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arches8.txt
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#arch 1 - superseeded by arch 3
1, baseChannels, 3, norm=False
baseChannels, 2*baseChannels, 3, stride=2
2*baseChannels, 4*baseChannels, 3, stride=2
4*baseChannels, 4*baseChannels, 3
4*baseChannels, 4*baseChannels, 3
# arch 2 - same as arch 1
# arch 3 - better than arch 1, superseeded by arch 12
1, baseChannels, 3, norm=False
baseChannels, 2*baseChannels, 3, stride=2
2*baseChannels, 2*baseChannels, 3, dopadding=True
2*baseChannels, 4*baseChannels, 3, stride=2
4*baseChannels, 4*baseChannels, 3
4*baseChannels, 4*baseChannels, 3
# arch 4 - same as arch 3
1, baseChannels, 5, norm=False
baseChannels, baseChannels, 3
baseChannels, 2*baseChannels, 3, stride=2
2*baseChannels, 2*baseChannels, 3
2*baseChannels, 4*baseChannels, 3, stride=2
4*baseChannels, 4*baseChannels, 3
# arch 5 - same as arch 3
1, baseChannels, 7, norm=False
baseChannels, 2*baseChannels, 3, stride=2
2*baseChannels, 2*baseChannels, 3
2*baseChannels, 4*baseChannels, 3, stride=2
4*baseChannels, 4*baseChannels, 3
# arch 6 - slower and bigger than arch 3 with same results
baseChannels = 64*2
1, baseChannels, 7, norm=False
baseChannels, baseChannels, 5,
baseChannels, baseChannels, 5,
baseChannels, 2*baseChannels, 3, stride=2
2*baseChannels, 2*baseChannels, 3
2*baseChannels, 2*baseChannels, 3
2*baseChannels, 2*baseChannels, 3
2*baseChannels, 2*baseChannels, 3
# arch 7 - worse than arch 3
1, baseChannels, 3, norm=False
baseChannels, 2*baseChannels, 3, stride=2
2*baseChannels, 2*baseChannels, 3
2*baseChannels, 2*baseChannels, 3
2*baseChannels, 4*baseChannels, 3, stride=2
4*baseChannels, 4*baseChannels, 3
# arch 8 - worse than arch 3
1, baseChannels, 7, norm=False
baseChannels, baseChannels, 7
baseChannels, 2*baseChannels, 5, stride=2
2*baseChannels, 2*baseChannels, 5
2*baseChannels, 4*baseChannels, 3
4*baseChannels, 4*baseChannels, 3
# arch 9, batch size 1/4 of others - worse
1, baseChannels, 3, norm=False
baseChannels, baseChannels, 3
baseChannels, baseChannels, 3
baseChannels, baseChannels, 3
baseChannels, baseChannels, 3
baseChannels, baseChannels, 3
baseChannels, baseChannels, 3
baseChannels, baseChannels, 3
baseChannels, baseChannels, 3
baseChannels, baseChannels, 3
baseChannels, baseChannels, 3
baseChannels, baseChannels, 3
baseChannels, baseChannels, 3
baseChannels, baseChannels, 3
baseChannels, baseChannels, 3
baseChannels, baseChannels, 3
# arch 10 - worse than arch 3
16*baseChannels, 4*baseChannels, 4, stride=2
8*baseChannels, 2*baseChannels, 4, stride=2
4*baseChannels, baseChannels, 4, stride=2
2*baseChannels, baseChannels, 3, norm=False
# arch 11 - worse than arch 12
1, baseChannels, 3, norm=False
baseChannels, 2*baseChannels, 3, stride=2
2*baseChannels, 2*baseChannels, 3, dopadding=True
2*baseChannels, 4*baseChannels, 3, stride=2
4*baseChannels, 4*baseChannels, 3, dopadding=True
4*baseChannels, 8*baseChannels, 3, stride=2
8*baseChannels, 8*baseChannels, 3, dopadding=True
# arch 12 - better than all above
1, baseChannels, 3, norm=False
baseChannels, baseChannels, 3, dopadding=True
baseChannels, 2*baseChannels, 3, stride=2
2*baseChannels, 2*baseChannels, 3, dopadding=True
2*baseChannels, 4*baseChannels, 3, stride=2
4*baseChannels, 4*baseChannels, 3, dopadding=True
4*baseChannels, 8*baseChannels, 3, stride=2
8*baseChannels, 8*baseChannels, 3, dopadding=True
# arch 13 (baseChannels = 1/4) - worse than arch 12
1, baseChannels, 3, norm=False
baseChannels, baseChannels, 3, dopadding=True
baseChannels, 2*baseChannels, 3, stride=2
2*baseChannels, 2*baseChannels, 3, dopadding=True
2*baseChannels, 4*baseChannels, 3, stride=2
4*baseChannels, 4*baseChannels, 3, dopadding=True
# arch 14 (baseChannels = 1/2) - worse than arch 12
1, baseChannels, 3, norm=False
baseChannels, baseChannels, 3, dopadding=True
baseChannels, 2*baseChannels, 3, stride=2
2*baseChannels, 2*baseChannels, 3, dopadding=True
2*baseChannels, 4*baseChannels, 3, stride=2
4*baseChannels, 4*baseChannels, 3
# arch 15 (batchSize = 1/2) - only a little worse than arch 16, but faster!
1, baseChannels, 3, norm=False
baseChannels, baseChannels, 3, dopadding=True
baseChannels, 2*baseChannels, 3, stride=2
2*baseChannels, 2*baseChannels, 3, dopadding=True
2*baseChannels, 4*baseChannels, 3, stride=2
4*baseChannels, 4*baseChannels, 3, dopadding=True
4*baseChannels, 4*baseChannels, 3
4*baseChannels, 4*baseChannels, 3
# arch 16 (batchSize = 1/2) - exactly same as arch 12
1, baseChannels, 3, norm=False
baseChannels, baseChannels, 3, dopadding=True
baseChannels, 2*baseChannels, 3, stride=2
2*baseChannels, 2*baseChannels, 3, dopadding=True
2*baseChannels, 4*baseChannels, 3, stride=2
4*baseChannels, 4*baseChannels, 3, dopadding=True
4*baseChannels, 8*baseChannels, 3
8*baseChannels, 8*baseChannels, 3
8*baseChannels, 16*baseChannels, 3
# arch 17 (batchSize = 1/2) - worse than arch 15, 16
1, baseChannels, 3, norm=False
baseChannels, baseChannels, 3, dopadding=True
baseChannels, 2*baseChannels, 3, stride=2
2*baseChannels, 2*baseChannels, 3
2*baseChannels, 4*baseChannels, 3, stride=2
4*baseChannels, 4*baseChannels, 3
4*baseChannels, 8*baseChannels, 3