414 KiB
414 KiB
| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |
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| 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 |