nightmareai/latent-sr ❓🖼️🔢 → 🖼️

▶️ 116.8K runs 📅 Jul 2022 ⚙️ Cog v0.3.13+dev 🔗 GitHub ⚖️ License

image-upscaling super-resolution

Performance

1007.7sTypical run time

116.8KTotal runs

About

Upscale images with the latent diffusion superresolution model

Example Output

Output

Performance Metrics

1007.69s Prediction Time

1224.40s Total Time

All Input Parameters

{
  "up_f": 4,
  "image": "https://replicate.delivery/mgxm/d4fea5b0-2ffb-4fe5-b651-de6058763080/4K-old-and-dusty-wood-floor-with-scratches-and-bumps-seamle.png",
  "steps": 100
}

Input Parameters

up_f Default: 4: Upscale factor
image (required) Type: string: Image
steps Type: integerDefault: 100: Sampling steps

Output Schema

Output

Type: string • Format: uri

Example Execution Logs

Plotting: Switched to EMA weights
Sampling with eta = 1.0; steps: 100
Data shape for DDIM sampling is (1, 3, 704, 704), eta 1.0
Running DDIM Sampling with 100 timesteps
Sampling:   0%|          | 0/1 [00:00<?, ?it/s]

DDIM Sampler:   0%|          | 0/100 [00:00<?, ?it/s][A

DDIM Sampler:   1%|          | 1/100 [00:07<12:11,  7.39s/it][A

DDIM Sampler:   2%|▏         | 2/100 [00:14<12:04,  7.39s/it][A

DDIM Sampler:   3%|▎         | 3/100 [00:22<11:56,  7.39s/it][A

DDIM Sampler:   4%|▍         | 4/100 [00:29<11:48,  7.38s/it][A

DDIM Sampler:   5%|▌         | 5/100 [00:36<11:39,  7.36s/it][A

DDIM Sampler:   6%|▌         | 6/100 [00:44<11:31,  7.35s/it][A

DDIM Sampler:   7%|▋         | 7/100 [00:51<11:23,  7.35s/it][A

DDIM Sampler:   8%|▊         | 8/100 [00:58<11:15,  7.35s/it][A

DDIM Sampler:   9%|▉         | 9/100 [01:06<11:08,  7.35s/it][A

DDIM Sampler:  10%|█         | 10/100 [01:13<11:02,  7.36s/it][A

DDIM Sampler:  11%|█         | 11/100 [01:20<10:55,  7.36s/it][A

DDIM Sampler:  12%|█▏        | 12/100 [01:28<10:48,  7.37s/it][A

DDIM Sampler:  13%|█▎        | 13/100 [01:35<10:41,  7.37s/it][A

DDIM Sampler:  14%|█▍        | 14/100 [01:43<10:33,  7.37s/it][A

DDIM Sampler:  15%|█▌        | 15/100 [01:50<10:26,  7.37s/it][A

DDIM Sampler:  16%|█▌        | 16/100 [01:57<10:18,  7.37s/it][A

DDIM Sampler:  17%|█▋        | 17/100 [02:05<10:10,  7.36s/it][A

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DDIM Sampler:  20%|██        | 20/100 [02:27<09:48,  7.36s/it][A

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DDIM Sampler:  23%|██▎       | 23/100 [02:49<09:26,  7.36s/it][A

DDIM Sampler:  24%|██▍       | 24/100 [02:56<09:19,  7.36s/it][A

DDIM Sampler:  25%|██▌       | 25/100 [03:04<09:11,  7.36s/it][A

DDIM Sampler:  26%|██▌       | 26/100 [03:11<09:04,  7.36s/it][A

DDIM Sampler:  27%|██▋       | 27/100 [03:18<08:57,  7.37s/it][A

DDIM Sampler:  28%|██▊       | 28/100 [03:26<08:50,  7.37s/it][A

DDIM Sampler:  29%|██▉       | 29/100 [03:33<08:43,  7.37s/it][A

DDIM Sampler:  30%|███       | 30/100 [03:40<08:36,  7.38s/it][A

DDIM Sampler:  31%|███       | 31/100 [03:48<08:29,  7.38s/it][A

DDIM Sampler:  32%|███▏      | 32/100 [03:55<08:21,  7.38s/it][A

DDIM Sampler:  33%|███▎      | 33/100 [04:03<08:14,  7.38s/it][A

DDIM Sampler:  34%|███▍      | 34/100 [04:10<08:06,  7.38s/it][A

DDIM Sampler:  35%|███▌      | 35/100 [04:17<07:59,  7.38s/it][A

DDIM Sampler:  36%|███▌      | 36/100 [04:25<07:51,  7.37s/it][A

DDIM Sampler:  37%|███▋      | 37/100 [04:32<07:44,  7.37s/it][A

DDIM Sampler:  38%|███▊      | 38/100 [04:39<07:36,  7.36s/it][A

DDIM Sampler:  39%|███▉      | 39/100 [04:47<07:29,  7.36s/it][A

DDIM Sampler:  40%|████      | 40/100 [04:54<07:21,  7.36s/it][A

DDIM Sampler:  41%|████      | 41/100 [05:01<07:13,  7.35s/it][A

DDIM Sampler:  42%|████▏     | 42/100 [05:09<07:06,  7.35s/it][A

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DDIM Sampler:  44%|████▍     | 44/100 [05:23<06:51,  7.35s/it][A

DDIM Sampler:  45%|████▌     | 45/100 [05:31<06:44,  7.35s/it][A

DDIM Sampler:  46%|████▌     | 46/100 [05:38<06:36,  7.35s/it][A

DDIM Sampler:  47%|████▋     | 47/100 [05:46<06:29,  7.35s/it][A

DDIM Sampler:  48%|████▊     | 48/100 [05:53<06:22,  7.35s/it][A

DDIM Sampler:  49%|████▉     | 49/100 [06:00<06:14,  7.35s/it][A

DDIM Sampler:  50%|█████     | 50/100 [06:08<06:07,  7.35s/it][A

DDIM Sampler:  51%|█████     | 51/100 [06:15<06:00,  7.35s/it][A

DDIM Sampler:  52%|█████▏    | 52/100 [06:22<05:52,  7.35s/it][A

DDIM Sampler:  53%|█████▎    | 53/100 [06:30<05:45,  7.35s/it][A

DDIM Sampler:  54%|█████▍    | 54/100 [06:37<05:38,  7.35s/it][A

DDIM Sampler:  55%|█████▌    | 55/100 [06:44<05:30,  7.35s/it][A

DDIM Sampler:  56%|█████▌    | 56/100 [06:52<05:23,  7.35s/it][A

DDIM Sampler:  57%|█████▋    | 57/100 [06:59<05:16,  7.35s/it][A

DDIM Sampler:  58%|█████▊    | 58/100 [07:06<05:08,  7.35s/it][A

DDIM Sampler:  59%|█████▉    | 59/100 [07:14<05:01,  7.35s/it][A

DDIM Sampler:  60%|██████    | 60/100 [07:21<04:53,  7.35s/it][A

DDIM Sampler:  61%|██████    | 61/100 [07:28<04:46,  7.35s/it][A

DDIM Sampler:  62%|██████▏   | 62/100 [07:36<04:39,  7.35s/it][A

DDIM Sampler:  63%|██████▎   | 63/100 [07:43<04:32,  7.35s/it][A

DDIM Sampler:  64%|██████▍   | 64/100 [07:51<04:24,  7.35s/it][A

DDIM Sampler:  65%|██████▌   | 65/100 [07:58<04:17,  7.35s/it][A

DDIM Sampler:  66%|██████▌   | 66/100 [08:05<04:09,  7.35s/it][A

DDIM Sampler:  67%|██████▋   | 67/100 [08:13<04:02,  7.35s/it][A

DDIM Sampler:  68%|██████▊   | 68/100 [08:20<03:55,  7.35s/it][A

DDIM Sampler:  69%|██████▉   | 69/100 [08:27<03:47,  7.35s/it][A

DDIM Sampler:  70%|███████   | 70/100 [08:35<03:40,  7.35s/it][A

DDIM Sampler:  71%|███████   | 71/100 [08:42<03:33,  7.35s/it][A

DDIM Sampler:  72%|███████▏  | 72/100 [08:49<03:25,  7.35s/it][A

DDIM Sampler:  73%|███████▎  | 73/100 [08:57<03:18,  7.35s/it][A

DDIM Sampler:  74%|███████▍  | 74/100 [09:04<03:11,  7.35s/it][A

DDIM Sampler:  75%|███████▌  | 75/100 [09:11<03:03,  7.36s/it][A

DDIM Sampler:  76%|███████▌  | 76/100 [09:19<02:56,  7.36s/it][A

DDIM Sampler:  77%|███████▋  | 77/100 [09:26<02:49,  7.36s/it][A

DDIM Sampler:  78%|███████▊  | 78/100 [09:33<02:41,  7.36s/it][A

DDIM Sampler:  79%|███████▉  | 79/100 [09:41<02:34,  7.35s/it][A

DDIM Sampler:  80%|████████  | 80/100 [09:48<02:27,  7.35s/it][A

DDIM Sampler:  81%|████████  | 81/100 [09:56<02:19,  7.35s/it][A

DDIM Sampler:  82%|████████▏ | 82/100 [10:03<02:12,  7.35s/it][A

DDIM Sampler:  83%|████████▎ | 83/100 [10:10<02:04,  7.35s/it][A

DDIM Sampler:  84%|████████▍ | 84/100 [10:18<01:57,  7.35s/it][A

DDIM Sampler:  85%|████████▌ | 85/100 [10:25<01:50,  7.35s/it][A

DDIM Sampler:  86%|████████▌ | 86/100 [10:32<01:42,  7.35s/it][A

DDIM Sampler:  87%|████████▋ | 87/100 [10:40<01:35,  7.36s/it][A

DDIM Sampler:  88%|████████▊ | 88/100 [10:47<01:28,  7.36s/it][A

DDIM Sampler:  89%|████████▉ | 89/100 [10:54<01:21,  7.36s/it][A

DDIM Sampler:  90%|█████████ | 90/100 [11:02<01:13,  7.37s/it][A

DDIM Sampler:  91%|█████████ | 91/100 [11:09<01:06,  7.37s/it][A

DDIM Sampler:  92%|█████████▏| 92/100 [11:17<00:59,  7.38s/it][A

DDIM Sampler:  93%|█████████▎| 93/100 [11:24<00:51,  7.38s/it][A

DDIM Sampler:  94%|█████████▍| 94/100 [11:31<00:44,  7.38s/it][A

DDIM Sampler:  95%|█████████▌| 95/100 [11:39<00:36,  7.37s/it][A

DDIM Sampler:  96%|█████████▌| 96/100 [11:46<00:29,  7.37s/it][A

DDIM Sampler:  97%|█████████▋| 97/100 [11:53<00:22,  7.37s/it][A

DDIM Sampler:  98%|█████████▊| 98/100 [12:01<00:14,  7.37s/it][A

DDIM Sampler:  99%|█████████▉| 99/100 [12:08<00:07,  7.37s/it][A

DDIM Sampler: 100%|██████████| 100/100 [12:15<00:00,  7.36s/it][A
DDIM Sampler: 100%|██████████| 100/100 [12:15<00:00,  7.36s/it]
Plotting: Restored training weights

Sampling: 100%|██████████| 1/1 [16:28<00:00, 988.03s/it]
Sampling: 100%|██████████| 1/1 [16:28<00:00, 988.03s/it]

Version Details

Version ID: 9117a98dd15e931011b8b960963a2dec20ab493c6c0d3a134525273da1616abc
Version Created: July 12, 2022

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