2), ('dil_conv_3x3', 0), ('dil_conv_3x3', 3), ('none', 0), ('avg_pool_3x3', 1), ('none', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_3x3', 2), ('dil_conv_3x3', 0), ('dil_conv_3x3', 3), ('none', 0), ('avg_pool_3x3', 1), ('none', 3)], reduce_concat=[2, 3, 4, 5])	79.04000091552734
708	Genotype(normal=[('skip_connect', 1), ('sep_conv_3x3', 1), ('skip_connect', 2), ('sep_conv_3x3', 0), ('avg_pool_3x3', 2), ('none', 0), ('sep_conv_3x3', 3), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('sep_conv_3x3', 1), ('skip_connect', 2), ('sep_conv_3x3', 0), ('avg_pool_3x3', 2), ('none', 0), ('sep_conv_3x3', 3), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	84.06999969482422
709	Genotype(normal=[('dil_conv_5x5', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2), ('sep_conv_3x3', 2), ('max_pool_3x3', 3), ('avg_pool_3x3', 1), ('avg_pool_3x3', 3), ('max_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2), ('sep_conv_3x3', 2), ('max_pool_3x3', 3), ('avg_pool_3x3', 1), ('avg_pool_3x3', 3), ('max_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	80.2699966430664
710	Genotype(normal=[('sep_conv_3x3', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 2), ('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 3), ('sep_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 2), ('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 3), ('sep_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	85.5
711	Genotype(normal=[('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('none', 1), ('sep_conv_5x5', 0), ('skip_connect', 3), ('max_pool_3x3', 0), ('avg_pool_3x3', 1), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('none', 1), ('sep_conv_5x5', 0), ('skip_connect', 3), ('max_pool_3x3', 0), ('avg_pool_3x3', 1), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	77.16999816894531
712	Genotype(normal=[('dil_conv_3x3', 0), ('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('dil_conv_3x3', 0), ('sep_conv_3x3', 1), ('none', 2), ('sep_conv_3x3', 3), ('avg_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('dil_conv_3x3', 0), ('sep_conv_3x3', 1), ('none', 2), ('sep_conv_3x3', 3), ('avg_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	81.44999694824219
713	Genotype(normal=[('max_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 2), ('max_pool_3x3', 0), ('dil_conv_3x3', 3), ('sep_conv_5x5', 3), ('sep_conv_5x5', 2), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 2), ('max_pool_3x3', 0), ('dil_conv_3x3', 3), ('sep_conv_5x5', 3), ('sep_conv_5x5', 2), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	83.6199951171875
714	Genotype(normal=[('sep_conv_3x3', 1), ('max_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('none', 1), ('avg_pool_3x3', 2), ('none', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('max_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('none', 1), ('avg_pool_3x3', 2), ('none', 3)], reduce_concat=[2, 3, 4, 5])	72.70999908447266
715	Genotype(normal=[('skip_connect', 0), ('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 0), ('none', 0), ('none', 0), ('sep_conv_5x5', 4), ('sep_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 0), ('none', 0), ('none', 0), ('sep_conv_5x5', 4), ('sep_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	76.47000122070312
716	Genotype(normal=[('sep_conv_5x5', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('avg_pool_3x3', 0), ('skip_connect', 2), ('none', 4), ('dil_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('avg_pool_3x3', 0), ('skip_connect', 2), ('none', 4), ('dil_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	78.61000061035156
717	Genotype(normal=[('skip_connect', 1), ('sep_conv_3x3', 1), ('dil_conv_5x5', 2), ('dil_conv_3x3', 0), ('skip_connect', 2), ('avg_pool_3x3', 2), ('avg_pool_3x3', 3), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('sep_conv_3x3', 1), ('dil_conv_5x5', 2), ('dil_conv_3x3', 0), ('skip_connect', 2), ('avg_pool_3x3', 2), ('avg_pool_3x3', 3), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	78.97999572753906
718	Genotype(normal=[('dil_conv_3x3', 1), ('skip_connect', 0), ('avg_pool_3x3', 2), ('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 2), ('dil_conv_3x3', 0), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('skip_connect', 0), ('avg_pool_3x3', 2), ('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 2), ('dil_conv_3x3', 0), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	81.93999481201172
719	Genotype(normal=[('sep_conv_3x3', 0), ('dil_conv_3x3', 0), ('skip_connect', 0), ('dil_conv_3x3', 0), ('sep_conv_3x3', 3), ('none', 1), ('avg_pool_3x3', 4), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('dil_conv_3x3', 0), ('skip_connect', 0), ('dil_conv_3x3', 0), ('sep_conv_3x3', 3), ('none', 1), ('avg_pool_3x3', 4), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	80.90999603271484
720	Genotype(normal=[('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('none', 2), ('avg_pool_3x3', 0), ('none', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('none', 2), ('avg_pool_3x3', 0), ('none', 3)], reduce_concat=[2, 3, 4, 5])	82.37999725341797
721	Genotype(normal=[('sep_conv_5x5', 0), ('none', 0), ('none', 2), ('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('skip_connect', 0), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('none', 0), ('none', 2), ('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('skip_connect', 0), ('none', 2)], reduce_concat=[2, 3, 4, 5])	77.69999694824219
722	Genotype(normal=[('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 3), ('max_pool_3x3', 3), ('none', 4), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 3), ('max_pool_3x3', 3), ('none', 4), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	83.43999481201172
723	Genotype(normal=[('sep_conv_3x3', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 0), ('skip_connect', 2), ('dil_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 0), ('skip_connect', 2), ('dil_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	79.08999633789062
724	Genotype(normal=[('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 2), ('max_pool_3x3', 2), ('avg_pool_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 2), ('max_pool_3x3', 2), ('avg_pool_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	80.08999633789062
725	Genotype(normal=[('dil_conv_5x5', 1), ('skip_connect', 0), ('sep_conv_5x5', 1), ('none', 2), ('dil_conv_3x3', 0), ('skip_connect', 2), ('avg_pool_3x3', 4), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('skip_connect', 0), ('sep_conv_5x5', 1), ('none', 2), ('dil_conv_3x3', 0), ('skip_connect', 2), ('avg_pool_3x3', 4), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	75.5199966430664
726	Genotype(normal=[('max_pool_3x3', 1), ('none', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('max_pool_3x3', 0), ('sep_conv_5x5', 4), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('none', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('max_pool_3x3', 0), ('sep_conv_5x5', 4), ('none', 2)], reduce_concat=[2, 3, 4, 5])	79.72000122070312
727	Genotype(normal=[('sep_conv_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 3), ('sep_conv_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 3), ('sep_conv_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	83.47999572753906
728	Genotype(normal=[('avg_pool_3x3', 0), ('none', 1), ('sep_conv_5x5', 0), ('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('dil_conv_5x5', 2), ('sep_conv_5x5', 3), ('max_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('none', 1), ('sep_conv_5x5', 0), ('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('dil_conv_5x5', 2), ('sep_conv_5x5', 3), ('max_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	82.95999908447266
729	Genotype(normal=[('max_pool_3x3', 0), ('dil_conv_5x5', 1), ('none', 2), ('sep_conv_3x3', 0), ('sep_conv_5x5', 3), ('skip_connect', 3), ('sep_conv_5x5', 4), ('none', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('dil_conv_5x5', 1), ('none', 2), ('sep_conv_3x3', 0), ('sep_conv_5x5', 3), ('skip_connect', 3), ('sep_conv_5x5', 4), ('none', 4)], reduce_concat=[2, 3, 4, 5])	82.44999694824219
730	Genotype(normal=[('none', 0), ('sep_conv_5x5', 1), ('skip_connect', 2), ('max_pool_3x3', 2), ('sep_conv_5x5', 1), ('avg_pool_3x3', 3), ('dil_conv_3x3', 1), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('sep_conv_5x5', 1), ('skip_connect', 2), ('max_pool_3x3', 2), ('sep_conv_5x5', 1), ('avg_pool_3x3', 3), ('dil_conv_3x3', 1), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	78.8699951171875
731	Genotype(normal=[('sep_conv_5x5', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 2), ('sep_conv_3x3', 2), ('none', 1), ('none', 2), ('sep_conv_3x3', 1), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 2), ('sep_conv_3x3', 2), ('none', 1), ('none', 2), ('sep_conv_3x3', 1), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	84.87999725341797
732	Genotype(normal=[('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 2), ('sep_conv_3x3', 1), ('max_pool_3x3', 2), ('skip_connect', 3), ('sep_conv_3x3', 4), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 2), ('sep_conv_3x3', 1), ('max_pool_3x3', 2), ('skip_connect', 3), ('sep_conv_3x3', 4), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	83.56999969482422
733	Genotype(normal=[('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('max_pool_3x3', 2), ('sep_conv_3x3', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 3), ('dil_conv_5x5', 1), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('max_pool_3x3', 2), ('sep_conv_3x3', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 3), ('dil_conv_5x5', 1), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	74.93999481201172
734	Genotype(normal=[('max_pool_3x3', 0), ('avg_pool_3x3', 1), ('dil_conv_3x3', 0), ('skip_connect', 1), ('sep_conv_5x5', 3), ('skip_connect', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('avg_pool_3x3', 1), ('dil_conv_3x3', 0), ('skip_connect', 1), ('sep_conv_5x5', 3), ('skip_connect', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	82.7699966430664
735	Genotype(normal=[('none', 0), ('sep_conv_5x5', 0), ('avg_pool_3x3', 2), ('skip_connect', 2), ('skip_connect', 1), ('skip_connect', 2), ('sep_conv_3x3', 2), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('sep_conv_5x5', 0), ('avg_pool_3x3', 2), ('skip_connect', 2), ('skip_connect', 1), ('skip_connect', 2), ('sep_conv_3x3', 2), ('none', 1)], reduce_concat=[2, 3, 4, 5])	81.58999633789062
736	Genotype(normal=[('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 0), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 0), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	79.16999816894531
737	Genotype(normal=[('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('none', 2), ('max_pool_3x3', 0), ('dil_conv_5x5', 2), ('skip_connect', 3), ('sep_conv_3x3', 1), ('dil_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('none', 2), ('max_pool_3x3', 0), ('dil_conv_5x5', 2), ('skip_connect', 3), ('sep_conv_3x3', 1), ('dil_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	81.97000122070312
738	Genotype(normal=[('dil_conv_5x5', 1), ('skip_connect', 1), ('sep_conv_3x3', 1), ('dil_conv_5x5', 1), ('skip_connect', 3), ('max_pool_3x3', 0), ('dil_conv_5x5', 4), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('skip_connect', 1), ('sep_conv_3x3', 1), ('dil_conv_5x5', 1), ('skip_connect', 3), ('max_pool_3x3', 0), ('dil_conv_5x5', 4), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	81.29000091552734
739	Genotype(normal=[('avg_pool_3x3', 1), ('sep_conv_5x5', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('skip_connect', 3), ('sep_conv_3x3', 3), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('sep_conv_5x5', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('skip_connect', 3), ('sep_conv_3x3', 3), ('none', 1)], reduce_concat=[2, 3, 4, 5])	81.11000061035156
740	Genotype(normal=[('sep_conv_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 2), ('max_pool_3x3', 2), ('sep_conv_5x5', 2), ('dil_conv_3x3', 0), ('sep_conv_5x5', 4), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 2), ('max_pool_3x3', 2), ('sep_conv_5x5', 2), ('dil_conv_3x3', 0), ('sep_conv_5x5', 4), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	85.41999816894531
741	Genotype(normal=[('sep_conv_3x3', 0), ('skip_connect', 1), ('skip_connect', 1), ('dil_conv_5x5', 2), ('skip_connect', 0), ('none', 0), ('skip_connect', 0), ('dil_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('skip_connect', 1), ('skip_connect', 1), ('dil_conv_5x5', 2), ('skip_connect', 0), ('none', 0), ('skip_connect', 0), ('dil_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	78.82999420166016
742	Genotype(normal=[('max_pool_3x3', 0), ('skip_connect', 0), ('none', 1), ('dil_conv_5x5', 1), ('avg_pool_3x3', 1), ('dil_conv_3x3', 2), ('dil_conv_3x3', 2), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('skip_connect', 0), ('none', 1), ('dil_conv_5x5', 1), ('avg_pool_3x3', 1), ('dil_conv_3x3', 2), ('dil_conv_3x3', 2), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	79.54000091552734
743	Genotype(normal=[('max_pool_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('none', 1), ('dil_conv_5x5', 0), ('sep_conv_3x3', 2), ('skip_connect', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('none', 1), ('dil_conv_5x5', 0), ('sep_conv_3x3', 2), ('skip_connect', 0)], reduce_concat=[2, 3, 4, 5])	82.63999938964844
744	Genotype(normal=[('sep_conv_5x5', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('none', 4), ('dil_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('none', 4), ('dil_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	79.38999938964844
745	Genotype(normal=[('dil_conv_3x3', 1), ('sep_conv_3x3', 1), ('skip_connect', 0), ('none', 1), ('none', 2), ('none', 2), ('dil_conv_3x3', 0), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('sep_conv_3x3', 1), ('skip_connect', 0), ('none', 1), ('none', 2), ('none', 2), ('dil_conv_3x3', 0), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	74.33999633789062
746	Genotype(normal=[('none', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 1), ('sep_conv_3x3', 1), ('skip_connect', 3), ('avg_pool_3x3', 1), ('sep_conv_3x3', 3), ('dil_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 1), ('sep_conv_3x3', 1), ('skip_connect', 3), ('avg_pool_3x3', 1), ('sep_conv_3x3', 3), ('dil_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	81.77999877929688
747	Genotype(normal=[('skip_connect', 0), ('none', 1), ('none', 2), ('none', 2), ('none', 2), ('sep_conv_5x5', 3), ('dil_conv_5x5', 1), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('none', 1), ('none', 2), ('none', 2), ('none', 2), ('sep_conv_5x5', 3), ('dil_conv_5x5', 1), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	72.58000183105469
748	Genotype(normal=[('sep_conv_5x5', 0), ('none', 1), ('skip_connect', 0), ('sep_conv_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 4), ('none', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('none', 1), ('skip_connect', 0), ('sep_conv_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 4), ('none', 3)], reduce_concat=[2, 3, 4, 5])	83.31999969482422
749	Genotype(normal=[('none', 0), ('sep_conv_5x5', 0), ('sep_conv_3x3', 1), ('none', 0), ('sep_conv_3x3', 2), ('sep_conv_5x5', 2), ('dil_conv_5x5', 4), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('sep_conv_5x5', 0), ('sep_conv_3x3', 1), ('none', 0), ('sep_conv_3x3', 2), ('sep_conv_5x5', 2), ('dil_conv_5x5', 4), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	84.44999694824219
750	Genotype(normal=[('sep_conv_5x5', 0), ('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 3), ('sep_conv_3x3', 2), ('avg_pool_3x3', 4), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 3), ('sep_conv_3x3', 2), ('avg_pool_3x3', 4), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	85.43000030517578
751	Genotype(normal=[('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 2), ('avg_pool_3x3', 2), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 2), ('avg_pool_3x3', 2), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	81.16999816894531
752	Genotype(normal=[('none', 1), ('none', 0), ('none', 0), ('max_pool_3x3', 0), ('sep_conv_3x3', 3), ('avg_pool_3x3', 1), ('none', 3), ('sep_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('none', 0), ('none', 0), ('max_pool_3x3', 0), ('sep_conv_3x3', 3), ('avg_pool_3x3', 1), ('none', 3), ('sep_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	74.47999572753906
753	Genotype(normal=[('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('skip_connect', 0), ('skip_connect', 2), ('dil_conv_5x5', 0), ('none', 1), ('avg_pool_3x3', 2), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('skip_connect', 0), ('skip_connect', 2), ('dil_conv_5x5', 0), ('none', 1), ('avg_pool_3x3', 2), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	67.47999572753906
754	Genotype(normal=[('avg_pool_3x3', 0), ('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('none', 1), ('sep_conv_3x3', 2), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('none', 1), ('sep_conv_3x3', 2), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	80.83999633789062
755	Genotype(normal=[('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 1), ('none', 0), ('avg_pool_3x3', 3), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 1), ('none', 0), ('avg_pool_3x3', 3), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	77.54000091552734
756	Genotype(normal=[('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 2), ('sep_conv_5x5', 2), ('avg_pool_3x3', 3), ('none', 0), ('avg_pool_3x3', 1), ('dil_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 2), ('sep_conv_5x5', 2), ('avg_pool_3x3', 3), ('none', 0), ('avg_pool_3x3', 1), ('dil_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	82.73999786376953
757	Genotype(normal=[('avg_pool_3x3', 0), ('sep_conv_3x3', 0), ('max_pool_3x3', 2), ('skip_connect', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('sep_conv_3x3', 0), ('max_pool_3x3', 2), ('skip_connect', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	79.54999542236328
758	Genotype(normal=[('none', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('dil_conv_5x5', 2), ('none', 3), ('sep_conv_5x5', 0), ('dil_conv_5x5', 4), ('dil_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('dil_conv_5x5', 2), ('none', 3), ('sep_conv_5x5', 0), ('dil_conv_5x5', 4), ('dil_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	81.0999984741211
759	Genotype(normal=[('dil_conv_5x5', 1), ('none', 0), ('dil_conv_3x3', 0), ('sep_conv_5x5', 0), ('skip_connect', 0), ('skip_connect', 1), ('none', 0), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('none', 0), ('dil_conv_3x3', 0), ('sep_conv_5x5', 0), ('skip_connect', 0), ('skip_connect', 1), ('none', 0), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	75.91999816894531
760	Genotype(normal=[('sep_conv_3x3', 0), ('dil_conv_5x5', 1), ('dil_conv_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 1), ('sep_conv_3x3', 2), ('max_pool_3x3', 3), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('dil_conv_5x5', 1), ('dil_conv_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 1), ('sep_conv_3x3', 2), ('max_pool_3x3', 3), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	82.38999938964844
761	Genotype(normal=[('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 3), ('max_pool_3x3', 1), ('dil_conv_5x5', 2), ('dil_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 3), ('max_pool_3x3', 1), ('dil_conv_5x5', 2), ('dil_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	78.68000030517578
762	Genotype(normal=[('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 0), ('skip_connect', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 1), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 0), ('skip_connect', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 1), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	84.3699951171875
763	Genotype(normal=[('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('dil_conv_5x5', 1), ('avg_pool_3x3', 2), ('avg_pool_3x3', 4), ('sep_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('dil_conv_5x5', 1), ('avg_pool_3x3', 2), ('avg_pool_3x3', 4), ('sep_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	73.19999694824219
764	Genotype(normal=[('avg_pool_3x3', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 0), ('none', 1), ('sep_conv_3x3', 3), ('dil_conv_3x3', 3), ('sep_conv_5x5', 4), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 0), ('none', 1), ('sep_conv_3x3', 3), ('dil_conv_3x3', 3), ('sep_conv_5x5', 4), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	80.56999969482422
765	Genotype(normal=[('dil_conv_3x3', 1), ('none', 1), ('sep_conv_5x5', 2), ('sep_conv_5x5', 2), ('dil_conv_3x3', 1), ('dil_conv_3x3', 0), ('none', 2), ('sep_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('none', 1), ('sep_conv_5x5', 2), ('sep_conv_5x5', 2), ('dil_conv_3x3', 1), ('dil_conv_3x3', 0), ('none', 2), ('sep_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	80.9000015258789
766	Genotype(normal=[('sep_conv_3x3', 0), ('skip_connect', 0), ('skip_connect', 2), ('none', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 2), ('dil_conv_3x3', 1), ('none', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('skip_connect', 0), ('skip_connect', 2), ('none', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 2), ('dil_conv_3x3', 1), ('none', 3)], reduce_concat=[2, 3, 4, 5])	73.44999694824219
767	Genotype(normal=[('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 2), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('skip_connect', 3), ('dil_conv_5x5', 3), ('sep_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 2), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('skip_connect', 3), ('dil_conv_5x5', 3), ('sep_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	82.75999450683594
768	Genotype(normal=[('sep_conv_3x3', 1), ('sep_conv_3x3', 0), ('skip_connect', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('skip_connect', 0), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('sep_conv_3x3', 0), ('skip_connect', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('skip_connect', 0), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	73.68000030517578
769	Genotype(normal=[('avg_pool_3x3', 1), ('none', 1), ('skip_connect', 2), ('max_pool_3x3', 0), ('avg_pool_3x3', 3), ('avg_pool_3x3', 3), ('dil_conv_3x3', 2), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('none', 1), ('skip_connect', 2), ('max_pool_3x3', 0), ('avg_pool_3x3', 3), ('avg_pool_3x3', 3), ('dil_conv_3x3', 2), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	76.4000015258789
770	Genotype(normal=[('skip_connect', 0), ('dil_conv_5x5', 0), ('none', 2), ('max_pool_3x3', 1), ('none', 3), ('avg_pool_3x3', 1), ('sep_conv_5x5', 1), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('dil_conv_5x5', 0), ('none', 2), ('max_pool_3x3', 1), ('none', 3), ('avg_pool_3x3', 1), ('sep_conv_5x5', 1), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	76.11000061035156
771	Genotype(normal=[('sep_conv_5x5', 1), ('dil_conv_5x5', 1), ('none', 2), ('sep_conv_5x5', 1), ('skip_connect', 0), ('dil_conv_5x5', 2), ('none', 3), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('dil_conv_5x5', 1), ('none', 2), ('sep_conv_5x5', 1), ('skip_connect', 0), ('dil_conv_5x5', 2), ('none', 3), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	83.88999938964844
772	Genotype(normal=[('none', 1), ('sep_conv_5x5', 1), ('skip_connect', 0), ('skip_connect', 2), ('sep_conv_5x5', 2), ('dil_conv_3x3', 1), ('max_pool_3x3', 2), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('sep_conv_5x5', 1), ('skip_connect', 0), ('skip_connect', 2), ('sep_conv_5x5', 2), ('dil_conv_3x3', 1), ('max_pool_3x3', 2), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	81.4000015258789
773	Genotype(normal=[('skip_connect', 1), ('dil_conv_5x5', 1), ('avg_pool_3x3', 2), ('sep_conv_3x3', 1), ('max_pool_3x3', 2), ('none', 1), ('skip_connect', 2), ('max_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('dil_conv_5x5', 1), ('avg_pool_3x3', 2), ('sep_conv_3x3', 1), ('max_pool_3x3', 2), ('none', 1), ('skip_connect', 2), ('max_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	73.6199951171875
774	Genotype(normal=[('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('skip_connect', 3), ('none', 3), ('sep_conv_5x5', 4), ('skip_connect', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('skip_connect', 3), ('none', 3), ('sep_conv_5x5', 4), ('skip_connect', 2)], reduce_concat=[2, 3, 4, 5])	85.22000122070312
775	Genotype(normal=[('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('dil_conv_3x3', 2), ('max_pool_3x3', 0), ('max_pool_3x3', 2), ('avg_pool_3x3', 2), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('dil_conv_3x3', 2), ('max_pool_3x3', 0), ('max_pool_3x3', 2), ('avg_pool_3x3', 2), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	79.07999420166016
776	Genotype(normal=[('avg_pool_3x3', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 0), ('skip_connect', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 3), ('dil_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 0), ('skip_connect', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 3), ('dil_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	68.5999984741211
777	Genotype(normal=[('dil_conv_5x5', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 2), ('none', 2), ('avg_pool_3x3', 2), ('max_pool_3x3', 4), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 2), ('none', 2), ('avg_pool_3x3', 2), ('max_pool_3x3', 4), ('none', 1)], reduce_concat=[2, 3, 4, 5])	82.81999969482422
778	Genotype(normal=[('max_pool_3x3', 1), ('skip_connect', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('avg_pool_3x3', 3), ('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('none', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('skip_connect', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('avg_pool_3x3', 3), ('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('none', 4)], reduce_concat=[2, 3, 4, 5])	75.8699951171875
779	Genotype(normal=[('none', 0), ('dil_conv_3x3', 1), ('dil_conv_3x3', 2), ('avg_pool_3x3', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 3), ('avg_pool_3x3', 1), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('dil_conv_3x3', 1), ('dil_conv_3x3', 2), ('avg_pool_3x3', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 3), ('avg_pool_3x3', 1), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	72.30999755859375
780	Genotype(normal=[('none', 0), ('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('dil_conv_5x5', 2), ('avg_pool_3x3', 2), ('sep_conv_3x3', 2), ('sep_conv_5x5', 2), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('dil_conv_5x5', 2), ('avg_pool_3x3', 2), ('sep_conv_3x3', 2), ('sep_conv_5x5', 2), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	79.81999969482422
781	Genotype(normal=[('avg_pool_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_3x3', 2), ('sep_conv_3x3', 0), ('sep_conv_5x5', 3), ('max_pool_3x3', 1), ('skip_connect', 2), ('skip_connect', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_3x3', 2), ('sep_conv_3x3', 0), ('sep_conv_5x5', 3), ('max_pool_3x3', 1), ('skip_connect', 2), ('skip_connect', 0)], reduce_concat=[2, 3, 4, 5])	83.61000061035156
782	Genotype(normal=[('none', 0), ('dil_conv_5x5', 1), ('avg_pool_3x3', 2), ('dil_conv_3x3', 1), ('max_pool_3x3', 2), ('skip_connect', 1), ('dil_conv_5x5', 4), ('none', 3)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('dil_conv_5x5', 1), ('avg_pool_3x3', 2), ('dil_conv_3x3', 1), ('max_pool_3x3', 2), ('skip_connect', 1), ('dil_conv_5x5', 4), ('none', 3)], reduce_concat=[2, 3, 4, 5])	74.31999969482422
783	Genotype(normal=[('dil_conv_3x3', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 1), ('dil_conv_3x3', 0), ('sep_conv_5x5', 3), ('max_pool_3x3', 2), ('sep_conv_3x3', 0), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 1), ('dil_conv_3x3', 0), ('sep_conv_5x5', 3), ('max_pool_3x3', 2), ('sep_conv_3x3', 0), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	84.19999694824219
784	Genotype(normal=[('none', 0), ('none', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 2), ('skip_connect', 1), ('skip_connect', 3), ('none', 3), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('none', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 2), ('skip_connect', 1), ('skip_connect', 3), ('none', 3), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	76.86000061035156
785	Genotype(normal=[('avg_pool_3x3', 1), ('max_pool_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('max_pool_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	66.08000183105469
786	Genotype(normal=[('none', 0), ('dil_conv_5x5', 1), ('max_pool_3x3', 2), ('sep_conv_3x3', 1), ('none', 3), ('sep_conv_3x3', 2), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('dil_conv_5x5', 1), ('max_pool_3x3', 2), ('sep_conv_3x3', 1), ('none', 3), ('sep_conv_3x3', 2), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	79.6199951171875
787	Genotype(normal=[('dil_conv_3x3', 1), ('none', 0), ('sep_conv_5x5', 1), ('avg_pool_3x3', 1), ('max_pool_3x3', 2), ('max_pool_3x3', 2), ('none', 1), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('none', 0), ('sep_conv_5x5', 1), ('avg_pool_3x3', 1), ('max_pool_3x3', 2), ('max_pool_3x3', 2), ('none', 1), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	76.91999816894531
788	Genotype(normal=[('sep_conv_5x5', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 1), ('none', 2), ('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_3x3', 2), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 1), ('none', 2), ('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_3x3', 2), ('none', 2)], reduce_concat=[2, 3, 4, 5])	84.66999816894531
789	Genotype(normal=[('sep_conv_5x5', 0), ('skip_connect', 1), ('none', 2), ('avg_pool_3x3', 1), ('dil_conv_3x3', 0), ('dil_conv_5x5', 3), ('avg_pool_3x3', 1), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('skip_connect', 1), ('none', 2), ('avg_pool_3x3', 1), ('dil_conv_3x3', 0), ('dil_conv_5x5', 3), ('avg_pool_3x3', 1), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	79.88999938964844
790	Genotype(normal=[('skip_connect', 0), ('none', 1), ('max_pool_3x3', 2), ('none', 1), ('dil_conv_3x3', 1), ('sep_conv_3x3', 3), ('none', 4), ('avg_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('none', 1), ('max_pool_3x3', 2), ('none', 1), ('dil_conv_3x3', 1), ('sep_conv_3x3', 3), ('none', 4), ('avg_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	68.1500015258789
791	Genotype(normal=[('dil_conv_3x3', 0), ('skip_connect', 0), ('max_pool_3x3', 2), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('skip_connect', 1), ('avg_pool_3x3', 4), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('skip_connect', 0), ('max_pool_3x3', 2), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('skip_connect', 1), ('avg_pool_3x3', 4), ('none', 2)], reduce_concat=[2, 3, 4, 5])	76.40999603271484
792	Genotype(normal=[('sep_conv_5x5', 1), ('skip_connect', 0), ('dil_conv_3x3', 1), ('dil_conv_5x5', 2), ('none', 0), ('none', 3), ('sep_conv_5x5', 4), ('none', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('skip_connect', 0), ('dil_conv_3x3', 1), ('dil_conv_5x5', 2), ('none', 0), ('none', 3), ('sep_conv_5x5', 4), ('none', 0)], reduce_concat=[2, 3, 4, 5])	81.04999542236328
793	Genotype(normal=[('dil_conv_3x3', 1), ('skip_connect', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 2), ('sep_conv_5x5', 0), ('max_pool_3x3', 3), ('dil_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('skip_connect', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 2), ('sep_conv_5x5', 0), ('max_pool_3x3', 3), ('dil_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	81.23999786376953
794	Genotype(normal=[('max_pool_3x3', 0), ('none', 1), ('skip_connect', 2), ('sep_conv_5x5', 0), ('sep_conv_5x5', 1), ('none', 1), ('none', 0), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('none', 1), ('skip_connect', 2), ('sep_conv_5x5', 0), ('sep_conv_5x5', 1), ('none', 1), ('none', 0), ('none', 1)], reduce_concat=[2, 3, 4, 5])	77.58000183105469
795	Genotype(normal=[('dil_conv_5x5', 0), ('avg_pool_3x3', 1), ('dil_conv_3x3', 0), ('none', 0), ('none', 1), ('dil_conv_5x5', 2), ('dil_conv_5x5', 0), ('none', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('avg_pool_3x3', 1), ('dil_conv_3x3', 0), ('none', 0), ('none', 1), ('dil_conv_5x5', 2), ('dil_conv_5x5', 0), ('none', 3)], reduce_concat=[2, 3, 4, 5])	76.58000183105469
796	Genotype(normal=[('none', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 1), ('sep_conv_3x3', 2), ('sep_conv_3x3', 3), ('sep_conv_5x5', 2), ('sep_conv_3x3', 0), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 1), ('sep_conv_3x3', 2), ('sep_conv_3x3', 3), ('sep_conv_5x5', 2), ('sep_conv_3x3', 0), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	84.62999725341797
797	Genotype(normal=[('dil_conv_3x3', 1), ('none', 1), ('dil_conv_3x3', 2), ('sep_conv_3x3', 0), ('dil_conv_5x5', 3), ('max_pool_3x3', 3), ('avg_pool_3x3', 0), ('dil_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('none', 1), ('dil_conv_3x3', 2), ('sep_conv_3x3', 0), ('dil_conv_5x5', 3), ('max_pool_3x3', 3), ('avg_pool_3x3', 0), ('dil_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	82.63999938964844
798	Genotype(normal=[('max_pool_3x3', 0), ('skip_connect', 1), ('sep_conv_5x5', 0), ('avg_pool_3x3', 1), ('skip_connect', 3), ('avg_pool_3x3', 0), ('sep_conv_3x3', 4), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('skip_connect', 1), ('sep_conv_5x5', 0), ('avg_pool_3x3', 1), ('skip_connect', 3), ('avg_pool_3x3', 0), ('sep_conv_3x3', 4), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	82.93999481201172
799	Genotype(normal=[('max_pool_3x3', 1), ('none', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 0), ('none', 1), ('none', 3), ('avg_pool_3x3', 0), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('none', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 0), ('none', 1), ('none', 3), ('avg_pool_3x3', 0), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	76.66999816894531
800	Genotype(normal=[('dil_conv_5x5', 1), ('avg_pool_3x3', 0), ('none', 1), ('none', 0), ('dil_conv_3x3', 3), ('dil_conv_3x3', 2), ('sep_conv_3x3', 2), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('avg_pool_3x3', 0), ('none', 1), ('none', 0), ('dil_conv_3x3', 3), ('dil_conv_3x3', 2), ('sep_conv_3x3', 2), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	81.93000030517578
801	Genotype(normal=[('dil_conv_3x3', 0), ('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 2), ('skip_connect', 0), ('avg_pool_3x3', 3), ('sep_conv_5x5', 0), ('none', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 2), ('skip_connect', 0), ('avg_pool_3x3', 3), ('sep_conv_5x5', 0), ('none', 4)], reduce_concat=[2, 3, 4, 5])	82.29000091552734
802	Genotype(normal=[('avg_pool_3x3', 1), ('none', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 1), ('dil_conv_3x3', 2), ('max_pool_3x3', 2), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('none', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 1), ('dil_conv_3x3', 2), ('max_pool_3x3', 2), ('none', 1)], reduce_concat=[2, 3, 4, 5])	76.2699966430664
803	Genotype(normal=[('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('sep_conv_5x5', 2), ('sep_conv_5x5', 0), ('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('dil_conv_3x3', 4), ('max_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('sep_conv_5x5', 2), ('sep_conv_5x5', 0), ('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('dil_conv_3x3', 4), ('max_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	82.5199966430664
804	Genotype(normal=[('none', 1), ('dil_conv_5x5', 0), ('skip_connect', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 1), ('skip_connect', 3), ('sep_conv_5x5', 0), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('dil_conv_5x5', 0), ('skip_connect', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 1), ('skip_connect', 3), ('sep_conv_5x5', 0), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	77.69999694824219
805	Genotype(normal=[('skip_connect', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 2), ('dil_conv_5x5', 0), ('none', 0), ('avg_pool_3x3', 2), ('sep_conv_3x3', 4), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 2), ('dil_conv_5x5', 0), ('none', 0), ('avg_pool_3x3', 2), ('sep_conv_3x3', 4), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	74.04000091552734
806	Genotype(normal=[('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 0), ('none', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 4), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 0), ('none', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 4), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	82.80999755859375
807	Genotype(normal=[('dil_conv_3x3', 1), ('skip_connect', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 3), ('avg_pool_3x3', 0), ('none', 4), ('skip_connect', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('skip_connect', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 3), ('avg_pool_3x3', 0), ('none', 4), ('skip_connect', 2)], reduce_concat=[2, 3, 4, 5])	82.75
808	Genotype(normal=[('sep_conv_3x3', 1), ('skip_connect', 1), ('skip_connect', 2), ('skip_connect', 2), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('dil_conv_3x3', 3), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('skip_connect', 1), ('skip_connect', 2), ('skip_connect', 2), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('dil_conv_3x3', 3), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	83.37999725341797
809	Genotype(normal=[('skip_connect', 1), ('dil_conv_3x3', 1), ('sep_conv_5x5', 2), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2), ('avg_pool_3x3', 2), ('none', 3), ('dil_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('dil_conv_3x3', 1), ('sep_conv_5x5', 2), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2), ('avg_pool_3x3', 2), ('none', 3), ('dil_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	80.72000122070312
810	Genotype(normal=[('skip_connect', 0), ('skip_connect', 1), ('skip_connect', 0), ('dil_conv_3x3', 1), ('dil_conv_5x5', 1), ('dil_conv_5x5', 0), ('skip_connect', 1), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('skip_connect', 1), ('skip_connect', 0), ('dil_conv_3x3', 1), ('dil_conv_5x5', 1), ('dil_conv_5x5', 0), ('skip_connect', 1), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	68.6500015258789
811	Genotype(normal=[('dil_conv_5x5', 1), ('avg_pool_3x3', 1), ('none', 1), ('avg_pool_3x3', 2), ('dil_conv_5x5', 3), ('none', 3), ('none', 3), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('avg_pool_3x3', 1), ('none', 1), ('avg_pool_3x3', 2), ('dil_conv_5x5', 3), ('none', 3), ('none', 3), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	74.0999984741211
812	Genotype(normal=[('dil_conv_5x5', 1), ('sep_conv_3x3', 1), ('sep_conv_3x3', 2), ('skip_connect', 2), ('sep_conv_3x3', 3), ('avg_pool_3x3', 3), ('dil_conv_5x5', 4), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('sep_conv_3x3', 1), ('sep_conv_3x3', 2), ('skip_connect', 2), ('sep_conv_3x3', 3), ('avg_pool_3x3', 3), ('dil_conv_5x5', 4), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	84.15999603271484
813	Genotype(normal=[('sep_conv_3x3', 1), ('dil_conv_5x5', 0), ('dil_conv_5x5', 1), ('skip_connect', 1), ('sep_conv_3x3', 3), ('dil_conv_3x3', 2), ('sep_conv_5x5', 1), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('dil_conv_5x5', 0), ('dil_conv_5x5', 1), ('skip_connect', 1), ('sep_conv_3x3', 3), ('dil_conv_3x3', 2), ('sep_conv_5x5', 1), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	82.68000030517578
814	Genotype(normal=[('skip_connect', 1), ('dil_conv_3x3', 0), ('sep_conv_3x3', 0), ('avg_pool_3x3', 2), ('dil_conv_3x3', 2), ('sep_conv_5x5', 0), ('max_pool_3x3', 2), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('dil_conv_3x3', 0), ('sep_conv_3x3', 0), ('avg_pool_3x3', 2), ('dil_conv_3x3', 2), ('sep_conv_5x5', 0), ('max_pool_3x3', 2), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	78.86000061035156
815	Genotype(normal=[('dil_conv_5x5', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 2), ('sep_conv_3x3', 2), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 2), ('sep_conv_3x3', 2), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	80.37999725341797
816	Genotype(normal=[('sep_conv_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	79.33999633789062
817	Genotype(normal=[('dil_conv_3x3', 0), ('dil_conv_5x5', 1), ('max_pool_3x3', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('dil_conv_5x5', 1), ('max_pool_3x3', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	77.29999542236328
818	Genotype(normal=[('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('avg_pool_3x3', 2), ('sep_conv_3x3', 0), ('sep_conv_3x3', 2), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('avg_pool_3x3', 2), ('sep_conv_3x3', 0), ('sep_conv_3x3', 2), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	81.95999908447266
819	Genotype(normal=[('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 1), ('dil_conv_5x5', 2), ('skip_connect', 1), ('skip_connect', 1), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 1), ('dil_conv_5x5', 2), ('skip_connect', 1), ('skip_connect', 1), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	73.58000183105469
820	Genotype(normal=[('max_pool_3x3', 1), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('none', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 1), ('max_pool_3x3', 4), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('none', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 1), ('max_pool_3x3', 4), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	72.65999603271484
821	Genotype(normal=[('none', 0), ('dil_conv_5x5', 1), ('skip_connect', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 3), ('dil_conv_3x3', 2), ('sep_conv_5x5', 3), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('dil_conv_5x5', 1), ('skip_connect', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 3), ('dil_conv_3x3', 2), ('sep_conv_5x5', 3), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	83.13999938964844
822	Genotype(normal=[('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 1), ('skip_connect', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('dil_conv_3x3', 2), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 1), ('skip_connect', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('dil_conv_3x3', 2), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	79.82999420166016
823	Genotype(normal=[('none', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 2), ('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 2), ('avg_pool_3x3', 1), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 2), ('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 2), ('avg_pool_3x3', 1), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	81.68999481201172
824	Genotype(normal=[('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('avg_pool_3x3', 2), ('dil_conv_5x5', 3), ('avg_pool_3x3', 1), ('none', 2), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('avg_pool_3x3', 2), ('dil_conv_5x5', 3), ('avg_pool_3x3', 1), ('none', 2), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	84.3699951171875
825	Genotype(normal=[('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 2), ('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 4), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 2), ('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 4), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	83.02999877929688
826	Genotype(normal=[('dil_conv_3x3', 0), ('skip_connect', 0), ('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('none', 2), ('dil_conv_5x5', 3), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('skip_connect', 0), ('max_pool_3x3', 0), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('none', 2), ('dil_conv_5x5', 3), ('none', 2)], reduce_concat=[2, 3, 4, 5])	77.00999450683594
827	Genotype(normal=[('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('none', 1), ('max_pool_3x3', 0), ('none', 3), ('max_pool_3x3', 3), ('skip_connect', 3), ('dil_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('none', 1), ('max_pool_3x3', 0), ('none', 3), ('max_pool_3x3', 3), ('skip_connect', 3), ('dil_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	72.5999984741211
828	Genotype(normal=[('max_pool_3x3', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 1), ('sep_conv_5x5', 2), ('sep_conv_3x3', 1), ('avg_pool_3x3', 0), ('none', 3), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 1), ('sep_conv_5x5', 2), ('sep_conv_3x3', 1), ('avg_pool_3x3', 0), ('none', 3), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	81.79000091552734
829	Genotype(normal=[('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('none', 0), ('avg_pool_3x3', 1), ('avg_pool_3x3', 2), ('skip_connect', 1), ('skip_connect', 3), ('avg_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('none', 0), ('avg_pool_3x3', 1), ('avg_pool_3x3', 2), ('skip_connect', 1), ('skip_connect', 3), ('avg_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	72.30999755859375
830	Genotype(normal=[('skip_connect', 1), ('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('none', 1), ('skip_connect', 0), ('sep_conv_3x3', 3), ('avg_pool_3x3', 4), ('dil_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('none', 1), ('skip_connect', 0), ('sep_conv_3x3', 3), ('avg_pool_3x3', 4), ('dil_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	73.75
831	Genotype(normal=[('dil_conv_5x5', 1), ('none', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 2), ('avg_pool_3x3', 2), ('skip_connect', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('none', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 2), ('avg_pool_3x3', 2), ('skip_connect', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	80.9000015258789
832	Genotype(normal=[('none', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('skip_connect', 2), ('sep_conv_3x3', 2), ('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('skip_connect', 2), ('sep_conv_3x3', 2), ('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	82.22000122070312
833	Genotype(normal=[('sep_conv_3x3', 0), ('sep_conv_5x5', 1), ('sep_conv_3x3', 2), ('avg_pool_3x3', 2), ('dil_conv_5x5', 1), ('sep_conv_5x5', 3), ('max_pool_3x3', 2), ('skip_connect', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('sep_conv_5x5', 1), ('sep_conv_3x3', 2), ('avg_pool_3x3', 2), ('dil_conv_5x5', 1), ('sep_conv_5x5', 3), ('max_pool_3x3', 2), ('skip_connect', 1)], reduce_concat=[2, 3, 4, 5])	85.07999420166016
834	Genotype(normal=[('skip_connect', 0), ('none', 0), ('dil_conv_3x3', 2), ('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('sep_conv_3x3', 3), ('avg_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('none', 0), ('dil_conv_3x3', 2), ('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('sep_conv_3x3', 3), ('avg_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	77.88999938964844
835	Genotype(normal=[('skip_connect', 1), ('avg_pool_3x3', 1), ('skip_connect', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 1), ('skip_connect', 0), ('max_pool_3x3', 2), ('skip_connect', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('avg_pool_3x3', 1), ('skip_connect', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 1), ('skip_connect', 0), ('max_pool_3x3', 2), ('skip_connect', 0)], reduce_concat=[2, 3, 4, 5])	73.5199966430664
836	Genotype(normal=[('skip_connect', 1), ('dil_conv_5x5', 0), ('sep_conv_5x5', 2), ('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('skip_connect', 3), ('dil_conv_5x5', 3), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('dil_conv_5x5', 0), ('sep_conv_5x5', 2), ('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('skip_connect', 3), ('dil_conv_5x5', 3), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	83.68999481201172
837	Genotype(normal=[('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_3x3', 0), ('skip_connect', 2), ('max_pool_3x3', 2), ('dil_conv_5x5', 2), ('skip_connect', 2), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_3x3', 0), ('skip_connect', 2), ('max_pool_3x3', 2), ('dil_conv_5x5', 2), ('skip_connect', 2), ('none', 1)], reduce_concat=[2, 3, 4, 5])	79.33999633789062
838	Genotype(normal=[('none', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('avg_pool_3x3', 0), ('skip_connect', 2), ('max_pool_3x3', 4), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('avg_pool_3x3', 0), ('skip_connect', 2), ('max_pool_3x3', 4), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	80.50999450683594
839	Genotype(normal=[('skip_connect', 1), ('max_pool_3x3', 0), ('none', 2), ('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('none', 1), ('none', 2), ('skip_connect', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('max_pool_3x3', 0), ('none', 2), ('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('none', 1), ('none', 2), ('skip_connect', 2)], reduce_concat=[2, 3, 4, 5])	76.04999542236328
840	Genotype(normal=[('none', 0), ('none', 1), ('sep_conv_3x3', 1), ('skip_connect', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 1), ('dil_conv_5x5', 1), ('skip_connect', 0)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('none', 1), ('sep_conv_3x3', 1), ('skip_connect', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 1), ('dil_conv_5x5', 1), ('skip_connect', 0)], reduce_concat=[2, 3, 4, 5])	77.87999725341797
841	Genotype(normal=[('skip_connect', 0), ('none', 1), ('avg_pool_3x3', 0), ('skip_connect', 0), ('skip_connect', 2), ('dil_conv_3x3', 2), ('sep_conv_5x5', 3), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('none', 1), ('avg_pool_3x3', 0), ('skip_connect', 0), ('skip_connect', 2), ('dil_conv_3x3', 2), ('sep_conv_5x5', 3), ('none', 1)], reduce_concat=[2, 3, 4, 5])	77.22000122070312
842	Genotype(normal=[('avg_pool_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 2), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_3x3', 1), ('max_pool_3x3', 3), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 2), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_3x3', 1), ('max_pool_3x3', 3), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	76.36000061035156
843	Genotype(normal=[('dil_conv_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_5x5', 2), ('dil_conv_5x5', 1), ('max_pool_3x3', 2), ('skip_connect', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_5x5', 2), ('dil_conv_5x5', 1), ('max_pool_3x3', 2), ('skip_connect', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	82.30999755859375
844	Genotype(normal=[('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('sep_conv_3x3', 1), ('max_pool_3x3', 0), ('max_pool_3x3', 2), ('avg_pool_3x3', 1), ('max_pool_3x3', 4), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('sep_conv_3x3', 1), ('max_pool_3x3', 0), ('max_pool_3x3', 2), ('avg_pool_3x3', 1), ('max_pool_3x3', 4), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	78.88999938964844
845	Genotype(normal=[('none', 0), ('dil_conv_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('skip_connect', 0), ('sep_conv_3x3', 3), ('sep_conv_5x5', 0), ('skip_connect', 0)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('dil_conv_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('skip_connect', 0), ('sep_conv_3x3', 3), ('sep_conv_5x5', 0), ('skip_connect', 0)], reduce_concat=[2, 3, 4, 5])	79.72999572753906
846	Genotype(normal=[('dil_conv_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 1), ('none', 3), ('none', 1), ('sep_conv_3x3', 2), ('dil_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 1), ('none', 3), ('none', 1), ('sep_conv_3x3', 2), ('dil_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	82.63999938964844
847	Genotype(normal=[('dil_conv_3x3', 1), ('none', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 1), ('none', 0), ('avg_pool_3x3', 3), ('dil_conv_3x3', 0), ('dil_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('none', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 1), ('none', 0), ('avg_pool_3x3', 3), ('dil_conv_3x3', 0), ('dil_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	70.3499984741211
848	Genotype(normal=[('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('sep_conv_5x5', 2), ('max_pool_3x3', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 2), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('dil_conv_5x5', 0), ('sep_conv_5x5', 2), ('max_pool_3x3', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 2), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	78.80999755859375
849	Genotype(normal=[('max_pool_3x3', 0), ('avg_pool_3x3', 0), ('skip_connect', 1), ('none', 0), ('none', 2), ('max_pool_3x3', 0), ('none', 1), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('avg_pool_3x3', 0), ('skip_connect', 1), ('none', 0), ('none', 2), ('max_pool_3x3', 0), ('none', 1), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	75.69999694824219
850	Genotype(normal=[('skip_connect', 0), ('none', 0), ('max_pool_3x3', 1), ('none', 1), ('none', 2), ('none', 1), ('sep_conv_5x5', 1), ('avg_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('none', 0), ('max_pool_3x3', 1), ('none', 1), ('none', 2), ('none', 1), ('sep_conv_5x5', 1), ('avg_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	75.37999725341797
851	Genotype(normal=[('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('skip_connect', 1), ('sep_conv_5x5', 2), ('max_pool_3x3', 1), ('sep_conv_5x5', 3), ('avg_pool_3x3', 2), ('none', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('skip_connect', 1), ('sep_conv_5x5', 2), ('max_pool_3x3', 1), ('sep_conv_5x5', 3), ('avg_pool_3x3', 2), ('none', 0)], reduce_concat=[2, 3, 4, 5])	82.32999420166016
852	Genotype(normal=[('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('dil_conv_3x3', 1), ('sep_conv_5x5', 2), ('dil_conv_3x3', 3), ('avg_pool_3x3', 2), ('sep_conv_5x5', 0), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('dil_conv_3x3', 1), ('sep_conv_5x5', 2), ('dil_conv_3x3', 3), ('avg_pool_3x3', 2), ('sep_conv_5x5', 0), ('none', 1)], reduce_concat=[2, 3, 4, 5])	83.79999542236328
853	Genotype(normal=[('sep_conv_5x5', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('skip_connect', 1), ('sep_conv_3x3', 2), ('sep_conv_3x3', 2), ('dil_conv_3x3', 1), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('skip_connect', 1), ('sep_conv_3x3', 2), ('sep_conv_3x3', 2), ('dil_conv_3x3', 1), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	84.1500015258789
854	Genotype(normal=[('sep_conv_5x5', 1), ('none', 0), ('dil_conv_5x5', 1), ('skip_connect', 2), ('dil_conv_5x5', 2), ('sep_conv_5x5', 3), ('dil_conv_3x3', 2), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('none', 0), ('dil_conv_5x5', 1), ('skip_connect', 2), ('dil_conv_5x5', 2), ('sep_conv_5x5', 3), ('dil_conv_3x3', 2), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	82.94999694824219
855	Genotype(normal=[('none', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('none', 0), ('avg_pool_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('none', 0), ('avg_pool_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	77.48999786376953
856	Genotype(normal=[('none', 1), ('sep_conv_3x3', 0), ('none', 0), ('sep_conv_5x5', 1), ('none', 0), ('sep_conv_5x5', 1), ('sep_conv_5x5', 4), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('sep_conv_3x3', 0), ('none', 0), ('sep_conv_5x5', 1), ('none', 0), ('sep_conv_5x5', 1), ('sep_conv_5x5', 4), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	84.40999603271484
857	Genotype(normal=[('avg_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 1), ('sep_conv_3x3', 2), ('dil_conv_3x3', 0), ('none', 0), ('dil_conv_3x3', 3), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 1), ('sep_conv_3x3', 2), ('dil_conv_3x3', 0), ('none', 0), ('dil_conv_3x3', 3), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	81.32999420166016
858	Genotype(normal=[('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 3), ('dil_conv_5x5', 1), ('dil_conv_5x5', 2), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 3), ('dil_conv_5x5', 1), ('dil_conv_5x5', 2), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	83.65999603271484
859	Genotype(normal=[('max_pool_3x3', 1), ('none', 1), ('none', 2), ('dil_conv_3x3', 1), ('dil_conv_3x3', 0), ('dil_conv_3x3', 3), ('none', 1), ('avg_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('none', 1), ('none', 2), ('dil_conv_3x3', 1), ('dil_conv_3x3', 0), ('dil_conv_3x3', 3), ('none', 1), ('avg_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	73.54000091552734
860	Genotype(normal=[('dil_conv_3x3', 0), ('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('none', 2), ('max_pool_3x3', 3), ('dil_conv_3x3', 0), ('skip_connect', 2), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('none', 2), ('max_pool_3x3', 3), ('dil_conv_3x3', 0), ('skip_connect', 2), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	77.43000030517578
861	Genotype(normal=[('skip_connect', 0), ('max_pool_3x3', 0), ('sep_conv_3x3', 2), ('dil_conv_3x3', 2), ('none', 3), ('dil_conv_3x3', 0), ('none', 0), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('max_pool_3x3', 0), ('sep_conv_3x3', 2), ('dil_conv_3x3', 2), ('none', 3), ('dil_conv_3x3', 0), ('none', 0), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	75.63999938964844
862	Genotype(normal=[('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('none', 0), ('none', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 1), ('sep_conv_3x3', 1), ('dil_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('none', 0), ('none', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 1), ('sep_conv_3x3', 1), ('dil_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	77.54999542236328
863	Genotype(normal=[('sep_conv_3x3', 1), ('dil_conv_3x3', 1), ('skip_connect', 2), ('none', 0), ('sep_conv_5x5', 1), ('sep_conv_5x5', 3), ('dil_conv_3x3', 4), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('dil_conv_3x3', 1), ('skip_connect', 2), ('none', 0), ('sep_conv_5x5', 1), ('sep_conv_5x5', 3), ('dil_conv_3x3', 4), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	85.25
864	Genotype(normal=[('none', 1), ('dil_conv_3x3', 0), ('skip_connect', 2), ('sep_conv_5x5', 1), ('none', 1), ('skip_connect', 1), ('sep_conv_5x5', 0), ('none', 0)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('dil_conv_3x3', 0), ('skip_connect', 2), ('sep_conv_5x5', 1), ('none', 1), ('skip_connect', 1), ('sep_conv_5x5', 0), ('none', 0)], reduce_concat=[2, 3, 4, 5])	78.29999542236328
865	Genotype(normal=[('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('sep_conv_5x5', 2), ('dil_conv_3x3', 2), ('none', 0), ('sep_conv_3x3', 3), ('none', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('sep_conv_5x5', 2), ('dil_conv_3x3', 2), ('none', 0), ('sep_conv_3x3', 3), ('none', 0)], reduce_concat=[2, 3, 4, 5])	83.3499984741211
866	Genotype(normal=[('sep_conv_3x3', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 0), ('sep_conv_3x3', 2), ('avg_pool_3x3', 3), ('dil_conv_3x3', 2), ('dil_conv_3x3', 2), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 0), ('sep_conv_3x3', 2), ('avg_pool_3x3', 3), ('dil_conv_3x3', 2), ('dil_conv_3x3', 2), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	82.05999755859375
867	Genotype(normal=[('avg_pool_3x3', 1), ('dil_conv_3x3', 1), ('sep_conv_5x5', 1), ('skip_connect', 0), ('sep_conv_3x3', 3), ('none', 0), ('dil_conv_3x3', 2), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('dil_conv_3x3', 1), ('sep_conv_5x5', 1), ('skip_connect', 0), ('sep_conv_3x3', 3), ('none', 0), ('dil_conv_3x3', 2), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	83.7699966430664
868	Genotype(normal=[('dil_conv_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 2), ('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('skip_connect', 1), ('avg_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_3x3', 2), ('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('skip_connect', 1), ('avg_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	81.0999984741211
869	Genotype(normal=[('dil_conv_5x5', 0), ('sep_conv_3x3', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 2), ('sep_conv_3x3', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 4), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('sep_conv_3x3', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 2), ('sep_conv_3x3', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 4), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	75.43999481201172
870	Genotype(normal=[('dil_conv_5x5', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 1), ('sep_conv_5x5', 2), ('sep_conv_3x3', 2), ('sep_conv_3x3', 1), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 0), ('avg_pool_3x3', 1), ('sep_conv_5x5', 2), ('sep_conv_3x3', 2), ('sep_conv_3x3', 1), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	83.3699951171875
871	Genotype(normal=[('skip_connect', 0), ('max_pool_3x3', 0), ('sep_conv_5x5', 2), ('skip_connect', 2), ('max_pool_3x3', 1), ('avg_pool_3x3', 2), ('sep_conv_5x5', 0), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('max_pool_3x3', 0), ('sep_conv_5x5', 2), ('skip_connect', 2), ('max_pool_3x3', 1), ('avg_pool_3x3', 2), ('sep_conv_5x5', 0), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	78.91999816894531
872	Genotype(normal=[('sep_conv_3x3', 0), ('skip_connect', 1), ('none', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 0), ('skip_connect', 3), ('sep_conv_5x5', 1), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('skip_connect', 1), ('none', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 0), ('skip_connect', 3), ('sep_conv_5x5', 1), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	81.18000030517578
873	Genotype(normal=[('sep_conv_3x3', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 2), ('skip_connect', 2), ('dil_conv_3x3', 2), ('avg_pool_3x3', 0), ('sep_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 2), ('skip_connect', 2), ('dil_conv_3x3', 2), ('avg_pool_3x3', 0), ('sep_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	83.82999420166016
874	Genotype(normal=[('none', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 0), ('max_pool_3x3', 2), ('sep_conv_3x3', 3), ('dil_conv_5x5', 2), ('skip_connect', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 0), ('max_pool_3x3', 2), ('sep_conv_3x3', 3), ('dil_conv_5x5', 2), ('skip_connect', 1)], reduce_concat=[2, 3, 4, 5])	83.5999984741211
875	Genotype(normal=[('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 2), ('dil_conv_5x5', 3), ('dil_conv_3x3', 2), ('none', 0), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 2), ('dil_conv_5x5', 3), ('dil_conv_3x3', 2), ('none', 0), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	79.70999908447266
876	Genotype(normal=[('dil_conv_3x3', 1), ('dil_conv_5x5', 1), ('dil_conv_3x3', 0), ('dil_conv_5x5', 2), ('dil_conv_5x5', 0), ('max_pool_3x3', 2), ('dil_conv_5x5', 2), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('dil_conv_5x5', 1), ('dil_conv_3x3', 0), ('dil_conv_5x5', 2), ('dil_conv_5x5', 0), ('max_pool_3x3', 2), ('dil_conv_5x5', 2), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	78.15999603271484
877	Genotype(normal=[('skip_connect', 0), ('dil_conv_5x5', 1), ('none', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 3), ('none', 2), ('sep_conv_3x3', 4), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('dil_conv_5x5', 1), ('none', 0), ('max_pool_3x3', 0), ('max_pool_3x3', 3), ('none', 2), ('sep_conv_3x3', 4), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	68.98999786376953
878	Genotype(normal=[('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('none', 0), ('dil_conv_3x3', 2), ('sep_conv_3x3', 1), ('avg_pool_3x3', 3), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('none', 0), ('dil_conv_3x3', 2), ('sep_conv_3x3', 1), ('avg_pool_3x3', 3), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	81.57999420166016
879	Genotype(normal=[('skip_connect', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 2), ('dil_conv_5x5', 1), ('skip_connect', 3), ('none', 2), ('sep_conv_3x3', 0), ('sep_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 2), ('dil_conv_5x5', 1), ('skip_connect', 3), ('none', 2), ('sep_conv_3x3', 0), ('sep_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	81.91999816894531
880	Genotype(normal=[('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('sep_conv_3x3', 2), ('sep_conv_5x5', 0), ('none', 1), ('none', 2), ('none', 1), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('sep_conv_3x3', 2), ('sep_conv_5x5', 0), ('none', 1), ('none', 2), ('none', 1), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	83.37999725341797
881	Genotype(normal=[('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('avg_pool_3x3', 2), ('sep_conv_3x3', 1), ('dil_conv_3x3', 2), ('max_pool_3x3', 3), ('dil_conv_5x5', 4), ('dil_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('avg_pool_3x3', 2), ('sep_conv_3x3', 1), ('dil_conv_3x3', 2), ('max_pool_3x3', 3), ('dil_conv_5x5', 4), ('dil_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	81.4000015258789
882	Genotype(normal=[('sep_conv_5x5', 0), ('max_pool_3x3', 0), ('none', 2), ('none', 0), ('sep_conv_5x5', 2), ('sep_conv_5x5', 1), ('sep_conv_3x3', 3), ('dil_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('max_pool_3x3', 0), ('none', 2), ('none', 0), ('sep_conv_5x5', 2), ('sep_conv_5x5', 1), ('sep_conv_3x3', 3), ('dil_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	83.69999694824219
883	Genotype(normal=[('dil_conv_5x5', 0), ('none', 0), ('sep_conv_3x3', 2), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 2), ('dil_conv_5x5', 0), ('none', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('none', 0), ('sep_conv_3x3', 2), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 2), ('dil_conv_5x5', 0), ('none', 3)], reduce_concat=[2, 3, 4, 5])	77.3699951171875
884	Genotype(normal=[('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('none', 1), ('max_pool_3x3', 2), ('max_pool_3x3', 1), ('none', 1), ('skip_connect', 0), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('max_pool_3x3', 0), ('none', 1), ('max_pool_3x3', 2), ('max_pool_3x3', 1), ('none', 1), ('skip_connect', 0), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	73.73999786376953
885	Genotype(normal=[('none', 1), ('sep_conv_5x5', 1), ('avg_pool_3x3', 2), ('sep_conv_5x5', 0), ('avg_pool_3x3', 3), ('dil_conv_5x5', 2), ('max_pool_3x3', 2), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('sep_conv_5x5', 1), ('avg_pool_3x3', 2), ('sep_conv_5x5', 0), ('avg_pool_3x3', 3), ('dil_conv_5x5', 2), ('max_pool_3x3', 2), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	82.8699951171875
886	Genotype(normal=[('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('avg_pool_3x3', 2), ('sep_conv_3x3', 0), ('sep_conv_5x5', 2), ('sep_conv_5x5', 2), ('dil_conv_3x3', 1), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('avg_pool_3x3', 2), ('sep_conv_3x3', 0), ('sep_conv_5x5', 2), ('sep_conv_5x5', 2), ('dil_conv_3x3', 1), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	85.1500015258789
887	Genotype(normal=[('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('none', 2), ('avg_pool_3x3', 2), ('dil_conv_5x5', 3), ('sep_conv_5x5', 2), ('sep_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('none', 2), ('avg_pool_3x3', 2), ('dil_conv_5x5', 3), ('sep_conv_5x5', 2), ('sep_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	84.91999816894531
888	Genotype(normal=[('none', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 0), ('sep_conv_3x3', 1), ('none', 3), ('max_pool_3x3', 1), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 0), ('sep_conv_3x3', 1), ('none', 3), ('max_pool_3x3', 1), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	72.66999816894531
889	Genotype(normal=[('avg_pool_3x3', 1), ('none', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2), ('skip_connect', 2), ('dil_conv_5x5', 0), ('dil_conv_3x3', 1), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('none', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2), ('skip_connect', 2), ('dil_conv_5x5', 0), ('dil_conv_3x3', 1), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	65.47000122070312
890	Genotype(normal=[('dil_conv_5x5', 0), ('dil_conv_3x3', 0), ('none', 1), ('dil_conv_5x5', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 1), ('none', 1), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('dil_conv_3x3', 0), ('none', 1), ('dil_conv_5x5', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 1), ('none', 1), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	79.02999877929688
891	Genotype(normal=[('dil_conv_3x3', 0), ('none', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 2), ('sep_conv_3x3', 2), ('dil_conv_3x3', 0), ('dil_conv_5x5', 3), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('none', 1), ('sep_conv_5x5', 0), ('dil_conv_3x3', 2), ('sep_conv_3x3', 2), ('dil_conv_3x3', 0), ('dil_conv_5x5', 3), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	81.82999420166016
892	Genotype(normal=[('sep_conv_5x5', 0), ('none', 0), ('dil_conv_5x5', 2), ('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 2), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('none', 0), ('dil_conv_5x5', 2), ('sep_conv_5x5', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 2), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	84.93000030517578
893	Genotype(normal=[('dil_conv_5x5', 1), ('sep_conv_3x3', 0), ('skip_connect', 2), ('max_pool_3x3', 2), ('none', 0), ('skip_connect', 2), ('avg_pool_3x3', 3), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('sep_conv_3x3', 0), ('skip_connect', 2), ('max_pool_3x3', 2), ('none', 0), ('skip_connect', 2), ('avg_pool_3x3', 3), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	74.45999908447266
894	Genotype(normal=[('dil_conv_3x3', 0), ('skip_connect', 0), ('dil_conv_5x5', 2), ('skip_connect', 2), ('sep_conv_3x3', 3), ('skip_connect', 2), ('dil_conv_5x5', 0), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('skip_connect', 0), ('dil_conv_5x5', 2), ('skip_connect', 2), ('sep_conv_3x3', 3), ('skip_connect', 2), ('dil_conv_5x5', 0), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	80.72999572753906
895	Genotype(normal=[('sep_conv_5x5', 0), ('skip_connect', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 2), ('none', 3), ('skip_connect', 2), ('max_pool_3x3', 1), ('avg_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('skip_connect', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 2), ('none', 3), ('skip_connect', 2), ('max_pool_3x3', 1), ('avg_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	81.63999938964844
896	Genotype(normal=[('avg_pool_3x3', 1), ('none', 1), ('sep_conv_5x5', 0), ('avg_pool_3x3', 0), ('max_pool_3x3', 3), ('avg_pool_3x3', 1), ('sep_conv_3x3', 2), ('skip_connect', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('none', 1), ('sep_conv_5x5', 0), ('avg_pool_3x3', 0), ('max_pool_3x3', 3), ('avg_pool_3x3', 1), ('sep_conv_3x3', 2), ('skip_connect', 0)], reduce_concat=[2, 3, 4, 5])	77.02999877929688
897	Genotype(normal=[('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 0), ('none', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 0), ('none', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	72.79000091552734
898	Genotype(normal=[('skip_connect', 1), ('skip_connect', 0), ('avg_pool_3x3', 1), ('none', 1), ('none', 0), ('max_pool_3x3', 1), ('dil_conv_3x3', 1), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('skip_connect', 0), ('avg_pool_3x3', 1), ('none', 1), ('none', 0), ('max_pool_3x3', 1), ('dil_conv_3x3', 1), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	69.2699966430664
899	Genotype(normal=[('dil_conv_5x5', 1), ('skip_connect', 0), ('sep_conv_3x3', 2), ('sep_conv_5x5', 2), ('sep_conv_5x5', 0), ('avg_pool_3x3', 2), ('skip_connect', 0), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('skip_connect', 0), ('sep_conv_3x3', 2), ('sep_conv_5x5', 2), ('sep_conv_5x5', 0), ('avg_pool_3x3', 2), ('skip_connect', 0), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	83.27999877929688
900	Genotype(normal=[('avg_pool_3x3', 0), ('none', 0), ('sep_conv_3x3', 1), ('none', 2), ('sep_conv_3x3', 3), ('sep_conv_3x3', 2), ('max_pool_3x3', 4), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('none', 0), ('sep_conv_3x3', 1), ('none', 2), ('sep_conv_3x3', 3), ('sep_conv_3x3', 2), ('max_pool_3x3', 4), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	80.6500015258789
901	Genotype(normal=[('avg_pool_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 1), ('sep_conv_5x5', 2), ('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 1), ('sep_conv_5x5', 2), ('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	79.50999450683594
902	Genotype(normal=[('sep_conv_5x5', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('skip_connect', 2), ('max_pool_3x3', 3), ('dil_conv_3x3', 3), ('sep_conv_3x3', 1), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('skip_connect', 2), ('max_pool_3x3', 3), ('dil_conv_3x3', 3), ('sep_conv_3x3', 1), ('none', 1)], reduce_concat=[2, 3, 4, 5])	80.97000122070312
903	Genotype(normal=[('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 2), ('dil_conv_5x5', 0), ('avg_pool_3x3', 1), ('sep_conv_3x3', 2), ('skip_connect', 2), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 2), ('dil_conv_5x5', 0), ('avg_pool_3x3', 1), ('sep_conv_3x3', 2), ('skip_connect', 2), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	83.73999786376953
904	Genotype(normal=[('skip_connect', 1), ('dil_conv_5x5', 1), ('skip_connect', 1), ('none', 2), ('dil_conv_3x3', 1), ('sep_conv_3x3', 3), ('sep_conv_5x5', 0), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('dil_conv_5x5', 1), ('skip_connect', 1), ('none', 2), ('dil_conv_3x3', 1), ('sep_conv_3x3', 3), ('sep_conv_5x5', 0), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	76.72999572753906
905	Genotype(normal=[('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('dil_conv_5x5', 2), ('sep_conv_3x3', 1), ('sep_conv_5x5', 0), ('skip_connect', 3), ('sep_conv_3x3', 2), ('dil_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('dil_conv_5x5', 2), ('sep_conv_3x3', 1), ('sep_conv_5x5', 0), ('skip_connect', 3), ('sep_conv_3x3', 2), ('dil_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	84.75
906	Genotype(normal=[('none', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 3), ('dil_conv_5x5', 0), ('none', 0), ('dil_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 3), ('dil_conv_5x5', 0), ('none', 0), ('dil_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	79.97000122070312
907	Genotype(normal=[('none', 0), ('dil_conv_5x5', 1), ('skip_connect', 2), ('skip_connect', 2), ('skip_connect', 1), ('max_pool_3x3', 0), ('dil_conv_3x3', 2), ('max_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('dil_conv_5x5', 1), ('skip_connect', 2), ('skip_connect', 2), ('skip_connect', 1), ('max_pool_3x3', 0), ('dil_conv_3x3', 2), ('max_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	75.43000030517578
908	Genotype(normal=[('dil_conv_5x5', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 2), ('sep_conv_3x3', 1), ('sep_conv_5x5', 3), ('sep_conv_3x3', 0), ('max_pool_3x3', 4), ('skip_connect', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 2), ('sep_conv_3x3', 1), ('sep_conv_5x5', 3), ('sep_conv_3x3', 0), ('max_pool_3x3', 4), ('skip_connect', 0)], reduce_concat=[2, 3, 4, 5])	84.97000122070312
909	Genotype(normal=[('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('dil_conv_5x5', 0), ('skip_connect', 0), ('none', 2), ('sep_conv_5x5', 0), ('max_pool_3x3', 3), ('skip_connect', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('dil_conv_5x5', 0), ('skip_connect', 0), ('none', 2), ('sep_conv_5x5', 0), ('max_pool_3x3', 3), ('skip_connect', 0)], reduce_concat=[2, 3, 4, 5])	78.72000122070312
910	Genotype(normal=[('none', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 2), ('dil_conv_3x3', 2), ('skip_connect', 3), ('none', 2), ('dil_conv_5x5', 3), ('dil_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 2), ('dil_conv_3x3', 2), ('skip_connect', 3), ('none', 2), ('dil_conv_5x5', 3), ('dil_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	80.73999786376953
911	Genotype(normal=[('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('none', 2), ('dil_conv_3x3', 2), ('max_pool_3x3', 2), ('dil_conv_3x3', 2), ('avg_pool_3x3', 4), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('none', 2), ('dil_conv_3x3', 2), ('max_pool_3x3', 2), ('dil_conv_3x3', 2), ('avg_pool_3x3', 4), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	79.8499984741211
912	Genotype(normal=[('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('skip_connect', 2), ('sep_conv_3x3', 1), ('max_pool_3x3', 1), ('skip_connect', 0), ('max_pool_3x3', 4), ('skip_connect', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('sep_conv_5x5', 1), ('skip_connect', 2), ('sep_conv_3x3', 1), ('max_pool_3x3', 1), ('skip_connect', 0), ('max_pool_3x3', 4), ('skip_connect', 1)], reduce_concat=[2, 3, 4, 5])	76.40999603271484
913	Genotype(normal=[('sep_conv_3x3', 0), ('avg_pool_3x3', 1), ('none', 1), ('sep_conv_5x5', 1), ('sep_conv_3x3', 2), ('max_pool_3x3', 3), ('dil_conv_5x5', 4), ('dil_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('avg_pool_3x3', 1), ('none', 1), ('sep_conv_5x5', 1), ('sep_conv_3x3', 2), ('max_pool_3x3', 3), ('dil_conv_5x5', 4), ('dil_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	83.30999755859375
914	Genotype(normal=[('sep_conv_3x3', 0), ('skip_connect', 1), ('dil_conv_3x3', 2), ('sep_conv_5x5', 1), ('sep_conv_5x5', 3), ('dil_conv_5x5', 0), ('dil_conv_3x3', 2), ('sep_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('skip_connect', 1), ('dil_conv_3x3', 2), ('sep_conv_5x5', 1), ('sep_conv_5x5', 3), ('dil_conv_5x5', 0), ('dil_conv_3x3', 2), ('sep_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	85.72000122070312
915	Genotype(normal=[('avg_pool_3x3', 0), ('none', 1), ('none', 2), ('max_pool_3x3', 1), ('dil_conv_5x5', 3), ('dil_conv_5x5', 3), ('sep_conv_5x5', 3), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('none', 1), ('none', 2), ('max_pool_3x3', 1), ('dil_conv_5x5', 3), ('dil_conv_5x5', 3), ('sep_conv_5x5', 3), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	74.50999450683594
916	Genotype(normal=[('max_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('skip_connect', 3), ('none', 2), ('none', 3), ('dil_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('skip_connect', 3), ('none', 2), ('none', 3), ('dil_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	67.33999633789062
917	Genotype(normal=[('dil_conv_5x5', 0), ('skip_connect', 1), ('sep_conv_3x3', 2), ('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('max_pool_3x3', 2), ('max_pool_3x3', 4), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('skip_connect', 1), ('sep_conv_3x3', 2), ('avg_pool_3x3', 1), ('sep_conv_5x5', 0), ('max_pool_3x3', 2), ('max_pool_3x3', 4), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])	81.23999786376953
918	Genotype(normal=[('sep_conv_5x5', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 2), ('skip_connect', 2), ('avg_pool_3x3', 2), ('none', 0), ('max_pool_3x3', 3), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 2), ('skip_connect', 2), ('avg_pool_3x3', 2), ('none', 0), ('max_pool_3x3', 3), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	81.15999603271484
919	Genotype(normal=[('skip_connect', 0), ('sep_conv_5x5', 1), ('none', 2), ('skip_connect', 1), ('dil_conv_3x3', 1), ('dil_conv_5x5', 2), ('max_pool_3x3', 1), ('none', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('sep_conv_5x5', 1), ('none', 2), ('skip_connect', 1), ('dil_conv_3x3', 1), ('dil_conv_5x5', 2), ('max_pool_3x3', 1), ('none', 4)], reduce_concat=[2, 3, 4, 5])	81.22000122070312
920	Genotype(normal=[('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2), ('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 1), ('skip_connect', 2), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2), ('avg_pool_3x3', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 1), ('skip_connect', 2), ('none', 2)], reduce_concat=[2, 3, 4, 5])	63.56999969482422
921	Genotype(normal=[('max_pool_3x3', 0), ('sep_conv_3x3', 1), ('dil_conv_5x5', 2), ('none', 0), ('none', 1), ('dil_conv_5x5', 3), ('dil_conv_3x3', 3), ('dil_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('sep_conv_3x3', 1), ('dil_conv_5x5', 2), ('none', 0), ('none', 1), ('dil_conv_5x5', 3), ('dil_conv_3x3', 3), ('dil_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	81.68999481201172
922	Genotype(normal=[('max_pool_3x3', 0), ('max_pool_3x3', 1), ('skip_connect', 0), ('none', 1), ('sep_conv_5x5', 1), ('skip_connect', 3), ('dil_conv_5x5', 1), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('max_pool_3x3', 1), ('skip_connect', 0), ('none', 1), ('sep_conv_5x5', 1), ('skip_connect', 3), ('dil_conv_5x5', 1), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	77.31999969482422
923	Genotype(normal=[('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('skip_connect', 1), ('sep_conv_5x5', 0), ('none', 2), ('dil_conv_3x3', 3), ('sep_conv_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('skip_connect', 1), ('sep_conv_5x5', 0), ('none', 2), ('dil_conv_3x3', 3), ('sep_conv_3x3', 1)], reduce_concat=[2, 3, 4, 5])	78.75999450683594
924	Genotype(normal=[('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('none', 1), ('none', 2), ('dil_conv_5x5', 2), ('sep_conv_5x5', 3), ('sep_conv_3x3', 4), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('none', 1), ('none', 2), ('dil_conv_5x5', 2), ('sep_conv_5x5', 3), ('sep_conv_3x3', 4), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	82.61000061035156
925	Genotype(normal=[('avg_pool_3x3', 1), ('none', 1), ('sep_conv_5x5', 2), ('dil_conv_3x3', 1), ('sep_conv_5x5', 3), ('max_pool_3x3', 1), ('skip_connect', 0), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('none', 1), ('sep_conv_5x5', 2), ('dil_conv_3x3', 1), ('sep_conv_5x5', 3), ('max_pool_3x3', 1), ('skip_connect', 0), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	83.6199951171875
926	Genotype(normal=[('avg_pool_3x3', 0), ('max_pool_3x3', 0), ('skip_connect', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 3), ('sep_conv_5x5', 4), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('max_pool_3x3', 0), ('skip_connect', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 3), ('sep_conv_5x5', 4), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	85.20999908447266
927	Genotype(normal=[('sep_conv_3x3', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('dil_conv_3x3', 0), ('max_pool_3x3', 2), ('avg_pool_3x3', 2), ('none', 4), ('sep_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('dil_conv_3x3', 0), ('max_pool_3x3', 2), ('avg_pool_3x3', 2), ('none', 4), ('sep_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	83.97000122070312
928	Genotype(normal=[('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 2), ('sep_conv_5x5', 2), ('sep_conv_3x3', 3), ('max_pool_3x3', 2), ('none', 3), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 2), ('sep_conv_5x5', 2), ('sep_conv_3x3', 3), ('max_pool_3x3', 2), ('none', 3), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	81.8699951171875
929	Genotype(normal=[('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('skip_connect', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 3), ('sep_conv_5x5', 1), ('skip_connect', 2), ('none', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('dil_conv_3x3', 1), ('skip_connect', 1), ('max_pool_3x3', 1), ('dil_conv_5x5', 3), ('sep_conv_5x5', 1), ('skip_connect', 2), ('none', 4)], reduce_concat=[2, 3, 4, 5])	76.04999542236328
930	Genotype(normal=[('none', 1), ('sep_conv_3x3', 1), ('none', 2), ('max_pool_3x3', 1), ('none', 1), ('skip_connect', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('sep_conv_3x3', 1), ('none', 2), ('max_pool_3x3', 1), ('none', 1), ('skip_connect', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	76.0199966430664
931	Genotype(normal=[('dil_conv_3x3', 0), ('skip_connect', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2), ('none', 3), ('dil_conv_5x5', 3), ('skip_connect', 4), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('skip_connect', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2), ('none', 3), ('dil_conv_5x5', 3), ('skip_connect', 4), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	75.22000122070312
932	Genotype(normal=[('sep_conv_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 0), ('skip_connect', 2), ('sep_conv_5x5', 4), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('max_pool_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 0), ('skip_connect', 2), ('sep_conv_5x5', 4), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	84.04999542236328
933	Genotype(normal=[('max_pool_3x3', 1), ('skip_connect', 0), ('dil_conv_3x3', 0), ('none', 1), ('sep_conv_3x3', 3), ('max_pool_3x3', 1), ('dil_conv_5x5', 3), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('skip_connect', 0), ('dil_conv_3x3', 0), ('none', 1), ('sep_conv_3x3', 3), ('max_pool_3x3', 1), ('dil_conv_5x5', 3), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	76.3499984741211
934	Genotype(normal=[('skip_connect', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 2), ('sep_conv_5x5', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 2), ('dil_conv_5x5', 0), ('skip_connect', 1)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('avg_pool_3x3', 1), ('sep_conv_5x5', 2), ('sep_conv_5x5', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 2), ('dil_conv_5x5', 0), ('skip_connect', 1)], reduce_concat=[2, 3, 4, 5])	79.72999572753906
935	Genotype(normal=[('none', 0), ('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 3), ('dil_conv_5x5', 1), ('dil_conv_5x5', 2), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('dil_conv_5x5', 1), ('sep_conv_5x5', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 3), ('dil_conv_5x5', 1), ('dil_conv_5x5', 2), ('none', 2)], reduce_concat=[2, 3, 4, 5])	81.69999694824219
936	Genotype(normal=[('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('sep_conv_3x3', 2), ('dil_conv_5x5', 0), ('dil_conv_3x3', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 2), ('sep_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('sep_conv_3x3', 2), ('dil_conv_5x5', 0), ('dil_conv_3x3', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 2), ('sep_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	85.00999450683594
937	Genotype(normal=[('dil_conv_3x3', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_5x5', 2), ('sep_conv_5x5', 1), ('skip_connect', 2), ('sep_conv_3x3', 0), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_5x5', 2), ('sep_conv_5x5', 1), ('skip_connect', 2), ('sep_conv_3x3', 0), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	78.80999755859375
938	Genotype(normal=[('none', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 2), ('skip_connect', 2), ('dil_conv_5x5', 3), ('dil_conv_5x5', 1), ('none', 1), ('sep_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('avg_pool_3x3', 0), ('sep_conv_5x5', 2), ('skip_connect', 2), ('dil_conv_5x5', 3), ('dil_conv_5x5', 1), ('none', 1), ('sep_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	80.75
939	Genotype(normal=[('none', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 2), ('sep_conv_3x3', 2), ('sep_conv_5x5', 2), ('max_pool_3x3', 1), ('sep_conv_3x3', 2), ('dil_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('sep_conv_3x3', 1), ('avg_pool_3x3', 2), ('sep_conv_3x3', 2), ('sep_conv_5x5', 2), ('max_pool_3x3', 1), ('sep_conv_3x3', 2), ('dil_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	80.54000091552734
940	Genotype(normal=[('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_3x3', 0), ('dil_conv_5x5', 2), ('sep_conv_5x5', 3), ('sep_conv_3x3', 3), ('none', 3), ('sep_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_3x3', 0), ('dil_conv_5x5', 2), ('sep_conv_5x5', 3), ('sep_conv_3x3', 3), ('none', 3), ('sep_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	85.5999984741211
941	Genotype(normal=[('sep_conv_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('avg_pool_3x3', 2), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('dil_conv_5x5', 3), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('avg_pool_3x3', 2), ('sep_conv_5x5', 0), ('sep_conv_5x5', 2), ('dil_conv_5x5', 3), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	85.68000030517578
942	Genotype(normal=[('sep_conv_3x3', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 2), ('skip_connect', 1), ('skip_connect', 1), ('none', 1), ('max_pool_3x3', 3), ('none', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('max_pool_3x3', 1), ('dil_conv_3x3', 2), ('skip_connect', 1), ('skip_connect', 1), ('none', 1), ('max_pool_3x3', 3), ('none', 2)], reduce_concat=[2, 3, 4, 5])	76.29000091552734
943	Genotype(normal=[('skip_connect', 1), ('max_pool_3x3', 1), ('none', 2), ('max_pool_3x3', 2), ('dil_conv_3x3', 2), ('max_pool_3x3', 3), ('sep_conv_5x5', 0), ('skip_connect', 1)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('max_pool_3x3', 1), ('none', 2), ('max_pool_3x3', 2), ('dil_conv_3x3', 2), ('max_pool_3x3', 3), ('sep_conv_5x5', 0), ('skip_connect', 1)], reduce_concat=[2, 3, 4, 5])	75.94999694824219
944	Genotype(normal=[('sep_conv_5x5', 1), ('none', 0), ('avg_pool_3x3', 0), ('none', 2), ('skip_connect', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 4), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('none', 0), ('avg_pool_3x3', 0), ('none', 2), ('skip_connect', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 4), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	75.91999816894531
945	Genotype(normal=[('sep_conv_5x5', 1), ('skip_connect', 0), ('none', 2), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2), ('dil_conv_3x3', 2), ('sep_conv_3x3', 3), ('max_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('skip_connect', 0), ('none', 2), ('dil_conv_5x5', 0), ('avg_pool_3x3', 2), ('dil_conv_3x3', 2), ('sep_conv_3x3', 3), ('max_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	82.41999816894531
946	Genotype(normal=[('skip_connect', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_3x3', 2), ('sep_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_3x3', 2), ('sep_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	79.1199951171875
947	Genotype(normal=[('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('none', 2), ('avg_pool_3x3', 0), ('none', 0), ('dil_conv_5x5', 2), ('sep_conv_3x3', 0), ('max_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('none', 2), ('avg_pool_3x3', 0), ('none', 0), ('dil_conv_5x5', 2), ('sep_conv_3x3', 0), ('max_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	79.13999938964844
948	Genotype(normal=[('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_3x3', 1), ('skip_connect', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 0), ('none', 3), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_3x3', 1), ('skip_connect', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 0), ('none', 3), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	69.6199951171875
949	Genotype(normal=[('max_pool_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 2), ('sep_conv_5x5', 2), ('none', 2), ('skip_connect', 3), ('sep_conv_3x3', 3), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 2), ('sep_conv_5x5', 2), ('none', 2), ('skip_connect', 3), ('sep_conv_3x3', 3), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	83.47000122070312
950	Genotype(normal=[('dil_conv_3x3', 1), ('none', 0), ('avg_pool_3x3', 0), ('sep_conv_3x3', 1), ('max_pool_3x3', 2), ('max_pool_3x3', 0), ('sep_conv_3x3', 2), ('avg_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('none', 0), ('avg_pool_3x3', 0), ('sep_conv_3x3', 1), ('max_pool_3x3', 2), ('max_pool_3x3', 0), ('sep_conv_3x3', 2), ('avg_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	75.69999694824219
951	Genotype(normal=[('skip_connect', 0), ('sep_conv_3x3', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 0), ('skip_connect', 2), ('avg_pool_3x3', 1), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('sep_conv_3x3', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 0), ('skip_connect', 2), ('avg_pool_3x3', 1), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	77.83999633789062
952	Genotype(normal=[('sep_conv_5x5', 1), ('dil_conv_3x3', 1), ('skip_connect', 0), ('none', 2), ('dil_conv_5x5', 0), ('dil_conv_5x5', 2), ('sep_conv_5x5', 4), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('dil_conv_3x3', 1), ('skip_connect', 0), ('none', 2), ('dil_conv_5x5', 0), ('dil_conv_5x5', 2), ('sep_conv_5x5', 4), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	84.37999725341797
953	Genotype(normal=[('none', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('skip_connect', 0), ('dil_conv_5x5', 1), ('sep_conv_5x5', 4), ('skip_connect', 0)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('skip_connect', 0), ('dil_conv_5x5', 1), ('sep_conv_5x5', 4), ('skip_connect', 0)], reduce_concat=[2, 3, 4, 5])	82.18000030517578
954	Genotype(normal=[('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 2), ('sep_conv_3x3', 3), ('sep_conv_5x5', 2), ('dil_conv_3x3', 2), ('sep_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('dil_conv_5x5', 2), ('sep_conv_3x3', 3), ('sep_conv_5x5', 2), ('dil_conv_3x3', 2), ('sep_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])	84.54000091552734
955	Genotype(normal=[('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('dil_conv_3x3', 2), ('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('none', 3), ('sep_conv_3x3', 4), ('sep_conv_5x5', 1)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('dil_conv_3x3', 2), ('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('none', 3), ('sep_conv_3x3', 4), ('sep_conv_5x5', 1)], reduce_concat=[2, 3, 4, 5])	77.54000091552734
956	Genotype(normal=[('none', 0), ('skip_connect', 0), ('skip_connect', 0), ('sep_conv_5x5', 0), ('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('sep_conv_5x5', 3), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('skip_connect', 0), ('skip_connect', 0), ('sep_conv_5x5', 0), ('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('sep_conv_5x5', 3), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	83.68000030517578
957	Genotype(normal=[('sep_conv_3x3', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 2), ('avg_pool_3x3', 2), ('none', 2), ('skip_connect', 1), ('max_pool_3x3', 3), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 2), ('avg_pool_3x3', 2), ('none', 2), ('skip_connect', 1), ('max_pool_3x3', 3), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	77.43999481201172
958	Genotype(normal=[('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('none', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 3), ('dil_conv_5x5', 4), ('avg_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('none', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 3), ('dil_conv_5x5', 4), ('avg_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	82.50999450683594
959	Genotype(normal=[('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('sep_conv_3x3', 2), ('skip_connect', 2), ('skip_connect', 3), ('dil_conv_5x5', 2), ('max_pool_3x3', 1), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('sep_conv_3x3', 2), ('skip_connect', 2), ('skip_connect', 3), ('dil_conv_5x5', 2), ('max_pool_3x3', 1), ('none', 1)], reduce_concat=[2, 3, 4, 5])	82.38999938964844
960	Genotype(normal=[('max_pool_3x3', 0), ('max_pool_3x3', 1), ('none', 1), ('dil_conv_3x3', 0), ('dil_conv_5x5', 1), ('none', 3), ('sep_conv_3x3', 3), ('avg_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('max_pool_3x3', 1), ('none', 1), ('dil_conv_3x3', 0), ('dil_conv_5x5', 1), ('none', 3), ('sep_conv_3x3', 3), ('avg_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	75.98999786376953
961	Genotype(normal=[('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('dil_conv_5x5', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 2), ('sep_conv_3x3', 3), ('sep_conv_3x3', 2), ('skip_connect', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('dil_conv_5x5', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 2), ('sep_conv_3x3', 3), ('sep_conv_3x3', 2), ('skip_connect', 2)], reduce_concat=[2, 3, 4, 5])	82.43999481201172
962	Genotype(normal=[('skip_connect', 1), ('none', 0), ('dil_conv_5x5', 1), ('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('skip_connect', 3), ('max_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 1), ('none', 0), ('dil_conv_5x5', 1), ('dil_conv_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('skip_connect', 3), ('max_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	71.40999603271484
963	Genotype(normal=[('skip_connect', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 2), ('sep_conv_5x5', 2), ('dil_conv_3x3', 3), ('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 2), ('sep_conv_5x5', 2), ('dil_conv_3x3', 3), ('dil_conv_3x3', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	82.86000061035156
964	Genotype(normal=[('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('none', 2), ('sep_conv_5x5', 2), ('max_pool_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('dil_conv_5x5', 0), ('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('none', 2), ('sep_conv_5x5', 2), ('max_pool_3x3', 0)], reduce_concat=[2, 3, 4, 5])	75.47999572753906
965	Genotype(normal=[('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('none', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('sep_conv_5x5', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('none', 4)], reduce_concat=[2, 3, 4, 5])	76.18000030517578
966	Genotype(normal=[('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('max_pool_3x3', 0), ('dil_conv_3x3', 3), ('dil_conv_5x5', 2), ('sep_conv_5x5', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('avg_pool_3x3', 0), ('dil_conv_5x5', 1), ('max_pool_3x3', 0), ('dil_conv_3x3', 3), ('dil_conv_5x5', 2), ('sep_conv_5x5', 2)], reduce_concat=[2, 3, 4, 5])	81.75999450683594
967	Genotype(normal=[('avg_pool_3x3', 0), ('sep_conv_3x3', 1), ('max_pool_3x3', 1), ('skip_connect', 1), ('dil_conv_3x3', 1), ('skip_connect', 2), ('skip_connect', 2), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('sep_conv_3x3', 1), ('max_pool_3x3', 1), ('skip_connect', 1), ('dil_conv_3x3', 1), ('skip_connect', 2), ('skip_connect', 2), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	78.5199966430664
968	Genotype(normal=[('skip_connect', 0), ('none', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 1), ('none', 0), ('skip_connect', 3), ('dil_conv_5x5', 1), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('none', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 1), ('none', 0), ('skip_connect', 3), ('dil_conv_5x5', 1), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	69.75999450683594
969	Genotype(normal=[('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 2), ('dil_conv_5x5', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 2), ('dil_conv_5x5', 3), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 2), ('dil_conv_5x5', 0), ('dil_conv_3x3', 2), ('dil_conv_3x3', 2), ('dil_conv_5x5', 3), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	82.0
970	Genotype(normal=[('max_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 2), ('skip_connect', 3), ('dil_conv_5x5', 1), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_5x5', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 2), ('skip_connect', 3), ('dil_conv_5x5', 1), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	82.5199966430664
971	Genotype(normal=[('none', 0), ('none', 1), ('skip_connect', 2), ('sep_conv_5x5', 2), ('dil_conv_5x5', 2), ('dil_conv_3x3', 2), ('sep_conv_5x5', 0), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('none', 1), ('skip_connect', 2), ('sep_conv_5x5', 2), ('dil_conv_5x5', 2), ('dil_conv_3x3', 2), ('sep_conv_5x5', 0), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	74.5199966430664
972	Genotype(normal=[('sep_conv_5x5', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 1), ('skip_connect', 1), ('none', 2), ('dil_conv_3x3', 4), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('avg_pool_3x3', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 1), ('skip_connect', 1), ('none', 2), ('dil_conv_3x3', 4), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	78.47000122070312
973	Genotype(normal=[('skip_connect', 0), ('dil_conv_5x5', 0), ('avg_pool_3x3', 1), ('skip_connect', 0), ('sep_conv_5x5', 1), ('skip_connect', 2), ('skip_connect', 0), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('dil_conv_5x5', 0), ('avg_pool_3x3', 1), ('skip_connect', 0), ('sep_conv_5x5', 1), ('skip_connect', 2), ('skip_connect', 0), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	78.31999969482422
974	Genotype(normal=[('sep_conv_3x3', 1), ('sep_conv_5x5', 1), ('dil_conv_5x5', 2), ('sep_conv_3x3', 2), ('dil_conv_5x5', 2), ('skip_connect', 2), ('avg_pool_3x3', 3), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('sep_conv_5x5', 1), ('dil_conv_5x5', 2), ('sep_conv_3x3', 2), ('dil_conv_5x5', 2), ('skip_connect', 2), ('avg_pool_3x3', 3), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	83.27999877929688
975	Genotype(normal=[('sep_conv_5x5', 0), ('none', 0), ('sep_conv_5x5', 1), ('skip_connect', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('none', 0), ('sep_conv_5x5', 1), ('skip_connect', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	82.31999969482422
976	Genotype(normal=[('none', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('none', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 3), ('skip_connect', 2), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('none', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 3), ('skip_connect', 2), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	74.1199951171875
977	Genotype(normal=[('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 3), ('dil_conv_3x3', 0), ('sep_conv_5x5', 1), ('sep_conv_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 3), ('dil_conv_3x3', 0), ('sep_conv_5x5', 1), ('sep_conv_3x3', 3)], reduce_concat=[2, 3, 4, 5])	84.3499984741211
978	Genotype(normal=[('none', 1), ('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('dil_conv_5x5', 0), ('none', 3), ('avg_pool_3x3', 0), ('sep_conv_3x3', 3), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('dil_conv_5x5', 0), ('none', 3), ('avg_pool_3x3', 0), ('sep_conv_3x3', 3), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	80.25999450683594
979	Genotype(normal=[('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('none', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 1), ('dil_conv_5x5', 3), ('skip_connect', 0), ('sep_conv_5x5', 3)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 1), ('dil_conv_3x3', 1), ('none', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 1), ('dil_conv_5x5', 3), ('skip_connect', 0), ('sep_conv_5x5', 3)], reduce_concat=[2, 3, 4, 5])	80.82999420166016
980	Genotype(normal=[('none', 1), ('none', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('skip_connect', 3), ('dil_conv_5x5', 4), ('max_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('none', 0), ('dil_conv_5x5', 1), ('sep_conv_3x3', 1), ('sep_conv_3x3', 1), ('skip_connect', 3), ('dil_conv_5x5', 4), ('max_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	80.91999816894531
981	Genotype(normal=[('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 0), ('dil_conv_3x3', 3), ('dil_conv_5x5', 0), ('max_pool_3x3', 2), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 0), ('dil_conv_3x3', 3), ('dil_conv_5x5', 0), ('max_pool_3x3', 2), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	77.08999633789062
982	Genotype(normal=[('max_pool_3x3', 0), ('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('none', 2), ('max_pool_3x3', 1), ('none', 0), ('dil_conv_5x5', 2), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('none', 2), ('max_pool_3x3', 1), ('none', 0), ('dil_conv_5x5', 2), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	76.55999755859375
983	Genotype(normal=[('skip_connect', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_3x3', 2), ('sep_conv_3x3', 2), ('sep_conv_5x5', 2), ('skip_connect', 0)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_3x3', 2), ('sep_conv_3x3', 2), ('sep_conv_5x5', 2), ('skip_connect', 0)], reduce_concat=[2, 3, 4, 5])	80.3499984741211
984	Genotype(normal=[('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2), ('avg_pool_3x3', 0), ('skip_connect', 2), ('avg_pool_3x3', 2), ('sep_conv_5x5', 4), ('sep_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('avg_pool_3x3', 2), ('avg_pool_3x3', 0), ('skip_connect', 2), ('avg_pool_3x3', 2), ('sep_conv_5x5', 4), ('sep_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	79.68999481201172
985	Genotype(normal=[('max_pool_3x3', 1), ('skip_connect', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 3), ('max_pool_3x3', 1), ('sep_conv_3x3', 0), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 1), ('skip_connect', 1), ('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_5x5', 3), ('max_pool_3x3', 1), ('sep_conv_3x3', 0), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	81.20999908447266
986	Genotype(normal=[('skip_connect', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 1), ('dil_conv_3x3', 3), ('skip_connect', 1), ('none', 2), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('skip_connect', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 1), ('dil_conv_3x3', 3), ('skip_connect', 1), ('none', 2), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])	75.38999938964844
987	Genotype(normal=[('max_pool_3x3', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 2), ('skip_connect', 1), ('sep_conv_3x3', 3), ('sep_conv_5x5', 4), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 2), ('skip_connect', 1), ('sep_conv_3x3', 3), ('sep_conv_5x5', 4), ('none', 1)], reduce_concat=[2, 3, 4, 5])	84.72999572753906
988	Genotype(normal=[('dil_conv_5x5', 1), ('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('none', 0), ('skip_connect', 0), ('skip_connect', 3), ('avg_pool_3x3', 1), ('skip_connect', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('dil_conv_5x5', 0), ('dil_conv_5x5', 0), ('none', 0), ('skip_connect', 0), ('skip_connect', 3), ('avg_pool_3x3', 1), ('skip_connect', 2)], reduce_concat=[2, 3, 4, 5])	68.00999450683594
989	Genotype(normal=[('avg_pool_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 2), ('max_pool_3x3', 2), ('avg_pool_3x3', 2), ('sep_conv_5x5', 0), ('skip_connect', 0), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_3x3', 2), ('max_pool_3x3', 2), ('avg_pool_3x3', 2), ('sep_conv_5x5', 0), ('skip_connect', 0), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	77.08000183105469
990	Genotype(normal=[('dil_conv_3x3', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('avg_pool_3x3', 0), ('max_pool_3x3', 4), ('dil_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 0), ('avg_pool_3x3', 0), ('max_pool_3x3', 4), ('dil_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	70.13999938964844
991	Genotype(normal=[('sep_conv_3x3', 0), ('none', 0), ('avg_pool_3x3', 2), ('dil_conv_3x3', 2), ('none', 3), ('skip_connect', 0), ('dil_conv_3x3', 3), ('dil_conv_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('none', 0), ('avg_pool_3x3', 2), ('dil_conv_3x3', 2), ('none', 3), ('skip_connect', 0), ('dil_conv_3x3', 3), ('dil_conv_3x3', 4)], reduce_concat=[2, 3, 4, 5])	80.29999542236328
992	Genotype(normal=[('none', 0), ('max_pool_3x3', 1), ('dil_conv_5x5', 2), ('avg_pool_3x3', 2), ('dil_conv_3x3', 3), ('sep_conv_3x3', 0), ('sep_conv_5x5', 4), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('max_pool_3x3', 1), ('dil_conv_5x5', 2), ('avg_pool_3x3', 2), ('dil_conv_3x3', 3), ('sep_conv_3x3', 0), ('sep_conv_5x5', 4), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])	83.00999450683594
993	Genotype(normal=[('none', 1), ('dil_conv_5x5', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 0), ('dil_conv_5x5', 0), ('none', 1)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('dil_conv_5x5', 1), ('max_pool_3x3', 1), ('max_pool_3x3', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 0), ('dil_conv_5x5', 0), ('none', 1)], reduce_concat=[2, 3, 4, 5])	70.93999481201172
994	Genotype(normal=[('max_pool_3x3', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 2), ('sep_conv_3x3', 1), ('skip_connect', 2), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('avg_pool_3x3', 1)], normal_concat=[2, 3, 4, 5], reduce=[('max_pool_3x3', 0), ('dil_conv_3x3', 0), ('avg_pool_3x3', 2), ('sep_conv_3x3', 1), ('skip_connect', 2), ('sep_conv_3x3', 0), ('avg_pool_3x3', 0), ('avg_pool_3x3', 1)], reduce_concat=[2, 3, 4, 5])	75.02999877929688
995	Genotype(normal=[('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 2), ('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('none', 0), ('none', 0), ('dil_conv_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 2), ('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('none', 0), ('none', 0), ('dil_conv_3x3', 2)], reduce_concat=[2, 3, 4, 5])	83.54000091552734
996	Genotype(normal=[('dil_conv_3x3', 0), ('dil_conv_5x5', 0), ('sep_conv_3x3', 1), ('none', 0), ('dil_conv_5x5', 0), ('none', 3), ('max_pool_3x3', 3), ('avg_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_3x3', 0), ('dil_conv_5x5', 0), ('sep_conv_3x3', 1), ('none', 0), ('dil_conv_5x5', 0), ('none', 3), ('max_pool_3x3', 3), ('avg_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])	74.3699951171875
997	Genotype(normal=[('dil_conv_5x5', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 2), ('dil_conv_5x5', 2), ('max_pool_3x3', 2), ('sep_conv_3x3', 2), ('skip_connect', 2), ('dil_conv_5x5', 0)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 1), ('max_pool_3x3', 1), ('sep_conv_3x3', 2), ('dil_conv_5x5', 2), ('max_pool_3x3', 2), ('sep_conv_3x3', 2), ('skip_connect', 2), ('dil_conv_5x5', 0)], reduce_concat=[2, 3, 4, 5])	80.29000091552734
998	Genotype(normal=[('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 3), ('dil_conv_5x5', 2), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('avg_pool_3x3', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 3), ('dil_conv_5x5', 2), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	79.05999755859375
999	Genotype(normal=[('sep_conv_3x3', 1), ('dil_conv_5x5', 1), ('none', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('skip_connect', 0), ('none', 1), ('sep_conv_5x5', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_3x3', 1), ('dil_conv_5x5', 1), ('none', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 1), ('skip_connect', 0), ('none', 1), ('sep_conv_5x5', 4)], reduce_concat=[2, 3, 4, 5])	79.88999938964844
1000	Genotype(normal=[('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_3x3', 1), ('sep_conv_3x3', 2), ('avg_pool_3x3', 3), ('none', 2), ('avg_pool_3x3', 0), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('dil_conv_5x5', 1), ('sep_conv_3x3', 1), ('sep_conv_3x3', 2), ('avg_pool_3x3', 3), ('none', 2), ('avg_pool_3x3', 0), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])	79.19999694824219