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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])
PC_DARTS_cifar = Genotype(normal=[('sep_conv_3x3', 1), ('skip_connect', 0), ('sep_conv_3x3', 0),
('dil_conv_3x3', 1), ('sep_conv_5x5', 0), ('sep_conv_3x3', 1),
('avg_pool_3x3', 0), ('dil_conv_3x3', 1)],
normal_concat=range(2, 6),
reduce=[('sep_conv_5x5', 1), ('max_pool_3x3', 0), ('sep_conv_5x5', 1),
('sep_conv_5x5', 2), ('sep_conv_3x3', 0), ('sep_conv_3x3', 3),
('sep_conv_3x3', 1), ('sep_conv_3x3', 2)],
reduce_concat=range(2, 6))
PC_DARTS_image = Genotype(normal=[('skip_connect', 1), ('sep_conv_3x3', 0), ('sep_conv_3x3', 0),
('skip_connect', 1), ('sep_conv_3x3', 1), ('sep_conv_3x3', 3),
('sep_conv_3x3', 1), ('dil_conv_5x5', 4)],
normal_concat=range(2, 6),
reduce=[('sep_conv_3x3', 0), ('skip_connect', 1), ('dil_conv_5x5', 2),
('max_pool_3x3', 1), ('sep_conv_3x3', 2), ('sep_conv_3x3', 1),
('sep_conv_5x5', 0), ('sep_conv_3x3', 3)],
reduce_concat=range(2, 6))
PC_DARTS_face5 = Genotype(normal=[('sep_conv_3x3', 0), ('sep_conv_5x5', 1), ('sep_conv_5x5', 2), ('sep_conv_5x5', 1), ('sep_conv_5x5', 3), ('sep_conv_5x5', 2), ('max_pool_3x3', 3), ('sep_conv_3x3', 4)], normal_concat=range(2, 6), reduce=[('max_pool_3x3', 1), ('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 2), ('max_pool_3x3', 1), ('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 0)], reduce_concat=range(2, 6))
PC_DARTS_face10 = Genotype(normal=[('sep_conv_5x5', 0), ('sep_conv_5x5', 1), ('sep_conv_5x5', 1), ('sep_conv_5x5', 2), ('sep_conv_5x5', 3), ('sep_conv_5x5', 1), ('sep_conv_5x5', 4), ('max_pool_3x3', 3)], normal_concat=range(2, 6), reduce=[('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('max_pool_3x3', 1), ('avg_pool_3x3', 0), ('max_pool_3x3', 1), ('sep_conv_3x3', 0), ('max_pool_3x3', 2), ('skip_connect', 1)], reduce_concat=range(2, 6))
PC_DARTS_face15 = Genotype(normal=[('sep_conv_5x5', 1), ('sep_conv_3x3', 0), ('sep_conv_5x5', 0), ('sep_conv_3x3', 2), ('sep_conv_5x5', 3), ('avg_pool_3x3', 2), ('sep_conv_3x3', 4), ('sep_conv_3x3', 1)], normal_concat=range(2, 6), reduce=[('max_pool_3x3', 1), ('max_pool_3x3', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('max_pool_3x3', 2), ('sep_conv_3x3', 3)], reduce_concat=range(2, 6))
PC_DARTS_face15_2 = Genotype(normal=[('sep_conv_5x5', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 0), ('sep_conv_3x3', 2), ('sep_conv_5x5', 3), ('sep_conv_3x3', 1), ('sep_conv_3x3', 4), ('sep_conv_5x5', 0)], normal_concat=range(2, 6), reduce=[('max_pool_3x3', 1), ('max_pool_3x3', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_5x5', 1), ('max_pool_3x3', 2), ('max_pool_3x3', 2), ('sep_conv_3x3', 3)], reduce_concat=range(2, 6))
PC_DARTS_face25 = Genotype(normal=[('sep_conv_5x5', 1), ('sep_conv_5x5', 0), ('sep_conv_5x5', 1), ('dil_conv_3x3', 0), ('sep_conv_5x5', 3), ('sep_conv_5x5', 1), ('sep_conv_5x5', 4), ('max_pool_3x3', 2)], normal_concat=range(2, 6), reduce=[('max_pool_3x3', 1), ('max_pool_3x3', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 0), ('max_pool_3x3', 1), ('max_pool_3x3', 0), ('max_pool_3x3', 2), ('max_pool_3x3', 3)], reduce_concat=range(2, 6))
PC_DARTS_face20_2data = Genotype(normal=[('sep_conv_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 0), ('max_pool_3x3', 1), ('sep_conv_5x5', 3), ('sep_conv_3x3', 1), ('sep_conv_5x5', 4), ('max_pool_3x3', 3)], normal_concat=range(2, 6), reduce=[('max_pool_3x3', 1), ('max_pool_3x3', 0), ('avg_pool_3x3', 1), ('max_pool_3x3', 2), ('sep_conv_5x5', 1), ('max_pool_3x3', 3), ('sep_conv_3x3', 0), ('sep_conv_3x3', 1)], reduce_concat=range(2, 6))
PC_DARTS_face20_5data = Genotype(normal=[('avg_pool_3x3', 1), ('avg_pool_3x3', 0), ('avg_pool_3x3', 1), ('avg_pool_3x3', 0), ('dil_conv_3x3', 1), ('sep_conv_3x3', 3), ('sep_conv_5x5', 3), ('sep_conv_3x3', 1)], normal_concat=range(2, 6), reduce=[('max_pool_3x3', 1), ('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 2), ('avg_pool_3x3', 1), ('dil_conv_3x3', 0), ('sep_conv_3x3', 4)], reduce_concat=range(2, 6))
PCDARTS = PC_DARTS_face15