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running_log_example.txt
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running_log_example.txt
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Using TensorFlow backend.
Loading dataset...
Dataset shape = [202599, 128, 128, 3]
Dynamic range = [0, 255]
2018-03-31 23:34:15.442862: I tensorflow/core/platform/cpu_feature_guard.cc:137] Your CPU supports instructions that this TensorFlow binary was not compiled to use: SSE4.1 SSE4.2 AVX AVX2 FMA
2018-03-31 23:34:15.608177: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1030] Found device 0 with properties:
name: GeForce GTX 1080 Ti major: 6 minor: 1 memoryClockRate(GHz): 1.645
pciBusID: 0000:4d:00.0
totalMemory: 10.91GiB freeMemory: 6.35GiB
2018-03-31 23:34:15.608207: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1120] Creating TensorFlow device (/device:GPU:0) -> (device: 0, name: GeForce GTX 1080 Ti, pci bus id: 0000:4d:00.0, compute capability: 6.1)
Latent size:
512
Label size:
0
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
Glatents (InputLayer) (None, 512) 0
__________________________________________________________________________________________________
Gnorm (PixelNormLayer) (None, 512) 0 Glatents[0][0]
__________________________________________________________________________________________________
G1nb (Reshape) (None, 1, 1, 512) 0 Gnorm[0][0]
__________________________________________________________________________________________________
G1aPad (ZeroPadding2D) (None, 7, 7, 512) 0 G1nb[0][0]
__________________________________________________________________________________________________
G1a (Conv2D) (None, 4, 4, 512) 4194304 G1aPad[0][0]
__________________________________________________________________________________________________
G1aWS (WScaleLayer) (None, 4, 4, 512) 1 G1a[0][0]
__________________________________________________________________________________________________
add_bias_layer_1 (AddBiasLayer) (None, 4, 4, 512) 512 G1aWS[0][0]
__________________________________________________________________________________________________
activation_1 (Activation) (None, 4, 4, 512) 0 add_bias_layer_1[0][0]
__________________________________________________________________________________________________
G1aPN (PixelNormLayer) (None, 4, 4, 512) 0 activation_1[0][0]
__________________________________________________________________________________________________
G1bPad (ZeroPadding2D) (None, 6, 6, 512) 0 G1aPN[0][0]
__________________________________________________________________________________________________
G1b (Conv2D) (None, 4, 4, 512) 2359296 G1bPad[0][0]
__________________________________________________________________________________________________
G1bWS (WScaleLayer) (None, 4, 4, 512) 1 G1b[0][0]
__________________________________________________________________________________________________
add_bias_layer_2 (AddBiasLayer) (None, 4, 4, 512) 512 G1bWS[0][0]
__________________________________________________________________________________________________
activation_2 (Activation) (None, 4, 4, 512) 0 add_bias_layer_2[0][0]
__________________________________________________________________________________________________
G1bPN (PixelNormLayer) (None, 4, 4, 512) 0 activation_2[0][0]
__________________________________________________________________________________________________
G2up (UpSampling2D) (None, 8, 8, 512) 0 G1bPN[0][0]
__________________________________________________________________________________________________
G2aPad (ZeroPadding2D) (None, 10, 10, 512) 0 G2up[0][0]
__________________________________________________________________________________________________
G2a (Conv2D) (None, 8, 8, 512) 2359296 G2aPad[0][0]
__________________________________________________________________________________________________
G2aWS (WScaleLayer) (None, 8, 8, 512) 1 G2a[0][0]
__________________________________________________________________________________________________
add_bias_layer_3 (AddBiasLayer) (None, 8, 8, 512) 512 G2aWS[0][0]
__________________________________________________________________________________________________
activation_3 (Activation) (None, 8, 8, 512) 0 add_bias_layer_3[0][0]
__________________________________________________________________________________________________
G2aPN (PixelNormLayer) (None, 8, 8, 512) 0 activation_3[0][0]
__________________________________________________________________________________________________
G2bPad (ZeroPadding2D) (None, 10, 10, 512) 0 G2aPN[0][0]
__________________________________________________________________________________________________
G2b (Conv2D) (None, 8, 8, 512) 2359296 G2bPad[0][0]
__________________________________________________________________________________________________
G2bWS (WScaleLayer) (None, 8, 8, 512) 1 G2b[0][0]
__________________________________________________________________________________________________
add_bias_layer_4 (AddBiasLayer) (None, 8, 8, 512) 512 G2bWS[0][0]
__________________________________________________________________________________________________
activation_4 (Activation) (None, 8, 8, 512) 0 add_bias_layer_4[0][0]
__________________________________________________________________________________________________
G2bPN (PixelNormLayer) (None, 8, 8, 512) 0 activation_4[0][0]
__________________________________________________________________________________________________
G3up (UpSampling2D) (None, 16, 16, 512) 0 G2bPN[0][0]
__________________________________________________________________________________________________
G3aPad (ZeroPadding2D) (None, 18, 18, 512) 0 G3up[0][0]
__________________________________________________________________________________________________
G3a (Conv2D) (None, 16, 16, 256) 1179648 G3aPad[0][0]
__________________________________________________________________________________________________
G3aWS (WScaleLayer) (None, 16, 16, 256) 1 G3a[0][0]
__________________________________________________________________________________________________
add_bias_layer_5 (AddBiasLayer) (None, 16, 16, 256) 256 G3aWS[0][0]
__________________________________________________________________________________________________
activation_5 (Activation) (None, 16, 16, 256) 0 add_bias_layer_5[0][0]
__________________________________________________________________________________________________
G3aPN (PixelNormLayer) (None, 16, 16, 256) 0 activation_5[0][0]
__________________________________________________________________________________________________
G3bPad (ZeroPadding2D) (None, 18, 18, 256) 0 G3aPN[0][0]
__________________________________________________________________________________________________
G3b (Conv2D) (None, 16, 16, 256) 589824 G3bPad[0][0]
__________________________________________________________________________________________________
G3bWS (WScaleLayer) (None, 16, 16, 256) 1 G3b[0][0]
__________________________________________________________________________________________________
add_bias_layer_6 (AddBiasLayer) (None, 16, 16, 256) 256 G3bWS[0][0]
__________________________________________________________________________________________________
activation_6 (Activation) (None, 16, 16, 256) 0 add_bias_layer_6[0][0]
__________________________________________________________________________________________________
G3bPN (PixelNormLayer) (None, 16, 16, 256) 0 activation_6[0][0]
__________________________________________________________________________________________________
G4up (UpSampling2D) (None, 32, 32, 256) 0 G3bPN[0][0]
__________________________________________________________________________________________________
G4aPad (ZeroPadding2D) (None, 34, 34, 256) 0 G4up[0][0]
__________________________________________________________________________________________________
G4a (Conv2D) (None, 32, 32, 128) 294912 G4aPad[0][0]
__________________________________________________________________________________________________
G4aWS (WScaleLayer) (None, 32, 32, 128) 1 G4a[0][0]
__________________________________________________________________________________________________
add_bias_layer_7 (AddBiasLayer) (None, 32, 32, 128) 128 G4aWS[0][0]
__________________________________________________________________________________________________
activation_7 (Activation) (None, 32, 32, 128) 0 add_bias_layer_7[0][0]
__________________________________________________________________________________________________
G4aPN (PixelNormLayer) (None, 32, 32, 128) 0 activation_7[0][0]
__________________________________________________________________________________________________
G4bPad (ZeroPadding2D) (None, 34, 34, 128) 0 G4aPN[0][0]
__________________________________________________________________________________________________
G4b (Conv2D) (None, 32, 32, 128) 147456 G4bPad[0][0]
__________________________________________________________________________________________________
G4bWS (WScaleLayer) (None, 32, 32, 128) 1 G4b[0][0]
__________________________________________________________________________________________________
add_bias_layer_8 (AddBiasLayer) (None, 32, 32, 128) 128 G4bWS[0][0]
__________________________________________________________________________________________________
activation_8 (Activation) (None, 32, 32, 128) 0 add_bias_layer_8[0][0]
__________________________________________________________________________________________________
G4bPN (PixelNormLayer) (None, 32, 32, 128) 0 activation_8[0][0]
__________________________________________________________________________________________________
G5up (UpSampling2D) (None, 64, 64, 128) 0 G4bPN[0][0]
__________________________________________________________________________________________________
G5aPad (ZeroPadding2D) (None, 66, 66, 128) 0 G5up[0][0]
__________________________________________________________________________________________________
G5a (Conv2D) (None, 64, 64, 64) 73728 G5aPad[0][0]
__________________________________________________________________________________________________
G5aWS (WScaleLayer) (None, 64, 64, 64) 1 G5a[0][0]
__________________________________________________________________________________________________
add_bias_layer_9 (AddBiasLayer) (None, 64, 64, 64) 64 G5aWS[0][0]
__________________________________________________________________________________________________
activation_9 (Activation) (None, 64, 64, 64) 0 add_bias_layer_9[0][0]
__________________________________________________________________________________________________
G5aPN (PixelNormLayer) (None, 64, 64, 64) 0 activation_9[0][0]
__________________________________________________________________________________________________
G5bPad (ZeroPadding2D) (None, 66, 66, 64) 0 G5aPN[0][0]
__________________________________________________________________________________________________
G5b (Conv2D) (None, 64, 64, 64) 36864 G5bPad[0][0]
__________________________________________________________________________________________________
G5bWS (WScaleLayer) (None, 64, 64, 64) 1 G5b[0][0]
__________________________________________________________________________________________________
add_bias_layer_10 (AddBiasLayer (None, 64, 64, 64) 64 G5bWS[0][0]
__________________________________________________________________________________________________
activation_10 (Activation) (None, 64, 64, 64) 0 add_bias_layer_10[0][0]
__________________________________________________________________________________________________
G5bPN (PixelNormLayer) (None, 64, 64, 64) 0 activation_10[0][0]
__________________________________________________________________________________________________
G6up (UpSampling2D) (None, 128, 128, 64) 0 G5bPN[0][0]
__________________________________________________________________________________________________
G6aPad (ZeroPadding2D) (None, 130, 130, 64) 0 G6up[0][0]
__________________________________________________________________________________________________
G6a (Conv2D) (None, 128, 128, 32) 18432 G6aPad[0][0]
__________________________________________________________________________________________________
G6aWS (WScaleLayer) (None, 128, 128, 32) 1 G6a[0][0]
__________________________________________________________________________________________________
add_bias_layer_11 (AddBiasLayer (None, 128, 128, 32) 32 G6aWS[0][0]
__________________________________________________________________________________________________
activation_11 (Activation) (None, 128, 128, 32) 0 add_bias_layer_11[0][0]
__________________________________________________________________________________________________
G6aPN (PixelNormLayer) (None, 128, 128, 32) 0 activation_11[0][0]
__________________________________________________________________________________________________
G6bPad (ZeroPadding2D) (None, 130, 130, 32) 0 G6aPN[0][0]
__________________________________________________________________________________________________
G6b (Conv2D) (None, 128, 128, 32) 9216 G6bPad[0][0]
__________________________________________________________________________________________________
G6bWS (WScaleLayer) (None, 128, 128, 32) 1 G6b[0][0]
__________________________________________________________________________________________________
add_bias_layer_12 (AddBiasLayer (None, 128, 128, 32) 32 G6bWS[0][0]
__________________________________________________________________________________________________
activation_12 (Activation) (None, 128, 128, 32) 0 add_bias_layer_12[0][0]
__________________________________________________________________________________________________
G6bPN (PixelNormLayer) (None, 128, 128, 32) 0 activation_12[0][0]
__________________________________________________________________________________________________
Glod0NIN (Conv2D) (None, 128, 128, 3) 96 G6bPN[0][0]
__________________________________________________________________________________________________
Glod1NIN (Conv2D) (None, 64, 64, 3) 192 G5bPN[0][0]
__________________________________________________________________________________________________
Glod2NIN (Conv2D) (None, 32, 32, 3) 384 G4bPN[0][0]
__________________________________________________________________________________________________
Glod3NIN (Conv2D) (None, 16, 16, 3) 768 G3bPN[0][0]
__________________________________________________________________________________________________
Glod4NIN (Conv2D) (None, 8, 8, 3) 1536 G2bPN[0][0]
__________________________________________________________________________________________________
Glod5NIN (Conv2D) (None, 4, 4, 3) 1536 G1bPN[0][0]
__________________________________________________________________________________________________
Glod0NINWS (WScaleLayer) (None, 128, 128, 3) 1 Glod0NIN[0][0]
__________________________________________________________________________________________________
Glod1NINWS (WScaleLayer) (None, 64, 64, 3) 1 Glod1NIN[0][0]
__________________________________________________________________________________________________
Glod2NINWS (WScaleLayer) (None, 32, 32, 3) 1 Glod2NIN[0][0]
__________________________________________________________________________________________________
Glod3NINWS (WScaleLayer) (None, 16, 16, 3) 1 Glod3NIN[0][0]
__________________________________________________________________________________________________
Glod4NINWS (WScaleLayer) (None, 8, 8, 3) 1 Glod4NIN[0][0]
__________________________________________________________________________________________________
Glod5NINWS (WScaleLayer) (None, 4, 4, 3) 1 Glod5NIN[0][0]
__________________________________________________________________________________________________
add_bias_layer_13 (AddBiasLayer (None, 128, 128, 3) 3 Glod0NINWS[0][0]
__________________________________________________________________________________________________
add_bias_layer_14 (AddBiasLayer (None, 64, 64, 3) 3 Glod1NINWS[0][0]
__________________________________________________________________________________________________
add_bias_layer_15 (AddBiasLayer (None, 32, 32, 3) 3 Glod2NINWS[0][0]
__________________________________________________________________________________________________
add_bias_layer_16 (AddBiasLayer (None, 16, 16, 3) 3 Glod3NINWS[0][0]
__________________________________________________________________________________________________
add_bias_layer_17 (AddBiasLayer (None, 8, 8, 3) 3 Glod4NINWS[0][0]
__________________________________________________________________________________________________
add_bias_layer_18 (AddBiasLayer (None, 4, 4, 3) 3 Glod5NINWS[0][0]
__________________________________________________________________________________________________
activation_13 (Activation) (None, 128, 128, 3) 0 add_bias_layer_13[0][0]
__________________________________________________________________________________________________
activation_14 (Activation) (None, 64, 64, 3) 0 add_bias_layer_14[0][0]
__________________________________________________________________________________________________
activation_15 (Activation) (None, 32, 32, 3) 0 add_bias_layer_15[0][0]
__________________________________________________________________________________________________
activation_16 (Activation) (None, 16, 16, 3) 0 add_bias_layer_16[0][0]
__________________________________________________________________________________________________
activation_17 (Activation) (None, 8, 8, 3) 0 add_bias_layer_17[0][0]
__________________________________________________________________________________________________
activation_18 (Activation) (None, 4, 4, 3) 0 add_bias_layer_18[0][0]
__________________________________________________________________________________________________
Glod (LODSelectLayer) (None, 128, 128, 3) 0 activation_13[0][0]
activation_14[0][0]
activation_15[0][0]
activation_16[0][0]
activation_17[0][0]
activation_18[0][0]
==================================================================================================
Total params: 13,629,828
Trainable params: 13,629,810
Non-trainable params: 18
__________________________________________________________________________________________________
None
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
Dimages (InputLayer) (None, 128, 128, 3) 0
__________________________________________________________________________________________________
D6xNIN (Conv2D) (None, 128, 128, 32) 96 Dimages[0][0]
__________________________________________________________________________________________________
D6xNINWS (WScaleLayer) (None, 128, 128, 32) 1 D6xNIN[0][0]
__________________________________________________________________________________________________
add_bias_layer_19 (AddBiasLayer (None, 128, 128, 32) 32 D6xNINWS[0][0]
__________________________________________________________________________________________________
activation_19 (Activation) (None, 128, 128, 32) 0 add_bias_layer_19[0][0]
__________________________________________________________________________________________________
D6bPad (ZeroPadding2D) (None, 130, 130, 32) 0 activation_19[0][0]
__________________________________________________________________________________________________
D6b (Conv2D) (None, 128, 128, 32) 9216 D6bPad[0][0]
__________________________________________________________________________________________________
D6bws (WScaleLayer) (None, 128, 128, 32) 1 D6b[0][0]
__________________________________________________________________________________________________
add_bias_layer_20 (AddBiasLayer (None, 128, 128, 32) 32 D6bws[0][0]
__________________________________________________________________________________________________
activation_20 (Activation) (None, 128, 128, 32) 0 add_bias_layer_20[0][0]
__________________________________________________________________________________________________
D6aPad (ZeroPadding2D) (None, 130, 130, 32) 0 activation_20[0][0]
__________________________________________________________________________________________________
D6a (Conv2D) (None, 128, 128, 64) 18432 D6aPad[0][0]
__________________________________________________________________________________________________
D5xs (AveragePooling2D) (None, 64, 64, 3) 0 Dimages[0][0]
__________________________________________________________________________________________________
D6aws (WScaleLayer) (None, 128, 128, 64) 1 D6a[0][0]
__________________________________________________________________________________________________
D5xNIN (Conv2D) (None, 64, 64, 64) 192 D5xs[0][0]
__________________________________________________________________________________________________
add_bias_layer_21 (AddBiasLayer (None, 128, 128, 64) 64 D6aws[0][0]
__________________________________________________________________________________________________
D5xNINWS (WScaleLayer) (None, 64, 64, 64) 1 D5xNIN[0][0]
__________________________________________________________________________________________________
activation_21 (Activation) (None, 128, 128, 64) 0 add_bias_layer_21[0][0]
__________________________________________________________________________________________________
add_bias_layer_22 (AddBiasLayer (None, 64, 64, 64) 64 D5xNINWS[0][0]
__________________________________________________________________________________________________
D6dn (AveragePooling2D) (None, 64, 64, 64) 0 activation_21[0][0]
__________________________________________________________________________________________________
activation_22 (Activation) (None, 64, 64, 64) 0 add_bias_layer_22[0][0]
__________________________________________________________________________________________________
D5lod (LODSelectLayer) (None, 64, 64, 64) 0 D6dn[0][0]
activation_22[0][0]
__________________________________________________________________________________________________
D5bPad (ZeroPadding2D) (None, 66, 66, 64) 0 D5lod[0][0]
__________________________________________________________________________________________________
D5b (Conv2D) (None, 64, 64, 64) 36864 D5bPad[0][0]
__________________________________________________________________________________________________
D5bws (WScaleLayer) (None, 64, 64, 64) 1 D5b[0][0]
__________________________________________________________________________________________________
add_bias_layer_23 (AddBiasLayer (None, 64, 64, 64) 64 D5bws[0][0]
__________________________________________________________________________________________________
activation_23 (Activation) (None, 64, 64, 64) 0 add_bias_layer_23[0][0]
__________________________________________________________________________________________________
D5aPad (ZeroPadding2D) (None, 66, 66, 64) 0 activation_23[0][0]
__________________________________________________________________________________________________
D5a (Conv2D) (None, 64, 64, 128) 73728 D5aPad[0][0]
__________________________________________________________________________________________________
D4xs (AveragePooling2D) (None, 32, 32, 3) 0 Dimages[0][0]
__________________________________________________________________________________________________
D5aws (WScaleLayer) (None, 64, 64, 128) 1 D5a[0][0]
__________________________________________________________________________________________________
D4xNIN (Conv2D) (None, 32, 32, 128) 384 D4xs[0][0]
__________________________________________________________________________________________________
add_bias_layer_24 (AddBiasLayer (None, 64, 64, 128) 128 D5aws[0][0]
__________________________________________________________________________________________________
D4xNINWS (WScaleLayer) (None, 32, 32, 128) 1 D4xNIN[0][0]
__________________________________________________________________________________________________
activation_24 (Activation) (None, 64, 64, 128) 0 add_bias_layer_24[0][0]
__________________________________________________________________________________________________
add_bias_layer_25 (AddBiasLayer (None, 32, 32, 128) 128 D4xNINWS[0][0]
__________________________________________________________________________________________________
D5dn (AveragePooling2D) (None, 32, 32, 128) 0 activation_24[0][0]
__________________________________________________________________________________________________
activation_25 (Activation) (None, 32, 32, 128) 0 add_bias_layer_25[0][0]
__________________________________________________________________________________________________
D4lod (LODSelectLayer) (None, 32, 32, 128) 0 D5dn[0][0]
activation_25[0][0]
__________________________________________________________________________________________________
D4bPad (ZeroPadding2D) (None, 34, 34, 128) 0 D4lod[0][0]
__________________________________________________________________________________________________
D4b (Conv2D) (None, 32, 32, 128) 147456 D4bPad[0][0]
__________________________________________________________________________________________________
D4bws (WScaleLayer) (None, 32, 32, 128) 1 D4b[0][0]
__________________________________________________________________________________________________
add_bias_layer_26 (AddBiasLayer (None, 32, 32, 128) 128 D4bws[0][0]
__________________________________________________________________________________________________
activation_26 (Activation) (None, 32, 32, 128) 0 add_bias_layer_26[0][0]
__________________________________________________________________________________________________
D4aPad (ZeroPadding2D) (None, 34, 34, 128) 0 activation_26[0][0]
__________________________________________________________________________________________________
D4a (Conv2D) (None, 32, 32, 256) 294912 D4aPad[0][0]
__________________________________________________________________________________________________
D3xs (AveragePooling2D) (None, 16, 16, 3) 0 Dimages[0][0]
__________________________________________________________________________________________________
D4aws (WScaleLayer) (None, 32, 32, 256) 1 D4a[0][0]
__________________________________________________________________________________________________
D3xNIN (Conv2D) (None, 16, 16, 256) 768 D3xs[0][0]
__________________________________________________________________________________________________
add_bias_layer_27 (AddBiasLayer (None, 32, 32, 256) 256 D4aws[0][0]
__________________________________________________________________________________________________
D3xNINWS (WScaleLayer) (None, 16, 16, 256) 1 D3xNIN[0][0]
__________________________________________________________________________________________________
activation_27 (Activation) (None, 32, 32, 256) 0 add_bias_layer_27[0][0]
__________________________________________________________________________________________________
add_bias_layer_28 (AddBiasLayer (None, 16, 16, 256) 256 D3xNINWS[0][0]
__________________________________________________________________________________________________
D4dn (AveragePooling2D) (None, 16, 16, 256) 0 activation_27[0][0]
__________________________________________________________________________________________________
activation_28 (Activation) (None, 16, 16, 256) 0 add_bias_layer_28[0][0]
__________________________________________________________________________________________________
D3lod (LODSelectLayer) (None, 16, 16, 256) 0 D4dn[0][0]
activation_28[0][0]
__________________________________________________________________________________________________
D3bPad (ZeroPadding2D) (None, 18, 18, 256) 0 D3lod[0][0]
__________________________________________________________________________________________________
D3b (Conv2D) (None, 16, 16, 256) 589824 D3bPad[0][0]
__________________________________________________________________________________________________
D3bws (WScaleLayer) (None, 16, 16, 256) 1 D3b[0][0]
__________________________________________________________________________________________________
add_bias_layer_29 (AddBiasLayer (None, 16, 16, 256) 256 D3bws[0][0]
__________________________________________________________________________________________________
activation_29 (Activation) (None, 16, 16, 256) 0 add_bias_layer_29[0][0]
__________________________________________________________________________________________________
D3aPad (ZeroPadding2D) (None, 18, 18, 256) 0 activation_29[0][0]
__________________________________________________________________________________________________
D3a (Conv2D) (None, 16, 16, 512) 1179648 D3aPad[0][0]
__________________________________________________________________________________________________
D2xs (AveragePooling2D) (None, 8, 8, 3) 0 Dimages[0][0]
__________________________________________________________________________________________________
D3aws (WScaleLayer) (None, 16, 16, 512) 1 D3a[0][0]
__________________________________________________________________________________________________
D2xNIN (Conv2D) (None, 8, 8, 512) 1536 D2xs[0][0]
__________________________________________________________________________________________________
add_bias_layer_30 (AddBiasLayer (None, 16, 16, 512) 512 D3aws[0][0]
__________________________________________________________________________________________________
D2xNINWS (WScaleLayer) (None, 8, 8, 512) 1 D2xNIN[0][0]
__________________________________________________________________________________________________
activation_30 (Activation) (None, 16, 16, 512) 0 add_bias_layer_30[0][0]
__________________________________________________________________________________________________
add_bias_layer_31 (AddBiasLayer (None, 8, 8, 512) 512 D2xNINWS[0][0]
__________________________________________________________________________________________________
D3dn (AveragePooling2D) (None, 8, 8, 512) 0 activation_30[0][0]
__________________________________________________________________________________________________
activation_31 (Activation) (None, 8, 8, 512) 0 add_bias_layer_31[0][0]
__________________________________________________________________________________________________
D2lod (LODSelectLayer) (None, 8, 8, 512) 0 D3dn[0][0]
activation_31[0][0]
__________________________________________________________________________________________________
D2bPad (ZeroPadding2D) (None, 10, 10, 512) 0 D2lod[0][0]
__________________________________________________________________________________________________
D2b (Conv2D) (None, 8, 8, 512) 2359296 D2bPad[0][0]
__________________________________________________________________________________________________
D2bws (WScaleLayer) (None, 8, 8, 512) 1 D2b[0][0]
__________________________________________________________________________________________________
add_bias_layer_32 (AddBiasLayer (None, 8, 8, 512) 512 D2bws[0][0]
__________________________________________________________________________________________________
activation_32 (Activation) (None, 8, 8, 512) 0 add_bias_layer_32[0][0]
__________________________________________________________________________________________________
D2aPad (ZeroPadding2D) (None, 10, 10, 512) 0 activation_32[0][0]
__________________________________________________________________________________________________
D2a (Conv2D) (None, 8, 8, 512) 2359296 D2aPad[0][0]
__________________________________________________________________________________________________
D1xs (AveragePooling2D) (None, 4, 4, 3) 0 Dimages[0][0]
__________________________________________________________________________________________________
D2aws (WScaleLayer) (None, 8, 8, 512) 1 D2a[0][0]
__________________________________________________________________________________________________
D1xNIN (Conv2D) (None, 4, 4, 512) 1536 D1xs[0][0]
__________________________________________________________________________________________________
add_bias_layer_33 (AddBiasLayer (None, 8, 8, 512) 512 D2aws[0][0]
__________________________________________________________________________________________________
D1xNINWS (WScaleLayer) (None, 4, 4, 512) 1 D1xNIN[0][0]
__________________________________________________________________________________________________
activation_33 (Activation) (None, 8, 8, 512) 0 add_bias_layer_33[0][0]
__________________________________________________________________________________________________
add_bias_layer_34 (AddBiasLayer (None, 4, 4, 512) 512 D1xNINWS[0][0]
__________________________________________________________________________________________________
D2dn (AveragePooling2D) (None, 4, 4, 512) 0 activation_33[0][0]
__________________________________________________________________________________________________
activation_34 (Activation) (None, 4, 4, 512) 0 add_bias_layer_34[0][0]
__________________________________________________________________________________________________
D1lod (LODSelectLayer) (None, 4, 4, 512) 0 D2dn[0][0]
activation_34[0][0]
__________________________________________________________________________________________________
Dstat (MinibatchStatConcatLayer (None, 4, 4, 513) 0 D1lod[0][0]
__________________________________________________________________________________________________
D1bPad (ZeroPadding2D) (None, 6, 6, 513) 0 Dstat[0][0]
__________________________________________________________________________________________________
D1b (Conv2D) (None, 4, 4, 512) 2363904 D1bPad[0][0]
__________________________________________________________________________________________________
D1bws (WScaleLayer) (None, 4, 4, 512) 1 D1b[0][0]
__________________________________________________________________________________________________
add_bias_layer_35 (AddBiasLayer (None, 4, 4, 512) 512 D1bws[0][0]
__________________________________________________________________________________________________
activation_35 (Activation) (None, 4, 4, 512) 0 add_bias_layer_35[0][0]
__________________________________________________________________________________________________
D1aPad (ZeroPadding2D) (None, 4, 4, 512) 0 activation_35[0][0]
__________________________________________________________________________________________________
D1a (Conv2D) (None, 1, 1, 512) 4194304 D1aPad[0][0]
__________________________________________________________________________________________________
D1aws (WScaleLayer) (None, 1, 1, 512) 1 D1a[0][0]
__________________________________________________________________________________________________
add_bias_layer_36 (AddBiasLayer (None, 1, 1, 512) 512 D1aws[0][0]
__________________________________________________________________________________________________
activation_36 (Activation) (None, 1, 1, 512) 0 add_bias_layer_36[0][0]
__________________________________________________________________________________________________
Dscores (Dense) (None, 1, 1, 1) 512 activation_36[0][0]
__________________________________________________________________________________________________
Dscoresws (WScaleLayer) (None, 1, 1, 1) 1 Dscores[0][0]
__________________________________________________________________________________________________
add_bias_layer_37 (AddBiasLayer (None, 1, 1, 1) 1 Dscoresws[0][0]
__________________________________________________________________________________________________
activation_37 (Activation) (None, 1, 1, 1) 0 add_bias_layer_37[0][0]
==================================================================================================
Total params: 13,636,916
Trainable params: 13,636,897
Non-trainable params: 19
__________________________________________________________________________________________________
None
w:128,h:128
image_grid_size: (15, 8)
Saving results to results/001-celeba
example_real_images.shape: (120, 128, 128, 3)
real score: 0 fake score: 0
/usr/local/lib/python3.5/dist-packages/keras/engine/training.py:973: UserWarning: Discrepancy between trainable weights and collected trainable weights, did you set `model.trainable` without calling `model.compile` after ?
'Discrepancy between trainable weights and collected trainable'
16 [D loss: 9.805050] [G loss: 0.660522]
real score: 0 fake score: 0
32 [D loss: 9.426272] [G loss: 0.689767]
real score: 0 fake score: -1
48 [D loss: 9.247764] [G loss: 1.087725]
real score: 0 fake score: -2
64 [D loss: 8.729516] [G loss: 1.757687]
real score: 0 fake score: -2
80 [D loss: 7.769179] [G loss: 2.578583]
real score: 0 fake score: -3
96 [D loss: 7.231666] [G loss: 2.716997]