0x3f3f3f3fun/hypir-sd2 🔢🖼️📝 → 🖼️
About
HYPIR: Harnessing Diffusion-Yielded Score Priors for Image Restoration
Example Output
Output
Performance Metrics
24.40s
Prediction Time
229.08s
Total Time
All Input Parameters
{
"seed": -1,
"image": "https://replicate.delivery/pbxt/NQq8hmjGl7iWLKfyEI9GfarcgwoJM49lnyg0pn2sGjjh1aCx/11-36_section_8.jpg_patch.png",
"prompt": "",
"upscale": 4
}
Input Parameters
- seed
- Random seed
- image (required)
- Input image
- prompt
- Prompt
- upscale
- Upscale Factor
Output Schema
Output
Example Execution Logs
[Tiled VAE]: input_size: torch.Size([1, 3, 1024, 1024]), tile_size: 512, padding: 32 [Tiled VAE]: split to 2x2 = 4 tiles. Optimal tile size 480x480, original tile size 512x512 [Tiled VAE]: Executing Encoder Task Queue: 0%| | 0/364 [00:00<?, ?it/s] [Tiled VAE]: Executing Encoder Task Queue: 1%| | 3/364 [00:00<00:20, 17.84it/s] [Tiled VAE]: Executing Encoder Task Queue: 1%|▏ | 5/364 [00:00<00:21, 16.41it/s] [Tiled VAE]: Executing Encoder Task Queue: 2%|▏ | 7/364 [00:00<00:23, 15.15it/s] [Tiled VAE]: Executing Encoder Task Queue: 3%|▎ | 12/364 [00:00<00:19, 17.86it/s] [Tiled VAE]: Executing Encoder Task Queue: 4%|▍ | 15/364 [00:00<00:18, 18.56it/s] [Tiled VAE]: Executing Encoder Task Queue: 5%|▍ | 18/364 [00:00<00:17, 19.31it/s] [Tiled VAE]: Executing Encoder Task Queue: 7%|▋ | 24/364 [00:01<00:12, 27.73it/s] [Tiled VAE]: Executing Encoder Task Queue: 7%|▋ | 27/364 [00:01<00:13, 25.25it/s] [Tiled VAE]: Executing Encoder Task Queue: 8%|▊ | 30/364 [00:01<00:13, 25.30it/s] [Tiled VAE]: Executing Encoder Task Queue: 9%|▉ | 34/364 [00:01<00:12, 25.81it/s] [Tiled VAE]: Executing Encoder Task Queue: 10%|█ | 37/364 [00:01<00:13, 23.95it/s] [Tiled VAE]: Executing Encoder Task Queue: 11%|█ | 40/364 [00:01<00:13, 24.20it/s] [Tiled VAE]: Executing Encoder Task Queue: 12%|█▏ | 44/364 [00:01<00:12, 26.66it/s] [Tiled VAE]: Executing Encoder Task Queue: 13%|█▎ | 47/364 [00:02<00:12, 25.56it/s] [Tiled VAE]: Executing Encoder Task Queue: 14%|█▎ | 50/364 [00:02<00:12, 25.19it/s] [Tiled VAE]: Executing Encoder Task Queue: 15%|█▌ | 56/364 [00:02<00:09, 33.07it/s] [Tiled VAE]: Executing Encoder Task Queue: 17%|█▋ | 62/364 [00:02<00:08, 37.63it/s] [Tiled VAE]: Executing Encoder Task Queue: 19%|█▊ | 68/364 [00:02<00:07, 40.56it/s] [Tiled VAE]: Executing Encoder Task Queue: 20%|██ | 74/364 [00:02<00:06, 42.47it/s] [Tiled VAE]: Executing Encoder Task Queue: 22%|██▏ | 80/364 [00:02<00:06, 46.35it/s] [Tiled VAE]: Executing Encoder Task Queue: 24%|██▎ | 86/364 [00:02<00:05, 49.74it/s] [Tiled VAE]: Executing Encoder Task Queue: 26%|██▌ | 94/364 [00:02<00:05, 53.16it/s] [Tiled VAE]: Executing Encoder Task Queue: 27%|██▋ | 100/364 [00:03<00:05, 52.74it/s] [Tiled VAE]: Executing Encoder Task Queue: 29%|██▉ | 106/364 [00:03<00:04, 52.71it/s] [Tiled VAE]: Executing Encoder Task Queue: 31%|███ | 112/364 [00:03<00:05, 49.12it/s] [Tiled VAE]: Executing Encoder Task Queue: 32%|███▏ | 118/364 [00:03<00:05, 46.28it/s] [Tiled VAE]: Executing Encoder Task Queue: 35%|███▍ | 126/364 [00:03<00:04, 53.46it/s] [Tiled VAE]: Executing Encoder Task Queue: 37%|███▋ | 136/364 [00:03<00:03, 60.21it/s] [Tiled VAE]: Executing Encoder Task Queue: 41%|████ | 148/364 [00:03<00:02, 72.34it/s] [Tiled VAE]: Executing Encoder Task Queue: 44%|████▍ | 160/364 [00:03<00:02, 83.75it/s] [Tiled VAE]: Executing Encoder Task Queue: 47%|████▋ | 170/364 [00:04<00:02, 86.40it/s] [Tiled VAE]: Executing Encoder Task Queue: 49%|████▉ | 180/364 [00:04<00:02, 89.07it/s] [Tiled VAE]: Executing Encoder Task Queue: 52%|█████▏ | 190/364 [00:04<00:02, 82.04it/s] [Tiled VAE]: Executing Encoder Task Queue: 55%|█████▍ | 199/364 [00:04<00:02, 81.40it/s] [Tiled VAE]: Executing Encoder Task Queue: 58%|█████▊ | 210/364 [00:04<00:01, 82.88it/s] [Tiled VAE]: Executing Encoder Task Queue: 65%|██████▌ | 238/364 [00:04<00:00, 133.67it/s] [Tiled VAE]: Executing Encoder Task Queue: 76%|███████▌ | 275/364 [00:04<00:00, 194.88it/s] [Tiled VAE]: Executing Encoder Task Queue: 85%|████████▌ | 310/364 [00:04<00:00, 233.00it/s] [Tiled VAE]: Executing Encoder Task Queue: 92%|█████████▏| 335/364 [00:05<00:00, 222.83it/s] [Tiled VAE]: Executing Encoder Task Queue: 100%|██████████| 364/364 [00:05<00:00, 71.71it/s] [Generator Forward]: Tiled Processing: 0%| | 0/9 [00:00<?, ?it/s] [Generator Forward]: Tiled Processing: 11%|█ | 1/9 [00:00<00:05, 1.54it/s] [Generator Forward]: Tiled Processing: 22%|██▏ | 2/9 [00:00<00:03, 2.15it/s] [Generator Forward]: Tiled Processing: 33%|███▎ | 3/9 [00:01<00:03, 1.82it/s] [Generator Forward]: Tiled Processing: 44%|████▍ | 4/9 [00:02<00:02, 1.70it/s] [Generator Forward]: Tiled Processing: 56%|█████▌ | 5/9 [00:02<00:02, 1.65it/s] [Generator Forward]: Tiled Processing: 67%|██████▋ | 6/9 [00:03<00:01, 1.62it/s] [Generator Forward]: Tiled Processing: 78%|███████▊ | 7/9 [00:04<00:01, 1.59it/s] [Generator Forward]: Tiled Processing: 89%|████████▉ | 8/9 [00:04<00:00, 1.58it/s] [Generator Forward]: Tiled Processing: 100%|██████████| 9/9 [00:05<00:00, 1.57it/s] [Tiled VAE]: input_size: torch.Size([1, 4, 128, 128]), tile_size: 64, padding: 11 [Tiled VAE]: split to 2x2 = 4 tiles. Optimal tile size 64x64, original tile size 64x64 [Tiled VAE]: Executing Decoder Task Queue: 0%| | 0/492 [00:00<?, ?it/s] [Tiled VAE]: Executing Decoder Task Queue: 6%|▋ | 31/492 [00:00<00:01, 302.28it/s] [Tiled VAE]: Executing Decoder Task Queue: 13%|█▎ | 62/492 [00:00<00:02, 193.96it/s] [Tiled VAE]: Executing Decoder Task Queue: 18%|█▊ | 87/492 [00:00<00:01, 212.56it/s] [Tiled VAE]: Executing Decoder Task Queue: 23%|██▎ | 114/492 [00:00<00:01, 231.21it/s] [Tiled VAE]: Executing Decoder Task Queue: 29%|██▊ | 141/492 [00:00<00:01, 239.98it/s] [Tiled VAE]: Executing Decoder Task Queue: 34%|███▍ | 168/492 [00:00<00:01, 244.77it/s] [Tiled VAE]: Executing Decoder Task Queue: 39%|███▉ | 194/492 [00:01<00:02, 131.66it/s] [Tiled VAE]: Executing Decoder Task Queue: 43%|████▎ | 214/492 [00:01<00:02, 102.49it/s] [Tiled VAE]: Executing Decoder Task Queue: 47%|████▋ | 230/492 [00:01<00:03, 84.40it/s] [Tiled VAE]: Executing Decoder Task Queue: 49%|████▉ | 242/492 [00:01<00:02, 83.49it/s] [Tiled 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Version Details
- Version ID
b82a5bfc33d5a9b27c0d1a338a12ce04f4e7966c808e3e97cb7b9fe40dbfcf9a- Version Created
- July 19, 2025