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genotypes.py
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genotypes.py
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from collections import namedtuple
Genotype = namedtuple("Genotype", "normal normal_concat reduce reduce_concat")
PRIMITIVES = [
"none",
"max_pool_3x3",
"avg_pool_3x3",
"skip_connect",
"sep_conv_3x3",
"sep_conv_5x5",
"dil_conv_3x3",
"dil_conv_5x5",
]
NASNet = Genotype(
normal=[
("sep_conv_5x5", 1),
("sep_conv_3x3", 0),
("sep_conv_5x5", 0),
("sep_conv_3x3", 0),
("avg_pool_3x3", 1),
("skip_connect", 0),
("avg_pool_3x3", 0),
("avg_pool_3x3", 0),
("sep_conv_3x3", 1),
("skip_connect", 1),
],
normal_concat=[2, 3, 4, 5, 6],
reduce=[
("sep_conv_5x5", 1),
("sep_conv_7x7", 0),
("max_pool_3x3", 1),
("sep_conv_7x7", 0),
("avg_pool_3x3", 1),
("sep_conv_5x5", 0),
("skip_connect", 3),
("avg_pool_3x3", 2),
("sep_conv_3x3", 2),
("max_pool_3x3", 1),
],
reduce_concat=[4, 5, 6],
)
AmoebaNet = Genotype(
normal=[
("avg_pool_3x3", 0),
("max_pool_3x3", 1),
("sep_conv_3x3", 0),
("sep_conv_5x5", 2),
("sep_conv_3x3", 0),
("avg_pool_3x3", 3),
("sep_conv_3x3", 1),
("skip_connect", 1),
("skip_connect", 0),
("avg_pool_3x3", 1),
],
normal_concat=[4, 5, 6],
reduce=[
("avg_pool_3x3", 0),
("sep_conv_3x3", 1),
("max_pool_3x3", 0),
("sep_conv_7x7", 2),
("sep_conv_7x7", 0),
("avg_pool_3x3", 1),
("max_pool_3x3", 0),
("max_pool_3x3", 1),
("conv_7x1_1x7", 0),
("sep_conv_3x3", 5),
],
reduce_concat=[3, 4, 6],
)
DARTS_V1 = Genotype(
normal=[
("sep_conv_3x3", 1),
("sep_conv_3x3", 0),
("skip_connect", 0),
("sep_conv_3x3", 1),
("skip_connect", 0),
("sep_conv_3x3", 1),
("sep_conv_3x3", 0),
("skip_connect", 2),
],
normal_concat=[2, 3, 4, 5],
reduce=[
("max_pool_3x3", 0),
("max_pool_3x3", 1),
("skip_connect", 2),
("max_pool_3x3", 0),
("max_pool_3x3", 0),
("skip_connect", 2),
("skip_connect", 2),
("avg_pool_3x3", 0),
],
reduce_concat=[2, 3, 4, 5],
)
DARTS_V2 = Genotype(
normal=[
("sep_conv_3x3", 0),
("sep_conv_3x3", 1),
("sep_conv_3x3", 0),
("sep_conv_3x3", 1),
("sep_conv_3x3", 1),
("skip_connect", 0),
("skip_connect", 0),
("dil_conv_3x3", 2),
],
normal_concat=[2, 3, 4, 5],
reduce=[
("max_pool_3x3", 0),
("max_pool_3x3", 1),
("skip_connect", 2),
("max_pool_3x3", 1),
("max_pool_3x3", 0),
("skip_connect", 2),
("skip_connect", 2),
("max_pool_3x3", 1),
],
reduce_concat=[2, 3, 4, 5],
)
MyDARTS = Genotype(
normal=[
("max_pool_3x3", 0),
("max_pool_3x3", 1),
("max_pool_3x3", 0),
("max_pool_3x3", 2),
("max_pool_3x3", 2),
("max_pool_3x3", 0),
("max_pool_3x3", 2),
("max_pool_3x3", 0),
],
normal_concat=range(2, 6),
reduce=[
("dil_conv_5x5", 1),
("dil_conv_5x5", 0),
("max_pool_3x3", 2),
("sep_conv_5x5", 1),
("dil_conv_5x5", 3),
("sep_conv_5x5", 0),
("dil_conv_5x5", 2),
("sep_conv_5x5", 3),
],
reduce_concat=range(2, 6),
)
DARTS = DARTS_V1