Constructing networks...
G Params OutputShape WeightShape
--- --- --- ---
latents_in - (?, 512) -
labels_in - (?, 0) -
lod - () -
dlatent_avg - (512,) -
G_mapping/latents_in - (?, 512) -
G_mapping/labels_in - (?, 0) -
G_mapping/PixelNorm - (?, 512) -
G_mapping/Dense0 262656 (?, 512) (512, 512)
G_mapping/Dense1 262656 (?, 512) (512, 512)
G_mapping/Dense2 262656 (?, 512) (512, 512)
G_mapping/Dense3 262656 (?, 512) (512, 512)
G_mapping/Dense4 262656 (?, 512) (512, 512)
G_mapping/Dense5 262656 (?, 512) (512, 512)
G_mapping/Dense6 262656 (?, 512) (512, 512)
G_mapping/Dense7 262656 (?, 512) (512, 512)
G_mapping/Broadcast - (?, 16, 512) -
G_mapping/dlatents_out - (?, 16, 512) -
Truncation - (?, 16, 512) -
G_synthesis/dlatents_in - (?, 16, 512) -
G_synthesis/4x4/Const 534528 (?, 512, 4, 4) (512,)
G_synthesis/4x4/Conv 2885632 (?, 512, 4, 4) (3, 3, 512, 512)
G_synthesis/ToRGB_lod7 1539 (?, 3, 4, 4) (1, 1, 512, 3)
G_synthesis/8x8/Conv0_up 2885632 (?, 512, 8, 8) (3, 3, 512, 512)
G_synthesis/8x8/Conv1 2885632 (?, 512, 8, 8) (3, 3, 512, 512)
G_synthesis/ToRGB_lod6 1539 (?, 3, 8, 8) (1, 1, 512, 3)
G_synthesis/Upscale2D - (?, 3, 8, 8) -
G_synthesis/Grow_lod6 - (?, 3, 8, 8) -
G_synthesis/16x16/Conv0_up 2885632 (?, 512, 16, 16) (3, 3, 512, 512)
G_synthesis/16x16/Conv1 2885632 (?, 512, 16, 16) (3, 3, 512, 512)
G_synthesis/ToRGB_lod5 1539 (?, 3, 16, 16) (1, 1, 512, 3)
G_synthesis/Upscale2D_1 - (?, 3, 16, 16) -
G_synthesis/Grow_lod5 - (?, 3, 16, 16) -
G_synthesis/32x32/Conv0_up 2885632 (?, 512, 32, 32) (3, 3, 512, 512)
G_synthesis/32x32/Conv1 2885632 (?, 512, 32, 32) (3, 3, 512, 512)
G_synthesis/ToRGB_lod4 1539 (?, 3, 32, 32) (1, 1, 512, 3)
G_synthesis/Upscale2D_2 - (?, 3, 32, 32) -
G_synthesis/Grow_lod4 - (?, 3, 32, 32) -
G_synthesis/64x64/Conv0_up 1442816 (?, 256, 64, 64) (3, 3, 512, 256)
G_synthesis/64x64/Conv1 852992 (?, 256, 64, 64) (3, 3, 256, 256)
G_synthesis/ToRGB_lod3 771 (?, 3, 64, 64) (1, 1, 256, 3)
G_synthesis/Upscale2D_3 - (?, 3, 64, 64) -
G_synthesis/Grow_lod3 - (?, 3, 64, 64) -
G_synthesis/128x128/Conv0_up 426496 (?, 128, 128, 128) (3, 3, 256, 128)
G_synthesis/128x128/Conv1 279040 (?, 128, 128, 128) (3, 3, 128, 128)
G_synthesis/ToRGB_lod2 387 (?, 3, 128, 128) (1, 1, 128, 3)
G_synthesis/Upscale2D_4 - (?, 3, 128, 128) -
G_synthesis/Grow_lod2 - (?, 3, 128, 128) -
G_synthesis/256x256/Conv0_up 139520 (?, 64, 256, 256) (3, 3, 128, 64)
G_synthesis/256x256/Conv1 102656 (?, 64, 256, 256) (3, 3, 64, 64)
G_synthesis/ToRGB_lod1 195 (?, 3, 256, 256) (1, 1, 64, 3)
G_synthesis/Upscale2D_5 - (?, 3, 256, 256) -
G_synthesis/Grow_lod1 - (?, 3, 256, 256) -
G_synthesis/512x512/Conv0_up 51328 (?, 32, 512, 512) (3, 3, 64, 32)
G_synthesis/512x512/Conv1 42112 (?, 32, 512, 512) (3, 3, 32, 32)
G_synthesis/ToRGB_lod0 99 (?, 3, 512, 512) (1, 1, 32, 3)
G_synthesis/Upscale2D_6 - (?, 3, 512, 512) -
G_synthesis/Grow_lod0 - (?, 3, 512, 512) -
G_synthesis/images_out - (?, 3, 512, 512) -
G_synthesis/lod - () -
G_synthesis/noise0 - (1, 1, 4, 4) -
G_synthesis/noise1 - (1, 1, 4, 4) -
G_synthesis/noise2 - (1, 1, 8, 8) -
G_synthesis/noise3 - (1, 1, 8, 8) -
G_synthesis/noise4 - (1, 1, 16, 16) -
G_synthesis/noise5 - (1, 1, 16, 16) -
G_synthesis/noise6 - (1, 1, 32, 32) -
G_synthesis/noise7 - (1, 1, 32, 32) -
G_synthesis/noise8 - (1, 1, 64, 64) -
G_synthesis/noise9 - (1, 1, 64, 64) -
G_synthesis/noise10 - (1, 1, 128, 128) -
G_synthesis/noise11 - (1, 1, 128, 128) -
G_synthesis/noise12 - (1, 1, 256, 256) -
G_synthesis/noise13 - (1, 1, 256, 256) -
G_synthesis/noise14 - (1, 1, 512, 512) -
G_synthesis/noise15 - (1, 1, 512, 512) -
images_out - (?, 3, 512, 512) -
--- --- --- ---
Total 26179768
D Params OutputShape WeightShape
--- --- --- ---
images_in - (?, 3, 512, 512) -
labels_in - (?, 0) -
lod - () -
FromRGB_lod0 128 (?, 32, 512, 512) (1, 1, 3, 32)
512x512/Conv0 9248 (?, 32, 512, 512) (3, 3, 32, 32)
512x512/Conv1_down 18496 (?, 64, 256, 256) (3, 3, 32, 64)
Downscale2D - (?, 3, 256, 256) -
FromRGB_lod1 256 (?, 64, 256, 256) (1, 1, 3, 64)
Grow_lod0 - (?, 64, 256, 256) -
256x256/Conv0 36928 (?, 64, 256, 256) (3, 3, 64, 64)
256x256/Conv1_down 73856 (?, 128, 128, 128) (3, 3, 64, 128)
Downscale2D_1 - (?, 3, 128, 128) -
FromRGB_lod2 512 (?, 128, 128, 128) (1, 1, 3, 128)
Grow_lod1 - (?, 128, 128, 128) -
128x128/Conv0 147584 (?, 128, 128, 128) (3, 3, 128, 128)
128x128/Conv1_down 295168 (?, 256, 64, 64) (3, 3, 128, 256)
Downscale2D_2 - (?, 3, 64, 64) -
FromRGB_lod3 1024 (?, 256, 64, 64) (1, 1, 3, 256)
Grow_lod2 - (?, 256, 64, 64) -
64x64/Conv0 590080 (?, 256, 64, 64) (3, 3, 256, 256)
64x64/Conv1_down 1180160 (?, 512, 32, 32) (3, 3, 256, 512)
Downscale2D_3 - (?, 3, 32, 32) -
FromRGB_lod4 2048 (?, 512, 32, 32) (1, 1, 3, 512)
Grow_lod3 - (?, 512, 32, 32) -
32x32/Conv0 2359808 (?, 512, 32, 32) (3, 3, 512, 512)
32x32/Conv1_down 2359808 (?, 512, 16, 16) (3, 3, 512, 512)
Downscale2D_4 - (?, 3, 16, 16) -
FromRGB_lod5 2048 (?, 512, 16, 16) (1, 1, 3, 512)
Grow_lod4 - (?, 512, 16, 16) -
16x16/Conv0 2359808 (?, 512, 16, 16) (3, 3, 512, 512)
16x16/Conv1_down 2359808 (?, 512, 8, 8) (3, 3, 512, 512)
Downscale2D_5 - (?, 3, 8, 8) -
FromRGB_lod6 2048 (?, 512, 8, 8) (1, 1, 3, 512)
Grow_lod5 - (?, 512, 8, 8) -
8x8/Conv0 2359808 (?, 512, 8, 8) (3, 3, 512, 512)
8x8/Conv1_down 2359808 (?, 512, 4, 4) (3, 3, 512, 512)
Downscale2D_6 - (?, 3, 4, 4) -
FromRGB_lod7 2048 (?, 512, 4, 4) (1, 1, 3, 512)
Grow_lod6 - (?, 512, 4, 4) -
4x4/MinibatchStddev - (?, 513, 4, 4) -
4x4/Conv 2364416 (?, 512, 4, 4) (3, 3, 513, 512)
4x4/Dense0 4194816 (?, 512) (8192, 512)
4x4/Dense1 513 (?, 1) (512, 1)
scores_out - (?, 1) -
--- --- --- ---
Total 23080225
Building TensorFlow graph...