pdarts(official) |
1 |
cell based |
Genotype(normal=[('skip_connect', 0), ('sep_conv_3x3', 1), ('skip_connect', 0), ('sep_conv_3x3', 1), ('sep_conv_3x3', 0), ('sep_conv_3x3', 1), ('dil_conv_3x3', 1), ('sep_conv_3x3', 4)], normal_concat=range(2, 6), reduce=[('max_pool_3x3', 0), ('sep_conv_5x5', 1), ('avg_pool_3x3', 0), ('dil_conv_5x5', 2), ('max_pool_3x3', 0), ('dil_conv_3x3', 1), ('avg_pool_3x3', 0), ('skip_connect', 1)], reduce_concat=range(2, 6)) |
pdarts(official) |
2 |
cell based |
Genotype(normal=('skip_connect', 0), ('sep_conv_3x3', 1)], [('sep_conv_3x3', 0), ('dil_conv_3x3', 2)], [('skip_connect', 0), ('sep_conv_3x3', 1)], [('sep_conv_3x3', 1), ('dil_conv_5x5', 4), normal_concat=range(2, 6), reduce=('avg_pool_3x3', 0), ('dil_conv_3x3', 1)], [('avg_pool_3x3', 0), ('skip_connect', 1)], [('dil_conv_3x3', 0), ('dil_conv_5x5', 2)], [('max_pool_3x3', 0), ('skip_connect', 3), reduce_concat=range(2, 6)) |
pdarts(official) |
3 |
cell based |
Genotype(normal=('sep_conv_3x3', 0), ('dil_conv_5x5', 1)], [('sep_conv_3x3', 0), ('sep_conv_3x3', 2)], [('sep_conv_3x3', 0), ('dil_conv_3x3', 1)], [('sep_conv_3x3', 1), ('dil_conv_5x5', 2), normal_concat=range(2, 6), reduce=('skip_connect', 0), ('dil_conv_3x3', 1)], [('sep_conv_5x5', 1), ('sep_conv_5x5', 2)], [('skip_connect', 1), ('sep_conv_3x3', 2)], [('max_pool_3x3', 0), ('sep_conv_5x5', 3), reduce_concat=range(2, 6)) |
pdarts(official) |
4 |
cell based |
Genotype(normal=('sep_conv_3x3', 0), ('dil_conv_3x3', 1)], [('skip_connect', 0), ('sep_conv_3x3', 1)], [('skip_connect', 0), ('dil_conv_5x5', 1)], [('sep_conv_3x3', 0), ('sep_conv_5x5', 2), normal_concat=range(2, 6), reduce=('max_pool_3x3', 0), ('skip_connect', 1)], [('avg_pool_3x3', 0), ('dil_conv_5x5', 1)], [('avg_pool_3x3', 0), ('avg_pool_3x3', 1)], [('dil_conv_3x3', 1), ('sep_conv_5x5', 2), reduce_concat=range(2, 6)) |
darts |
1 |
cell based |
Genotype(normal=('sep_conv_3x3', 1), ('sep_conv_3x3', 0)], [('sep_conv_3x3', 1), ('sep_conv_3x3', 2)], [('sep_conv_3x3', 2), ('sep_conv_3x3', 1)], [('sep_conv_3x3', 2), ('sep_conv_3x3', 3), normal_concat=range(2, 6), reduce=('max_pool_3x3', 0), ('dil_conv_5x5', 1)], [('sep_conv_3x3', 2), ('max_pool_3x3', 0)], [('skip_connect', 3), ('max_pool_3x3', 0)], [('skip_connect', 3), ('skip_connect', 2), reduce_concat=range(2, 6)) |
darts |
2 |
cell based |
Genotype(normal=('sep_conv_3x3', 0), ('sep_conv_3x3', 1)], [('sep_conv_3x3', 2), ('sep_conv_3x3', 1)], [('sep_conv_3x3', 1), ('sep_conv_3x3', 2)], [('sep_conv_3x3', 1), ('sep_conv_3x3', 0), normal_concat=range(2, 6), 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), ('skip_connect', 3), reduce_concat=range(2, 6)) |
darts |
3 |
cell based |
Genotype(normal=('sep_conv_3x3', 1), ('sep_conv_3x3', 0)], [('sep_conv_3x3', 1), ('sep_conv_5x5', 0)], [('sep_conv_3x3', 1), ('sep_conv_3x3', 0)], [('sep_conv_3x3', 4), ('sep_conv_3x3', 1), normal_concat=range(2, 6), reduce=('max_pool_3x3', 0), ('max_pool_3x3', 1)], [('sep_conv_5x5', 1), ('dil_conv_5x5', 2)], [('skip_connect', 3), ('skip_connect', 2)], [('sep_conv_3x3', 3), ('skip_connect', 2), reduce_concat=range(2, 6)) |
darts |
4 |
cell based |
Genotype(normal=('sep_conv_3x3', 0), ('sep_conv_5x5', 1)], [('sep_conv_5x5', 1), ('sep_conv_3x3', 2)], [('sep_conv_3x3', 1), ('sep_conv_3x3', 0)], [('sep_conv_3x3', 1), ('sep_conv_3x3', 2), normal_concat=range(2, 6), reduce=('max_pool_3x3', 0), ('sep_conv_5x5', 1)], [('sep_conv_3x3', 2), ('max_pool_3x3', 0)], [('skip_connect', 2), ('skip_connect', 3)], [('skip_connect', 3), ('skip_connect', 2), reduce_concat=range(2, 6)) |
ASNG |
1 |
cell based |
Genotype(normal=('avg_pool_3x3', 0), ('dil_conv_3x3', 1)], [('avg_pool_3x3', 2), ('avg_pool_3x3', 1)], [('avg_pool_3x3', 1), ('dil_conv_3x3', 0)], [('dil_conv_5x5', 4), ('skip_connect', 3), normal_concat=range(2, 6), reduce=('avg_pool_3x3', 0), ('max_pool_3x3', 1)], [('max_pool_3x3', 2), ('skip_connect', 0)], [('skip_connect', 0), ('avg_pool_3x3', 1)], [('avg_pool_3x3', 4), ('skip_connect', 2), reduce_concat=range(2, 6)) |
ASNG |
2 |
cell based |
Genotype(normal=('avg_pool_3x3', 1), ('dil_conv_3x3', 0)], [('max_pool_3x3', 1), ('sep_conv_5x5', 2)], [('dil_conv_5x5', 3), ('avg_pool_3x3', 2)], [('dil_conv_5x5', 1), ('dil_conv_5x5', 4), normal_concat=range(2, 6), reduce=('max_pool_3x3', 1), ('sep_conv_3x3', 0)], [('max_pool_3x3', 2), ('dil_conv_3x3', 1)], [('avg_pool_3x3', 2), ('skip_connect', 1)], [('dil_conv_3x3', 2), ('dil_conv_3x3', 1), reduce_concat=range(2, 6)) |
ASNG |
3 |
cell based |
Genotype(normal=('sep_conv_3x3', 0), ('sep_conv_3x3', 1)], [('avg_pool_3x3', 2), ('max_pool_3x3', 0)], [('sep_conv_3x3', 2), ('avg_pool_3x3', 1)], [('avg_pool_3x3', 2), ('sep_conv_3x3', 3), normal_concat=range(2, 6), reduce=('skip_connect', 0), ('sep_conv_3x3', 1)], [('dil_conv_3x3', 2), ('avg_pool_3x3', 0)], [('dil_conv_3x3', 1), ('dil_conv_3x3', 3)], [('avg_pool_3x3', 3), ('avg_pool_3x3', 0), reduce_concat=range(2, 6)) |
ASNG |
4 |
cell based |
Genotype(normal=('dil_conv_3x3', 1), ('avg_pool_3x3', 0)], [('dil_conv_5x5', 2), ('dil_conv_3x3', 0)], [('avg_pool_3x3', 0), ('avg_pool_3x3', 3)], [('skip_connect', 3), ('avg_pool_3x3', 4), normal_concat=range(2, 6), reduce=('skip_connect', 1), ('sep_conv_5x5', 0)], [('dil_conv_5x5', 0), ('avg_pool_3x3', 1)], [('sep_conv_5x5', 3), ('max_pool_3x3', 1)], [('avg_pool_3x3', 1), ('sep_conv_3x3', 3), reduce_concat=range(2, 6)) |
SNG |
1 |
cell based |
Genotype(normal=('avg_pool_3x3', 0), ('dil_conv_3x3', 1)], [('dil_conv_5x5', 1), ('sep_conv_5x5', 2)], [('sep_conv_5x5', 2), ('dil_conv_5x5', 1)], [('max_pool_3x3', 3), ('dil_conv_5x5', 2), normal_concat=range(2, 6), reduce=('max_pool_3x3', 1), ('avg_pool_3x3', 0)], [('max_pool_3x3', 0), ('skip_connect', 1)], [('max_pool_3x3', 2), ('dil_conv_3x3', 3)], [('max_pool_3x3', 0), ('max_pool_3x3', 1), reduce_concat=range(2, 6)) |
SNG |
2 |
cell based |
Genotype(normal=('dil_conv_3x3', 0), ('dil_conv_5x5', 1)], [('max_pool_3x3', 2), ('dil_conv_3x3', 1)], [('dil_conv_3x3', 0), ('max_pool_3x3', 2)], [('dil_conv_3x3', 1), ('max_pool_3x3', 2), normal_concat=range(2, 6), reduce=('skip_connect', 1), ('skip_connect', 0)], [('avg_pool_3x3', 0), ('avg_pool_3x3', 1)], [('dil_conv_5x5', 1), ('sep_conv_3x3', 3)], [('dil_conv_5x5', 0), ('skip_connect', 4), reduce_concat=range(2, 6)) |
SNG |
3 |
cell based |
Genotype(normal=('avg_pool_3x3', 1), ('avg_pool_3x3', 0)], [('sep_conv_3x3', 2), ('skip_connect', 0)], [('avg_pool_3x3', 0), ('dil_conv_5x5', 3)], [('max_pool_3x3', 2), ('skip_connect', 4), normal_concat=range(2, 6), reduce=('avg_pool_3x3', 0), ('avg_pool_3x3', 1)], [('dil_conv_3x3', 0), ('sep_conv_3x3', 1)], [('dil_conv_3x3', 2), ('avg_pool_3x3', 1)], [('skip_connect', 3), ('skip_connect', 0), reduce_concat=range(2, 6)) |
SNG |
4 |
cell based |
Genotype(normal=('sep_conv_3x3', 1), ('dil_conv_3x3', 0)], [('dil_conv_3x3', 1), ('skip_connect', 0)], [('avg_pool_3x3', 2), ('sep_conv_3x3', 3)], [('dil_conv_3x3', 4), ('sep_conv_3x3', 1), normal_concat=range(2, 6), reduce=('sep_conv_5x5', 1), ('max_pool_3x3', 0)], [('skip_connect', 0), ('avg_pool_3x3', 2)], [('skip_connect', 0), ('sep_conv_3x3', 3)], [('sep_conv_5x5', 2), ('skip_connect', 4), reduce_concat=range(2, 6)) |
dynamic SNG |
1 |
cell based |
Genotype(normal=('max_pool_3x3', 1), ('avg_pool_3x3', 0)], [('max_pool_3x3', 2), ('avg_pool_3x3', 1)], [('skip_connect', 3), ('avg_pool_3x3', 2)], [('sep_conv_3x3', 3), ('dil_conv_3x3', 1), normal_concat=range(2, 6), reduce=('sep_conv_3x3', 0), ('sep_conv_3x3', 1)], [('sep_conv_3x3', 0), ('avg_pool_3x3', 2)], [('sep_conv_5x5', 2), ('dil_conv_5x5', 1)], [('dil_conv_3x3', 2), ('skip_connect', 0), reduce_concat=range(2, 6)) |
dynamic SNG |
2 |
cell based |
Genotype(normal=('dil_conv_5x5', 1), ('dil_conv_3x3', 0)], [('sep_conv_3x3', 0), ('skip_connect', 2)], [('dil_conv_5x5', 0), ('sep_conv_5x5', 2)], [('skip_connect', 2), ('avg_pool_3x3', 1), normal_concat=range(2, 6), reduce=('dil_conv_3x3', 0), ('avg_pool_3x3', 1)], [('avg_pool_3x3', 2), ('skip_connect', 0)], [('max_pool_3x3', 1), ('sep_conv_3x3', 3)], [('sep_conv_3x3', 4), ('dil_conv_3x3', 3), reduce_concat=range(2, 6)) |
dynamic SNG |
3 |
cell based |
Genotype(normal=('sep_conv_5x5', 1), ('sep_conv_3x3', 0)], [('dil_conv_5x5', 1), ('skip_connect', 0)], [('skip_connect', 2), ('dil_conv_5x5', 1)], [('skip_connect', 2), ('avg_pool_3x3', 1), normal_concat=range(2, 6), reduce=('sep_conv_3x3', 1), ('dil_conv_5x5', 0)], [('avg_pool_3x3', 0), ('avg_pool_3x3', 1)], [('max_pool_3x3', 1), ('avg_pool_3x3', 2)], [('sep_conv_3x3', 1), ('dil_conv_3x3', 4), reduce_concat=range(2, 6)) |
dynamic SNG |
4 |
cell based |
Genotype(normal=('dil_conv_5x5', 0), ('sep_conv_3x3', 1)], [('skip_connect', 2), ('dil_conv_3x3', 0)], [('sep_conv_5x5', 1), ('dil_conv_3x3', 3)], [('skip_connect', 2), ('sep_conv_3x3', 4), normal_concat=range(2, 6), reduce=('sep_conv_3x3', 0), ('sep_conv_3x3', 1)], [('sep_conv_3x3', 0), ('skip_connect', 1)], [('max_pool_3x3', 1), ('sep_conv_5x5', 2)], [('max_pool_3x3', 1), ('skip_connect', 3), reduce_concat=range(2, 6)) |
MIGO |
1 |
cell based |
Genotype(normal=('dil_conv_3x3', 1), ('avg_pool_3x3', 0)], [('sep_conv_5x5', 1), ('dil_conv_5x5', 2)], [('dil_conv_3x3', 0), ('sep_conv_3x3', 3)], [('sep_conv_5x5', 3), ('skip_connect', 0), normal_concat=range(2, 6), reduce=('sep_conv_5x5', 1), ('dil_conv_5x5', 0)], [('max_pool_3x3', 0), ('avg_pool_3x3', 2)], [('skip_connect', 2), ('dil_conv_3x3', 3)], [('skip_connect', 3), ('dil_conv_3x3', 1), reduce_concat=range(2, 6)) |
MIGO |
2 |
cell based |
Genotype(normal=('sep_conv_3x3', 0), ('dil_conv_5x5', 1)], [('sep_conv_3x3', 1), ('skip_connect', 2)], [('skip_connect', 3), ('dil_conv_3x3', 0)], [('sep_conv_5x5', 1), ('dil_conv_3x3', 0), normal_concat=range(2, 6), reduce=('dil_conv_5x5', 1), ('dil_conv_5x5', 0)], [('skip_connect', 1), ('max_pool_3x3', 0)], [('avg_pool_3x3', 2), ('skip_connect', 1)], [('sep_conv_5x5', 3), ('dil_conv_5x5', 4), reduce_concat=range(2, 6)) |
MIGO |
3 |
cell based |
Genotype(normal=('dil_conv_3x3', 1), ('sep_conv_3x3', 0)], [('sep_conv_3x3', 0), ('skip_connect', 2)], [('max_pool_3x3', 2), ('max_pool_3x3', 1)], [('avg_pool_3x3', 0), ('sep_conv_3x3', 2), normal_concat=range(2, 6), reduce=('sep_conv_3x3', 1), ('sep_conv_5x5', 0)], [('sep_conv_3x3', 1), ('dil_conv_5x5', 2)], [('max_pool_3x3', 0), ('skip_connect', 3)], [('max_pool_3x3', 1), ('avg_pool_3x3', 0), reduce_concat=range(2, 6)) |
MIGO |
4 |
cell based |
Genotype(normal=('dil_conv_3x3', 0), ('avg_pool_3x3', 1)], [('sep_conv_3x3', 2), ('skip_connect', 0)], [('dil_conv_3x3', 3), ('avg_pool_3x3', 0)], [('sep_conv_5x5', 3), ('max_pool_3x3', 4), normal_concat=range(2, 6), reduce=('sep_conv_5x5', 0), ('sep_conv_3x3', 1)], [('avg_pool_3x3', 0), ('avg_pool_3x3', 2)], [('sep_conv_3x3', 3), ('avg_pool_3x3', 1)], [('sep_conv_5x5', 2), ('max_pool_3x3', 1), reduce_concat=range(2, 6)) |
pcdarts(official) |
1 |
cell based |
Genotype(normal=('dil_conv_3x3', 0), ('sep_conv_3x3', 1)], [('sep_conv_3x3', 1), ('skip_connect', 2)], [('sep_conv_3x3', 0), ('sep_conv_5x5', 1)], [('sep_conv_3x3', 0), ('sep_conv_3x3', 1), normal_concat=range(2, 6), reduce=('max_pool_3x3', 1), ('max_pool_3x3', 0)], [('sep_conv_5x5', 0), ('dil_conv_5x5', 2)], [('sep_conv_3x3', 1), ('sep_conv_3x3', 0)], [('dil_conv_3x3', 1), ('sep_conv_3x3', 2), reduce_concat=range(2, 6)) |
pcdarts(official) |
2 |
cell based |
Genotype(normal=('dil_conv_3x3', 1), ('dil_conv_5x5', 0)], [('dil_conv_5x5', 2), ('sep_conv_3x3', 0)], [('dil_conv_5x5', 2), ('skip_connect', 1)], [('sep_conv_3x3', 1), ('max_pool_3x3', 0), normal_concat=range(2, 6), reduce=('sep_conv_5x5', 0), ('max_pool_3x3', 1)], [('dil_conv_5x5', 2), ('skip_connect', 0)], [('sep_conv_5x5', 2), ('sep_conv_3x3', 0)], [('sep_conv_3x3', 1), ('sep_conv_5x5', 0), reduce_concat=range(2, 6)) |
pcdarts(official) |
3 |
cell based |
Genotype(normal=('sep_conv_3x3', 1), ('dil_conv_3x3', 0)], [('dil_conv_3x3', 2), ('sep_conv_3x3', 0)], [('sep_conv_3x3', 1), ('sep_conv_3x3', 0)], [('sep_conv_5x5', 0), ('sep_conv_5x5', 1), normal_concat=range(2, 6), reduce=('sep_conv_3x3', 0), ('dil_conv_5x5', 1)], [('sep_conv_3x3', 0), ('dil_conv_5x5', 1)], [('sep_conv_3x3', 0), ('dil_conv_3x3', 1)], [('sep_conv_3x3', 1)], [('sep_conv_5x5', 0), reduce_concat=range(2, 6)) |
pcdarts(official) |
4 |
cell based |
Genotype(normal=('sep_conv_5x5', 0), ('skip_connect', 1)], [('sep_conv_3x3', 0), ('dil_conv_3x3', 1)], [('sep_conv_3x3', 0), ('sep_conv_3x3', 1)], [('sep_conv_3x3', 0), ('sep_conv_3x3', 4), normal_concat=range(2, 6), reduce=('sep_conv_5x5', 1), ('dil_conv_3x3', 0)], [('sep_conv_3x3', 2), ('sep_conv_5x5', 0)], [('skip_connect', 1), ('dil_conv_5x5', 2)], [('sep_conv_5x5', 4), ('sep_conv_3x3', 1), reduce_concat=range(2, 6)) |
pcdarts(xnas) |
1 |
cell based |
Genotype(normal=('dil_conv_3x3', 0), ('dil_conv_3x3', 1)], [('sep_conv_3x3', 1), ('skip_connect', 0)], [('sep_conv_5x5', 1), ('sep_conv_3x3', 0)], [('sep_conv_3x3', 1), ('dil_conv_5x5', 4), normal_concat=range(2, 6), reduce=('sep_conv_5x5', 0), ('dil_conv_5x5', 1)], [('avg_pool_3x3', 1), ('sep_conv_3x3', 0)], [('sep_conv_5x5', 0), ('dil_conv_3x3', 1)], [('sep_conv_3x3', 1), ('sep_conv_3x3', 0), reduce_concat=range(2, 6)) |
pcdarts(xnas) |
2 |
cell based |
Genotype(normal=('dil_conv_5x5', 0), ('max_pool_3x3', 1)], [('sep_conv_3x3', 0), ('skip_connect', 2)], [('sep_conv_3x3', 0), ('sep_conv_3x3', 3)], [('sep_conv_3x3', 0), ('sep_conv_3x3', 2), normal_concat=range(2, 6), reduce=('skip_connect', 1), ('max_pool_3x3', 0)], [('sep_conv_3x3', 2), ('dil_conv_5x5', 0)], [('dil_conv_3x3', 3), ('sep_conv_5x5', 2)], [('avg_pool_3x3', 0), ('sep_conv_3x3', 1), reduce_concat=range(2, 6)) |
pcdarts(xnas) |
3 |
cell based |
Genotype(normal=('sep_conv_3x3', 0), ('sep_conv_5x5', 1)], [('dil_conv_3x3', 0), ('sep_conv_3x3', 1)], [('sep_conv_3x3', 3), ('sep_conv_5x5', 1)], [('sep_conv_5x5', 0), ('sep_conv_3x3', 1), normal_concat=range(2, 6), reduce=('sep_conv_3x3', 1), ('max_pool_3x3', 0)], [('dil_conv_3x3', 2), ('sep_conv_3x3', 0)], [('sep_conv_3x3', 1), ('sep_conv_5x5', 0)], [('dil_conv_3x3', 1), ('dil_conv_5x5', 2), reduce_concat=range(2, 6)) |
pcdarts(xnas) |
4 |
cell based |
Genotype(normal=('sep_conv_3x3', 1), ('dil_conv_5x5', 0)], [('skip_connect', 1), ('skip_connect', 0)], [('sep_conv_5x5', 1), ('dil_conv_5x5', 3)], [('avg_pool_3x3', 1), ('sep_conv_3x3', 2), normal_concat=range(2, 6), reduce=('max_pool_3x3', 1), ('sep_conv_3x3', 0)], [('dil_conv_3x3', 2), ('dil_conv_3x3', 1)], [('dil_conv_5x5', 2), ('dil_conv_5x5', 3)], [('dil_conv_3x3', 2), ('dil_conv_3x3', 0), reduce_concat=range(2, 6)) |