2017-10-15 18:53:22 +00:00
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-- file: Param.hs
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-- try to calculate the number of parameters
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-- of GooLeNet
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-- Types for the fully conected layer and the
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type Maps = Int
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type KernSize = (Int,Int)
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type InConv = Int
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type SizeFC = Int
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data Conv = Conv Maps KernSize (Maybe InConv)
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deriving (Show)
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data FullyCon = FullyCon (Maybe Maps) SizeFC
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deriving (Show)
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justExt (Just val) = val
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convLayer (Conv maps kernsize inconv) = (maps * (fst kernsize) * (snd kernsize) * (justExt inconv)) + maps
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convOut (Conv maps _ _) = maps
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fcLayer (FullyCon maps size) = if maps /= Nothing
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then ((justExt maps) * size) + (justExt maps)
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else (size * size) + size
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calcInMod (Conv maps1 kernsize1 inconv1) (Conv maps2 kernsize2 inconv2) (Conv maps3 kernsize3 inconv3) (Conv maps4 kernsize4 inconv4) (Conv maps5 kernsize5 inconv5) (Conv maps6 kernsize6 inconv6) =
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((maps1 * (fst kernsize1) * (snd kernsize1) * (justExt inconv1)) + maps1) + ((maps2 * (fst kernsize2) * (snd kernsize2) * (justExt inconv2)) + maps2) + ((maps3 * (fst kernsize3) * (snd kernsize3) * (justExt inconv3)) + maps3) + ((maps4 * (fst kernsize4) * (snd kernsize4) * (justExt inconv4)) + maps4) + ((maps5 * (fst kernsize5) * (snd kernsize5) * (justExt inconv5)) + maps5) + ((maps6 * (fst kernsize6) * (snd kernsize6) * (justExt inconv6)) + maps6)
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concMod (Conv maps1 _ _) (Conv maps2 _ _) (Conv maps3 _ _) (Conv maps4 _ _) = maps1 + maps2 + maps3 + maps4
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-- The only 3 convolution layers
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con1 = Conv 3 (7,7) (Just 64)
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con2 = Conv 64 (1,1) (Just 64)
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con3 = Conv 192 (3,3) (Just 64)
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-- Constructing the nine inception modules
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2017-10-16 22:03:49 +00:00
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-- The data in the whole GoogLeNet
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2017-10-15 18:53:22 +00:00
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inCon11 = Conv 192 (1,1) (Just 64)
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inCon12 = Conv 96 (3,3) (Just 128)
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inCon13 = Conv 16 (5,5) (Just 32)
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inCon14 = Conv 192 (1,1) (Just 32)
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inCon15 = Conv 192 (1,1) (Just 96)
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inCon16 = Conv 192 (1,1) (Just 16)
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fstCon = concMod inCon11 inCon12 inCon13 inCon14
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inCon21 = Conv fstCon (1,1) (Just 128)
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inCon22 = Conv 128 (3,3) (Just 192)
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inCon23 = Conv 32 (5,5) (Just 96)
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inCon24 = Conv fstCon (1,1) (Just 64)
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inCon25 = Conv fstCon (1,1) (Just 128)
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inCon26 = Conv fstCon (1,1) (Just 32)
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sndCon = concMod inCon21 inCon22 inCon23 inCon24
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inCon31 = Conv sndCon (1,1) (Just 192)
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inCon32 = Conv 96 (3,3) (Just 208)
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inCon33 = Conv 16 (5,5) (Just 48)
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inCon34 = Conv sndCon (1,1) (Just 64)
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inCon35 = Conv sndCon (1,1) (Just 96)
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inCon36 = Conv sndCon (1,1) (Just 16)
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trdCon = concMod inCon31 inCon32 inCon33 inCon34
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inCon41 = Conv trdCon (1,1) (Just 160)
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inCon42 = Conv 112 (3,3) (Just 224)
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inCon43 = Conv 24 (5,5) (Just 64)
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inCon44 = Conv trdCon (1,1) (Just 64)
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inCon45 = Conv trdCon (1,1) (Just 112)
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inCon46 = Conv trdCon (1,1) (Just 24)
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frtCon = concMod inCon41 inCon42 inCon43 inCon44
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inCon51 = Conv frtCon (1,1) (Just 128)
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inCon52 = Conv 128 (3,3) (Just 256)
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inCon53 = Conv 24 (5,5) (Just 64)
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inCon54 = Conv frtCon (1,1) (Just 64)
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inCon55 = Conv frtCon (1,1) (Just 128)
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inCon56 = Conv frtCon (1,1) (Just 24)
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fthCon = concMod inCon51 inCon52 inCon53 inCon54
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inCon61 = Conv fthCon (1,1) (Just 112)
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inCon62 = Conv 144 (3,3) (Just 228)
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inCon63 = Conv 32 (5,5) (Just 64)
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inCon64 = Conv fthCon (1,1) (Just 64)
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inCon65 = Conv fthCon (1,1) (Just 144)
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inCon66 = Conv fthCon (1,1) (Just 32)
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sthCon = concMod inCon61 inCon62 inCon63 inCon64
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inCon71 = Conv 192 (1,1) (Just 256)
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inCon72 = Conv 96 (3,3) (Just 320)
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inCon73 = Conv 16 (5,5) (Just 128)
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inCon74 = Conv 192 (1,1) (Just 128)
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inCon75 = Conv 192 (1,1) (Just 160)
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inCon76 = Conv 192 (1,1) (Just 32)
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sntCon = concMod inCon71 inCon72 inCon73 inCon74
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inCon81 = Conv sntCon (1,1) (Just 256)
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inCon82 = Conv 160 (3,3) (Just 320)
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inCon83 = Conv 32 (5,5) (Just 128)
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inCon84 = Conv sntCon (1,1) (Just 128)
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inCon85 = Conv sntCon (1,1) (Just 160)
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inCon86 = Conv sntCon (1,1) (Just 32)
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ethCon = concMod inCon81 inCon82 inCon83 inCon84
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inCon91 = Conv ethCon (1,1) (Just 384)
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inCon92 = Conv 192 (3,3) (Just 384)
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inCon93 = Conv 48 (5,5) (Just 128)
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inCon94 = Conv ethCon (1,1) (Just 128)
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inCon95 = Conv ethCon (1,1) (Just 192)
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inCon96 = Conv ethCon (1,1) (Just 48)
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nthCon = concMod inCon91 inCon92 inCon93 inCon94
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fullCon1 = FullyCon (Just nthCon) 1000
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c1 = convLayer con1
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c2 = convLayer con2
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c3 = convLayer con3
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im1 = calcInMod inCon11 inCon12 inCon13 inCon14 inCon15 inCon16
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im2 = calcInMod inCon21 inCon22 inCon23 inCon24 inCon25 inCon26
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im3 = calcInMod inCon31 inCon32 inCon33 inCon34 inCon35 inCon36
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im4 = calcInMod inCon41 inCon42 inCon43 inCon44 inCon45 inCon46
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im5 = calcInMod inCon51 inCon52 inCon53 inCon54 inCon55 inCon56
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im6 = calcInMod inCon61 inCon62 inCon63 inCon64 inCon65 inCon66
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im7 = calcInMod inCon71 inCon72 inCon73 inCon74 inCon75 inCon76
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im8 = calcInMod inCon81 inCon82 inCon83 inCon84 inCon85 inCon86
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im9 = calcInMod inCon91 inCon92 inCon93 inCon94 inCon95 inCon96
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fc1 = fcLayer fullCon1
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totalParamWoDrop = c1 + c2 + c3 + im1 + im2 + im3 + im4 + im5 + im6 + im7 + im8 + im9 + fc1
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