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| dnnlib: Running training.training_loop.training_loop() on localhost... Streaming data using training.dataset.TFRecordDataset... Dataset shape = [3, 128, 128] Dynamic range = [0, 255] Label size = 0 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 - (?, 12, 512) - G_mapping/dlatents_out - (?, 12, 512) - Truncation - (?, 12, 512) - G_synthesis/dlatents_in - (?, 12, 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_lod5 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_lod4 1539 (?, 3, 8, 8) (1, 1, 512, 3) G_synthesis/Upscale2D - (?, 3, 8, 8) - G_synthesis/Grow_lod4 - (?, 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_lod3 1539 (?, 3, 16, 16) (1, 1, 512, 3) G_synthesis/Upscale2D_1 - (?, 3, 16, 16) - G_synthesis/Grow_lod3 - (?, 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_lod2 1539 (?, 3, 32, 32) (1, 1, 512, 3) G_synthesis/Upscale2D_2 - (?, 3, 32, 32) - G_synthesis/Grow_lod2 - (?, 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_lod1 771 (?, 3, 64, 64) (1, 1, 256, 3) G_synthesis/Upscale2D_3 - (?, 3, 64, 64) - G_synthesis/Grow_lod1 - (?, 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_lod0 387 (?, 3, 128, 128) (1, 1, 128, 3) G_synthesis/Upscale2D_4 - (?, 3, 128, 128) - G_synthesis/Grow_lod0 - (?, 3, 128, 128) - G_synthesis/images_out - (?, 3, 128, 128) - 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) - images_out - (?, 3, 128, 128) - --- --- --- --- Total 25843858
D Params OutputShape WeightShape --- --- --- --- images_in - (?, 3, 128, 128) - labels_in - (?, 0) - lod - () - FromRGB_lod0 512 (?, 128, 128, 128) (1, 1, 3, 128) 128x128/Conv0 147584 (?, 128, 128, 128) (3, 3, 128, 128) 128x128/Conv1_down 295168 (?, 256, 64, 64) (3, 3, 128, 256) Downscale2D - (?, 3, 64, 64) - FromRGB_lod1 1024 (?, 256, 64, 64) (1, 1, 3, 256) Grow_lod0 - (?, 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_1 - (?, 3, 32, 32) - FromRGB_lod2 2048 (?, 512, 32, 32) (1, 1, 3, 512) Grow_lod1 - (?, 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_2 - (?, 3, 16, 16) - FromRGB_lod3 2048 (?, 512, 16, 16) (1, 1, 3, 512) Grow_lod2 - (?, 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_3 - (?, 3, 8, 8) - FromRGB_lod4 2048 (?, 512, 8, 8) (1, 1, 3, 512) Grow_lod3 - (?, 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_4 - (?, 3, 4, 4) - FromRGB_lod5 2048 (?, 512, 4, 4) (1, 1, 3, 512) Grow_lod4 - (?, 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 22941313
Building TensorFlow graph... Setting up snapshot image grid... Setting up run dir... Training...
tick 1 kimg 140.3 lod 4.00 minibatch 128 time 3m 05s sec/tick 143.2 sec/kimg 1.02 maintenance 41.7 gpumem 3.0 network-snapshot-000140 time 3m 35s fid50k 374.5350 tick 2 kimg 280.6 lod 4.00 minibatch 128 time 9m 31s sec/tick 163.3 sec/kimg 1.16 maintenance 222.9 gpumem 3.4 tick 3 kimg 420.9 lod 4.00 minibatch 128 time 12m 08s sec/tick 156.9 sec/kimg 1.12 maintenance 0.4 gpumem 3.4 tick 4 kimg 561.2 lod 4.00 minibatch 128 time 14m 47s sec/tick 157.8 sec/kimg 1.12 maintenance 0.4 gpumem 3.4 tick 5 kimg 681.5 lod 3.87 minibatch 128 time 20m 12s sec/tick 324.6 sec/kimg 2.70 maintenance 0.4 gpumem 4.5 tick 6 kimg 801.8 lod 3.66 minibatch 128 time 26m 49s sec/tick 396.3 sec/kimg 3.29 maintenance 0.6 gpumem 4.5 tick 7 kimg 922.1 lod 3.46 minibatch 128 time 33m 20s sec/tick 391.1 sec/kimg 3.25 maintenance 0.6 gpumem 4.5 tick 8 kimg 1042.4 lod 3.26 minibatch 128 time 40m 00s sec/tick 399.4 sec/kimg 3.32 maintenance 0.5 gpumem 4.5 tick 9 kimg 1162.8 lod 3.06 minibatch 128 time 46m 36s sec/tick 394.9 sec/kimg 3.28 maintenance 0.6 gpumem 4.5 tick 10 kimg 1283.1 lod 3.00 minibatch 128 time 53m 11s sec/tick 395.0 sec/kimg 3.28 maintenance 0.6 gpumem 4.5 network-snapshot-001283 time 3m 50s fid50k 302.4119 tick 11 kimg 1403.4 lod 3.00 minibatch 128 time 1h 03m 35s sec/tick 391.7 sec/kimg 3.26 maintenance 231.8 gpumem 4.5 tick 12 kimg 1523.7 lod 3.00 minibatch 128 time 1h 10m 04s sec/tick 388.5 sec/kimg 3.23 maintenance 0.5 gpumem 4.5 tick 13 kimg 1644.0 lod 3.00 minibatch 128 time 1h 16m 32s sec/tick 387.8 sec/kimg 3.22 maintenance 0.6 gpumem 4.5 tick 14 kimg 1764.4 lod 3.00 minibatch 128 time 1h 23m 02s sec/tick 388.6 sec/kimg 3.23 maintenance 0.6 gpumem 4.5 tick 15 kimg 1864.4 lod 2.89 minibatch 64 time 1h 37m 36s sec/tick 873.9 sec/kimg 8.73 maintenance 0.6 gpumem 4.7 tick 16 kimg 1964.5 lod 2.73 minibatch 64 time 1h 56m 27s sec/tick 1130.0 sec/kimg 11.29 maintenance 1.1 gpumem 4.7 tick 17 kimg 2064.6 lod 2.56 minibatch 64 time 2h 15m 18s sec/tick 1129.7 sec/kimg 11.29 maintenance 1.0 gpumem 4.7 tick 18 kimg 2164.7 lod 2.39 minibatch 64 time 2h 34m 11s sec/tick 1132.3 sec/kimg 11.31 maintenance 1.0 gpumem 4.7 tick 19 kimg 2264.8 lod 2.23 minibatch 64 time 2h 53m 04s sec/tick 1132.1 sec/kimg 11.31 maintenance 1.0 gpumem 4.7 tick 20 kimg 2364.9 lod 2.06 minibatch 64 time 3h 11m 57s sec/tick 1132.2 sec/kimg 11.31 maintenance 1.0 gpumem 4.7 network-snapshot-002364 time 4m 33s fid50k 297.8871 tick 21 kimg 2465.0 lod 2.00 minibatch 64 time 3h 35m 39s sec/tick 1146.3 sec/kimg 11.45 maintenance 275.5 gpumem 4.7 tick 22 kimg 2565.1 lod 2.00 minibatch 64 time 3h 54m 34s sec/tick 1133.9 sec/kimg 11.33 maintenance 1.0 gpumem 4.7 tick 23 kimg 2665.2 lod 2.00 minibatch 64 time 4h 13m 31s sec/tick 1135.8 sec/kimg 11.35 maintenance 1.0 gpumem 4.7 tick 24 kimg 2765.3 lod 2.00 minibatch 64 time 4h 32m 02s sec/tick 1109.7 sec/kimg 11.09 maintenance 1.0 gpumem 4.7 tick 25 kimg 2865.4 lod 2.00 minibatch 64 time 4h 50m 52s sec/tick 1129.1 sec/kimg 11.28 maintenance 1.0 gpumem 4.7 tick 26 kimg 2965.5 lod 2.00 minibatch 64 time 5h 09m 32s sec/tick 1118.7 sec/kimg 11.18 maintenance 1.1 gpumem 4.7 tick 27 kimg 3045.5 lod 1.92 minibatch 32 time 5h 38m 21s sec/tick 1728.0 sec/kimg 21.60 maintenance 1.0 gpumem 4.9 tick 28 kimg 3125.5 lod 1.79 minibatch 32 time 6h 16m 31s sec/tick 2288.1 sec/kimg 28.60 maintenance 2.3 gpumem 4.9 tick 29 kimg 3205.5 lod 1.66 minibatch 32 time 6h 54m 45s sec/tick 2291.4 sec/kimg 28.64 maintenance 2.5 gpumem 4.9 tick 30 kimg 3285.5 lod 1.52 minibatch 32 time 7h 33m 34s sec/tick 2326.7 sec/kimg 29.08 maintenance 2.8 gpumem 4.9 network-snapshot-003285 time 6m 02s fid50k 243.0076 tick 31 kimg 3365.5 lod 1.39 minibatch 32 time 8h 17m 27s sec/tick 2266.9 sec/kimg 28.34 maintenance 366.3 gpumem 4.9 tick 32 kimg 3445.5 lod 1.26 minibatch 32 time 8h 55m 02s sec/tick 2251.5 sec/kimg 28.14 maintenance 2.8 gpumem 4.9 tick 33 kimg 3525.5 lod 1.12 minibatch 32 time 9h 32m 35s sec/tick 2250.6 sec/kimg 28.13 maintenance 2.7 gpumem 4.9 tick 34 kimg 3605.5 lod 1.00 minibatch 32 time 10h 10m 04s sec/tick 2246.4 sec/kimg 28.08 maintenance 2.7 gpumem 4.9 tick 35 kimg 3685.5 lod 1.00 minibatch 32 time 10h 46m 35s sec/tick 2188.4 sec/kimg 27.35 maintenance 2.6 gpumem 4.9 tick 36 kimg 3765.5 lod 1.00 minibatch 32 time 11h 23m 07s sec/tick 2189.2 sec/kimg 27.37 maintenance 2.6 gpumem 4.9 tick 37 kimg 3845.5 lod 1.00 minibatch 32 time 11h 59m 38s sec/tick 2188.1 sec/kimg 27.35 maintenance 2.7 gpumem 4.9 tick 38 kimg 3925.5 lod 1.00 minibatch 32 time 12h 36m 08s sec/tick 2188.1 sec/kimg 27.35 maintenance 2.6 gpumem 4.9 tick 39 kimg 4005.5 lod 1.00 minibatch 32 time 13h 12m 40s sec/tick 2189.1 sec/kimg 27.36 maintenance 2.7 gpumem 4.9 tick 40 kimg 4085.5 lod 1.00 minibatch 32 time 13h 49m 12s sec/tick 2188.8 sec/kimg 27.36 maintenance 2.6 gpumem 4.9 network-snapshot-004085 time 5m 49s fid50k 116.0598 tick 41 kimg 4165.5 lod 1.00 minibatch 32 time 14h 31m 32s sec/tick 2188.0 sec/kimg 27.35 maintenance 352.6 gpumem 4.9 tick 42 kimg 4225.5 lod 0.96 minibatch 16 time 15h 11m 38s sec/tick 2403.0 sec/kimg 40.03 maintenance 2.6 gpumem 5.1 tick 43 kimg 4285.6 lod 0.86 minibatch 16 time 16h 09m 48s sec/tick 3480.7 sec/kimg 57.98 maintenance 9.6 gpumem 5.1 tick 44 kimg 4345.6 lod 0.76 minibatch 16 time 17h 06m 03s sec/tick 3368.3 sec/kimg 56.11 maintenance 7.1 gpumem 5.1 tick 45 kimg 4405.6 lod 0.66 minibatch 16 time 18h 02m 18s sec/tick 3366.8 sec/kimg 56.08 maintenance 8.3 gpumem 5.1 tick 46 kimg 4465.7 lod 0.56 minibatch 16 time 18h 57m 51s sec/tick 3323.2 sec/kimg 55.36 maintenance 9.6 gpumem 5.1 tick 47 kimg 4525.7 lod 0.46 minibatch 16 time 19h 53m 22s sec/tick 3323.7 sec/kimg 55.37 maintenance 7.3 gpumem 5.1 tick 48 kimg 4585.7 lod 0.36 minibatch 16 time 20h 50m 32s sec/tick 3424.0 sec/kimg 57.04 maintenance 5.6 gpumem 5.1 tick 49 kimg 4645.8 lod 0.26 minibatch 16 time 21h 47m 58s sec/tick 3436.1 sec/kimg 57.24 maintenance 9.7 gpumem 5.1 tick 50 kimg 4705.8 lod 0.16 minibatch 16 time 22h 45m 04s sec/tick 3418.3 sec/kimg 56.94 maintenance 7.8 gpumem 5.1 network-snapshot-004705 time 8m 55s fid50k 27.1257 tick 51 kimg 4765.8 lod 0.06 minibatch 16 time 23h 51m 22s sec/tick 3426.3 sec/kimg 57.07 maintenance 552.1 gpumem 5.1 tick 52 kimg 4825.9 lod 0.00 minibatch 16 time 1d 00h 46m sec/tick 3292.1 sec/kimg 54.84 maintenance 5.0 gpumem 5.1 tick 53 kimg 4885.9 lod 0.00 minibatch 16 time 1d 01h 40m sec/tick 3234.1 sec/kimg 53.87 maintenance 5.2 gpumem 5.1 tick 54 kimg 4945.9 lod 0.00 minibatch 16 time 1d 02h 35m sec/tick 3291.5 sec/kimg 54.83 maintenance 6.6 gpumem 5.1 tick 55 kimg 5006.0 lod 0.00 minibatch 16 time 1d 03h 30m sec/tick 3280.6 sec/kimg 54.65 maintenance 5.1 gpumem 5.1 tick 56 kimg 5066.0 lod 0.00 minibatch 16 time 1d 04h 24m sec/tick 3272.8 sec/kimg 54.52 maintenance 8.7 gpumem 5.1 tick 57 kimg 5126.0 lod 0.00 minibatch 16 time 1d 05h 18m sec/tick 3234.0 sec/kimg 53.87 maintenance 5.0 gpumem 5.1 tick 58 kimg 5186.0 lod 0.00 minibatch 16 time 1d 06h 12m sec/tick 3250.0 sec/kimg 54.14 maintenance 5.4 gpumem 5.1 tick 59 kimg 5246.1 lod 0.00 minibatch 16 time 1d 07h 07m sec/tick 3245.4 sec/kimg 54.06 maintenance 33.8 gpumem 5.1 tick 60 kimg 5306.1 lod 0.00 minibatch 16 time 1d 08h 01m sec/tick 3232.7 sec/kimg 53.85 maintenance 6.1 gpumem 5.1 network-snapshot-005306 time 9m 33s fid50k 14.5950 tick 61 kimg 5366.1 lod 0.00 minibatch 16 time 1d 09h 06m sec/tick 3283.7 sec/kimg 54.70 maintenance 596.8 gpumem 5.1 tick 62 kimg 5426.2 lod 0.00 minibatch 16 time 1d 10h 00m sec/tick 3244.0 sec/kimg 54.04 maintenance 15.0 gpumem 5.1 tick 63 kimg 5486.2 lod 0.00 minibatch 16 time 1d 10h 54m sec/tick 3234.6 sec/kimg 53.88 maintenance 9.4 gpumem 5.1 tick 64 kimg 5546.2 lod 0.00 minibatch 16 time 1d 11h 48m sec/tick 3236.9 sec/kimg 53.92 maintenance 7.0 gpumem 5.1 tick 65 kimg 5606.3 lod 0.00 minibatch 16 time 1d 12h 44m sec/tick 3316.2 sec/kimg 55.24 maintenance 9.7 gpumem 5.1 tick 66 kimg 5666.3 lod 0.00 minibatch 16 time 1d 13h 38m sec/tick 3233.3 sec/kimg 53.86 maintenance 5.7 gpumem 5.1 tick 67 kimg 5726.3 lod 0.00 minibatch 16 time 1d 14h 32m sec/tick 3232.1 sec/kimg 53.84 maintenance 5.5 gpumem 5.1 tick 68 kimg 5786.4 lod 0.00 minibatch 16 time 1d 15h 26m sec/tick 3247.6 sec/kimg 54.10 maintenance 5.6 gpumem 5.1 tick 69 kimg 5846.4 lod 0.00 minibatch 16 time 1d 16h 20m sec/tick 3250.5 sec/kimg 54.15 maintenance 16.9 gpumem 5.1 tick 70 kimg 5906.4 lod 0.00 minibatch 16 time 1d 17h 14m sec/tick 3232.9 sec/kimg 53.85 maintenance 6.6 gpumem 5.1
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