astramlco/supir 🔢🖼️📝✓❓ → 🖼️

▶️ 238 runs 📅 Nov 2024 ⚙️ Cog 0.16.3 🔗 GitHub 📄 Paper ⚖️ License

About

Practicing Model Scaling for Photo-Realistic Image Restoration In the Wild, using tiled VAE and Juggernaut XL to eliminate plastic skin and smooth textures.

Example Output

Output

Performance Metrics

195.88s Prediction Time

387.47s Total Time

All Input Parameters

{
  "image": "https://replicate.delivery/pbxt/NZV6qqjFWPdHU0uctf3WXJjvy4yAvbMY7XYIz7KLgqjRTeVm/unknown.png",
  "s_cfg": 7.5,
  "s_churn": 5,
  "s_noise": 1.003,
  "upscale": 2,
  "a_prompt": "Cinematic, High Contrast, highly detailed, taken using a Canon EOS R camera, hyper detailed photo - realistic maximum detail, 32k, Color Grading, ultra HD, extreme meticulous detailing, skin pore detailing, hyper sharpness, perfect without deformations.",
  "min_size": 1024,
  "n_prompt": "painting, oil painting, illustration, drawing, art, sketch, oil painting, cartoon, CG Style, 3D render, unreal engine, blurring, dirty, messy, worst quality, low quality, frames, watermark, signature, jpeg artifacts, deformed, lowres, over-smooth",
  "s_stage1": -1,
  "s_stage2": 1,
  "edm_steps": 50,
  "linear_CFG": false,
  "color_fix_type": "Wavelet",
  "spt_linear_CFG": 1,
  "linear_s_stage2": false,
  "spt_linear_s_stage2": 0
}

Input Parameters

seed Type: integer: Random seed. Leave blank to randomize the seed
image (required) Type: string: Low quality input image.
s_cfg Type: numberDefault: 7.5Range: 1 - 20: Classifier-free guidance scale for prompts.
s_churn Type: numberDefault: 5: Original churn hy-param of EDM.
s_noise Type: numberDefault: 1.003: Original noise hy-param of EDM.
upscale Type: integerDefault: 1: Upsampling ratio of given inputs.
a_prompt Type: stringDefault: Cinematic, High Contrast, highly detailed, taken using a Canon EOS R camera, hyper detailed photo - realistic maximum detail, 32k, Color Grading, ultra HD, extreme meticulous detailing, skin pore detailing, hyper sharpness, perfect without deformations.: Additive positive prompt for the inputs.
min_size Type: numberDefault: 1024: Minimum resolution of output images.
n_prompt Type: stringDefault: painting, oil painting, illustration, drawing, art, sketch, oil painting, cartoon, CG Style, 3D render, unreal engine, blurring, dirty, messy, worst quality, low quality, frames, watermark, signature, jpeg artifacts, deformed, lowres, over-smooth: Negative prompt for the inputs.
s_stage1 Type: integerDefault: -1: Control Strength of Stage1 (negative means invalid).
s_stage2 Type: numberDefault: 1: Control Strength of Stage2.
edm_steps Type: integerDefault: 50Range: 1 - 500: Number of steps for EDM Sampling Schedule.
linear_CFG Type: booleanDefault: false: Linearly (with sigma) increase CFG from 'spt_linear_CFG' to s_cfg.
output_format Default: png: Output image format.
color_fix_type Default: Wavelet: Color Fixing Type..
output_quality Type: integerDefault: 95Range: 1 - 100: Quality for JPEG output (1-100).
spt_linear_CFG Type: numberDefault: 1: Start point of linearly increasing CFG.
linear_s_stage2 Type: booleanDefault: false: Linearly (with sigma) increase s_stage2 from 'spt_linear_s_stage2' to s_stage2.
spt_linear_s_stage2 Type: numberDefault: 0: Start point of linearly increasing s_stage2.

Output Schema

Output

Type: string • Format: uri

Example Execution Logs

Using seed: 12267
[Tiled VAE]: input_size: torch.Size([1, 3, 2496, 1664]), tile_size: 512, padding: 32
[Tiled VAE]: split to 5x4 = 20 tiles. Optimal tile size 416x512, original tile size 512x512
[Tiled VAE]: Executing Encoder Task Queue:   0%|          | 0/1820 [00:00<?, ?it/s]
[Tiled VAE]: Executing Encoder Task Queue:   0%|          | 3/1820 [00:00<01:19, 22.93it/s]
[Tiled VAE]: Executing Encoder Task Queue:   0%|          | 6/1820 [00:00<01:08, 26.46it/s]
[Tiled VAE]: Executing Encoder Task Queue:   1%|          | 10/1820 [00:00<01:03, 28.68it/s]
[Tiled VAE]: Executing Encoder Task Queue:   1%|          | 14/1820 [00:00<01:01, 29.46it/s]
[Tiled VAE]: Executing Encoder Task Queue:   1%|          | 18/1820 [00:00<00:58, 30.67it/s]
[Tiled VAE]: Executing Encoder Task Queue:   1%|          | 22/1820 [00:00<00:58, 30.64it/s]
[Tiled VAE]: Executing Encoder Task Queue:   1%|▏         | 26/1820 [00:00<00:58, 30.86it/s]
[Tiled VAE]: Executing Encoder Task Queue:   2%|▏         | 30/1820 [00:01<00:59, 30.28it/s]
[Tiled VAE]: Executing Encoder Task Queue:   2%|▏         | 35/1820 [00:01<00:50, 35.22it/s]
[Tiled VAE]: Executing Encoder Task Queue:   2%|▏         | 39/1820 [00:01<00:49, 36.18it/s]
[Tiled VAE]: Executing Encoder Task Queue:   3%|▎         | 50/1820 [00:01<00:32, 54.21it/s]
[Tiled VAE]: Executing Encoder Task Queue:   3%|▎         | 59/1820 [00:01<00:28, 61.55it/s]
[Tiled VAE]: Executing Encoder Task Queue:   4%|▎         | 68/1820 [00:01<00:26, 65.29it/s]
[Tiled VAE]: Executing Encoder Task Queue:   4%|▍         | 77/1820 [00:01<00:26, 66.90it/s]
[Tiled VAE]: Executing Encoder Task Queue:   5%|▍         | 86/1820 [00:01<00:25, 68.66it/s]
[Tiled VAE]: Executing Encoder Task Queue:   5%|▌         | 95/1820 [00:01<00:24, 70.03it/s]
[Tiled VAE]: Executing Encoder Task Queue:   6%|▌         | 109/1820 [00:02<00:19, 86.37it/s]
[Tiled VAE]: Executing Encoder Task Queue:   6%|▋         | 118/1820 [00:02<00:22, 74.71it/s]
[Tiled VAE]: Executing Encoder Task Queue:   7%|▋         | 126/1820 [00:02<00:25, 66.47it/s]
[Tiled VAE]: Executing Encoder Task Queue:   7%|▋         | 135/1820 [00:02<00:24, 67.80it/s]
[Tiled VAE]: Executing Encoder Task Queue:   8%|▊         | 143/1820 [00:02<00:24, 68.54it/s]
[Tiled VAE]: Executing Encoder Task Queue:   8%|▊         | 151/1820 [00:02<00:27, 61.01it/s]
[Tiled VAE]: Executing Encoder Task Queue:   9%|▉         | 160/1820 [00:02<00:25, 64.83it/s]
[Tiled VAE]: Executing Encoder Task Queue:   9%|▉         | 167/1820 [00:03<00:26, 63.01it/s]
[Tiled VAE]: Executing Encoder Task Queue:  10%|▉         | 175/1820 [00:03<00:26, 62.96it/s]
[Tiled VAE]: Executing Encoder Task Queue:  10%|█         | 182/1820 [00:03<00:26, 62.87it/s]
[Tiled VAE]: Executing Encoder Task Queue:  11%|█         | 195/1820 [00:03<00:21, 77.12it/s]
[Tiled VAE]: Executing Encoder Task Queue:  12%|█▏        | 210/1820 [00:03<00:18, 88.72it/s]
[Tiled VAE]: Executing Encoder Task Queue:  12%|█▏        | 219/1820 [00:03<00:18, 86.55it/s]
[Tiled VAE]: Executing Encoder Task Queue:  13%|█▎        | 228/1820 [00:03<00:19, 82.66it/s]
[Tiled VAE]: Executing Encoder Task Queue:  13%|█▎        | 237/1820 [00:03<00:20, 78.67it/s]
[Tiled VAE]: Executing Encoder Task Queue:  14%|█▎        | 246/1820 [00:03<00:20, 77.04it/s]
[Tiled VAE]: Executing Encoder Task Queue:  14%|█▍        | 255/1820 [00:04<00:20, 75.66it/s]
[Tiled VAE]: Executing Encoder Task Queue:  15%|█▍        | 270/1820 [00:04<00:16, 93.42it/s]
[Tiled VAE]: Executing Encoder Task Queue:  16%|█▋        | 297/1820 [00:04<00:10, 138.99it/s]
[Tiled VAE]: Executing Encoder Task Queue:  18%|█▊        | 321/1820 [00:04<00:09, 166.42it/s]
[Tiled VAE]: Executing Encoder Task Queue:  19%|█▊        | 339/1820 [00:04<00:08, 165.96it/s]
[Tiled VAE]: Executing Encoder Task Queue:  20%|█▉        | 357/1820 [00:04<00:08, 168.06it/s]
[Tiled VAE]: Executing Encoder Task Queue:  22%|██▏       | 402/1820 [00:04<00:05, 240.21it/s]
[Tiled VAE]: Executing Encoder Task Queue:  23%|██▎       | 427/1820 [00:04<00:06, 215.42it/s]
[Tiled VAE]: Executing Encoder Task Queue:  25%|██▍       | 450/1820 [00:05<00:06, 215.09it/s]
[Tiled VAE]: Executing Encoder Task Queue:  26%|██▌       | 472/1820 [00:05<00:06, 202.83it/s]
[Tiled VAE]: Executing Encoder Task Queue:  27%|██▋       | 493/1820 [00:05<00:06, 189.74it/s]
[Tiled VAE]: Executing Encoder Task Queue:  28%|██▊       | 513/1820 [00:05<00:07, 165.81it/s]
[Tiled VAE]: Executing Encoder Task Queue:  30%|███       | 546/1820 [00:05<00:06, 205.60it/s]
[Tiled VAE]: Executing Encoder Task Queue:  32%|███▏      | 574/1820 [00:05<00:05, 223.69it/s]
[Tiled VAE]: Executing Encoder Task Queue:  33%|███▎      | 598/1820 [00:05<00:06, 199.43it/s]
[Tiled VAE]: Executing Encoder Task Queue:  36%|███▌      | 658/1820 [00:05<00:03, 298.71it/s]
[Tiled VAE]: Executing Encoder Task Queue:  40%|███▉      | 720/1820 [00:05<00:02, 380.61it/s]
[Tiled VAE]: Executing Encoder Task Queue:  45%|████▌     | 826/1820 [00:06<00:01, 563.37it/s]
[Tiled VAE]: Executing Encoder Task Queue:  51%|█████     | 923/1820 [00:06<00:01, 673.07it/s]
[Tiled VAE]: Executing Encoder Task Queue:  57%|█████▋    | 1034/1820 [00:06<00:00, 793.60it/s]
[Tiled VAE]: Executing Encoder Task Queue:  70%|███████   | 1275/1820 [00:06<00:00, 1255.19it/s]
[Tiled VAE]: Executing Encoder Task Queue:  85%|████████▌ | 1549/1820 [00:06<00:00, 1683.96it/s]
[Tiled VAE]: Executing Encoder Task Queue:  98%|█████████▊| 1779/1820 [00:06<00:00, 1862.79it/s]
[Tiled VAE]: Executing Encoder Task Queue: 100%|██████████| 1820/1820 [00:06<00:00, 275.87it/s]
[Tiled VAE]: Done in 6.973s, max VRAM alloc 9761.887 MB
[Tiled VAE]: input_size: torch.Size([1, 4, 312, 208]), tile_size: 64, padding: 11
[Tiled VAE]: split to 5x3 = 15 tiles. Optimal tile size 64x64, original tile size 64x64
[('conv_in', Conv2d(4, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))), ('store_res', <function resblock2task.<locals>.<lambda> at 0x7e891d8c76a0>), ('pre_norm', GroupNorm(32, 512, eps=1e-06, affine=True)), ('silu', <function inplace_nonlinearity at 0x7e88fa346ac0>), ('conv1', Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))), ('pre_norm', GroupNorm(32, 512, eps=1e-06, affine=True)), ('silu', <function inplace_nonlinearity at 0x7e88fa346ac0>), ('conv2', Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))), ['add_res', None], ('store_res', <function attn2task.<locals>.<lambda> at 0x7e88fa8e3b00>), ('pre_norm', GroupNorm(32, 512, eps=1e-06, affine=True)), ('attn', <function attn2task.<locals>.<lambda> at 0x7e866c591580>), ['add_res', None]]
[Tiled VAE]: Executing Decoder Task Queue:   0%|          | 0/1845 [00:00<?, ?it/s]
[Tiled VAE]: Executing Decoder Task Queue:   9%|▊         | 161/1845 [00:00<00:01, 1603.32it/s]
[Tiled VAE]: Executing Decoder Task Queue:  17%|█▋        | 322/1845 [00:00<00:00, 1583.88it/s]
[Tiled VAE]: Executing Decoder Task Queue:  30%|███       | 554/1845 [00:00<00:00, 1910.62it/s]
[Tiled VAE]: Executing Decoder Task Queue:  40%|████      | 746/1845 [00:00<00:00, 1507.54it/s]
[Tiled VAE]: Executing Decoder Task Queue:  49%|████▉     | 907/1845 [00:00<00:00, 1017.62it/s]
[Tiled VAE]: Executing Decoder Task Queue:  56%|█████▌    | 1032/1845 [00:01<00:01, 465.62it/s]
[Tiled VAE]: Executing Decoder Task Queue:  61%|██████    | 1121/1845 [00:02<00:03, 230.40it/s]
[Tiled VAE]: Executing Decoder Task Queue:  64%|██████▍   | 1184/1845 [00:03<00:03, 182.68it/s]
[Tiled VAE]: Executing Decoder Task Queue:  67%|██████▋   | 1230/1845 [00:03<00:03, 166.70it/s]
[Tiled VAE]: Executing Decoder Task Queue:  69%|██████▊   | 1265/1845 [00:03<00:03, 159.42it/s]
[Tiled VAE]: Executing Decoder Task Queue:  70%|███████   | 1293/1845 [00:04<00:04, 135.69it/s]
[Tiled VAE]: Executing Decoder Task Queue:  71%|███████▏  | 1315/1845 [00:04<00:04, 125.69it/s]
[Tiled VAE]: Executing Decoder Task Queue:  72%|███████▏  | 1333/1845 [00:04<00:04, 122.20it/s]
[Tiled VAE]: Executing Decoder Task Queue:  73%|███████▎  | 1349/1845 [00:04<00:04, 118.07it/s]
[Tiled VAE]: Executing Decoder Task Queue:  74%|███████▍  | 1363/1845 [00:05<00:04, 116.49it/s]
[Tiled VAE]: Executing Decoder Task Queue:  75%|███████▍  | 1376/1845 [00:05<00:04, 113.57it/s]
[Tiled VAE]: Executing Decoder Task Queue:  75%|███████▌  | 1389/1845 [00:05<00:05, 85.38it/s] 
[Tiled VAE]: Executing Decoder Task Queue:  76%|███████▌  | 1399/1845 [00:05<00:06, 66.07it/s]
[Tiled VAE]: Executing Decoder Task Queue:  76%|███████▋  | 1407/1845 [00:06<00:07, 55.84it/s]
[Tiled VAE]: Executing Decoder Task Queue:  77%|███████▋  | 1414/1845 [00:06<00:09, 44.89it/s]
[Tiled VAE]: Executing Decoder Task Queue:  77%|███████▋  | 1420/1845 [00:06<00:10, 41.93it/s]
[Tiled VAE]: Executing Decoder Task Queue:  77%|███████▋  | 1426/1845 [00:06<00:10, 40.29it/s]
[Tiled VAE]: Executing Decoder Task Queue:  78%|███████▊  | 1432/1845 [00:06<00:10, 37.69it/s]
[Tiled VAE]: Executing Decoder Task Queue:  78%|███████▊  | 1438/1845 [00:07<00:11, 36.15it/s]
[Tiled VAE]: Executing Decoder Task Queue:  78%|███████▊  | 1444/1845 [00:07<00:10, 38.52it/s]
[Tiled VAE]: Executing Decoder Task Queue:  79%|███████▊  | 1450/1845 [00:07<00:10, 36.31it/s]
[Tiled VAE]: Executing Decoder Task Queue:  79%|███████▉  | 1459/1845 [00:07<00:09, 42.20it/s]
[Tiled VAE]: Executing Decoder Task Queue:  79%|███████▉  | 1465/1845 [00:07<00:09, 40.06it/s]
[Tiled VAE]: Executing Decoder Task Queue:  80%|███████▉  | 1471/1845 [00:07<00:09, 37.97it/s]
[Tiled VAE]: Executing Decoder Task Queue:  80%|████████  | 1477/1845 [00:08<00:09, 36.84it/s]
[Tiled VAE]: Executing Decoder Task Queue:  80%|████████  | 1483/1845 [00:08<00:10, 35.87it/s]
[Tiled VAE]: Executing Decoder Task Queue:  81%|████████  | 1489/1845 [00:08<00:10, 35.05it/s]
[Tiled VAE]: Executing Decoder Task Queue:  81%|████████  | 1495/1845 [00:08<00:09, 36.71it/s]
[Tiled VAE]: Executing Decoder Task Queue:  82%|████████▏ | 1505/1845 [00:08<00:07, 48.14it/s]
[Tiled VAE]: Executing Decoder Task Queue:  82%|████████▏ | 1511/1845 [00:08<00:07, 47.32it/s]
[Tiled VAE]: Executing Decoder Task Queue:  82%|████████▏ | 1519/1845 [00:08<00:06, 53.28it/s]
[Tiled VAE]: Executing Decoder Task Queue:  83%|████████▎ | 1525/1845 [00:09<00:07, 44.54it/s]
[Tiled VAE]: Executing Decoder Task Queue:  83%|████████▎ | 1530/1845 [00:09<00:07, 41.73it/s]
[Tiled VAE]: Executing Decoder Task Queue:  83%|████████▎ | 1535/1845 [00:09<00:07, 40.13it/s]
[Tiled VAE]: Executing Decoder Task Queue:  83%|████████▎ | 1540/1845 [00:09<00:07, 38.91it/s]
[Tiled VAE]: Executing Decoder Task Queue:  84%|████████▎ | 1545/1845 [00:09<00:07, 37.52it/s]
[Tiled VAE]: Executing Decoder Task Queue:  84%|████████▍ | 1550/1845 [00:09<00:07, 37.31it/s]
[Tiled VAE]: Executing Decoder Task Queue:  84%|████████▍ | 1555/1845 [00:09<00:07, 36.75it/s]
[Tiled VAE]: Executing Decoder Task Queue:  85%|████████▍ | 1560/1845 [00:10<00:07, 36.24it/s]
[Tiled VAE]: Executing Decoder Task Queue:  85%|████████▍ | 1566/1845 [00:10<00:07, 37.17it/s]
[Tiled VAE]: Executing Decoder Task Queue:  85%|████████▌ | 1571/1845 [00:10<00:07, 36.65it/s]
[Tiled VAE]: Executing Decoder Task Queue:  86%|████████▌ | 1579/1845 [00:10<00:06, 42.15it/s]
[Tiled VAE]: Executing Decoder Task Queue:  86%|████████▌ | 1585/1845 [00:10<00:06, 42.31it/s]
[Tiled VAE]: Executing Decoder Task Queue:  86%|████████▌ | 1591/1845 [00:10<00:06, 42.03it/s]
[Tiled VAE]: Executing Decoder Task Queue:  87%|████████▋ | 1597/1845 [00:10<00:05, 42.20it/s]
[Tiled VAE]: Executing Decoder Task Queue:  87%|████████▋ | 1603/1845 [00:11<00:05, 42.06it/s]
[Tiled VAE]: Executing Decoder Task Queue:  87%|████████▋ | 1609/1845 [00:11<00:05, 41.07it/s]
[Tiled VAE]: Executing Decoder Task Queue:  88%|████████▊ | 1615/1845 [00:11<00:05, 43.93it/s]
[Tiled VAE]: Executing Decoder Task Queue:  88%|████████▊ | 1626/1845 [00:11<00:03, 55.09it/s]
[Tiled VAE]: Executing Decoder Task Queue:  89%|████████▊ | 1634/1845 [00:11<00:03, 60.60it/s]
[Tiled VAE]: Executing Decoder Task Queue:  89%|████████▉ | 1641/1845 [00:11<00:04, 48.51it/s]
[Tiled VAE]: Executing Decoder Task Queue:  89%|████████▉ | 1647/1845 [00:11<00:04, 46.08it/s]
[Tiled VAE]: Executing Decoder Task Queue:  90%|████████▉ | 1652/1845 [00:12<00:04, 41.90it/s]
[Tiled VAE]: Executing Decoder Task Queue:  90%|████████▉ | 1657/1845 [00:12<00:04, 40.63it/s]
[Tiled VAE]: Executing Decoder Task Queue:  90%|█████████ | 1662/1845 [00:12<00:04, 39.01it/s]
[Tiled VAE]: Executing Decoder Task Queue:  90%|█████████ | 1667/1845 [00:12<00:04, 37.65it/s]
[Tiled VAE]: Executing Decoder Task Queue:  91%|█████████ | 1671/1845 [00:12<00:04, 35.62it/s]
[Tiled VAE]: Executing Decoder Task Queue:  91%|█████████ | 1676/1845 [00:12<00:04, 35.53it/s]
[Tiled VAE]: Executing Decoder Task Queue:  91%|█████████ | 1681/1845 [00:12<00:04, 35.47it/s]
[Tiled VAE]: Executing Decoder Task Queue:  92%|█████████▏| 1689/1845 [00:13<00:03, 45.64it/s]
[Tiled VAE]: Executing Decoder Task Queue:  92%|█████████▏| 1694/1845 [00:13<00:03, 42.12it/s]
[Tiled VAE]: Executing Decoder Task Queue:  92%|█████████▏| 1699/1845 [00:13<00:03, 41.21it/s]
[Tiled VAE]: Executing Decoder Task Queue:  92%|█████████▏| 1705/1845 [00:13<00:03, 41.65it/s]
[Tiled VAE]: Executing Decoder Task Queue:  93%|█████████▎| 1711/1845 [00:13<00:03, 41.61it/s]
[Tiled VAE]: Executing Decoder Task Queue:  93%|█████████▎| 1717/1845 [00:13<00:03, 41.95it/s]
[Tiled VAE]: Executing Decoder Task Queue:  93%|█████████▎| 1723/1845 [00:13<00:02, 41.68it/s]
[Tiled VAE]: Executing Decoder Task Queue:  94%|█████████▎| 1729/1845 [00:14<00:02, 41.59it/s]
[Tiled VAE]: Executing Decoder Task Queue:  94%|█████████▍| 1735/1845 [00:14<00:02, 44.40it/s]
[Tiled VAE]: Executing Decoder Task Queue:  95%|█████████▍| 1745/1845 [00:14<00:01, 57.85it/s]
[Tiled VAE]: Executing Decoder Task Queue:  95%|█████████▌| 1753/1845 [00:14<00:01, 60.97it/s]
[Tiled VAE]: Executing Decoder Task Queue:  95%|█████████▌| 1760/1845 [00:14<00:01, 63.23it/s]
[Tiled VAE]: Executing Decoder Task Queue:  96%|█████████▌| 1767/1845 [00:14<00:01, 56.29it/s]
[Tiled VAE]: Executing Decoder Task Queue:  96%|█████████▌| 1773/1845 [00:14<00:01, 48.77it/s]
[Tiled VAE]: Executing Decoder Task Queue:  96%|█████████▋| 1780/1845 [00:14<00:01, 53.27it/s]
[Tiled VAE]: Executing Decoder Task Queue:  97%|█████████▋| 1786/1845 [00:15<00:01, 48.56it/s]
[Tiled VAE]: Executing Decoder Task Queue:  97%|█████████▋| 1792/1845 [00:15<00:01, 50.32it/s]
[Tiled VAE]: Executing Decoder Task Queue:  97%|█████████▋| 1798/1845 [00:15<00:00, 51.24it/s]
[Tiled VAE]: Executing Decoder Task Queue:  98%|█████████▊| 1816/1845 [00:15<00:00, 82.80it/s]
[Tiled VAE]: Executing Decoder Task Queue: 100%|█████████▉| 1837/1845 [00:15<00:00, 116.04it/s]
[Tiled VAE]: Executing Decoder Task Queue: 100%|██████████| 1845/1845 [00:15<00:00, 118.76it/s]
[Tiled VAE]: Done in 15.852s, max VRAM alloc 10409.381 MB
Seed set to 12267
[Tiled VAE]: input_size: torch.Size([1, 3, 2496, 1664]), tile_size: 512, padding: 32
[Tiled VAE]: split to 5x4 = 20 tiles. Optimal tile size 416x512, original tile size 512x512
[Tiled VAE]: Executing Encoder Task Queue:   0%|          | 0/1820 [00:00<?, ?it/s]
[Tiled VAE]: Executing Encoder Task Queue:   0%|          | 5/1820 [00:00<00:39, 46.22it/s]
[Tiled VAE]: Executing Encoder Task Queue:   1%|          | 10/1820 [00:00<00:45, 40.02it/s]
[Tiled VAE]: Executing Encoder Task Queue:   1%|          | 15/1820 [00:00<00:52, 34.68it/s]
[Tiled VAE]: Executing Encoder Task Queue:   1%|          | 19/1820 [00:00<00:53, 33.60it/s]
[Tiled VAE]: Executing Encoder Task Queue:   1%|▏         | 23/1820 [00:00<00:55, 32.61it/s]
[Tiled VAE]: Executing Encoder Task Queue:   1%|▏         | 27/1820 [00:00<00:54, 32.72it/s]
[Tiled VAE]: Executing Encoder Task Queue:   2%|▏         | 31/1820 [00:00<00:55, 31.97it/s]
[Tiled VAE]: Executing Encoder Task Queue:   2%|▏         | 38/1820 [00:01<00:44, 40.31it/s]
[Tiled VAE]: Executing Encoder Task Queue:   3%|▎         | 50/1820 [00:01<00:29, 60.96it/s]
[Tiled VAE]: Executing Encoder Task Queue:   3%|▎         | 59/1820 [00:01<00:26, 66.45it/s]
[Tiled VAE]: Executing Encoder Task Queue:   4%|▎         | 68/1820 [00:01<00:25, 68.61it/s]
[Tiled VAE]: Executing Encoder Task Queue:   4%|▍         | 77/1820 [00:01<00:25, 67.56it/s]
[Tiled VAE]: Executing Encoder Task Queue:   5%|▍         | 84/1820 [00:01<00:25, 67.09it/s]
[Tiled VAE]: Executing Encoder Task Queue:   5%|▌         | 92/1820 [00:01<00:26, 66.06it/s]
[Tiled VAE]: Executing Encoder Task Queue:   6%|▌         | 104/1820 [00:01<00:21, 79.59it/s]
[Tiled VAE]: Executing Encoder Task Queue:   6%|▌         | 113/1820 [00:01<00:22, 75.90it/s]
[Tiled VAE]: Executing Encoder Task Queue:   7%|▋         | 121/1820 [00:02<00:23, 71.11it/s]
[Tiled VAE]: Executing Encoder Task Queue:   7%|▋         | 130/1820 [00:02<00:23, 70.44it/s]
[Tiled VAE]: Executing Encoder Task Queue:   8%|▊         | 138/1820 [00:02<00:24, 68.35it/s]
[Tiled VAE]: Executing Encoder Task Queue:   8%|▊         | 145/1820 [00:02<00:25, 65.98it/s]
[Tiled VAE]: Executing Encoder Task Queue:   8%|▊         | 152/1820 [00:02<00:26, 63.00it/s]
[Tiled VAE]: Executing Encoder Task Queue:   9%|▉         | 160/1820 [00:02<00:25, 63.96it/s]
[Tiled VAE]: Executing Encoder Task Queue:   9%|▉         | 167/1820 [00:02<00:26, 62.13it/s]
[Tiled VAE]: Executing Encoder Task Queue:  10%|▉         | 175/1820 [00:02<00:26, 62.23it/s]
[Tiled VAE]: Executing Encoder Task Queue:  10%|█         | 182/1820 [00:03<00:26, 61.58it/s]
[Tiled VAE]: Executing Encoder Task Queue:  11%|█         | 195/1820 [00:03<00:20, 78.81it/s]
[Tiled VAE]: Executing Encoder Task Queue:  12%|█▏        | 210/1820 [00:03<00:17, 92.36it/s]
[Tiled VAE]: Executing Encoder Task Queue:  12%|█▏        | 220/1820 [00:03<00:17, 91.47it/s]
[Tiled VAE]: Executing Encoder Task Queue:  13%|█▎        | 230/1820 [00:03<00:17, 88.40it/s]
[Tiled VAE]: Executing Encoder Task Queue:  13%|█▎        | 239/1820 [00:03<00:19, 82.64it/s]
[Tiled VAE]: Executing Encoder Task Queue:  14%|█▎        | 248/1820 [00:03<00:19, 79.68it/s]
[Tiled VAE]: Executing Encoder Task Queue:  14%|█▍        | 257/1820 [00:03<00:20, 77.24it/s]
[Tiled VAE]: Executing Encoder Task Queue:  15%|█▌        | 276/1820 [00:04<00:14, 104.92it/s]
[Tiled VAE]: Executing Encoder Task Queue:  17%|█▋        | 302/1820 [00:04<00:10, 143.77it/s]
[Tiled VAE]: Executing Encoder Task Queue:  18%|█▊        | 326/1820 [00:04<00:09, 164.20it/s]
[Tiled VAE]: Executing Encoder Task Queue:  19%|█▉        | 344/1820 [00:04<00:08, 167.66it/s]
[Tiled VAE]: Executing Encoder Task Queue:  20%|█▉        | 363/1820 [00:04<00:08, 170.49it/s]
[Tiled VAE]: Executing Encoder Task Queue:  22%|██▏       | 408/1820 [00:04<00:05, 242.27it/s]
[Tiled VAE]: Executing Encoder Task Queue:  24%|██▍       | 433/1820 [00:04<00:06, 214.56it/s]
[Tiled VAE]: Executing Encoder Task Queue:  25%|██▌       | 456/1820 [00:04<00:06, 205.50it/s]
[Tiled VAE]: Executing Encoder Task Queue:  26%|██▌       | 477/1820 [00:04<00:06, 201.13it/s]
[Tiled VAE]: Executing Encoder Task Queue:  27%|██▋       | 498/1820 [00:05<00:06, 193.93it/s]
[Tiled VAE]: Executing Encoder Task Queue:  28%|██▊       | 518/1820 [00:05<00:07, 171.82it/s]
[Tiled VAE]: Executing Encoder Task Queue:  31%|███       | 562/1820 [00:05<00:05, 237.16it/s]
[Tiled VAE]: Executing Encoder Task Queue:  32%|███▏      | 588/1820 [00:05<00:05, 211.24it/s]
[Tiled VAE]: Executing Encoder Task Queue:  34%|███▍      | 619/1820 [00:05<00:05, 233.54it/s]
[Tiled VAE]: Executing Encoder Task Queue:  37%|███▋      | 679/1820 [00:05<00:03, 325.64it/s]
[Tiled VAE]: Executing Encoder Task Queue:  42%|████▏     | 766/1820 [00:05<00:02, 465.38it/s]
[Tiled VAE]: Executing Encoder Task Queue:  45%|████▌     | 826/1820 [00:05<00:01, 498.64it/s]
[Tiled VAE]: Executing Encoder Task Queue:  51%|█████     | 923/1820 [00:06<00:01, 625.70it/s]
[Tiled VAE]: Executing Encoder Task Queue:  58%|█████▊    | 1058/1820 [00:06<00:00, 830.77it/s]
[Tiled VAE]: Executing Encoder Task Queue:  77%|███████▋  | 1393/1820 [00:06<00:00, 1556.74it/s]
[Tiled VAE]: Executing Encoder Task Queue:  91%|█████████ | 1660/1820 [00:06<00:00, 1881.31it/s]
[Tiled VAE]: Executing Encoder Task Queue: 100%|██████████| 1820/1820 [00:06<00:00, 286.56it/s]
[Tiled VAE]: Done in 6.691s, max VRAM alloc 9809.887 MB
[Tiled VAE]: input_size: torch.Size([1, 4, 312, 208]), tile_size: 64, padding: 11
[Tiled VAE]: split to 5x3 = 15 tiles. Optimal tile size 64x64, original tile size 64x64
[('conv_in', Conv2d(4, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))), ('store_res', <function resblock2task.<locals>.<lambda> at 0x7e866c591300>), ('pre_norm', GroupNorm(32, 512, eps=1e-06, affine=True)), ('silu', <function inplace_nonlinearity at 0x7e88fa346ac0>), ('conv1', Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))), ('pre_norm', GroupNorm(32, 512, eps=1e-06, affine=True)), ('silu', <function inplace_nonlinearity at 0x7e88fa346ac0>), ('conv2', Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))), ['add_res', None], ('store_res', <function attn2task.<locals>.<lambda> at 0x7e866c591580>), ('pre_norm', GroupNorm(32, 512, eps=1e-06, affine=True)), ('attn', <function attn2task.<locals>.<lambda> at 0x7e866c590b80>), ['add_res', None]]
[Tiled VAE]: Executing Decoder Task Queue:   0%|          | 0/1845 [00:00<?, ?it/s]
[Tiled VAE]: Executing Decoder Task Queue:   8%|▊         | 150/1845 [00:00<00:01, 1494.04it/s]
[Tiled VAE]: Executing Decoder Task Queue:  16%|█▋        | 300/1845 [00:00<00:01, 1383.17it/s]
[Tiled VAE]: Executing Decoder Task Queue:  29%|██▊       | 530/1845 [00:00<00:00, 1781.73it/s]
[Tiled VAE]: Executing Decoder Task Queue:  39%|███▊      | 711/1845 [00:00<00:00, 1597.65it/s]
[Tiled VAE]: Executing Decoder Task Queue:  47%|████▋     | 875/1845 [00:00<00:01, 950.85it/s] 
[Tiled VAE]: Executing Decoder Task Queue:  54%|█████▍    | 999/1845 [00:01<00:01, 757.23it/s]
[Tiled VAE]: Executing Decoder Task Queue:  59%|█████▉    | 1097/1845 [00:02<00:02, 249.67it/s]
[Tiled VAE]: Executing Decoder Task Queue:  63%|██████▎   | 1166/1845 [00:03<00:03, 189.59it/s]
[Tiled VAE]: Executing Decoder Task Queue:  66%|██████▌   | 1216/1845 [00:03<00:03, 161.39it/s]
[Tiled VAE]: Executing Decoder Task Queue:  68%|██████▊   | 1253/1845 [00:03<00:03, 156.04it/s]
[Tiled VAE]: Executing Decoder Task Queue:  70%|██████▉   | 1283/1845 [00:04<00:03, 145.76it/s]
[Tiled VAE]: Executing Decoder Task Queue:  71%|███████   | 1307/1845 [00:04<00:04, 129.64it/s]
[Tiled VAE]: Executing Decoder Task Queue:  72%|███████▏  | 1326/1845 [00:04<00:04, 127.50it/s]
[Tiled VAE]: Executing Decoder Task Queue:  73%|███████▎  | 1343/1845 [00:04<00:04, 115.46it/s]
[Tiled VAE]: Executing Decoder Task Queue:  74%|███████▎  | 1357/1845 [00:05<00:04, 107.44it/s]
[Tiled VAE]: Executing Decoder Task Queue:  74%|███████▍  | 1372/1845 [00:05<00:04, 106.98it/s]
[Tiled VAE]: Executing Decoder Task Queue:  75%|███████▌  | 1384/1845 [00:05<00:05, 81.17it/s] 
[Tiled VAE]: Executing Decoder Task Queue:  76%|███████▌  | 1394/1845 [00:05<00:06, 74.55it/s]
[Tiled VAE]: Executing Decoder Task Queue:  76%|███████▌  | 1403/1845 [00:06<00:08, 53.78it/s]
[Tiled VAE]: Executing Decoder Task Queue:  76%|███████▋  | 1410/1845 [00:06<00:08, 49.79it/s]
[Tiled VAE]: Executing Decoder Task Queue:  77%|███████▋  | 1416/1845 [00:06<00:09, 44.95it/s]
[Tiled VAE]: Executing Decoder Task Queue:  77%|███████▋  | 1421/1845 [00:06<00:10, 40.04it/s]
[Tiled VAE]: Executing Decoder Task Queue:  77%|███████▋  | 1426/1845 [00:06<00:11, 37.12it/s]
[Tiled VAE]: Executing Decoder Task Queue:  78%|███████▊  | 1432/1845 [00:06<00:11, 35.42it/s]
[Tiled VAE]: Executing Decoder Task Queue:  78%|███████▊  | 1438/1845 [00:07<00:11, 34.03it/s]
[Tiled VAE]: Executing Decoder Task Queue:  78%|███████▊  | 1444/1845 [00:07<00:11, 33.95it/s]
[Tiled VAE]: Executing Decoder Task Queue:  79%|███████▊  | 1450/1845 [00:07<00:12, 32.82it/s]
[Tiled VAE]: Executing Decoder Task Queue:  79%|███████▉  | 1459/1845 [00:07<00:09, 39.17it/s]
[Tiled VAE]: Executing Decoder Task Queue:  79%|███████▉  | 1465/1845 [00:07<00:10, 37.54it/s]
[Tiled VAE]: Executing Decoder Task Queue:  80%|███████▉  | 1471/1845 [00:08<00:10, 36.13it/s]
[Tiled VAE]: Executing Decoder Task Queue:  80%|████████  | 1477/1845 [00:08<00:10, 35.24it/s]
[Tiled VAE]: Executing Decoder Task Queue:  80%|████████  | 1483/1845 [00:08<00:10, 34.40it/s]
[Tiled VAE]: Executing Decoder Task Queue:  81%|████████  | 1489/1845 [00:08<00:10, 33.64it/s]
[Tiled VAE]: Executing Decoder Task Queue:  81%|████████  | 1495/1845 [00:08<00:09, 35.78it/s]
[Tiled VAE]: Executing Decoder Task Queue:  82%|████████▏ | 1505/1845 [00:08<00:07, 47.41it/s]
[Tiled VAE]: Executing Decoder Task Queue:  82%|████████▏ | 1511/1845 [00:09<00:07, 46.09it/s]
[Tiled VAE]: Executing Decoder Task Queue:  82%|████████▏ | 1520/1845 [00:09<00:06, 51.67it/s]
[Tiled VAE]: Executing Decoder Task Queue:  83%|████████▎ | 1526/1845 [00:09<00:07, 42.38it/s]
[Tiled VAE]: Executing Decoder Task Queue:  83%|████████▎ | 1531/1845 [00:09<00:07, 40.02it/s]
[Tiled VAE]: Executing Decoder Task Queue:  83%|████████▎ | 1536/1845 [00:09<00:07, 38.93it/s]
[Tiled VAE]: Executing Decoder Task Queue:  84%|████████▎ | 1541/1845 [00:09<00:08, 37.42it/s]
[Tiled VAE]: Executing Decoder Task Queue:  84%|████████▍ | 1546/1845 [00:09<00:08, 36.46it/s]
[Tiled VAE]: Executing Decoder Task Queue:  84%|████████▍ | 1551/1845 [00:10<00:08, 36.68it/s]
[Tiled VAE]: Executing Decoder Task Queue:  84%|████████▍ | 1556/1845 [00:10<00:08, 36.09it/s]
[Tiled VAE]: Executing Decoder Task Queue:  85%|████████▍ | 1561/1845 [00:10<00:08, 35.14it/s]
[Tiled VAE]: Executing Decoder Task Queue:  85%|████████▍ | 1566/1845 [00:10<00:07, 35.43it/s]
[Tiled VAE]: Executing Decoder Task Queue:  85%|████████▌ | 1571/1845 [00:10<00:07, 34.55it/s]
[Tiled VAE]: Executing Decoder Task Queue:  86%|████████▌ | 1579/1845 [00:10<00:06, 40.36it/s]
[Tiled VAE]: Executing Decoder Task Queue:  86%|████████▌ | 1585/1845 [00:10<00:06, 40.87it/s]
[Tiled VAE]: Executing Decoder Task Queue:  86%|████████▌ | 1591/1845 [00:11<00:06, 40.91it/s]
[Tiled VAE]: Executing Decoder Task Queue:  87%|████████▋ | 1597/1845 [00:11<00:06, 41.24it/s]
[Tiled VAE]: Executing Decoder Task Queue:  87%|████████▋ | 1603/1845 [00:11<00:05, 41.41it/s]
[Tiled VAE]: Executing Decoder Task Queue:  87%|████████▋ | 1609/1845 [00:11<00:05, 41.08it/s]
[Tiled VAE]: Executing Decoder Task Queue:  88%|████████▊ | 1615/1845 [00:11<00:05, 43.53it/s]
[Tiled VAE]: Executing Decoder Task Queue:  88%|████████▊ | 1626/1845 [00:11<00:04, 54.09it/s]
[Tiled VAE]: Executing Decoder Task Queue:  89%|████████▊ | 1634/1845 [00:11<00:03, 59.95it/s]
[Tiled VAE]: Executing Decoder Task Queue:  89%|████████▉ | 1641/1845 [00:12<00:03, 51.00it/s]
[Tiled VAE]: Executing Decoder Task Queue:  89%|████████▉ | 1647/1845 [00:12<00:04, 47.90it/s]
[Tiled VAE]: Executing Decoder Task Queue:  90%|████████▉ | 1653/1845 [00:12<00:04, 46.07it/s]
[Tiled VAE]: Executing Decoder Task Queue:  90%|████████▉ | 1658/1845 [00:12<00:04, 43.14it/s]
[Tiled VAE]: Executing Decoder Task Queue:  90%|█████████ | 1663/1845 [00:12<00:04, 40.35it/s]
[Tiled VAE]: Executing Decoder Task Queue:  90%|█████████ | 1668/1845 [00:12<00:04, 38.61it/s]
[Tiled VAE]: Executing Decoder Task Queue:  91%|█████████ | 1672/1845 [00:12<00:04, 36.13it/s]
[Tiled VAE]: Executing Decoder Task Queue:  91%|█████████ | 1676/1845 [00:13<00:05, 33.22it/s]
[Tiled VAE]: Executing Decoder Task Queue:  91%|█████████ | 1681/1845 [00:13<00:04, 33.18it/s]
[Tiled VAE]: Executing Decoder Task Queue:  91%|█████████▏| 1686/1845 [00:13<00:04, 34.24it/s]
[Tiled VAE]: Executing Decoder Task Queue:  92%|█████████▏| 1691/1845 [00:13<00:04, 34.30it/s]
[Tiled VAE]: Executing Decoder Task Queue:  92%|█████████▏| 1699/1845 [00:13<00:03, 40.29it/s]
[Tiled VAE]: Executing Decoder Task Queue:  92%|█████████▏| 1705/1845 [00:13<00:03, 40.89it/s]
[Tiled VAE]: Executing Decoder Task Queue:  93%|█████████▎| 1711/1845 [00:13<00:03, 40.70it/s]
[Tiled VAE]: Executing Decoder Task Queue:  93%|█████████▎| 1717/1845 [00:14<00:03, 41.22it/s]
[Tiled VAE]: Executing Decoder Task Queue:  93%|█████████▎| 1723/1845 [00:14<00:02, 41.42it/s]
[Tiled VAE]: Executing Decoder Task Queue:  94%|█████████▎| 1729/1845 [00:14<00:02, 40.99it/s]
[Tiled VAE]: Executing Decoder Task Queue:  94%|█████████▍| 1735/1845 [00:14<00:02, 43.66it/s]
[Tiled VAE]: Executing Decoder Task Queue:  95%|█████████▍| 1745/1845 [00:14<00:01, 56.50it/s]
[Tiled VAE]: Executing Decoder Task Queue:  95%|█████████▌| 1756/1845 [00:14<00:01, 69.96it/s]
[Tiled VAE]: Executing Decoder Task Queue:  96%|█████████▌| 1764/1845 [00:14<00:01, 60.27it/s]
[Tiled VAE]: Executing Decoder Task Queue:  96%|█████████▌| 1771/1845 [00:15<00:01, 55.38it/s]
[Tiled VAE]: Executing Decoder Task Queue:  96%|█████████▋| 1777/1845 [00:15<00:01, 47.55it/s]
[Tiled VAE]: Executing Decoder Task Queue:  97%|█████████▋| 1784/1845 [00:15<00:01, 52.19it/s]
[Tiled VAE]: Executing Decoder Task Queue:  97%|█████████▋| 1790/1845 [00:15<00:01, 46.81it/s]
[Tiled VAE]: Executing Decoder Task Queue:  97%|█████████▋| 1796/1845 [00:15<00:00, 49.24it/s]
[Tiled VAE]: Executing Decoder Task Queue:  98%|█████████▊| 1804/1845 [00:15<00:00, 55.41it/s]
[Tiled VAE]: Executing Decoder Task Queue:  99%|█████████▉| 1822/1845 [00:15<00:00, 86.63it/s]
[Tiled VAE]: Executing Decoder Task Queue: 100%|██████████| 1845/1845 [00:15<00:00, 115.83it/s]
[Tiled VAE]: Done in 16.235s, max VRAM alloc 10457.381 MB
[Tiled VAE]: input_size: torch.Size([1, 3, 2496, 1664]), tile_size: 512, padding: 32
[Tiled VAE]: split to 5x4 = 20 tiles. Optimal tile size 416x512, original tile size 512x512
[Tiled VAE]: Executing Encoder Task Queue:   0%|          | 0/1820 [00:00<?, ?it/s]
[Tiled VAE]: Executing Encoder Task Queue:   0%|          | 5/1820 [00:00<00:39, 45.68it/s]
[Tiled VAE]: Executing Encoder Task Queue:   1%|          | 10/1820 [00:00<00:45, 39.51it/s]
[Tiled VAE]: Executing Encoder Task Queue:   1%|          | 15/1820 [00:00<00:53, 33.84it/s]
[Tiled VAE]: Executing Encoder Task Queue:   1%|          | 19/1820 [00:00<00:54, 33.21it/s]
[Tiled VAE]: Executing Encoder Task Queue:   1%|▏         | 23/1820 [00:00<00:56, 32.04it/s]
[Tiled VAE]: Executing Encoder Task Queue:   1%|▏         | 27/1820 [00:00<00:56, 31.99it/s]
[Tiled VAE]: Executing Encoder Task Queue:   2%|▏         | 31/1820 [00:00<00:57, 31.38it/s]
[Tiled VAE]: Executing Encoder Task Queue:   2%|▏         | 38/1820 [00:01<00:44, 39.70it/s]
[Tiled VAE]: Executing Encoder Task Queue:   3%|▎         | 50/1820 [00:01<00:29, 60.59it/s]
[Tiled VAE]: Executing Encoder Task Queue:   3%|▎         | 59/1820 [00:01<00:26, 65.73it/s]
[Tiled VAE]: Executing Encoder Task Queue:   4%|▎         | 68/1820 [00:01<00:26, 67.14it/s]
[Tiled VAE]: Executing Encoder Task Queue:   4%|▍         | 77/1820 [00:01<00:25, 68.01it/s]
[Tiled VAE]: Executing Encoder Task Queue:   5%|▍         | 86/1820 [00:01<00:25, 69.25it/s]
[Tiled VAE]: Executing Encoder Task Queue:   5%|▌         | 95/1820 [00:01<00:24, 69.74it/s]
[Tiled VAE]: Executing Encoder Task Queue:   6%|▌         | 109/1820 [00:01<00:19, 85.82it/s]
[Tiled VAE]: Executing Encoder Task Queue:   6%|▋         | 118/1820 [00:02<00:22, 74.13it/s]
[Tiled VAE]: Executing Encoder Task Queue:   7%|▋         | 126/1820 [00:02<00:24, 68.58it/s]
[Tiled VAE]: Executing Encoder Task Queue:   7%|▋         | 134/1820 [00:02<00:23, 71.20it/s]
[Tiled VAE]: Executing Encoder Task Queue:   8%|▊         | 142/1820 [00:02<00:25, 64.94it/s]
[Tiled VAE]: Executing Encoder Task Queue:   8%|▊         | 150/1820 [00:02<00:26, 63.86it/s]
[Tiled VAE]: Executing Encoder Task Queue:   9%|▊         | 157/1820 [00:02<00:27, 61.45it/s]
[Tiled VAE]: Executing Encoder Task Queue:   9%|▉         | 165/1820 [00:02<00:25, 63.72it/s]
[Tiled VAE]: Executing Encoder Task Queue:   9%|▉         | 172/1820 [00:02<00:27, 60.41it/s]
[Tiled VAE]: Executing Encoder Task Queue:  10%|▉         | 180/1820 [00:03<00:26, 62.03it/s]
[Tiled VAE]: Executing Encoder Task Queue:  11%|█         | 194/1820 [00:03<00:19, 81.53it/s]
[Tiled VAE]: Executing Encoder Task Queue:  11%|█▏        | 207/1820 [00:03<00:17, 91.99it/s]
[Tiled VAE]: Executing Encoder Task Queue:  12%|█▏        | 217/1820 [00:03<00:17, 92.86it/s]
[Tiled VAE]: Executing Encoder Task Queue:  12%|█▏        | 227/1820 [00:03<00:18, 88.22it/s]
[Tiled VAE]: Executing Encoder Task Queue:  13%|█▎        | 237/1820 [00:03<00:20, 77.53it/s]
[Tiled VAE]: Executing Encoder Task Queue:  14%|█▎        | 246/1820 [00:03<00:20, 76.09it/s]
[Tiled VAE]: Executing Encoder Task Queue:  14%|█▍        | 255/1820 [00:03<00:20, 74.63it/s]
[Tiled VAE]: Executing Encoder Task Queue:  15%|█▌        | 276/1820 [00:04<00:14, 107.95it/s]
[Tiled VAE]: Executing Encoder Task Queue:  16%|█▋        | 300/1820 [00:04<00:10, 142.30it/s]
[Tiled VAE]: Executing Encoder Task Queue:  18%|█▊        | 326/1820 [00:04<00:08, 168.16it/s]
[Tiled VAE]: Executing Encoder Task Queue:  19%|█▉        | 345/1820 [00:04<00:08, 170.31it/s]
[Tiled VAE]: Executing Encoder Task Queue:  20%|██        | 368/1820 [00:04<00:07, 184.46it/s]
[Tiled VAE]: Executing Encoder Task Queue:  23%|██▎       | 411/1820 [00:04<00:05, 250.21it/s]
[Tiled VAE]: Executing Encoder Task Queue:  24%|██▍       | 437/1820 [00:04<00:06, 222.07it/s]
[Tiled VAE]: Executing Encoder Task Queue:  25%|██▌       | 461/1820 [00:04<00:06, 214.91it/s]
[Tiled VAE]: Executing Encoder Task Queue:  27%|██▋       | 484/1820 [00:04<00:06, 215.01it/s]
[Tiled VAE]: Executing Encoder Task Queue:  28%|██▊       | 506/1820 [00:05<00:06, 187.81it/s]
[Tiled VAE]: Executing Encoder Task Queue:  29%|██▉       | 529/1820 [00:05<00:06, 197.40it/s]
[Tiled VAE]: Executing Encoder Task Queue:  31%|███       | 568/1820 [00:05<00:05, 241.93it/s]
[Tiled VAE]: Executing Encoder Task Queue:  33%|███▎      | 594/1820 [00:05<00:05, 221.32it/s]
[Tiled VAE]: Executing Encoder Task Queue:  35%|███▌      | 637/1820 [00:05<00:04, 271.48it/s]
[Tiled VAE]: Executing Encoder Task Queue:  38%|███▊      | 696/1820 [00:05<00:03, 355.56it/s]
[Tiled VAE]: Executing Encoder Task Queue:  44%|████▍     | 799/1820 [00:05<00:01, 540.41it/s]
[Tiled VAE]: Executing Encoder Task Queue:  49%|████▉     | 898/1820 [00:05<00:01, 666.89it/s]
[Tiled VAE]: Executing Encoder Task Queue:  56%|█████▌    | 1016/1820 [00:05<00:00, 810.63it/s]
[Tiled VAE]: Executing Encoder Task Queue:  71%|███████   | 1294/1820 [00:06<00:00, 1380.49it/s]
[Tiled VAE]: Executing Encoder Task Queue:  88%|████████▊ | 1599/1820 [00:06<00:00, 1867.13it/s]
[Tiled VAE]: Executing Encoder Task Queue: 100%|██████████| 1820/1820 [00:06<00:00, 292.35it/s]
[Tiled VAE]: Done in 6.534s, max VRAM alloc 9858.382 MB
[Tiled VAE]: input_size: torch.Size([1, 4, 312, 208]), tile_size: 64, padding: 11
[Tiled VAE]: split to 5x3 = 15 tiles. Optimal tile size 64x64, original tile size 64x64
[('conv_in', Conv2d(4, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))), ('store_res', <function resblock2task.<locals>.<lambda> at 0x7e866c590b80>), ('pre_norm', GroupNorm(32, 512, eps=1e-06, affine=True)), ('silu', <function inplace_nonlinearity at 0x7e88fa346ac0>), ('conv1', Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))), ('pre_norm', GroupNorm(32, 512, eps=1e-06, affine=True)), ('silu', <function inplace_nonlinearity at 0x7e88fa346ac0>), ('conv2', Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))), ['add_res', None], ('store_res', <function attn2task.<locals>.<lambda> at 0x7e866c591580>), ('pre_norm', GroupNorm(32, 512, eps=1e-06, affine=True)), ('attn', <function attn2task.<locals>.<lambda> at 0x7e866c591300>), ['add_res', None]]
[Tiled VAE]: Executing Decoder Task Queue:   0%|          | 0/1845 [00:00<?, ?it/s]
[Tiled VAE]: Executing Decoder Task Queue:   6%|▌         | 109/1845 [00:00<00:01, 1084.83it/s]
[Tiled VAE]: Executing Decoder Task Queue:  14%|█▍        | 256/1845 [00:00<00:01, 1309.69it/s]
[Tiled VAE]: Executing Decoder Task Queue:  26%|██▌       | 478/1845 [00:00<00:00, 1716.96it/s]
[Tiled VAE]: Executing Decoder Task Queue:  35%|███▌      | 650/1845 [00:00<00:00, 1601.08it/s]
[Tiled VAE]: Executing Decoder Task Queue:  44%|████▍     | 812/1845 [00:00<00:01, 906.62it/s] 
[Tiled VAE]: Executing Decoder Task Queue:  51%|█████     | 933/1845 [00:00<00:01, 734.20it/s]
[Tiled VAE]: Executing Decoder Task Queue:  56%|█████▌    | 1030/1845 [00:01<00:01, 419.02it/s]
[Tiled VAE]: Executing Decoder Task Queue:  60%|█████▉    | 1101/1845 [00:02<00:03, 217.30it/s]
[Tiled VAE]: Executing Decoder Task Queue:  62%|██████▏   | 1152/1845 [00:03<00:03, 176.18it/s]
[Tiled VAE]: Executing Decoder Task Queue:  64%|██████▍   | 1190/1845 [00:03<00:04, 144.04it/s]
[Tiled VAE]: Executing Decoder Task Queue:  66%|██████▌   | 1219/1845 [00:03<00:04, 140.62it/s]
[Tiled VAE]: Executing Decoder Task Queue:  67%|██████▋   | 1243/1845 [00:04<00:04, 132.53it/s]
[Tiled VAE]: Executing Decoder Task Queue:  69%|██████▊   | 1264/1845 [00:04<00:04, 139.85it/s]
[Tiled VAE]: Executing Decoder Task Queue:  70%|██████▉   | 1284/1845 [00:04<00:04, 120.93it/s]
[Tiled VAE]: Executing Decoder Task Queue:  70%|███████   | 1300/1845 [00:04<00:05, 105.03it/s]
[Tiled VAE]: Executing Decoder Task Queue:  71%|███████   | 1313/1845 [00:04<00:05, 104.72it/s]
[Tiled VAE]: Executing Decoder Task Queue:  72%|███████▏  | 1326/1845 [00:04<00:04, 104.99it/s]
[Tiled VAE]: Executing Decoder Task Queue:  73%|███████▎  | 1339/1845 [00:05<00:04, 103.39it/s]
[Tiled VAE]: Executing Decoder Task Queue:  73%|███████▎  | 1351/1845 [00:05<00:05, 96.25it/s] 
[Tiled VAE]: Executing Decoder Task Queue:  74%|███████▍  | 1371/1845 [00:05<00:04, 109.26it/s]
[Tiled VAE]: Executing Decoder Task Queue:  75%|███████▍  | 1383/1845 [00:05<00:05, 85.28it/s] 
[Tiled VAE]: Executing Decoder Task Queue:  76%|███████▌  | 1393/1845 [00:05<00:06, 66.78it/s]
[Tiled VAE]: Executing Decoder Task Queue:  76%|███████▌  | 1401/1845 [00:06<00:08, 53.80it/s]
[Tiled VAE]: Executing Decoder Task Queue:  76%|███████▋  | 1408/1845 [00:06<00:10, 42.36it/s]
[Tiled VAE]: Executing Decoder Task Queue:  77%|███████▋  | 1414/1845 [00:06<00:10, 39.28it/s]
[Tiled VAE]: Executing Decoder Task Queue:  77%|███████▋  | 1420/1845 [00:06<00:11, 37.11it/s]
[Tiled VAE]: Executing Decoder Task Queue:  77%|███████▋  | 1426/1845 [00:07<00:11, 35.84it/s]
[Tiled VAE]: Executing Decoder Task Queue:  78%|███████▊  | 1432/1845 [00:07<00:11, 34.52it/s]
[Tiled VAE]: Executing Decoder Task Queue:  78%|███████▊  | 1438/1845 [00:07<00:12, 33.72it/s]
[Tiled VAE]: Executing Decoder Task Queue:  78%|███████▊  | 1444/1845 [00:07<00:11, 36.40it/s]
[Tiled VAE]: Executing Decoder Task Queue:  79%|███████▊  | 1450/1845 [00:07<00:11, 34.61it/s]
[Tiled VAE]: Executing Decoder Task Queue:  79%|███████▉  | 1459/1845 [00:07<00:09, 40.73it/s]
[Tiled VAE]: Executing Decoder Task Queue:  79%|███████▉  | 1465/1845 [00:08<00:09, 38.55it/s]
[Tiled VAE]: Executing Decoder Task Queue:  80%|███████▉  | 1471/1845 [00:08<00:10, 36.72it/s]
[Tiled VAE]: Executing Decoder Task Queue:  80%|████████  | 1477/1845 [00:08<00:10, 35.77it/s]
[Tiled VAE]: Executing Decoder Task Queue:  80%|████████  | 1483/1845 [00:08<00:10, 34.92it/s]
[Tiled VAE]: Executing Decoder Task Queue:  81%|████████  | 1489/1845 [00:08<00:10, 34.09it/s]
[Tiled VAE]: Executing Decoder Task Queue:  81%|████████  | 1495/1845 [00:08<00:09, 35.89it/s]
[Tiled VAE]: Executing Decoder Task Queue:  82%|████████▏ | 1505/1845 [00:09<00:07, 47.22it/s]
[Tiled VAE]: Executing Decoder Task Queue:  82%|████████▏ | 1511/1845 [00:09<00:07, 45.87it/s]
[Tiled VAE]: Executing Decoder Task Queue:  82%|████████▏ | 1516/1845 [00:09<00:07, 46.72it/s]
[Tiled VAE]: Executing Decoder Task Queue:  82%|████████▏ | 1521/1845 [00:09<00:07, 43.49it/s]
[Tiled VAE]: Executing Decoder Task Queue:  83%|████████▎ | 1526/1845 [00:09<00:07, 40.06it/s]
[Tiled VAE]: Executing Decoder Task Queue:  83%|████████▎ | 1531/1845 [00:09<00:08, 37.99it/s]
[Tiled VAE]: Executing Decoder Task Queue:  83%|████████▎ | 1536/1845 [00:09<00:08, 37.33it/s]
[Tiled VAE]: Executing Decoder Task Queue:  84%|████████▎ | 1541/1845 [00:10<00:08, 36.08it/s]
[Tiled VAE]: Executing Decoder Task Queue:  84%|████████▍ | 1546/1845 [00:10<00:08, 35.35it/s]
[Tiled VAE]: Executing Decoder Task Queue:  84%|████████▍ | 1551/1845 [00:10<00:08, 35.36it/s]
[Tiled VAE]: Executing Decoder Task Queue:  84%|████████▍ | 1556/1845 [00:10<00:08, 34.91it/s]
[Tiled VAE]: Executing Decoder Task Queue:  85%|████████▍ | 1561/1845 [00:10<00:08, 34.39it/s]
[Tiled VAE]: Executing Decoder Task Queue:  85%|████████▌ | 1569/1845 [00:10<00:06, 44.20it/s]
[Tiled VAE]: Executing Decoder Task Queue:  85%|████████▌ | 1574/1845 [00:10<00:06, 40.91it/s]
[Tiled VAE]: Executing Decoder Task Queue:  86%|████████▌ | 1579/1845 [00:11<00:06, 40.01it/s]
[Tiled VAE]: Executing Decoder Task Queue:  86%|████████▌ | 1585/1845 [00:11<00:06, 40.58it/s]
[Tiled VAE]: Executing Decoder Task Queue:  86%|████████▌ | 1591/1845 [00:11<00:06, 40.16it/s]
[Tiled VAE]: Executing Decoder Task Queue:  87%|████████▋ | 1597/1845 [00:11<00:06, 40.58it/s]
[Tiled VAE]: Executing Decoder Task Queue:  87%|████████▋ | 1603/1845 [00:11<00:05, 40.70it/s]
[Tiled VAE]: Executing Decoder Task Queue:  87%|████████▋ | 1609/1845 [00:11<00:05, 40.30it/s]
[Tiled VAE]: Executing Decoder Task Queue:  88%|████████▊ | 1615/1845 [00:11<00:05, 43.09it/s]
[Tiled VAE]: Executing Decoder Task Queue:  88%|████████▊ | 1626/1845 [00:12<00:04, 53.55it/s]
[Tiled VAE]: Executing Decoder Task Queue:  89%|████████▊ | 1634/1845 [00:12<00:03, 58.42it/s]
[Tiled VAE]: Executing Decoder Task Queue:  89%|████████▉ | 1640/1845 [00:12<00:03, 51.32it/s]
[Tiled VAE]: Executing Decoder Task Queue:  89%|████████▉ | 1646/1845 [00:12<00:04, 41.61it/s]
[Tiled VAE]: Executing Decoder Task Queue:  89%|████████▉ | 1651/1845 [00:12<00:04, 39.16it/s]
[Tiled VAE]: Executing Decoder Task Queue:  90%|████████▉ | 1656/1845 [00:12<00:04, 38.18it/s]
[Tiled VAE]: Executing Decoder Task Queue:  90%|█████████ | 1661/1845 [00:12<00:05, 36.74it/s]
[Tiled VAE]: Executing Decoder Task Queue:  90%|█████████ | 1666/1845 [00:13<00:05, 35.75it/s]
[Tiled VAE]: Executing Decoder Task Queue:  91%|█████████ | 1671/1845 [00:13<00:04, 35.82it/s]
[Tiled VAE]: Executing Decoder Task Queue:  91%|█████████ | 1676/1845 [00:13<00:04, 35.21it/s]
[Tiled VAE]: Executing Decoder Task Queue:  91%|█████████ | 1681/1845 [00:13<00:04, 34.77it/s]
[Tiled VAE]: Executing Decoder Task Queue:  92%|█████████▏| 1689/1845 [00:13<00:03, 44.36it/s]
[Tiled VAE]: Executing Decoder Task Queue:  92%|█████████▏| 1694/1845 [00:13<00:03, 41.17it/s]
[Tiled VAE]: Executing Decoder Task Queue:  92%|█████████▏| 1699/1845 [00:13<00:03, 40.20it/s]
[Tiled VAE]: Executing Decoder Task Queue:  92%|█████████▏| 1705/1845 [00:14<00:03, 40.59it/s]
[Tiled VAE]: Executing Decoder Task Queue:  93%|█████████▎| 1711/1845 [00:14<00:03, 40.45it/s]
[Tiled VAE]: Executing Decoder Task Queue:  93%|█████████▎| 1717/1845 [00:14<00:03, 40.65it/s]
[Tiled VAE]: Executing Decoder Task Queue:  93%|█████████▎| 1723/1845 [00:14<00:03, 40.61it/s]
[Tiled VAE]: Executing Decoder Task Queue:  94%|█████████▎| 1729/1845 [00:14<00:02, 40.16it/s]
[Tiled VAE]: Executing Decoder Task Queue:  94%|█████████▍| 1735/1845 [00:14<00:02, 42.98it/s]
[Tiled VAE]: Executing Decoder Task Queue:  95%|█████████▍| 1745/1845 [00:14<00:01, 55.63it/s]
[Tiled VAE]: Executing Decoder Task Queue:  95%|█████████▌| 1753/1845 [00:15<00:01, 58.18it/s]
[Tiled VAE]: Executing Decoder Task Queue:  95%|█████████▌| 1760/1845 [00:15<00:01, 60.18it/s]
[Tiled VAE]: Executing Decoder Task Queue:  96%|█████████▌| 1767/1845 [00:15<00:01, 53.23it/s]
[Tiled VAE]: Executing Decoder Task Queue:  96%|█████████▌| 1773/1845 [00:15<00:01, 45.86it/s]
[Tiled VAE]: Executing Decoder Task Queue:  96%|█████████▋| 1780/1845 [00:15<00:01, 49.84it/s]
[Tiled VAE]: Executing Decoder Task Queue:  97%|█████████▋| 1786/1845 [00:15<00:01, 45.44it/s]
[Tiled VAE]: Executing Decoder Task Queue:  97%|█████████▋| 1792/1845 [00:15<00:01, 48.19it/s]
[Tiled VAE]: Executing Decoder Task Queue:  97%|█████████▋| 1798/1845 [00:15<00:00, 49.51it/s]
[Tiled VAE]: Executing Decoder Task Queue:  99%|█████████▊| 1819/1845 [00:16<00:00, 88.01it/s]
[Tiled VAE]: Executing Decoder Task Queue: 100%|█████████▉| 1840/1845 [00:16<00:00, 119.40it/s]
[Tiled VAE]: Executing Decoder Task Queue: 100%|██████████| 1845/1845 [00:16<00:00, 113.89it/s]
[Tiled VAE]: Done in 16.559s, max VRAM alloc 10516.711 MB

Version Details

Version ID: 547531141fabd3f11a0d6c3d81ede499ca5412e56ce4695056ada1ce679b0f7c
Version Created: August 22, 2025

Run on Replicate →