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space.py
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space.py
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""" micro search space
"""
CANDIDATE_BLOCKS = [
'skip_connect',
'SCB_k3',
'SCB_k5',
'SRB_k3',
'SRB_k5',
]
""" macro search space
"""
## AutoSNN_16 = SNN_1
AutoSNN_16 = {
'stem_channel': 16,
'block_channels': [16,
'm', 32, 32,
'm', 64, 64,
'm',
],
'strides': [1,
2, 1, 1,
2, 1, 1,
2,
],
'use_GAP': False,
}
AutoSNN_32 = {
'stem_channel': 32,
'block_channels': [32,
'm', 64, 64,
'm', 128, 128,
'm',
],
'strides': [1,
2, 1, 1,
2, 1, 1,
2,
],
'use_GAP': False,
}
AutoSNN_64 = {
'stem_channel': 64,
'block_channels': [64,
'm', 128, 128,
'm', 256, 256,
'm',
],
'strides': [1,
2, 1, 1,
2, 1, 1,
2,
],
'use_GAP': False,
}
AutoSNN_128 = {
'stem_channel': 128,
'block_channels': [128,
'm', 256, 256,
'm', 512, 512,
'm',
],
'strides': [1,
2, 1, 1,
2, 1, 1,
2,
],
'use_GAP': False,
}
SNN_2 = {
'stem_channel': 16,
'block_channels': [16,
'm', 32, 32,
'm', 64, 64,
'm',
],
'strides': [1,
2, 1, 1,
2, 1, 1,
2,
],
'use_GAP': True,
}
SNN_3 = {
'stem_channel': 16,
'block_channels': [16,
32, 32, 32,
64, 64, 64,
128,
],
'strides': [1,
2, 1, 1,
2, 1, 1,
2,
],
'use_GAP': False,
}
SNN_4 = {
'stem_channel': 16,
'block_channels': [16,
'a', 32, 32,
'a', 64, 64,
'a',
],
'strides': [1,
2, 1, 1,
2, 1, 1,
2,
],
'use_GAP': False,
}
MACRO_SEARCH_SPACE = {
'AutoSNN_16': AutoSNN_16,
'AutoSNN_32': AutoSNN_32,
'AutoSNN_64': AutoSNN_64,
'AutoSNN_128': AutoSNN_128,
'SNN_2': SNN_2,
'SNN_3': SNN_3,
'SNN_4': SNN_4,
}