| Loading training set... | |
| Num images: 692 | |
| Image shape: [3, 128, 128] | |
| Label shape: [0] | |
| Constructing networks... | |
| Generator Parameters Buffers Output shape Datatype | |
| --- --- --- --- --- | |
| mapping.fc0 262656 - [32, 512] float32 | |
| mapping.fc1 262656 - [32, 512] float32 | |
| mapping - 512 [32, 12, 512] float32 | |
| synthesis.b4.conv1 2622465 32 [32, 512, 4, 4] float32 | |
| synthesis.b4.torgb 264195 - [32, 3, 4, 4] float32 | |
| synthesis.b4:0 8192 16 [32, 512, 4, 4] float32 | |
| synthesis.b4:1 - - [32, 512, 4, 4] float32 | |
| synthesis.b8.conv0 2622465 80 [32, 512, 8, 8] float32 | |
| synthesis.b8.conv1 2622465 80 [32, 512, 8, 8] float32 | |
| synthesis.b8.torgb 264195 - [32, 3, 8, 8] float32 | |
| synthesis.b8:0 - 16 [32, 512, 8, 8] float32 | |
| synthesis.b8:1 - - [32, 512, 8, 8] float32 | |
| synthesis.b16.conv0 2622465 272 [32, 512, 16, 16] float16 | |
| synthesis.b16.conv1 2622465 272 [32, 512, 16, 16] float16 | |
| synthesis.b16.torgb 264195 - [32, 3, 16, 16] float16 | |
| synthesis.b16:0 - 16 [32, 512, 16, 16] float16 | |
| synthesis.b16:1 - - [32, 512, 16, 16] float32 | |
| synthesis.b32.conv0 2622465 1040 [32, 512, 32, 32] float16 | |
| synthesis.b32.conv1 2622465 1040 [32, 512, 32, 32] float16 | |
| synthesis.b32.torgb 264195 - [32, 3, 32, 32] float16 | |
| synthesis.b32:0 - 16 [32, 512, 32, 32] float16 | |
| synthesis.b32:1 - - [32, 512, 32, 32] float32 | |
| synthesis.b64.conv0 1442561 4112 [32, 256, 64, 64] float16 | |
| synthesis.b64.conv1 721409 4112 [32, 256, 64, 64] float16 | |
| synthesis.b64.torgb 132099 - [32, 3, 64, 64] float16 | |
| synthesis.b64:0 - 16 [32, 256, 64, 64] float16 | |
| synthesis.b64:1 - - [32, 256, 64, 64] float32 | |
| synthesis.b128.conv0 426369 16400 [32, 128, 128, 128] float16 | |
| synthesis.b128.conv1 213249 16400 [32, 128, 128, 128] float16 | |
| synthesis.b128.torgb 66051 - [32, 3, 128, 128] float16 | |
| synthesis.b128:0 - 16 [32, 128, 128, 128] float16 | |
| synthesis.b128:1 - - [32, 128, 128, 128] float32 | |
| --- --- --- --- --- | |
| Total 22949277 44448 - - | |
| Discriminator Parameters Buffers Output shape Datatype | |
| --- --- --- --- --- | |
| b128.fromrgb 512 16 [32, 128, 128, 128] float16 | |
| b128.skip 32768 16 [32, 256, 64, 64] float16 | |
| b128.conv0 147584 16 [32, 128, 128, 128] float16 | |
| b128.conv1 295168 16 [32, 256, 64, 64] float16 | |
| b128 - 16 [32, 256, 64, 64] float16 | |
| b64.skip 131072 16 [32, 512, 32, 32] float16 | |
| b64.conv0 590080 16 [32, 256, 64, 64] float16 | |
| b64.conv1 1180160 16 [32, 512, 32, 32] float16 | |
| b64 - 16 [32, 512, 32, 32] float16 | |
| b32.skip 262144 16 [32, 512, 16, 16] float16 | |
| b32.conv0 2359808 16 [32, 512, 32, 32] float16 | |
| b32.conv1 2359808 16 [32, 512, 16, 16] float16 | |
| b32 - 16 [32, 512, 16, 16] float16 | |
| b16.skip 262144 16 [32, 512, 8, 8] float16 | |
| b16.conv0 2359808 16 [32, 512, 16, 16] float16 | |
| b16.conv1 2359808 16 [32, 512, 8, 8] float16 | |
| b16 - 16 [32, 512, 8, 8] float16 | |
| b8.skip 262144 16 [32, 512, 4, 4] float32 | |
| b8.conv0 2359808 16 [32, 512, 8, 8] float32 | |
| b8.conv1 2359808 16 [32, 512, 4, 4] float32 | |
| b8 - 16 [32, 512, 4, 4] float32 | |
| b4.mbstd - - [32, 513, 4, 4] float32 | |
| b4.conv 2364416 16 [32, 512, 4, 4] float32 | |
| b4.fc 4194816 - [32, 512] float32 | |
| b4.out 513 - [32, 1] float32 | |
| --- --- --- --- --- | |
| Total 23882369 352 - - | |
| Setting up augmentation... | |
| Distributing across 1 GPUs... | |
| Setting up training phases... | |
| Exporting sample images... | |
| Initializing logs... | |
| Skipping tfevents export: No module named 'tensorboard' | |
| Training for 200 kimg... | |
| tick 0 kimg 0.0 time 23s sec/tick 6.6 sec/kimg 205.00 maintenance 16.4 cpumem 4.12 gpumem 16.47 augment 0.000 | |
| tick 1 kimg 4.0 time 2m 11s sec/tick 99.7 sec/kimg 24.92 maintenance 8.3 cpumem 4.13 gpumem 8.25 augment 0.005 | |
| tick 2 kimg 8.0 time 3m 53s sec/tick 102.1 sec/kimg 25.53 maintenance 0.1 cpumem 4.13 gpumem 8.25 augment 0.011 | |
| tick 3 kimg 12.0 time 5m 36s sec/tick 102.5 sec/kimg 25.62 maintenance 0.1 cpumem 4.13 gpumem 8.31 augment 0.017 | |
| tick 4 kimg 16.0 time 7m 19s sec/tick 103.1 sec/kimg 25.78 maintenance 0.0 cpumem 4.13 gpumem 8.27 augment 0.021 | |
| tick 5 kimg 20.0 time 9m 02s sec/tick 103.1 sec/kimg 25.77 maintenance 0.1 cpumem 4.13 gpumem 8.28 augment 0.024 | |
| tick 6 kimg 24.0 time 10m 45s sec/tick 102.7 sec/kimg 25.67 maintenance 0.1 cpumem 4.13 gpumem 8.28 augment 0.025 | |
| tick 7 kimg 28.0 time 12m 28s sec/tick 103.0 sec/kimg 25.75 maintenance 0.1 cpumem 4.13 gpumem 8.26 augment 0.025 | |
| tick 8 kimg 32.0 time 14m 11s sec/tick 103.1 sec/kimg 25.78 maintenance 0.0 cpumem 4.13 gpumem 8.26 augment 0.023 | |
| tick 9 kimg 36.0 time 15m 53s sec/tick 102.4 sec/kimg 25.59 maintenance 0.1 cpumem 4.13 gpumem 8.28 augment 0.020 | |
| tick 10 kimg 40.0 time 17m 36s sec/tick 102.9 sec/kimg 25.74 maintenance 0.1 cpumem 4.13 gpumem 8.26 augment 0.018 | |
| tick 11 kimg 44.0 time 19m 19s sec/tick 102.1 sec/kimg 25.51 maintenance 0.1 cpumem 4.13 gpumem 8.25 augment 0.015 | |
| tick 12 kimg 48.0 time 21m 01s sec/tick 102.5 sec/kimg 25.62 maintenance 0.0 cpumem 4.13 gpumem 8.26 augment 0.013 | |
| tick 13 kimg 52.0 time 22m 43s sec/tick 101.7 sec/kimg 25.43 maintenance 0.1 cpumem 4.13 gpumem 8.25 augment 0.010 | |
| tick 14 kimg 56.0 time 24m 24s sec/tick 101.2 sec/kimg 25.29 maintenance 0.1 cpumem 4.13 gpumem 8.26 augment 0.006 | |
| tick 15 kimg 60.0 time 26m 05s sec/tick 100.8 sec/kimg 25.19 maintenance 0.1 cpumem 4.13 gpumem 8.25 augment 0.003 | |
| tick 16 kimg 64.0 time 27m 45s sec/tick 100.4 sec/kimg 25.10 maintenance 0.0 cpumem 4.13 gpumem 8.25 augment 0.001 | |
| tick 17 kimg 68.0 time 29m 25s sec/tick 99.6 sec/kimg 24.90 maintenance 0.1 cpumem 4.13 gpumem 8.18 augment 0.000 | |
| tick 18 kimg 72.0 time 31m 05s sec/tick 100.0 sec/kimg 25.00 maintenance 0.1 cpumem 4.13 gpumem 8.19 augment 0.000 | |
| tick 19 kimg 76.0 time 32m 46s sec/tick 100.1 sec/kimg 25.02 maintenance 0.1 cpumem 4.13 gpumem 8.17 augment 0.000 | |
| tick 20 kimg 80.0 time 34m 26s sec/tick 100.3 sec/kimg 25.07 maintenance 0.0 cpumem 4.13 gpumem 8.19 augment 0.001 | |
| tick 21 kimg 84.0 time 36m 06s sec/tick 100.1 sec/kimg 25.02 maintenance 0.1 cpumem 4.13 gpumem 8.19 augment 0.000 | |
| tick 22 kimg 88.0 time 37m 46s sec/tick 99.7 sec/kimg 24.93 maintenance 0.1 cpumem 4.13 gpumem 8.19 augment 0.000 | |
| tick 23 kimg 92.0 time 39m 26s sec/tick 100.1 sec/kimg 25.04 maintenance 0.1 cpumem 4.13 gpumem 8.19 augment 0.001 | |
| tick 24 kimg 96.0 time 41m 06s sec/tick 100.3 sec/kimg 25.07 maintenance 0.0 cpumem 4.13 gpumem 8.18 augment 0.000 | |
| tick 25 kimg 100.0 time 42m 46s sec/tick 100.0 sec/kimg 25.01 maintenance 0.1 cpumem 4.13 gpumem 8.18 augment 0.000 | |
| tick 26 kimg 104.0 time 44m 27s sec/tick 100.0 sec/kimg 25.01 maintenance 0.1 cpumem 4.13 gpumem 8.23 augment 0.000 | |
| tick 27 kimg 108.0 time 46m 06s sec/tick 99.8 sec/kimg 24.95 maintenance 0.1 cpumem 4.13 gpumem 8.19 augment 0.001 | |
| tick 28 kimg 112.0 time 47m 47s sec/tick 100.3 sec/kimg 25.09 maintenance 0.0 cpumem 4.13 gpumem 8.24 augment 0.001 | |
| tick 29 kimg 116.0 time 49m 27s sec/tick 100.1 sec/kimg 25.03 maintenance 0.1 cpumem 4.13 gpumem 8.25 augment 0.003 | |
| tick 30 kimg 120.0 time 51m 08s sec/tick 100.4 sec/kimg 25.11 maintenance 0.1 cpumem 4.13 gpumem 8.25 augment 0.005 | |
| tick 31 kimg 124.0 time 52m 48s sec/tick 100.7 sec/kimg 25.17 maintenance 0.1 cpumem 4.13 gpumem 8.27 augment 0.004 | |
| tick 32 kimg 128.0 time 54m 29s sec/tick 100.8 sec/kimg 25.20 maintenance 0.0 cpumem 4.13 gpumem 8.24 augment 0.004 | |
| tick 33 kimg 132.0 time 56m 10s sec/tick 100.5 sec/kimg 25.13 maintenance 0.1 cpumem 4.13 gpumem 8.25 augment 0.006 | |
| tick 34 kimg 136.0 time 57m 51s sec/tick 100.8 sec/kimg 25.20 maintenance 0.1 cpumem 4.13 gpumem 8.25 augment 0.007 | |
| tick 35 kimg 140.0 time 59m 32s sec/tick 101.3 sec/kimg 25.32 maintenance 0.1 cpumem 4.13 gpumem 8.25 augment 0.010 | |
| tick 36 kimg 144.0 time 1h 01m 25s sec/tick 113.0 sec/kimg 28.25 maintenance 0.0 cpumem 4.13 gpumem 8.26 augment 0.012 | |
| tick 37 kimg 148.0 time 1h 03m 07s sec/tick 101.4 sec/kimg 25.36 maintenance 0.1 cpumem 4.13 gpumem 8.26 augment 0.015 | |
| tick 38 kimg 152.0 time 1h 04m 48s sec/tick 101.2 sec/kimg 25.29 maintenance 0.1 cpumem 4.13 gpumem 8.25 augment 0.017 | |
| tick 39 kimg 156.0 time 1h 06m 30s sec/tick 102.2 sec/kimg 25.55 maintenance 0.1 cpumem 4.13 gpumem 8.43 augment 0.020 | |
| tick 40 kimg 160.0 time 1h 08m 12s sec/tick 102.2 sec/kimg 25.56 maintenance 0.0 cpumem 4.13 gpumem 8.31 augment 0.022 | |
| tick 41 kimg 164.0 time 1h 09m 54s sec/tick 101.9 sec/kimg 25.49 maintenance 0.1 cpumem 4.13 gpumem 8.27 augment 0.023 | |
| tick 42 kimg 168.0 time 1h 11m 36s sec/tick 101.8 sec/kimg 25.45 maintenance 0.1 cpumem 4.13 gpumem 8.38 augment 0.023 | |
| tick 43 kimg 172.0 time 1h 13m 18s sec/tick 102.0 sec/kimg 25.51 maintenance 0.1 cpumem 4.13 gpumem 8.26 augment 0.025 | |
| tick 44 kimg 176.0 time 1h 15m 01s sec/tick 102.5 sec/kimg 25.63 maintenance 0.0 cpumem 4.13 gpumem 8.28 augment 0.028 | |
| tick 45 kimg 180.0 time 1h 16m 43s sec/tick 102.3 sec/kimg 25.57 maintenance 0.1 cpumem 4.13 gpumem 8.27 augment 0.030 | |
| tick 46 kimg 184.0 time 1h 18m 26s sec/tick 102.6 sec/kimg 25.65 maintenance 0.1 cpumem 4.13 gpumem 8.30 augment 0.031 | |
| tick 47 kimg 188.0 time 1h 20m 09s sec/tick 102.6 sec/kimg 25.64 maintenance 0.1 cpumem 4.13 gpumem 8.27 augment 0.034 | |
| tick 48 kimg 192.0 time 1h 21m 52s sec/tick 103.4 sec/kimg 25.84 maintenance 0.0 cpumem 4.14 gpumem 8.26 augment 0.034 | |
| tick 49 kimg 196.0 time 1h 23m 35s sec/tick 102.5 sec/kimg 25.62 maintenance 0.1 cpumem 4.14 gpumem 8.27 augment 0.035 | |
| tick 50 kimg 200.0 time 1h 25m 16s sec/tick 101.7 sec/kimg 25.62 maintenance 0.1 cpumem 4.14 gpumem 8.32 augment 0.036 | |
| Exiting... | |