1001 lines
414 KiB
Plaintext
1001 lines
414 KiB
Plaintext
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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||
|
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"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
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||
|
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"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
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||
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"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
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||
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"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
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||
|
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"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
|
||
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"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
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||
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"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
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||
|
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"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
|
||
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"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
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||
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"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
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||
|
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"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
|
||
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"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
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||
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"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
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||
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"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
|
||
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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||
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"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
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||
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"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
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||
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"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
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||
|
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"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
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||
|
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"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
|
||
|
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"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
|
||
|
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"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
|
||
|
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"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
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||
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"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
|
||
|
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"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
|
||
|
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"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
|
||
|
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"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
|
||
|
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"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
|
||
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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||
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"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
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||
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"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
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||
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"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
|
||
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"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
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||
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"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
|
||
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"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
|
||
|
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"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
|
||
|
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"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
|
||
|
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"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
|
||
|
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"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
|
||
|
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"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
|
||
|
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"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
|
||
|
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"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
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||
|
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"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
|
||
|
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"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
|
||
|
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"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
|
||
|
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"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
|
||
|
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"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
|
||
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
|
||
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"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
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||
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"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
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||
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"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
|
||
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"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
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||
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"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
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||
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"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
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||
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"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
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||
|
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"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
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||
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"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
|
||
|
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"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
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||
|
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
|
||
|
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"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
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||
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"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
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||
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"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
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||
|
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"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
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||
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"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
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||
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"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
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||
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"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
|
||
|
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"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
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||
|
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"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
|
||
|
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"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
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||
|
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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||
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"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
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||
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"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
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||
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"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
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||
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"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
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||
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"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
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||
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"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
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"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
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"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
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"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
|
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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||
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"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
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"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
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"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
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||
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"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
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||
|
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"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
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"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
|
||
|
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"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
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||
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"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
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||
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"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
|
||
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"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
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||
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"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
|
||
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"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
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||
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"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
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||
|
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"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
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||
|
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"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
|
||
|
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"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
|
||
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"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
|
||
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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||
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"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
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||
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"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
|
||
|
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"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
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||
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"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
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||
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"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
|
||
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"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
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||
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"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
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||
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"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
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||
|
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"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
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||
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"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
|
||
|
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"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
|
||
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"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
|
||
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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||
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"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
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||
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"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
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||
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"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
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||
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"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
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"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
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||
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"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
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||
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"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
|
||
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"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
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||
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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||
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"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
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||
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"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
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||
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"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
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||
|
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"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
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||
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"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
|
||
|
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"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
|
||
|
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"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
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||
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"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
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||
|
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"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
|
||
|
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"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
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||
|
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"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
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||
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"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
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||
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"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
|
||
|
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"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
|
||
|
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"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
|
||
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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||
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"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
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||
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"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
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||
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"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
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||
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"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
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||
|
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"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
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||
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"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
|
||
|
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"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
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||
|
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"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
|
||
|
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"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
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||
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"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
|
||
|
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"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
|
||
|
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"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
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||
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"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
|
||
|
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"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
|
||
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"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
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||
|
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"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
|
||
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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||
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"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
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"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
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"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
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"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
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||
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"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
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"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
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||
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"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
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"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
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"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
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"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
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"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
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"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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"Genotype(normal=[('sep_conv_5x5', 0), ('none', 1), ('sep_conv_5x5', 0), ('max_pool_3x3', 0), ('skip_connect', 3), ('sep_conv_3x3', 0), ('none', 3), ('skip_connect', 4)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 0), ('none', 1), ('sep_conv_5x5', 0), ('max_pool_3x3', 0), ('skip_connect', 3), ('sep_conv_3x3', 0), ('none', 3), ('skip_connect', 4)], reduce_concat=[2, 3, 4, 5])",77.70999908447266
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"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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"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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"Genotype(normal=[('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 0), ('none', 3), ('none', 2), ('sep_conv_3x3', 4), ('dil_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 1), ('dil_conv_5x5', 0), ('max_pool_3x3', 2), ('dil_conv_3x3', 0), ('none', 3), ('none', 2), ('sep_conv_3x3', 4), ('dil_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])",69.47999572753906
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"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
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||
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"Genotype(normal=[('none', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 0), ('sep_conv_3x3', 2), ('dil_conv_3x3', 0), ('skip_connect', 0), ('none', 2), ('max_pool_3x3', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('max_pool_3x3', 0), ('dil_conv_3x3', 0), ('sep_conv_3x3', 2), ('dil_conv_3x3', 0), ('skip_connect', 0), ('none', 2), ('max_pool_3x3', 4)], reduce_concat=[2, 3, 4, 5])",73.23999786376953
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||
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"Genotype(normal=[('none', 0), ('none', 1), ('dil_conv_3x3', 2), ('none', 0), ('dil_conv_3x3', 2), ('none', 0), ('avg_pool_3x3', 2), ('none', 4)], normal_concat=[2, 3, 4, 5], reduce=[('none', 0), ('none', 1), ('dil_conv_3x3', 2), ('none', 0), ('dil_conv_3x3', 2), ('none', 0), ('avg_pool_3x3', 2), ('none', 4)], reduce_concat=[2, 3, 4, 5])",10.25
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"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
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||
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"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
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"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
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||
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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||
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"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
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||
|
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"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
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||
|
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"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
|
||
|
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"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
|
||
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"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
|
||
|
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"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
|
||
|
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"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
|
||
|
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"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
|
||
|
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"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
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||
|
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"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
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||
|
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"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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||
|
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"Genotype(normal=[('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 2), ('avg_pool_3x3', 0), ('max_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('dil_conv_5x5', 2), ('avg_pool_3x3', 0), ('max_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])",78.8699951171875
|
||
|
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"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
|
||
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"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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"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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"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
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"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
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"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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"Genotype(normal=[('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('skip_connect', 1), ('max_pool_3x3', 3), ('none', 0), ('none', 4), ('avg_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('dil_conv_5x5', 0), ('skip_connect', 1), ('max_pool_3x3', 3), ('none', 0), ('none', 4), ('avg_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])",73.94999694824219
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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||
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"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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"Genotype(normal=[('none', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 1), ('skip_connect', 0), ('avg_pool_3x3', 3), ('max_pool_3x3', 2), ('sep_conv_5x5', 0), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('none', 1), ('dil_conv_3x3', 0), ('max_pool_3x3', 1), ('skip_connect', 0), ('avg_pool_3x3', 3), ('max_pool_3x3', 2), ('sep_conv_5x5', 0), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])",75.48999786376953
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||
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"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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||
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"Genotype(normal=[('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_5x5', 2), ('skip_connect', 2), ('max_pool_3x3', 0), ('dil_conv_3x3', 0)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('sep_conv_5x5', 0), ('dil_conv_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_5x5', 2), ('skip_connect', 2), ('max_pool_3x3', 0), ('dil_conv_3x3', 0)], reduce_concat=[2, 3, 4, 5])",81.90999603271484
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||
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"Genotype(normal=[('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 0), ('skip_connect', 3), ('max_pool_3x3', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 2)], normal_concat=[2, 3, 4, 5], reduce=[('dil_conv_5x5', 0), ('sep_conv_3x3', 0), ('dil_conv_3x3', 0), ('dil_conv_5x5', 0), ('skip_connect', 3), ('max_pool_3x3', 1), ('dil_conv_3x3', 1), ('max_pool_3x3', 2)], reduce_concat=[2, 3, 4, 5])",75.18000030517578
|
||
|
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"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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||
|
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"Genotype(normal=[('sep_conv_5x5', 1), ('none', 0), ('sep_conv_5x5', 2), ('skip_connect', 0), ('max_pool_3x3', 0), ('avg_pool_3x3', 2), ('dil_conv_3x3', 0), ('skip_connect', 3)], normal_concat=[2, 3, 4, 5], reduce=[('sep_conv_5x5', 1), ('none', 0), ('sep_conv_5x5', 2), ('skip_connect', 0), ('max_pool_3x3', 0), ('avg_pool_3x3', 2), ('dil_conv_3x3', 0), ('skip_connect', 3)], reduce_concat=[2, 3, 4, 5])",81.32999420166016
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||
|
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"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
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||
|
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"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
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||
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"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
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||
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"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
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||
|
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"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
|
||
|
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"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
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||
|
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"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
|
||
|
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"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
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||
|
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"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
|
||
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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||
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"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
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"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
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"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
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||
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"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
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||
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"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
|
||
|
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"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
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||
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"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
|
||
|
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"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
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||
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"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
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||
|
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"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
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"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
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||
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"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
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"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
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||
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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||
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"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
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||
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"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
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||
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"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
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||
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"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
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||
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"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
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||
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"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
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||
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"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
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||
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"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
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||
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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||
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"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
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||
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"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
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||
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"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
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||
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"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
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||
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"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
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||
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"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
|
||
|
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"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
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||
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"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
|
||
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"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
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||
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"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
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||
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"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
|
||
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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||
|
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"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
|
||
|
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"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
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||
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"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
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||
|
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"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
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||
|
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"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
|
||
|
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"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
|
||
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"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
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||
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"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
|
||
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"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
|
||
|
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"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
|
||
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"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
|
||
|
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"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
|
||
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"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
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||
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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||
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"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
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||
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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"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
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||
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"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
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||
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"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
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||
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"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
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||
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"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
|
||
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"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
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||
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"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
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||
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"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
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||
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"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
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||
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"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
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||
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"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
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"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
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"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
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"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
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"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
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"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
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"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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"Genotype(normal=[('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 0), ('dil_conv_3x3', 3), ('dil_conv_5x5', 0), ('max_pool_3x3', 2), ('avg_pool_3x3', 3)], normal_concat=[2, 3, 4, 5], reduce=[('avg_pool_3x3', 0), ('avg_pool_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 0), ('dil_conv_3x3', 3), ('dil_conv_5x5', 0), ('max_pool_3x3', 2), ('avg_pool_3x3', 3)], reduce_concat=[2, 3, 4, 5])",77.08999633789062
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"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
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"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
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"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
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"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
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"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
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||
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"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
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||
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"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
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"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
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||
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"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
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||
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"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
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"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
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"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
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"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
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"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
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|
|
"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
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||
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"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
|
||
|
|
"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
|
||
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"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
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