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spaces.py
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spaces.py
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from collections import OrderedDict
primitives_1 = OrderedDict([('primitives_normal', [['skip_connect',
'dil_conv_3x3'],
['skip_connect',
'dil_conv_5x5'],
['skip_connect',
'dil_conv_5x5'],
['skip_connect',
'sep_conv_3x3'],
['skip_connect',
'dil_conv_3x3'],
['max_pool_3x3',
'skip_connect'],
['skip_connect',
'sep_conv_3x3'],
['skip_connect',
'sep_conv_3x3'],
['skip_connect',
'dil_conv_3x3'],
['skip_connect',
'sep_conv_3x3'],
['max_pool_3x3',
'skip_connect'],
['skip_connect',
'dil_conv_3x3'],
['dil_conv_3x3',
'dil_conv_5x5'],
['dil_conv_3x3',
'dil_conv_5x5']]),
('primitives_reduct', [['max_pool_3x3',
'avg_pool_3x3'],
['max_pool_3x3',
'dil_conv_3x3'],
['max_pool_3x3',
'avg_pool_3x3'],
['max_pool_3x3',
'avg_pool_3x3'],
['skip_connect',
'dil_conv_5x5'],
['max_pool_3x3',
'avg_pool_3x3'],
['max_pool_3x3',
'sep_conv_3x3'],
['skip_connect',
'dil_conv_3x3'],
['skip_connect',
'dil_conv_5x5'],
['max_pool_3x3',
'avg_pool_3x3'],
['max_pool_3x3',
'avg_pool_3x3'],
['skip_connect',
'dil_conv_5x5'],
['skip_connect',
'dil_conv_5x5'],
['skip_connect',
'dil_conv_5x5']])])
PRIMITIVES = [
'none',
'max_pool_3x3',
'avg_pool_3x3',
'skip_connect',
'sep_conv_3x3',
'sep_conv_5x5',
'dil_conv_3x3',
'dil_conv_5x5'
]
primitives_2 = OrderedDict([('primitives_normal', 14 * [PRIMITIVES]),
('primitives_reduct', 14 * [PRIMITIVES])])
PRIMITIVES_SMALL = [
'none',
'max_pool_3x3',
'avg_pool_3x3',
'skip_connect',
'sep_conv_3x3',
'sep_conv_3x1',
'sep_conv_1x3',
'dil_conv_3x3',
'dil_conv_3x1',
'dil_conv_1x3',
]
primitives_3 = OrderedDict([('primitives_normal', 14 * [PRIMITIVES_SMALL]),
('primitives_reduct', 14 * [PRIMITIVES_SMALL])])
spaces_dict = {
's1': primitives_1, # space from https://openreview.net/forum?id=H1gDNyrKDS
's2': primitives_2, # original DARTS space
's3': primitives_3, # space with 1D conv
}