laion-ai / deep-image-diffusion-prior
Generate an image using text by visualizing CLIP features.
Prediction
laion-ai/deep-image-diffusion-prior:4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2dIDiz4anzmjzfgubakxieksaceysmStatusSucceededSourceWebHardware–Total durationCreatedInput
- lr
- 0.001
- seed
- -1
- prompt
- An oil painting of mountains, in the style of monet
- lr_decay
- 0.995
- iterations
- 250
- num_scales
- 6
- num_cutouts
- "8"
- offset_type
- none
- display_freq
- 25
- offset_lr_fac
- 1
- guidance_scale
- 1
- num_samples_per_batch
- "1"
{ "lr": 0.001, "seed": -1, "prompt": "An oil painting of mountains, in the style of monet", "lr_decay": 0.995, "iterations": 250, "num_scales": 6, "num_cutouts": "8", "offset_type": "none", "display_freq": 25, "offset_lr_fac": 1, "guidance_scale": 1, "num_samples_per_batch": "1" }
Install Replicate’s Node.js client library:npm install replicate
Import and set up the client:import Replicate from "replicate"; import fs from "node:fs"; const replicate = new Replicate({ auth: process.env.REPLICATE_API_TOKEN, });
Run laion-ai/deep-image-diffusion-prior using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
const output = await replicate.run( "laion-ai/deep-image-diffusion-prior:4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2d", { input: { lr: 0.001, seed: -1, prompt: "An oil painting of mountains, in the style of monet", lr_decay: 0.995, iterations: 250, num_scales: 6, num_cutouts: "8", offset_type: "none", display_freq: 25, offset_lr_fac: 1, guidance_scale: 1, num_samples_per_batch: "1" } } ); // To access the file URL: console.log(output[0].url()); //=> "http://example.com" // To write the file to disk: fs.writeFile("my-image.png", output[0]);
To learn more, take a look at the guide on getting started with Node.js.
Install Replicate’s Python client library:pip install replicate
Import the client:import replicate
Run laion-ai/deep-image-diffusion-prior using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
output = replicate.run( "laion-ai/deep-image-diffusion-prior:4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2d", input={ "lr": 0.001, "seed": -1, "prompt": "An oil painting of mountains, in the style of monet", "lr_decay": 0.995, "iterations": 250, "num_scales": 6, "num_cutouts": "8", "offset_type": "none", "display_freq": 25, "offset_lr_fac": 1, "guidance_scale": 1, "num_samples_per_batch": "1" } ) # The laion-ai/deep-image-diffusion-prior model can stream output as it's running. # The predict method returns an iterator, and you can iterate over that output. for item in output: # https://replicate.com/laion-ai/deep-image-diffusion-prior/api#output-schema print(item)
To learn more, take a look at the guide on getting started with Python.
Run laion-ai/deep-image-diffusion-prior using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
curl -s -X POST \ -H "Authorization: Bearer $REPLICATE_API_TOKEN" \ -H "Content-Type: application/json" \ -H "Prefer: wait" \ -d $'{ "version": "laion-ai/deep-image-diffusion-prior:4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2d", "input": { "lr": 0.001, "seed": -1, "prompt": "An oil painting of mountains, in the style of monet", "lr_decay": 0.995, "iterations": 250, "num_scales": 6, "num_cutouts": "8", "offset_type": "none", "display_freq": 25, "offset_lr_fac": 1, "guidance_scale": 1, "num_samples_per_batch": "1" } }' \ https://api.replicate.com/v1/predictions
To learn more, take a look at Replicate’s HTTP API reference docs.
Output
{ "completed_at": "2022-07-03T01:46:33.270423Z", "created_at": "2022-07-03T01:42:59.952944Z", "data_removed": false, "error": null, "id": "iz4anzmjzfgubakxieksaceysm", "input": { "lr": 0.001, "seed": -1, "prompt": "An oil painting of mountains, in the style of monet", "lr_decay": 0.995, "iterations": 250, "num_scales": 6, "num_cutouts": "8", "offset_type": "none", "display_freq": 25, "offset_lr_fac": 1, "guidance_scale": 1, "num_samples_per_batch": "1" }, "logs": "Initializing deep image prior net...\n\nsampling loop time step: 0%| | 0/1000 [00:00<?, ?it/s]\nsampling loop time step: 0%| | 2/1000 [00:00<01:02, 16.07it/s]\nsampling loop time step: 0%| | 4/1000 [00:00<00:58, 16.98it/s]\nsampling loop time step: 1%| | 6/1000 [00:00<00:57, 17.43it/s]\nsampling loop time step: 1%| | 8/1000 [00:00<00:55, 17.79it/s]\nsampling loop time step: 1%| | 10/1000 [00:00<00:55, 17.88it/s]\nsampling loop time step: 1%| | 12/1000 [00:00<00:55, 17.70it/s]\nsampling loop time step: 1%|▏ | 14/1000 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It currently rounds toward 0 (like the 'trunc' function NOT 'floor'). This results in incorrect rounding for negative values. To keep the current behavior, use torch.div(a, b, rounding_mode='trunc'), or for actual floor division, use torch.div(a, b, rounding_mode='floor').\n right_pads = (((out_sz - fw_arange(num_convs, fw, device) - 1) # (1)\n/root/.pyenv/versions/3.8.13/lib/python3.8/site-packages/torch/functional.py:445: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:2157.)\n return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined]\n\n 0%| | 1/250 [00:00<02:41, 1.54it/s]\n 1%| | 2/250 [00:01<02:28, 1.67it/s]\n 1%| | 3/250 [00:01<02:18, 1.78it/s]\n 2%|▏ | 4/250 [00:02<02:15, 1.81it/s]\n 2%|▏ | 5/250 [00:02<02:12, 1.84it/s]\n 2%|▏ | 6/250 [00:03<02:10, 1.87it/s]\n 3%|▎ | 7/250 [00:03<02:08, 1.89it/s]\n 3%|▎ | 8/250 [00:04<02:08, 1.89it/s]\n 4%|▎ | 9/250 [00:04<02:08, 1.87it/s]\n 4%|▍ | 10/250 [00:05<02:09, 1.85it/s]\n 4%|▍ | 11/250 [00:05<02:08, 1.86it/s]\n 5%|▍ | 12/250 [00:06<02:07, 1.86it/s]\n 5%|▌ | 13/250 [00:07<02:08, 1.85it/s]\n 6%|▌ | 14/250 [00:07<02:08, 1.84it/s]\n 6%|▌ | 15/250 [00:08<02:06, 1.86it/s]\n 6%|▋ | 16/250 [00:08<02:04, 1.87it/s]\n 7%|▋ | 17/250 [00:09<02:04, 1.87it/s]\n 7%|▋ | 18/250 [00:09<02:02, 1.89it/s]\n 8%|▊ | 19/250 [00:10<02:02, 1.89it/s]\n 8%|▊ | 20/250 [00:10<02:02, 1.88it/s]\n 8%|▊ | 21/250 [00:11<02:00, 1.90it/s]\n 9%|▉ | 22/250 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1.83it/s]\n\n\n\n\ni: 200, loss: 0.0897339, losses: 0.0897339\n7it [01:50, 13.87s/it]\n 80%|███████▉ | 199/250 [01:49<00:27, 1.83it/s]\n\n\nSaved image to output/2022-07-03_01-46-05/out_00200.png\n\n\n7it [01:50, 13.87s/it]\n 80%|███████▉ | 199/250 [01:50<00:27, 1.83it/s]\n8it [01:50, 13.86s/it]\n 80%|████████ | 200/250 [01:50<00:28, 1.78it/s]\n 80%|████████ | 201/250 [01:50<00:27, 1.80it/s]\n 81%|████████ | 202/250 [01:51<00:26, 1.81it/s]\n 81%|████████ | 203/250 [01:51<00:26, 1.80it/s]\n 82%|████████▏ | 204/250 [01:52<00:25, 1.80it/s]\n 82%|████████▏ | 205/250 [01:52<00:25, 1.79it/s]\n 82%|████████▏ | 206/250 [01:53<00:24, 1.79it/s]\n 83%|████████▎ | 207/250 [01:53<00:23, 1.81it/s]\n 83%|████████▎ | 208/250 [01:54<00:23, 1.80it/s]\n 84%|████████▎ | 209/250 [01:54<00:22, 1.81it/s]\n 84%|████████▍ | 210/250 [01:55<00:21, 1.83it/s]\n 84%|████████▍ | 211/250 [01:56<00:21, 1.82it/s]\n 85%|████████▍ | 212/250 [01:56<00:20, 1.83it/s]\n 85%|████████▌ | 213/250 [01:57<00:20, 1.82it/s]\n 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99%|█████████▉| 248/250 [02:16<00:01, 1.82it/s]\n100%|█████████▉| 249/250 [02:17<00:00, 1.82it/s]\n\n\n\n\ni: 250, loss: 0.0951135, losses: 0.0951135\n9it [02:17, 13.84s/it]\n100%|█████████▉| 249/250 [02:17<00:00, 1.82it/s]\nSaved image to output/2022-07-03_01-46-32/out_00250.png\n\n\n\n\n9it [02:17, 13.84s/it]\n100%|█████████▉| 249/250 [02:17<00:00, 1.82it/s]\n10it [02:17, 13.84s/it]\n100%|██████████| 250/250 [02:17<00:00, 1.77it/s]\n100%|██████████| 250/250 [02:17<00:00, 1.82it/s]\n\n10it [02:17, 13.77s/it]", "metrics": { "predict_time": 189.116149, "total_time": 213.317479 }, "output": [ "https://replicate.delivery/mgxm/8ccfd17c-8ed6-478f-89ee-8642a562b09a/out_00025.png", "https://replicate.delivery/mgxm/860df9a9-1cec-4437-8c56-78ce77dae821/out_00050.png", "https://replicate.delivery/mgxm/af52dbde-8b2d-481c-bb4d-d3ac7cef93e5/out_00075.png", "https://replicate.delivery/mgxm/91c116d5-4013-4329-bbda-487a2cc0795f/out_00100.png", "https://replicate.delivery/mgxm/b4c24c6b-9a37-436a-9611-5f917c52d59f/out_00125.png", "https://replicate.delivery/mgxm/fa1d545a-12a8-43ff-8634-d10c998c88f6/out_00150.png", "https://replicate.delivery/mgxm/95577f4b-fec0-4e29-8776-15dbff32d64d/out_00175.png", "https://replicate.delivery/mgxm/2f40bd34-fa12-4551-84fe-208aa3a9c34a/out_00200.png", "https://replicate.delivery/mgxm/1fed3af3-1247-447c-a662-d58361e54bbf/out_00225.png", "https://replicate.delivery/mgxm/427d7301-e4d9-4893-a210-8cc91a48d188/out_00250.png" ], "started_at": "2022-07-03T01:43:24.154274Z", "status": "succeeded", "urls": { "get": "https://api.replicate.com/v1/predictions/iz4anzmjzfgubakxieksaceysm", "cancel": "https://api.replicate.com/v1/predictions/iz4anzmjzfgubakxieksaceysm/cancel" }, "version": "4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2d" }
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It currently rounds toward 0 (like the 'trunc' function NOT 'floor'). This results in incorrect rounding for negative values. To keep the current behavior, use torch.div(a, b, rounding_mode='trunc'), or for actual floor division, use torch.div(a, b, rounding_mode='floor'). right_pads = (((out_sz - fw_arange(num_convs, fw, device) - 1) # (1) /root/.pyenv/versions/3.8.13/lib/python3.8/site-packages/torch/functional.py:445: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. 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Prediction
laion-ai/deep-image-diffusion-prior:4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2dIDebekt6p3cnfr5ncion4aurxdxqStatusSucceededSourceWebHardware–Total durationCreatedInput
- lr
- 0.001
- seed
- -1
- prompt
- steam
- lr_decay
- 0.995
- iterations
- 250
- num_scales
- 6
- num_cutouts
- "8"
- offset_type
- none
- display_freq
- 25
- offset_lr_fac
- 1
- guidance_scale
- 1
- num_samples_per_batch
- "1"
{ "lr": 0.001, "seed": -1, "prompt": "steam", "lr_decay": 0.995, "iterations": 250, "num_scales": 6, "num_cutouts": "8", "offset_type": "none", "display_freq": 25, "offset_lr_fac": 1, "guidance_scale": 1, "num_samples_per_batch": "1" }
Install Replicate’s Node.js client library:npm install replicate
Import and set up the client:import Replicate from "replicate"; import fs from "node:fs"; const replicate = new Replicate({ auth: process.env.REPLICATE_API_TOKEN, });
Run laion-ai/deep-image-diffusion-prior using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
const output = await replicate.run( "laion-ai/deep-image-diffusion-prior:4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2d", { input: { lr: 0.001, seed: -1, prompt: "steam", lr_decay: 0.995, iterations: 250, num_scales: 6, num_cutouts: "8", offset_type: "none", display_freq: 25, offset_lr_fac: 1, guidance_scale: 1, num_samples_per_batch: "1" } } ); // To access the file URL: console.log(output[0].url()); //=> "http://example.com" // To write the file to disk: fs.writeFile("my-image.png", output[0]);
To learn more, take a look at the guide on getting started with Node.js.
Install Replicate’s Python client library:pip install replicate
Import the client:import replicate
Run laion-ai/deep-image-diffusion-prior using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
output = replicate.run( "laion-ai/deep-image-diffusion-prior:4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2d", input={ "lr": 0.001, "seed": -1, "prompt": "steam", "lr_decay": 0.995, "iterations": 250, "num_scales": 6, "num_cutouts": "8", "offset_type": "none", "display_freq": 25, "offset_lr_fac": 1, "guidance_scale": 1, "num_samples_per_batch": "1" } ) # The laion-ai/deep-image-diffusion-prior model can stream output as it's running. # The predict method returns an iterator, and you can iterate over that output. for item in output: # https://replicate.com/laion-ai/deep-image-diffusion-prior/api#output-schema print(item)
To learn more, take a look at the guide on getting started with Python.
Run laion-ai/deep-image-diffusion-prior using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
curl -s -X POST \ -H "Authorization: Bearer $REPLICATE_API_TOKEN" \ -H "Content-Type: application/json" \ -H "Prefer: wait" \ -d $'{ "version": "laion-ai/deep-image-diffusion-prior:4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2d", "input": { "lr": 0.001, "seed": -1, "prompt": "steam", "lr_decay": 0.995, "iterations": 250, "num_scales": 6, "num_cutouts": "8", "offset_type": "none", "display_freq": 25, "offset_lr_fac": 1, "guidance_scale": 1, "num_samples_per_batch": "1" } }' \ https://api.replicate.com/v1/predictions
To learn more, take a look at Replicate’s HTTP API reference docs.
Output
{ "completed_at": "2022-07-03T03:23:30.093669Z", "created_at": "2022-07-03T03:20:15.542654Z", "data_removed": false, "error": null, "id": "ebekt6p3cnfr5ncion4aurxdxq", "input": { "lr": 0.001, "seed": -1, "prompt": "steam", "lr_decay": 0.995, "iterations": 250, "num_scales": 6, "num_cutouts": "8", "offset_type": "none", "display_freq": 25, "offset_lr_fac": 1, "guidance_scale": 1, "num_samples_per_batch": "1" }, "logs": "Initializing deep image prior net...\n\nsampling loop time step: 0%| | 0/1000 [00:00<?, ?it/s]\nsampling loop time step: 0%| | 2/1000 [00:00<00:57, 17.37it/s]\nsampling loop time step: 0%| | 4/1000 [00:00<00:54, 18.20it/s]\nsampling loop time step: 1%| | 6/1000 [00:00<00:53, 18.63it/s]\nsampling loop time step: 1%| | 8/1000 [00:00<00:52, 18.77it/s]\nsampling loop time step: 1%| | 10/1000 [00:00<00:53, 18.68it/s]\nsampling loop time step: 1%| | 12/1000 [00:00<00:52, 18.65it/s]\nsampling loop time step: 1%|▏ | 14/1000 [00:00<00:52, 18.61it/s]\nsampling loop time step: 2%|▏ | 16/1000 [00:00<00:52, 18.64it/s]\nsampling loop time step: 2%|▏ | 18/1000 [00:00<00:52, 18.60it/s]\nsampling loop time step: 2%|▏ | 20/1000 [00:01<00:53, 18.45it/s]\nsampling loop time step: 2%|▏ | 22/1000 [00:01<00:52, 18.66it/s]\nsampling loop time step: 2%|▏ | 24/1000 [00:01<00:52, 18.64it/s]\nsampling loop time step: 3%|▎ | 26/1000 [00:01<00:52, 18.57it/s]\nsampling loop time step: 3%|▎ | 28/1000 [00:01<00:53, 18.17it/s]\nsampling loop time step: 3%|▎ | 30/1000 [00:01<00:53, 18.22it/s]\nsampling loop time step: 3%|▎ | 32/1000 [00:01<00:55, 17.41it/s]\nsampling loop time step: 3%|▎ | 34/1000 [00:01<00:54, 17.69it/s]\nsampling loop time step: 4%|▎ | 36/1000 [00:01<00:54, 17.70it/s]\nsampling loop time step: 4%|▍ | 38/1000 [00:02<00:53, 17.89it/s]\nsampling loop time step: 4%|▍ | 40/1000 [00:02<00:54, 17.59it/s]\nsampling loop time step: 4%|▍ | 42/1000 [00:02<00:53, 17.95it/s]\nsampling loop time step: 4%|▍ | 44/1000 [00:02<00:52, 18.20it/s]\nsampling loop time step: 5%|▍ | 46/1000 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18.51it/s]\nsampling loop time step: 98%|█████████▊| 982/1000 [00:53<00:00, 18.56it/s]\nsampling loop time step: 98%|█████████▊| 984/1000 [00:53<00:00, 18.67it/s]\nsampling loop time step: 99%|█████████▊| 986/1000 [00:54<00:00, 18.68it/s]\nsampling loop time step: 99%|█████████▉| 988/1000 [00:54<00:00, 17.43it/s]\nsampling loop time step: 99%|█████████▉| 990/1000 [00:54<00:00, 17.42it/s]\nsampling loop time step: 99%|█████████▉| 992/1000 [00:54<00:00, 17.34it/s]\nsampling loop time step: 99%|█████████▉| 994/1000 [00:54<00:00, 17.65it/s]\nsampling loop time step: 100%|█████████▉| 996/1000 [00:54<00:00, 18.04it/s]\nsampling loop time step: 100%|█████████▉| 998/1000 [00:54<00:00, 18.39it/s]\nsampling loop time step: 100%|██████████| 1000/1000 [00:54<00:00, 18.52it/s]\nsampling loop time step: 100%|██████████| 1000/1000 [00:54<00:00, 18.23it/s]\n\nUsing device: cuda\nSeed: 43187694\n0it [00:00, ?it/s]\n 0%| | 0/250 [00:00<?, ?it/s]\n 0%| | 1/250 [00:00<02:22, 1.75it/s]\n 1%| | 2/250 [00:01<02:17, 1.80it/s]\n 1%| | 3/250 [00:01<02:16, 1.81it/s]\n 2%|▏ | 4/250 [00:02<02:17, 1.79it/s]\n 2%|▏ | 5/250 [00:02<02:17, 1.79it/s]\n 2%|▏ | 6/250 [00:03<02:16, 1.79it/s]\n 3%|▎ | 7/250 [00:03<02:15, 1.79it/s]\n 3%|▎ | 8/250 [00:04<02:16, 1.78it/s]\n 4%|▎ | 9/250 [00:05<02:15, 1.78it/s]\n 4%|▍ | 10/250 [00:05<02:15, 1.78it/s]\n 4%|▍ | 11/250 [00:06<02:15, 1.76it/s]\n 5%|▍ | 12/250 [00:06<02:15, 1.76it/s]\n 5%|▌ | 13/250 [00:07<02:14, 1.76it/s]\n 6%|▌ | 14/250 [00:07<02:12, 1.78it/s]\n 6%|▌ | 15/250 [00:08<02:11, 1.78it/s]\n 6%|▋ | 16/250 [00:08<02:11, 1.78it/s]\n 7%|▋ | 17/250 [00:09<02:11, 1.77it/s]\n 7%|▋ | 18/250 [00:10<02:11, 1.77it/s]\n 8%|▊ | 19/250 [00:10<02:11, 1.76it/s]\n 8%|▊ | 20/250 [00:11<02:10, 1.76it/s]\n 8%|▊ | 21/250 [00:11<02:08, 1.78it/s]\n 9%|▉ | 22/250 [00:12<02:09, 1.76it/s]\n 9%|▉ | 23/250 [00:12<02:09, 1.75it/s]\ni: 25, loss: 0.428872, losses: 0.428872\n 10%|▉ | 24/250 [00:13<02:07, 1.77it/s]\n\n\n\n\n0it [00:14, ?it/s]\n 10%|▉ | 24/250 [00:14<02:07, 1.77it/s]\n\n\nSaved image to output/2022-07-03_03-21-24/out_00025.png\n\n\n0it [00:14, ?it/s]\n 10%|▉ | 24/250 [00:14<02:07, 1.77it/s]\n1it [00:14, 14.23s/it]\n 10%|█ | 25/250 [00:14<02:09, 1.74it/s]\n 10%|█ | 26/250 [00:14<02:07, 1.76it/s]\n 11%|█ | 27/250 [00:15<02:07, 1.75it/s]\n 11%|█ | 28/250 [00:15<02:06, 1.75it/s]\n 12%|█▏ | 29/250 [00:16<02:04, 1.77it/s]\n 12%|█▏ | 30/250 [00:16<02:04, 1.77it/s]\n 12%|█▏ | 31/250 [00:17<02:03, 1.78it/s]\n 13%|█▎ | 32/250 [00:18<02:01, 1.79it/s]\n 13%|█▎ | 33/250 [00:18<02:01, 1.78it/s]\n 14%|█▎ | 34/250 [00:19<02:03, 1.74it/s]\n 14%|█▍ | 35/250 [00:19<02:02, 1.76it/s]\n 14%|█▍ | 36/250 [00:20<02:01, 1.76it/s]\n 15%|█▍ | 37/250 [00:20<02:00, 1.77it/s]\n 15%|█▌ | 38/250 [00:21<02:00, 1.76it/s]\n 16%|█▌ | 39/250 [00:22<01:59, 1.77it/s]\n 16%|█▌ | 40/250 [00:22<01:59, 1.76it/s]\n 16%|█▋ | 41/250 [00:23<01:58, 1.76it/s]\n 17%|█▋ | 42/250 [00:23<01:57, 1.77it/s]\n 17%|█▋ | 43/250 [00:24<01:57, 1.76it/s]\n 18%|█▊ | 44/250 [00:24<01:55, 1.78it/s]\n 18%|█▊ | 45/250 [00:25<01:55, 1.78it/s]\n 18%|█▊ | 46/250 [00:25<01:54, 1.79it/s]\n 19%|█▉ | 47/250 [00:26<01:53, 1.79it/s]\n 19%|█▉ | 48/250 [00:27<01:53, 1.78it/s]\ni: 50, loss: 0.202775, losses: 0.202775\n 20%|█▉ | 49/250 [00:27<01:52, 1.78it/s]\n\n\n\n\n1it [00:28, 14.23s/it]\n 20%|█▉ | 49/250 [00:28<01:52, 1.78it/s]\nSaved image to output/2022-07-03_03-21-38/out_00050.png\n\n\n\n\n1it [00:28, 14.23s/it]\n 20%|█▉ | 49/250 [00:28<01:52, 1.78it/s]\n2it [00:28, 14.18s/it]\n 20%|██ | 50/250 [00:28<01:55, 1.73it/s]\n 20%|██ | 51/250 [00:28<01:53, 1.75it/s]\n 21%|██ | 52/250 [00:29<01:53, 1.75it/s]\n 21%|██ | 53/250 [00:29<01:50, 1.78it/s]\n 22%|██▏ | 54/250 [00:30<01:48, 1.80it/s]\n 22%|██▏ | 55/250 [00:31<01:48, 1.80it/s]\n 22%|██▏ | 56/250 [00:31<01:47, 1.80it/s]\n 23%|██▎ | 57/250 [00:32<01:46, 1.80it/s]\n 23%|██▎ | 58/250 [00:32<01:46, 1.80it/s]\n 24%|██▎ | 59/250 [00:33<01:44, 1.82it/s]\n 24%|██▍ | 60/250 [00:33<01:44, 1.81it/s]\n 24%|██▍ | 61/250 [00:34<01:44, 1.81it/s]\n 25%|██▍ 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40%|███▉ | 99/250 [00:55<01:22, 1.82it/s]\nSaved image to output/2022-07-03_03-22-06/out_00100.png\n\n\n\n\n3it [00:55, 14.03s/it]\n 40%|███▉ | 99/250 [00:55<01:22, 1.82it/s]\n4it [00:55, 13.93s/it]\n 40%|████ | 100/250 [00:55<01:23, 1.79it/s]\n 40%|████ | 101/250 [00:56<01:22, 1.80it/s]\n 41%|████ | 102/250 [00:56<01:22, 1.80it/s]\n 41%|████ | 103/250 [00:57<01:20, 1.82it/s]\n 42%|████▏ | 104/250 [00:58<01:20, 1.81it/s]\n 42%|████▏ | 105/250 [00:58<01:19, 1.83it/s]\n 42%|████▏ | 106/250 [00:59<01:19, 1.82it/s]\n 43%|████▎ | 107/250 [00:59<01:19, 1.80it/s]\n 43%|████▎ | 108/250 [01:00<01:18, 1.81it/s]\n 44%|████▎ | 109/250 [01:00<01:18, 1.80it/s]\n 44%|████▍ | 110/250 [01:01<01:17, 1.82it/s]\n 44%|████▍ | 111/250 [01:01<01:16, 1.81it/s]\n 45%|████▍ | 112/250 [01:02<01:16, 1.81it/s]\n 45%|████▌ | 113/250 [01:03<01:14, 1.83it/s]\n 46%|████▌ | 114/250 [01:03<01:14, 1.82it/s]\n 46%|████▌ | 115/250 [01:04<01:13, 1.84it/s]\n 46%|████▋ | 116/250 [01:04<01:14, 1.80it/s]\n 47%|████▋ | 117/250 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1.82it/s]\n\n\n\n\nSaved image to output/2022-07-03_03-23-29/out_00250.png\n9it [02:18, 13.85s/it]\n100%|█████████▉| 249/250 [02:18<00:00, 1.82it/s]\n10it [02:18, 13.84s/it]\n100%|██████████| 250/250 [02:18<00:00, 1.79it/s]\n100%|██████████| 250/250 [02:18<00:00, 1.80it/s]\n\n10it [02:18, 13.90s/it]", "metrics": { "predict_time": 194.362297, "total_time": 194.551015 }, "output": [ "https://replicate.delivery/mgxm/3c79bc29-179a-4343-ba0c-372ab86c12b1/out_00025.png", "https://replicate.delivery/mgxm/25e8d069-927e-45e2-9f92-d1ef665eae29/out_00050.png", "https://replicate.delivery/mgxm/bee04f49-757e-4fc5-8c22-63f2b14826e8/out_00075.png", "https://replicate.delivery/mgxm/6b4c962c-a0be-4d2c-bbb9-f9de0c4b43e6/out_00100.png", "https://replicate.delivery/mgxm/4e0f7f31-3503-432e-8b41-c919724ba190/out_00125.png", "https://replicate.delivery/mgxm/e4d52c56-edf4-4016-a0b3-f6ea08053148/out_00150.png", "https://replicate.delivery/mgxm/38bac1a3-d878-4b4a-b3bd-784ce848aec2/out_00175.png", "https://replicate.delivery/mgxm/781b7184-1b69-4f50-a585-33aea93bfcb0/out_00200.png", "https://replicate.delivery/mgxm/66f3e20d-1f4c-421f-aa65-37129363e62b/out_00225.png", "https://replicate.delivery/mgxm/60ac6b80-c987-44fc-a7c1-79eadb8e40f0/out_00250.png" ], "started_at": "2022-07-03T03:20:15.731372Z", "status": "succeeded", "urls": { "get": "https://api.replicate.com/v1/predictions/ebekt6p3cnfr5ncion4aurxdxq", "cancel": "https://api.replicate.com/v1/predictions/ebekt6p3cnfr5ncion4aurxdxq/cancel" }, "version": "4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2d" }
Generated inInitializing deep image prior net... sampling loop time step: 0%| | 0/1000 [00:00<?, ?it/s] sampling loop time step: 0%| | 2/1000 [00:00<00:57, 17.37it/s] sampling loop time step: 0%| | 4/1000 [00:00<00:54, 18.20it/s] sampling loop time step: 1%| | 6/1000 [00:00<00:53, 18.63it/s] sampling loop time step: 1%| | 8/1000 [00:00<00:52, 18.77it/s] sampling loop time step: 1%| | 10/1000 [00:00<00:53, 18.68it/s] sampling loop time step: 1%| | 12/1000 [00:00<00:52, 18.65it/s] sampling loop time step: 1%|▏ | 14/1000 [00:00<00:52, 18.61it/s] sampling loop time step: 2%|▏ | 16/1000 [00:00<00:52, 18.64it/s] sampling loop time step: 2%|▏ | 18/1000 [00:00<00:52, 18.60it/s] sampling loop time step: 2%|▏ | 20/1000 [00:01<00:53, 18.45it/s] sampling loop time step: 2%|▏ | 22/1000 [00:01<00:52, 18.66it/s] sampling loop time step: 2%|▏ | 24/1000 [00:01<00:52, 18.64it/s] sampling loop time step: 3%|▎ | 26/1000 [00:01<00:52, 18.57it/s] sampling loop time step: 3%|▎ | 28/1000 [00:01<00:53, 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1it [00:14, 14.23s/it] 10%|█ | 25/250 [00:14<02:09, 1.74it/s] 10%|█ | 26/250 [00:14<02:07, 1.76it/s] 11%|█ | 27/250 [00:15<02:07, 1.75it/s] 11%|█ | 28/250 [00:15<02:06, 1.75it/s] 12%|█▏ | 29/250 [00:16<02:04, 1.77it/s] 12%|█▏ | 30/250 [00:16<02:04, 1.77it/s] 12%|█▏ | 31/250 [00:17<02:03, 1.78it/s] 13%|█▎ | 32/250 [00:18<02:01, 1.79it/s] 13%|█▎ | 33/250 [00:18<02:01, 1.78it/s] 14%|█▎ | 34/250 [00:19<02:03, 1.74it/s] 14%|█▍ | 35/250 [00:19<02:02, 1.76it/s] 14%|█▍ | 36/250 [00:20<02:01, 1.76it/s] 15%|█▍ | 37/250 [00:20<02:00, 1.77it/s] 15%|█▌ | 38/250 [00:21<02:00, 1.76it/s] 16%|█▌ | 39/250 [00:22<01:59, 1.77it/s] 16%|█▌ | 40/250 [00:22<01:59, 1.76it/s] 16%|█▋ | 41/250 [00:23<01:58, 1.76it/s] 17%|█▋ | 42/250 [00:23<01:57, 1.77it/s] 17%|█▋ | 43/250 [00:24<01:57, 1.76it/s] 18%|█▊ | 44/250 [00:24<01:55, 1.78it/s] 18%|█▊ | 45/250 [00:25<01:55, 1.78it/s] 18%|█▊ | 46/250 [00:25<01:54, 1.79it/s] 19%|█▉ | 47/250 [00:26<01:53, 1.79it/s] 19%|█▉ | 48/250 [00:27<01:53, 1.78it/s] i: 50, loss: 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Prediction
laion-ai/deep-image-diffusion-prior:4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2dIDh2krdma3yjat3jjtmnfksd3omiStatusSucceededSourceWebHardware–Total durationCreatedInput
- lr
- 0.001
- seed
- -1
- prompt
- Hyrule field
- lr_decay
- 0.995
- iterations
- 250
- num_scales
- 6
- num_cutouts
- "16"
- offset_type
- none
- display_freq
- "2"
- offset_lr_fac
- 1
- guidance_scale
- "0.87"
- num_samples_per_batch
- "5"
{ "lr": 0.001, "seed": -1, "prompt": "Hyrule field ", "lr_decay": 0.995, "iterations": 250, "num_scales": 6, "num_cutouts": "16", "offset_type": "none", "display_freq": "2", "offset_lr_fac": 1, "guidance_scale": "0.87", "num_samples_per_batch": "5" }
Install Replicate’s Node.js client library:npm install replicate
Import and set up the client:import Replicate from "replicate"; import fs from "node:fs"; const replicate = new Replicate({ auth: process.env.REPLICATE_API_TOKEN, });
Run laion-ai/deep-image-diffusion-prior using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
const output = await replicate.run( "laion-ai/deep-image-diffusion-prior:4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2d", { input: { lr: 0.001, seed: -1, prompt: "Hyrule field ", lr_decay: 0.995, iterations: 250, num_scales: 6, num_cutouts: "16", offset_type: "none", display_freq: "2", offset_lr_fac: 1, guidance_scale: "0.87", num_samples_per_batch: "5" } } ); // To access the file URL: console.log(output[0].url()); //=> "http://example.com" // To write the file to disk: fs.writeFile("my-image.png", output[0]);
To learn more, take a look at the guide on getting started with Node.js.
Install Replicate’s Python client library:pip install replicate
Import the client:import replicate
Run laion-ai/deep-image-diffusion-prior using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
output = replicate.run( "laion-ai/deep-image-diffusion-prior:4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2d", input={ "lr": 0.001, "seed": -1, "prompt": "Hyrule field ", "lr_decay": 0.995, "iterations": 250, "num_scales": 6, "num_cutouts": "16", "offset_type": "none", "display_freq": "2", "offset_lr_fac": 1, "guidance_scale": "0.87", "num_samples_per_batch": "5" } ) # The laion-ai/deep-image-diffusion-prior model can stream output as it's running. # The predict method returns an iterator, and you can iterate over that output. for item in output: # https://replicate.com/laion-ai/deep-image-diffusion-prior/api#output-schema print(item)
To learn more, take a look at the guide on getting started with Python.
Run laion-ai/deep-image-diffusion-prior using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
curl -s -X POST \ -H "Authorization: Bearer $REPLICATE_API_TOKEN" \ -H "Content-Type: application/json" \ -H "Prefer: wait" \ -d $'{ "version": "laion-ai/deep-image-diffusion-prior:4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2d", "input": { "lr": 0.001, "seed": -1, "prompt": "Hyrule field ", "lr_decay": 0.995, "iterations": 250, "num_scales": 6, "num_cutouts": "16", "offset_type": "none", "display_freq": "2", "offset_lr_fac": 1, "guidance_scale": "0.87", "num_samples_per_batch": "5" } }' \ https://api.replicate.com/v1/predictions
To learn more, take a look at Replicate’s HTTP API reference docs.
Output
{ "completed_at": "2022-07-03T09:19:47.110655Z", "created_at": "2022-07-03T09:13:45.488339Z", "data_removed": false, "error": null, "id": "h2krdma3yjat3jjtmnfksd3omi", "input": { "lr": 0.001, "seed": -1, "prompt": "Hyrule field ", "lr_decay": 0.995, "iterations": 250, "num_scales": 6, "num_cutouts": "16", "offset_type": "none", "display_freq": "2", "offset_lr_fac": 1, "guidance_scale": "0.87", "num_samples_per_batch": "5" }, "logs": "Initializing deep image prior net...\n\nsampling loop time step: 0%| | 0/1000 [00:00<?, ?it/s]\nsampling loop time step: 0%| | 1/1000 [00:00<02:14, 7.44it/s]\nsampling loop time step: 0%| | 2/1000 [00:00<01:54, 8.72it/s]\nsampling loop time step: 0%| | 3/1000 [00:00<01:59, 8.31it/s]\nsampling loop time step: 0%| | 4/1000 [00:00<01:57, 8.51it/s]\nsampling loop time step: 0%| | 5/1000 [00:00<01:57, 8.48it/s]\nsampling loop time step: 1%| | 6/1000 [00:00<01:53, 8.78it/s]\nsampling loop time step: 1%| | 7/1000 [00:00<01:55, 8.58it/s]\nsampling loop time step: 1%| | 8/1000 [00:00<01:55, 8.58it/s]\nsampling loop time step: 1%| | 9/1000 [00:01<02:01, 8.16it/s]\nsampling loop time step: 1%| | 10/1000 [00:01<02:02, 8.06it/s]\nsampling loop time step: 1%| | 11/1000 [00:01<01:59, 8.30it/s]\nsampling loop time step: 1%| | 12/1000 [00:01<01:56, 8.51it/s]\nsampling loop time step: 1%|▏ | 13/1000 [00:01<01:53, 8.71it/s]\nsampling loop time step: 1%|▏ | 14/1000 [00:01<01:49, 8.99it/s]\nsampling loop time step: 2%|▏ | 15/1000 [00:01<01:46, 9.26it/s]\nsampling loop time step: 2%|▏ | 16/1000 [00:01<01:48, 9.11it/s]\nsampling loop time step: 2%|▏ | 17/1000 [00:01<01:47, 9.18it/s]\nsampling loop time step: 2%|▏ | 18/1000 [00:02<01:48, 9.08it/s]\nsampling loop time step: 2%|▏ | 19/1000 [00:02<01:47, 9.14it/s]\nsampling loop time step: 2%|▏ | 20/1000 [00:02<01:52, 8.70it/s]\nsampling loop time step: 2%|▏ | 21/1000 [00:02<01:52, 8.69it/s]\nsampling loop time step: 2%|▏ | 22/1000 [00:02<01:51, 8.78it/s]\nsampling loop time step: 2%|▏ | 23/1000 [00:02<01:47, 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1000/1000 [01:51<00:00, 8.99it/s]\n\nUsing device: cuda\nSeed: 2142220\n0it [00:00, ?it/s]\n 0%| | 0/250 [00:00<?, ?it/s]\n 0%| | 1/250 [00:01<04:09, 1.00s/it]\n\n\ni: 2, loss: 0.532876, losses: 0.532876\n\n\n 0%| | 1/250 [00:01<04:09, 1.00s/it]\n0it [00:02, ?it/s]\n\n\nSaved image to output/2022-07-03_09-15-38/out_00002.png\n\n\n 0%| | 1/250 [00:01<04:09, 1.00s/it]\n0it [00:02, ?it/s]\n1it [00:02, 2.10s/it]\n 1%| | 2/250 [00:01<04:07, 1.00it/s]\n 1%| | 3/250 [00:03<04:10, 1.01s/it]\n\n\n\ni: 4, loss: 0.48591, losses: 0.48591\n\n 1%| | 3/250 [00:04<04:10, 1.01s/it]\n1it [00:04, 2.10s/it]\n\n\nSaved image to output/2022-07-03_09-15-41/out_00004.png\n\n\n 1%| | 3/250 [00:04<04:10, 1.01s/it]\n1it [00:04, 2.10s/it]\n2it [00:04, 2.07s/it]\n 2%|▏ | 4/250 [00:04<04:09, 1.01s/it]\n 2%|▏ | 5/250 [00:05<04:04, 1.00it/s]\n\n\ni: 6, loss: 0.481745, losses: 0.481745\n\n\n 2%|▏ | 5/250 [00:05<04:04, 1.00it/s]\n2it [00:06, 2.07s/it]\n\n\nSaved image to output/2022-07-03_09-15-42/out_00006.png\n\n\n 2%|▏ | 5/250 [00:06<04:04, 1.00it/s]\n2it [00:06, 2.07s/it]\n3it [00:06, 2.02s/it]\n 2%|▏ | 6/250 [00:06<04:03, 1.00it/s]\n 3%|▎ | 7/250 [00:07<04:01, 1.00it/s]\n\n\ni: 8, loss: 0.464828, losses: 0.464828\n\n\n 3%|▎ | 7/250 [00:07<04:01, 1.00it/s]\n3it [00:08, 2.02s/it]\n\n\n\n\nSaved image to output/2022-07-03_09-15-44/out_00008.png\n 3%|▎ | 7/250 [00:07<04:01, 1.00it/s]\n3it [00:08, 2.02s/it]\n4it [00:08, 2.01s/it]\n 3%|▎ | 8/250 [00:07<04:00, 1.01it/s]\n 4%|▎ | 9/250 [00:08<03:57, 1.01it/s]\n\n\ni: 10, loss: 0.42559, losses: 0.42559\n\n\n 4%|▎ | 9/250 [00:09<03:57, 1.01it/s]\n4it [00:10, 2.01s/it]\n\nSaved image to output/2022-07-03_09-15-46/out_00010.png\n\n\n\n 4%|▎ | 9/250 [00:09<03:57, 1.01it/s]\n4it [00:10, 2.01s/it]\n5it [00:10, 1.99s/it]\n 4%|▍ | 10/250 [00:09<03:56, 1.01it/s]\n 4%|▍ | 11/250 [00:10<03:53, 1.02it/s]\n\n\n\n\ni: 12, loss: 0.413679, losses: 0.413679\n 4%|▍ | 11/250 [00:11<03:53, 1.02it/s]\n5it [00:11, 1.99s/it]\n\n\n\nSaved image to output/2022-07-03_09-15-48/out_00012.png\n\n 4%|▍ | 11/250 [00:11<03:53, 1.02it/s]\n5it [00:11, 1.99s/it]\n6it [00:11, 1.96s/it]\n 5%|▍ | 12/250 [00:11<03:51, 1.03it/s]\n 5%|▌ | 13/250 [00:12<03:53, 1.01it/s]\n\n\n\ni: 14, loss: 0.390853, losses: 0.390853\n\n 5%|▌ | 13/250 [00:13<03:53, 1.01it/s]\n6it [00:13, 1.96s/it]\n\n\nSaved image to output/2022-07-03_09-15-50/out_00014.png\n\n\n 5%|▌ | 13/250 [00:13<03:53, 1.01it/s]\n6it [00:13, 1.96s/it]\n7it [00:13, 1.98s/it]\n 6%|▌ | 14/250 [00:13<03:53, 1.01it/s]\n 6%|▌ | 15/250 [00:14<03:49, 1.02it/s]\ni: 16, loss: 0.341264, losses: 0.341264\n\n\n\n\n 6%|▌ | 15/250 [00:15<03:49, 1.02it/s]\n7it [00:15, 1.98s/it]\n\n\nSaved image to output/2022-07-03_09-15-52/out_00016.png\n\n\n 6%|▌ | 15/250 [00:15<03:49, 1.02it/s]\n7it [00:15, 1.98s/it]\n8it [00:15, 1.97s/it]\n 6%|▋ | 16/250 [00:15<03:50, 1.01it/s]\n 7%|▋ | 17/250 [00:16<03:52, 1.00it/s]\n\n\ni: 18, loss: 0.34783, losses: 0.34783\n\n\n 7%|▋ | 17/250 [00:17<03:52, 1.00it/s]\n8it [00:17, 1.97s/it]\n\nSaved image to output/2022-07-03_09-15-54/out_00018.png\n\n\n\n 7%|▋ | 17/250 [00:17<03:52, 1.00it/s]\n8it [00:17, 1.97s/it]\n9it [00:17, 1.99s/it]\n 7%|▋ | 18/250 [00:17<03:50, 1.00it/s]\n 8%|▊ | 19/250 [00:18<03:48, 1.01it/s]\n\n\ni: 20, loss: 0.352515, losses: 0.352515\n\n\n 8%|▊ | 19/250 [00:19<03:48, 1.01it/s]\n9it [00:19, 1.99s/it]\n\n\nSaved image to output/2022-07-03_09-15-56/out_00020.png\n\n\n 8%|▊ | 19/250 [00:19<03:48, 1.01it/s]\n9it [00:19, 1.99s/it]\n10it [00:19, 1.99s/it]\n 8%|▊ | 20/250 [00:19<03:49, 1.00it/s]\n 8%|▊ | 21/250 [00:20<03:47, 1.01it/s]\n\n\n\n\ni: 22, loss: 0.32121, losses: 0.32121\n 8%|▊ | 21/250 [00:21<03:47, 1.01it/s]\n10it [00:21, 1.99s/it]\n\n\n\nSaved image to output/2022-07-03_09-15-58/out_00022.png\n\n 8%|▊ | 21/250 [00:21<03:47, 1.01it/s]\n10it [00:21, 1.99s/it]\n11it [00:21, 2.00s/it]\n 9%|▉ | 22/250 [00:21<03:49, 1.00s/it]\n 9%|▉ | 23/250 [00:22<03:44, 1.01it/s]\n\n\n\ni: 24, loss: 0.295328, losses: 0.295328\n\n 9%|▉ | 23/250 [00:23<03:44, 1.01it/s]\n11it [00:23, 2.00s/it]\n\n\nSaved image to output/2022-07-03_09-16-00/out_00024.png\n\n\n 9%|▉ | 23/250 [00:23<03:44, 1.01it/s]\n11it [00:23, 2.00s/it]\n12it [00:23, 1.98s/it]\n 10%|▉ | 24/250 [00:23<03:44, 1.01it/s]\n 10%|█ | 25/250 [00:24<03:43, 1.01it/s]\ni: 26, loss: 0.279024, losses: 0.279024\n\n\n\n\n 10%|█ | 25/250 [00:25<03:43, 1.01it/s]\n12it [00:25, 1.98s/it]\n\nSaved image to output/2022-07-03_09-16-02/out_00026.png\n\n\n\n 10%|█ | 25/250 [00:25<03:43, 1.01it/s]\n12it [00:25, 1.98s/it]\n13it [00:25, 1.98s/it]\n 10%|█ | 26/250 [00:25<03:41, 1.01it/s]\n 11%|█ | 27/250 [00:26<03:40, 1.01it/s]\n\ni: 28, loss: 0.299946, losses: 0.299946\n\n\n\n 11%|█ | 27/250 [00:27<03:40, 1.01it/s]\n13it [00:27, 1.98s/it]\n\n\nSaved image to output/2022-07-03_09-16-04/out_00028.png\n\n\n 11%|█ | 27/250 [00:27<03:40, 1.01it/s]\n13it [00:27, 1.98s/it]\n14it [00:27, 1.99s/it]\n 11%|█ | 28/250 [00:27<03:41, 1.00it/s]\n 12%|█▏ | 29/250 [00:28<03:37, 1.02it/s]\n\n\ni: 30, loss: 0.266263, losses: 0.266263\n\n\n 12%|█▏ | 29/250 [00:29<03:37, 1.02it/s]\n14it [00:29, 1.99s/it]\nSaved image to output/2022-07-03_09-16-06/out_00030.png\n\n\n\n\n 12%|█▏ | 29/250 [00:29<03:37, 1.02it/s]\n14it [00:29, 1.99s/it]\n15it [00:29, 1.97s/it]\n 12%|█▏ | 30/250 [00:29<03:36, 1.02it/s]\n 12%|█▏ | 31/250 [00:30<03:34, 1.02it/s]\n\ni: 32, loss: 0.270326, losses: 0.270326\n\n\n\n 12%|█▏ | 31/250 [00:31<03:34, 1.02it/s]\n15it [00:31, 1.97s/it]\nSaved image to output/2022-07-03_09-16-08/out_00032.png\n\n\n\n\n 12%|█▏ | 31/250 [00:31<03:34, 1.02it/s]\n15it [00:31, 1.97s/it]\n16it [00:31, 1.97s/it]\n 13%|█▎ | 32/250 [00:31<03:33, 1.02it/s]\n 13%|█▎ | 33/250 [00:32<03:33, 1.01it/s]\ni: 34, loss: 0.254662, losses: 0.254662\n\n\n\n\n 13%|█▎ | 33/250 [00:33<03:33, 1.01it/s]\n16it [00:33, 1.97s/it]\n\nSaved image to output/2022-07-03_09-16-10/out_00034.png\n\n\n\n 13%|█▎ | 33/250 [00:33<03:33, 1.01it/s]\n16it [00:33, 1.97s/it]\n17it [00:33, 1.97s/it]\n 14%|█▎ | 34/250 [00:33<03:33, 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2.00s/it]\n113it [03:45, 1.99s/it]\n 90%|█████████ | 226/250 [03:45<00:23, 1.00it/s]\n 91%|█████████ | 227/250 [03:46<00:22, 1.01it/s]\n\ni: 228, loss: 0.0753957, losses: 0.0753957\n\n\n\n 91%|█████████ | 227/250 [03:47<00:22, 1.01it/s]\nSaved image to output/2022-07-03_09-19-24/out_00228.png\n113it [03:47, 1.99s/it]\n\n\n\n\n 91%|█████████ | 227/250 [03:47<00:22, 1.01it/s]\n113it [03:47, 1.99s/it]\n114it [03:47, 1.98s/it]\n 91%|█████████ | 228/250 [03:47<00:21, 1.01it/s]\n 92%|█████████▏| 229/250 [03:48<00:20, 1.02it/s]\ni: 230, loss: 0.0755451, losses: 0.0755451\n\n\n\n\n 92%|█████████▏| 229/250 [03:49<00:20, 1.02it/s]\n114it [03:49, 1.98s/it]\n\n\nSaved image to output/2022-07-03_09-19-26/out_00230.png\n\n\n 92%|█████████▏| 229/250 [03:49<00:20, 1.02it/s]\n114it [03:49, 1.98s/it]\n115it [03:49, 1.97s/it]\n 92%|█████████▏| 230/250 [03:49<00:19, 1.02it/s]\ni: 232, loss: 0.0699926, losses: 0.0699926\n 92%|█████████▏| 231/250 [03:50<00:18, 1.02it/s]\n\n\n\n\n 92%|█████████▏| 231/250 [03:51<00:18, 1.02it/s]\n115it [03:51, 1.97s/it]\n\n\nSaved image to output/2022-07-03_09-19-28/out_00232.png\n\n\n 92%|█████████▏| 231/250 [03:51<00:18, 1.02it/s]\n115it [03:51, 1.97s/it]\n116it [03:51, 1.99s/it]\n 93%|█████████▎| 232/250 [03:51<00:17, 1.00it/s]\n 93%|█████████▎| 233/250 [03:52<00:16, 1.01it/s]\n\ni: 234, loss: 0.0745388, losses: 0.0745388\n\n\n\n 93%|█████████▎| 233/250 [03:53<00:16, 1.01it/s]\n116it [03:53, 1.99s/it]\n\n\nSaved image to output/2022-07-03_09-19-30/out_00234.png\n\n\n 93%|█████████▎| 233/250 [03:53<00:16, 1.01it/s]\n116it [03:53, 1.99s/it]\n117it [03:53, 1.99s/it]\n 94%|█████████▎| 234/250 [03:53<00:15, 1.00it/s]\ni: 236, loss: 0.0716107, losses: 0.0716107\n 94%|█████████▍| 235/250 [03:54<00:14, 1.01it/s]\n\n\n\n\n 94%|█████████▍| 235/250 [03:55<00:14, 1.01it/s]\n117it [03:55, 1.99s/it]\nSaved image to output/2022-07-03_09-19-32/out_00236.png\n\n\n\n\n 94%|█████████▍| 235/250 [03:55<00:14, 1.01it/s]\n117it [03:55, 1.99s/it]\n118it [03:55, 1.99s/it]\n 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1.97s/it]\n\n\nSaved image to output/2022-07-03_09-19-38/out_00242.png\n\n\n 96%|█████████▋| 241/250 [04:01<00:08, 1.02it/s]\n120it [04:01, 1.97s/it]\n121it [04:01, 1.97s/it]\n 97%|█████████▋| 242/250 [04:01<00:07, 1.02it/s]\n 97%|█████████▋| 243/250 [04:02<00:06, 1.02it/s]\n\ni: 244, loss: 0.0820291, losses: 0.0820291\n\n\n\n 97%|█████████▋| 243/250 [04:03<00:06, 1.02it/s]\n121it [04:03, 1.97s/it]\n\nSaved image to output/2022-07-03_09-19-40/out_00244.png\n\n\n\n 97%|█████████▋| 243/250 [04:03<00:06, 1.02it/s]\n121it [04:03, 1.97s/it]\n122it [04:03, 1.98s/it]\n 98%|█████████▊| 244/250 [04:03<00:05, 1.01it/s]\n 98%|█████████▊| 245/250 [04:04<00:04, 1.02it/s]\ni: 246, loss: 0.0640518, losses: 0.0640518\n\n\n\n\n 98%|█████████▊| 245/250 [04:05<00:04, 1.02it/s]\n122it [04:05, 1.98s/it]\nSaved image to output/2022-07-03_09-19-42/out_00246.png\n\n\n\n\n 98%|█████████▊| 245/250 [04:05<00:04, 1.02it/s]\n122it [04:05, 1.98s/it]\n123it [04:05, 1.98s/it]\n 98%|█████████▊| 246/250 [04:05<00:03, 1.01it/s]\n 99%|█████████▉| 247/250 [04:06<00:02, 1.02it/s]\ni: 248, loss: 0.0788548, losses: 0.0788548\n\n\n\n\n 99%|█████████▉| 247/250 [04:07<00:02, 1.02it/s]\n123it [04:07, 1.98s/it]\nSaved image to output/2022-07-03_09-19-44/out_00248.png\n\n\n\n\n 99%|█████████▉| 247/250 [04:07<00:02, 1.02it/s]\n123it [04:07, 1.98s/it]\n124it [04:07, 1.98s/it]\n 99%|█████████▉| 248/250 [04:07<00:01, 1.00it/s]\n100%|█████████▉| 249/250 [04:08<00:00, 1.01it/s]\ni: 250, loss: 0.0746291, losses: 0.0746291\n\n\n\n\n100%|█████████▉| 249/250 [04:09<00:00, 1.01it/s]\n124it [04:09, 1.98s/it]\n\n\n\n\nSaved image to output/2022-07-03_09-19-46/out_00250.png\n100%|█████████▉| 249/250 [04:09<00:00, 1.01it/s]\n124it [04:09, 1.98s/it]\n125it [04:09, 2.00s/it]\n100%|██████████| 250/250 [04:09<00:00, 1.01s/it]\n100%|██████████| 250/250 [04:09<00:00, 1.00it/s]\n\n125it [04:09, 2.00s/it]", "metrics": { "predict_time": 361.445803, "total_time": 361.622316 }, "output": [ 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Prediction
laion-ai/deep-image-diffusion-prior:4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2dIDcqgrrpo6cjh3vdn7y4ils2xviqStatusSucceededSourceWebHardware–Total durationCreatedInput
- lr
- "0.0002"
- seed
- -1
- prompt
- An oil painting of mountains, in the style of pixar
- lr_decay
- 0.995
- iterations
- "50"
- num_scales
- "6"
- num_cutouts
- "16"
- offset_type
- none
- display_freq
- 25
- offset_lr_fac
- 1
- guidance_scale
- "2"
- num_samples_per_batch
- "8"
{ "lr": "0.0002", "seed": -1, "prompt": "An oil painting of mountains, in the style of pixar", "lr_decay": 0.995, "iterations": "50", "num_scales": "6", "num_cutouts": "16", "offset_type": "none", "display_freq": 25, "offset_lr_fac": 1, "guidance_scale": "2", "num_samples_per_batch": "8" }
Install Replicate’s Node.js client library:npm install replicate
Import and set up the client:import Replicate from "replicate"; import fs from "node:fs"; const replicate = new Replicate({ auth: process.env.REPLICATE_API_TOKEN, });
Run laion-ai/deep-image-diffusion-prior using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
const output = await replicate.run( "laion-ai/deep-image-diffusion-prior:4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2d", { input: { lr: "0.0002", seed: -1, prompt: "An oil painting of mountains, in the style of pixar", lr_decay: 0.995, iterations: "50", num_scales: "6", num_cutouts: "16", offset_type: "none", display_freq: 25, offset_lr_fac: 1, guidance_scale: "2", num_samples_per_batch: "8" } } ); // To access the file URL: console.log(output[0].url()); //=> "http://example.com" // To write the file to disk: fs.writeFile("my-image.png", output[0]);
To learn more, take a look at the guide on getting started with Node.js.
Install Replicate’s Python client library:pip install replicate
Import the client:import replicate
Run laion-ai/deep-image-diffusion-prior using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
output = replicate.run( "laion-ai/deep-image-diffusion-prior:4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2d", input={ "lr": "0.0002", "seed": -1, "prompt": "An oil painting of mountains, in the style of pixar", "lr_decay": 0.995, "iterations": "50", "num_scales": "6", "num_cutouts": "16", "offset_type": "none", "display_freq": 25, "offset_lr_fac": 1, "guidance_scale": "2", "num_samples_per_batch": "8" } ) # The laion-ai/deep-image-diffusion-prior model can stream output as it's running. # The predict method returns an iterator, and you can iterate over that output. for item in output: # https://replicate.com/laion-ai/deep-image-diffusion-prior/api#output-schema print(item)
To learn more, take a look at the guide on getting started with Python.
Run laion-ai/deep-image-diffusion-prior using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
curl -s -X POST \ -H "Authorization: Bearer $REPLICATE_API_TOKEN" \ -H "Content-Type: application/json" \ -H "Prefer: wait" \ -d $'{ "version": "laion-ai/deep-image-diffusion-prior:4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2d", "input": { "lr": "0.0002", "seed": -1, "prompt": "An oil painting of mountains, in the style of pixar", "lr_decay": 0.995, "iterations": "50", "num_scales": "6", "num_cutouts": "16", "offset_type": "none", "display_freq": 25, "offset_lr_fac": 1, "guidance_scale": "2", "num_samples_per_batch": "8" } }' \ https://api.replicate.com/v1/predictions
To learn more, take a look at Replicate’s HTTP API reference docs.
Output
{ "completed_at": "2022-07-04T05:57:12.129767Z", "created_at": "2022-07-04T05:56:21.621981Z", "data_removed": false, "error": null, "id": "cqgrrpo6cjh3vdn7y4ils2xviq", "input": { "lr": "0.0002", "seed": -1, "prompt": "An oil painting of mountains, in the style of pixar", "lr_decay": 0.995, "iterations": "50", "num_scales": "6", "num_cutouts": "16", "offset_type": "none", "display_freq": 25, "offset_lr_fac": 1, "guidance_scale": "2", "num_samples_per_batch": "8" }, "logs": "Using cached prior embedding for prompt: An oil painting of mountains, in the style of pixar\nUsing device: cuda\n\nSeed: 27922989\n0it [00:00, ?it/s]\n 0%| | 0/50 [00:00<?, ?it/s]\n 2%|▏ | 1/50 [00:01<00:51, 1.05s/it]\n 4%|▍ | 2/50 [00:01<00:47, 1.01it/s]\n 6%|▌ | 3/50 [00:02<00:46, 1.02it/s]\n 8%|▊ | 4/50 [00:03<00:45, 1.02it/s]\n 10%|█ | 5/50 [00:04<00:43, 1.03it/s]\n 12%|█▏ | 6/50 [00:05<00:43, 1.02it/s]\n 14%|█▍ | 7/50 [00:06<00:41, 1.03it/s]\n 16%|█▌ | 8/50 [00:07<00:40, 1.03it/s]\n 18%|█▊ | 9/50 [00:08<00:39, 1.03it/s]\n 20%|██ | 10/50 [00:09<00:38, 1.03it/s]\n 22%|██▏ | 11/50 [00:10<00:37, 1.03it/s]\n 24%|██▍ | 12/50 [00:11<00:37, 1.03it/s]\n 26%|██▌ | 13/50 [00:12<00:36, 1.03it/s]\n 28%|██▊ | 14/50 [00:13<00:35, 1.02it/s]\n 30%|███ | 15/50 [00:14<00:34, 1.01it/s]\n 32%|███▏ | 16/50 [00:15<00:33, 1.01it/s]\n 34%|███▍ | 17/50 [00:16<00:32, 1.01it/s]\n 36%|███▌ | 18/50 [00:17<00:31, 1.00it/s]\n 38%|███▊ | 19/50 [00:18<00:31, 1.01s/it]\n 40%|████ | 20/50 [00:19<00:30, 1.01s/it]\n 42%|████▏ | 21/50 [00:20<00:29, 1.02s/it]\n 44%|████▍ | 22/50 [00:21<00:28, 1.02s/it]\n 46%|████▌ | 23/50 [00:22<00:27, 1.02s/it]\n 48%|████▊ | 24/50 [00:23<00:26, 1.02s/it]\n\ni: 25, loss: 0.199801, losses: 0.199801\n\n\n\n 48%|████▊ | 24/50 [00:24<00:26, 1.02s/it]\n0it [00:24, ?it/s]\n\n\n\n\nSaved image to output/2022-07-04_05-56-46/out_00025.png\n 48%|████▊ | 24/50 [00:24<00:26, 1.02s/it]\n0it [00:24, ?it/s]\n1it [00:24, 24.99s/it]\n 50%|█████ | 25/50 [00:24<00:25, 1.03s/it]\n 52%|█████▏ | 26/50 [00:25<00:24, 1.03s/it]\n 54%|█████▍ | 27/50 [00:26<00:23, 1.03s/it]\n 56%|█████▌ | 28/50 [00:27<00:22, 1.02s/it]\n 58%|█████▊ | 29/50 [00:28<00:21, 1.02s/it]\n 60%|██████ | 30/50 [00:29<00:20, 1.01s/it]\n 62%|██████▏ | 31/50 [00:30<00:19, 1.02s/it]\n 64%|██████▍ | 32/50 [00:32<00:18, 1.02s/it]\n 66%|██████▌ | 33/50 [00:33<00:17, 1.01s/it]\n 68%|██████▊ | 34/50 [00:34<00:16, 1.01s/it]\n 70%|███████ | 35/50 [00:35<00:15, 1.01s/it]\n 72%|███████▏ | 36/50 [00:36<00:14, 1.00s/it]\n 74%|███████▍ | 37/50 [00:37<00:12, 1.00it/s]\n 76%|███████▌ | 38/50 [00:38<00:12, 1.00s/it]\n 78%|███████▊ | 39/50 [00:38<00:10, 1.01it/s]\n 80%|████████ | 40/50 [00:39<00:09, 1.00it/s]\n 82%|████████▏ | 41/50 [00:40<00:08, 1.01it/s]\n 84%|████████▍ | 42/50 [00:41<00:07, 1.01it/s]\n 86%|████████▌ | 43/50 [00:42<00:06, 1.01it/s]\n 88%|████████▊ | 44/50 [00:43<00:05, 1.02it/s]\n 90%|█████████ | 45/50 [00:44<00:04, 1.03it/s]\n 92%|█████████▏| 46/50 [00:45<00:03, 1.03it/s]\n 94%|█████████▍| 47/50 [00:46<00:02, 1.03it/s]\n 96%|█████████▌| 48/50 [00:47<00:01, 1.04it/s]\n 98%|█████████▊| 49/50 [00:48<00:00, 1.04it/s]\n\n\ni: 50, loss: 0.107678, losses: 0.107678\n\n\n 98%|█████████▊| 49/50 [00:49<00:00, 1.04it/s]\n1it [00:49, 24.99s/it]\n\n\nSaved image to output/2022-07-04_05-57-11/out_00050.png\n\n\n 98%|█████████▊| 49/50 [00:49<00:00, 1.04it/s]\n1it [00:49, 24.99s/it]\n2it [00:49, 24.90s/it]\n100%|██████████| 50/50 [00:49<00:00, 1.03it/s]\n100%|██████████| 50/50 [00:49<00:00, 1.01it/s]\n\n2it [00:49, 24.91s/it]", "metrics": { "predict_time": 50.334741, "total_time": 50.507786 }, "output": [ "https://replicate.delivery/mgxm/cf32b428-e10f-4a63-8204-79e893b46be8/out_00025.png", "https://replicate.delivery/mgxm/c4830ac7-5a9e-456b-9253-814db8bd3a70/out_00050.png" ], "started_at": "2022-07-04T05:56:21.795026Z", "status": "succeeded", "urls": { "get": "https://api.replicate.com/v1/predictions/cqgrrpo6cjh3vdn7y4ils2xviq", "cancel": "https://api.replicate.com/v1/predictions/cqgrrpo6cjh3vdn7y4ils2xviq/cancel" }, "version": "4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2d" }
Generated inUsing cached prior embedding for prompt: An oil painting of mountains, in the style of pixar Using device: cuda Seed: 27922989 0it [00:00, ?it/s] 0%| | 0/50 [00:00<?, ?it/s] 2%|▏ | 1/50 [00:01<00:51, 1.05s/it] 4%|▍ | 2/50 [00:01<00:47, 1.01it/s] 6%|▌ | 3/50 [00:02<00:46, 1.02it/s] 8%|▊ | 4/50 [00:03<00:45, 1.02it/s] 10%|█ | 5/50 [00:04<00:43, 1.03it/s] 12%|█▏ | 6/50 [00:05<00:43, 1.02it/s] 14%|█▍ | 7/50 [00:06<00:41, 1.03it/s] 16%|█▌ | 8/50 [00:07<00:40, 1.03it/s] 18%|█▊ | 9/50 [00:08<00:39, 1.03it/s] 20%|██ | 10/50 [00:09<00:38, 1.03it/s] 22%|██▏ | 11/50 [00:10<00:37, 1.03it/s] 24%|██▍ | 12/50 [00:11<00:37, 1.03it/s] 26%|██▌ | 13/50 [00:12<00:36, 1.03it/s] 28%|██▊ | 14/50 [00:13<00:35, 1.02it/s] 30%|███ | 15/50 [00:14<00:34, 1.01it/s] 32%|███▏ | 16/50 [00:15<00:33, 1.01it/s] 34%|███▍ | 17/50 [00:16<00:32, 1.01it/s] 36%|███▌ | 18/50 [00:17<00:31, 1.00it/s] 38%|███▊ | 19/50 [00:18<00:31, 1.01s/it] 40%|████ | 20/50 [00:19<00:30, 1.01s/it] 42%|████▏ | 21/50 [00:20<00:29, 1.02s/it] 44%|████▍ | 22/50 [00:21<00:28, 1.02s/it] 46%|████▌ | 23/50 [00:22<00:27, 1.02s/it] 48%|████▊ | 24/50 [00:23<00:26, 1.02s/it] i: 25, loss: 0.199801, losses: 0.199801 48%|████▊ | 24/50 [00:24<00:26, 1.02s/it] 0it [00:24, ?it/s] Saved image to output/2022-07-04_05-56-46/out_00025.png 48%|████▊ | 24/50 [00:24<00:26, 1.02s/it] 0it [00:24, ?it/s] 1it [00:24, 24.99s/it] 50%|█████ | 25/50 [00:24<00:25, 1.03s/it] 52%|█████▏ | 26/50 [00:25<00:24, 1.03s/it] 54%|█████▍ | 27/50 [00:26<00:23, 1.03s/it] 56%|█████▌ | 28/50 [00:27<00:22, 1.02s/it] 58%|█████▊ | 29/50 [00:28<00:21, 1.02s/it] 60%|██████ | 30/50 [00:29<00:20, 1.01s/it] 62%|██████▏ | 31/50 [00:30<00:19, 1.02s/it] 64%|██████▍ | 32/50 [00:32<00:18, 1.02s/it] 66%|██████▌ | 33/50 [00:33<00:17, 1.01s/it] 68%|██████▊ | 34/50 [00:34<00:16, 1.01s/it] 70%|███████ | 35/50 [00:35<00:15, 1.01s/it] 72%|███████▏ | 36/50 [00:36<00:14, 1.00s/it] 74%|███████▍ | 37/50 [00:37<00:12, 1.00it/s] 76%|███████▌ | 38/50 [00:38<00:12, 1.00s/it] 78%|███████▊ | 39/50 [00:38<00:10, 1.01it/s] 80%|████████ | 40/50 [00:39<00:09, 1.00it/s] 82%|████████▏ | 41/50 [00:40<00:08, 1.01it/s] 84%|████████▍ | 42/50 [00:41<00:07, 1.01it/s] 86%|████████▌ | 43/50 [00:42<00:06, 1.01it/s] 88%|████████▊ | 44/50 [00:43<00:05, 1.02it/s] 90%|█████████ | 45/50 [00:44<00:04, 1.03it/s] 92%|█████████▏| 46/50 [00:45<00:03, 1.03it/s] 94%|█████████▍| 47/50 [00:46<00:02, 1.03it/s] 96%|█████████▌| 48/50 [00:47<00:01, 1.04it/s] 98%|█████████▊| 49/50 [00:48<00:00, 1.04it/s] i: 50, loss: 0.107678, losses: 0.107678 98%|█████████▊| 49/50 [00:49<00:00, 1.04it/s] 1it [00:49, 24.99s/it] Saved image to output/2022-07-04_05-57-11/out_00050.png 98%|█████████▊| 49/50 [00:49<00:00, 1.04it/s] 1it [00:49, 24.99s/it] 2it [00:49, 24.90s/it] 100%|██████████| 50/50 [00:49<00:00, 1.03it/s] 100%|██████████| 50/50 [00:49<00:00, 1.01it/s] 2it [00:49, 24.91s/it]
Prediction
laion-ai/deep-image-diffusion-prior:4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2dIDgu27yaikordpbjp3vtwnszrlueStatusSucceededSourceWebHardware–Total durationCreatedInput
- lr
- "0.0005"
- seed
- "0"
- prompt
- An oil painting of person, in the style of pixar
- lr_decay
- 0.995
- iterations
- "100"
- num_scales
- "6"
- num_cutouts
- "24"
- offset_type
- none
- display_freq
- "5"
- offset_lr_fac
- 1
- guidance_scale
- "2"
- num_samples_per_batch
- "8"
{ "lr": "0.0005", "seed": "0", "prompt": "An oil painting of person, in the style of pixar", "lr_decay": 0.995, "iterations": "100", "num_scales": "6", "num_cutouts": "24", "offset_type": "none", "display_freq": "5", "offset_lr_fac": 1, "guidance_scale": "2", "num_samples_per_batch": "8" }
Install Replicate’s Node.js client library:npm install replicate
Import and set up the client:import Replicate from "replicate"; import fs from "node:fs"; const replicate = new Replicate({ auth: process.env.REPLICATE_API_TOKEN, });
Run laion-ai/deep-image-diffusion-prior using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
const output = await replicate.run( "laion-ai/deep-image-diffusion-prior:4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2d", { input: { lr: "0.0005", seed: "0", prompt: "An oil painting of person, in the style of pixar", lr_decay: 0.995, iterations: "100", num_scales: "6", num_cutouts: "24", offset_type: "none", display_freq: "5", offset_lr_fac: 1, guidance_scale: "2", num_samples_per_batch: "8" } } ); // To access the file URL: console.log(output[0].url()); //=> "http://example.com" // To write the file to disk: fs.writeFile("my-image.png", output[0]);
To learn more, take a look at the guide on getting started with Node.js.
Install Replicate’s Python client library:pip install replicate
Import the client:import replicate
Run laion-ai/deep-image-diffusion-prior using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
output = replicate.run( "laion-ai/deep-image-diffusion-prior:4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2d", input={ "lr": "0.0005", "seed": "0", "prompt": "An oil painting of person, in the style of pixar", "lr_decay": 0.995, "iterations": "100", "num_scales": "6", "num_cutouts": "24", "offset_type": "none", "display_freq": "5", "offset_lr_fac": 1, "guidance_scale": "2", "num_samples_per_batch": "8" } ) # The laion-ai/deep-image-diffusion-prior model can stream output as it's running. # The predict method returns an iterator, and you can iterate over that output. for item in output: # https://replicate.com/laion-ai/deep-image-diffusion-prior/api#output-schema print(item)
To learn more, take a look at the guide on getting started with Python.
Run laion-ai/deep-image-diffusion-prior using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
curl -s -X POST \ -H "Authorization: Bearer $REPLICATE_API_TOKEN" \ -H "Content-Type: application/json" \ -H "Prefer: wait" \ -d $'{ "version": "laion-ai/deep-image-diffusion-prior:4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2d", "input": { "lr": "0.0005", "seed": "0", "prompt": "An oil painting of person, in the style of pixar", "lr_decay": 0.995, "iterations": "100", "num_scales": "6", "num_cutouts": "24", "offset_type": "none", "display_freq": "5", "offset_lr_fac": 1, "guidance_scale": "2", "num_samples_per_batch": "8" } }' \ https://api.replicate.com/v1/predictions
To learn more, take a look at Replicate’s HTTP API reference docs.
Output
{ "completed_at": "2022-07-04T06:07:52.155042Z", "created_at": "2022-07-04T06:05:27.197016Z", "data_removed": false, "error": null, "id": "gu27yaikordpbjp3vtwnszrlue", "input": { "lr": "0.0005", "seed": "0", "prompt": "An oil painting of person, in the style of pixar", "lr_decay": 0.995, "iterations": "100", "num_scales": "6", "num_cutouts": "24", "offset_type": "none", "display_freq": "5", "offset_lr_fac": 1, "guidance_scale": "2", "num_samples_per_batch": "8" }, "logs": "Using cached prior embedding for prompt: An oil painting of person, in the style of pixar\nUsing device: cuda\n\nSeed: 0\n0it [00:00, ?it/s]\n 0%| | 0/100 [00:00<?, ?it/s]\n 1%| | 1/100 [00:01<02:37, 1.59s/it]\n 2%|▏ | 2/100 [00:03<02:26, 1.50s/it]\n 3%|▎ | 3/100 [00:04<02:21, 1.46s/it]\n 4%|▍ | 4/100 [00:06<02:30, 1.57s/it]\n\n\n\n\n 4%|▍ | 4/100 [00:07<02:30, 1.57s/it]\ni: 5, loss: 0.509012, losses: 0.509012\n0it [00:07, ?it/s]\n\nSaved image to output/2022-07-04_06-05-35/out_00005.png\n\n\n\n 4%|▍ | 4/100 [00:07<02:30, 1.57s/it]\n0it [00:07, ?it/s]\n1it [00:07, 7.78s/it]\n 5%|▌ | 5/100 [00:07<02:26, 1.54s/it]\n 6%|▌ | 6/100 [00:09<02:21, 1.50s/it]\n 7%|▋ | 7/100 [00:10<02:17, 1.48s/it]\n 8%|▊ | 8/100 [00:11<02:15, 1.48s/it]\n 9%|▉ | 9/100 [00:13<02:13, 1.47s/it]\n\ni: 10, loss: 0.357501, losses: 0.357501\n\n\n\n 9%|▉ | 9/100 [00:14<02:13, 1.47s/it]\n1it [00:15, 7.78s/it]\nSaved image to output/2022-07-04_06-05-42/out_00010.png\n\n\n\n\n 9%|▉ | 9/100 [00:14<02:13, 1.47s/it]\n1it [00:15, 7.78s/it]\n2it [00:15, 7.49s/it]\n 10%|█ | 10/100 [00:14<02:13, 1.48s/it]\n 11%|█ | 11/100 [00:16<02:11, 1.48s/it]\n 12%|█▏ | 12/100 [00:17<02:09, 1.47s/it]\n 13%|█▎ | 13/100 [00:19<02:08, 1.48s/it]\n 14%|█▍ | 14/100 [00:20<02:06, 1.47s/it]\n\ni: 15, loss: 0.295286, losses: 0.295286\n\n\n\n 14%|█▍ | 14/100 [00:22<02:06, 1.47s/it]\n2it [00:22, 7.49s/it]\nSaved image to output/2022-07-04_06-05-49/out_00015.png\n\n\n\n\n 14%|█▍ | 14/100 [00:22<02:06, 1.47s/it]\n2it [00:22, 7.49s/it]\n3it [00:22, 7.46s/it]\n 15%|█▌ | 15/100 [00:22<02:06, 1.49s/it]\n 16%|█▌ | 16/100 [00:23<02:04, 1.49s/it]\n 17%|█▋ | 17/100 [00:25<02:03, 1.48s/it]\n 18%|█▊ | 18/100 [00:26<02:01, 1.48s/it]\n 19%|█▉ | 19/100 [00:28<02:01, 1.50s/it]\n\n\n\n\ni: 20, loss: 0.187371, losses: 0.187371\n 19%|█▉ | 19/100 [00:29<02:01, 1.50s/it]\n3it [00:29, 7.46s/it]\n\nSaved image to output/2022-07-04_06-05-57/out_00020.png\n\n\n\n 19%|█▉ | 19/100 [00:29<02:01, 1.50s/it]\n3it [00:29, 7.46s/it]\n4it [00:29, 7.44s/it]\n 20%|██ | 20/100 [00:29<01:58, 1.48s/it]\n 21%|██ | 21/100 [00:31<01:56, 1.48s/it]\n 22%|██▏ | 22/100 [00:32<01:54, 1.47s/it]\n 23%|██▎ | 23/100 [00:34<01:52, 1.46s/it]\ni: 25, loss: 0.131395, losses: 0.131395\n 24%|██▍ | 24/100 [00:35<01:50, 1.45s/it]\n\n\n\n\n 24%|██▍ | 24/100 [00:37<01:50, 1.45s/it]\n4it [00:37, 7.44s/it]\nSaved image to output/2022-07-04_06-06-04/out_00025.png\n\n\n\n\n 24%|██▍ | 24/100 [00:37<01:50, 1.45s/it]\n4it [00:37, 7.44s/it]\n5it [00:37, 7.38s/it]\n 25%|██▌ | 25/100 [00:37<01:49, 1.46s/it]\n 26%|██▌ | 26/100 [00:38<01:47, 1.45s/it]\n 27%|██▋ | 27/100 [00:39<01:45, 1.45s/it]\n 28%|██▊ | 28/100 [00:41<01:43, 1.44s/it]\n 29%|██▉ | 29/100 [00:42<01:42, 1.44s/it]\n\ni: 30, loss: 0.116634, losses: 0.116634\n\n\n\n 29%|██▉ | 29/100 [00:44<01:42, 1.44s/it]\n5it [00:44, 7.38s/it]\n\n\n\nSaved image to output/2022-07-04_06-06-11/out_00030.png\n\n 29%|██▉ | 29/100 [00:44<01:42, 1.44s/it]\n5it [00:44, 7.38s/it]\n6it [00:44, 7.31s/it]\n 30%|███ | 30/100 [00:44<01:40, 1.44s/it]\n 31%|███ | 31/100 [00:45<01:38, 1.43s/it]\n 32%|███▏ | 32/100 [00:47<01:36, 1.42s/it]\n 33%|███▎ | 33/100 [00:48<01:35, 1.43s/it]\ni: 35, loss: 0.106386, losses: 0.106386\n 34%|███▍ | 34/100 [00:49<01:33, 1.42s/it]\n\n\n\n\n 34%|███▍ | 34/100 [00:51<01:33, 1.42s/it]\n6it [00:51, 7.31s/it]\n\n\n\n\n 34%|███▍ | 34/100 [00:51<01:33, 1.42s/it]\nSaved image to output/2022-07-04_06-06-18/out_00035.png\n6it [00:51, 7.31s/it]\n7it [00:51, 7.24s/it]\n 35%|███▌ | 35/100 [00:51<01:32, 1.42s/it]\n 36%|███▌ | 36/100 [00:52<01:31, 1.43s/it]\n 37%|███▋ | 37/100 [00:54<01:29, 1.42s/it]\n 38%|███▊ | 38/100 [00:55<01:27, 1.41s/it]\n 39%|███▉ | 39/100 [00:57<01:27, 1.43s/it]\n\n\ni: 40, loss: 0.0943774, losses: 0.0943774\n\n\n 39%|███▉ | 39/100 [00:58<01:27, 1.43s/it]\n7it [00:58, 7.24s/it]\nSaved image to output/2022-07-04_06-06-25/out_00040.png\n\n\n\n\n 39%|███▉ | 39/100 [00:58<01:27, 1.43s/it]\n7it [00:58, 7.24s/it]\n8it [00:58, 7.22s/it]\n 40%|████ | 40/100 [00:58<01:26, 1.44s/it]\n 41%|████ | 41/100 [00:59<01:24, 1.43s/it]\n 42%|████▏ | 42/100 [01:01<01:22, 1.43s/it]\n 43%|████▎ | 43/100 [01:02<01:21, 1.42s/it]\n 44%|████▍ | 44/100 [01:04<01:19, 1.42s/it]\ni: 45, loss: 0.0881185, losses: 0.0881185\n\n\n\n\n 44%|████▍ | 44/100 [01:05<01:19, 1.42s/it]\n8it [01:05, 7.22s/it]\nSaved image to output/2022-07-04_06-06-33/out_00045.png\n\n\n\n\n 44%|████▍ | 44/100 [01:05<01:19, 1.42s/it]\n8it [01:05, 7.22s/it]\n9it [01:05, 7.20s/it]\n 45%|████▌ | 45/100 [01:05<01:19, 1.44s/it]\n 46%|████▌ | 46/100 [01:07<01:17, 1.44s/it]\n 47%|████▋ | 47/100 [01:08<01:15, 1.42s/it]\n 48%|████▊ | 48/100 [01:09<01:13, 1.42s/it]\ni: 50, loss: 0.0892947, losses: 0.0892947\n 49%|████▉ | 49/100 [01:11<01:12, 1.42s/it]\n\n\n\n\n 49%|████▉ | 49/100 [01:12<01:12, 1.42s/it]\n9it [01:12, 7.20s/it]\nSaved image to output/2022-07-04_06-06-40/out_00050.png\n\n\n\n\n 49%|████▉ | 49/100 [01:12<01:12, 1.42s/it]\n9it [01:12, 7.20s/it]\n10it [01:12, 7.16s/it]\n 50%|█████ | 50/100 [01:12<01:11, 1.42s/it]\n 51%|█████ | 51/100 [01:14<01:09, 1.42s/it]\n 52%|█████▏ | 52/100 [01:15<01:08, 1.43s/it]\n 53%|█████▎ | 53/100 [01:16<01:06, 1.41s/it]\n 54%|█████▍ | 54/100 [01:18<01:04, 1.40s/it]\ni: 55, loss: 0.0873839, losses: 0.0873839\n\n\n\n\n 54%|█████▍ | 54/100 [01:19<01:04, 1.40s/it]\n10it [01:19, 7.16s/it]\nSaved image to output/2022-07-04_06-06-47/out_00055.png\n\n\n\n\n 54%|█████▍ | 54/100 [01:19<01:04, 1.40s/it]\n10it [01:19, 7.16s/it]\n11it [01:19, 7.14s/it]\n 55%|█████▌ | 55/100 [01:19<01:04, 1.43s/it]\n 56%|█████▌ | 56/100 [01:21<01:03, 1.43s/it]\n 57%|█████▋ | 57/100 [01:22<01:01, 1.43s/it]\n 58%|█████▊ | 58/100 [01:24<01:00, 1.44s/it]\n 59%|█████▉ | 59/100 [01:25<00:59, 1.44s/it]\n\n\ni: 60, loss: 0.0746877, losses: 0.0746877\n\n\n 59%|█████▉ | 59/100 [01:27<00:59, 1.44s/it]\n11it [01:27, 7.14s/it]\n\nSaved image to output/2022-07-04_06-06-54/out_00060.png\n\n\n\n 59%|█████▉ | 59/100 [01:27<00:59, 1.44s/it]\n11it [01:27, 7.14s/it]\n12it [01:27, 7.17s/it]\n 60%|██████ | 60/100 [01:27<00:57, 1.44s/it]\n 61%|██████ | 61/100 [01:28<00:56, 1.44s/it]\n 62%|██████▏ | 62/100 [01:29<00:54, 1.43s/it]\n 63%|██████▎ | 63/100 [01:31<00:52, 1.43s/it]\n 64%|██████▍ | 64/100 [01:32<00:51, 1.43s/it]\n\n\n\n\n 64%|██████▍ | 64/100 [01:34<00:51, 1.43s/it]\ni: 65, loss: 0.0764417, losses: 0.0764417\n12it [01:34, 7.17s/it]\n\n\nSaved image to output/2022-07-04_06-07-01/out_00065.png\n\n\n 64%|██████▍ | 64/100 [01:34<00:51, 1.43s/it]\n12it [01:34, 7.17s/it]\n13it [01:34, 7.16s/it]\n 65%|██████▌ | 65/100 [01:34<00:50, 1.44s/it]\n 66%|██████▌ | 66/100 [01:35<00:48, 1.44s/it]\n 67%|██████▋ | 67/100 [01:37<00:46, 1.42s/it]\n 68%|██████▊ | 68/100 [01:38<00:45, 1.42s/it]\ni: 70, loss: 0.0734245, losses: 0.0734245\n 69%|██████▉ | 69/100 [01:39<00:43, 1.42s/it]\n\n\n\n\n 69%|██████▉ | 69/100 [01:41<00:43, 1.42s/it]\nSaved image to output/2022-07-04_06-07-08/out_00070.png\n13it [01:41, 7.16s/it]\n\n\n\n\n 69%|██████▉ | 69/100 [01:41<00:43, 1.42s/it]\n13it [01:41, 7.16s/it]\n14it [01:41, 7.14s/it]\n 70%|███████ | 70/100 [01:41<00:42, 1.43s/it]\n 71%|███████ | 71/100 [01:42<00:41, 1.42s/it]\n 72%|███████▏ | 72/100 [01:44<00:39, 1.42s/it]\n 73%|███████▎ | 73/100 [01:45<00:38, 1.42s/it]\n 74%|███████▍ | 74/100 [01:46<00:37, 1.43s/it]\n\ni: 75, loss: 0.0699265, losses: 0.0699265\n\n\n\n 74%|███████▍ | 74/100 [01:48<00:37, 1.43s/it]\n14it [01:48, 7.14s/it]\n\n\nSaved image to output/2022-07-04_06-07-15/out_00075.png\n\n\n 74%|███████▍ | 74/100 [01:48<00:37, 1.43s/it]\n14it [01:48, 7.14s/it]\n15it [01:48, 7.16s/it]\n 75%|███████▌ | 75/100 [01:48<00:36, 1.45s/it]\n 76%|███████▌ | 76/100 [01:49<00:34, 1.44s/it]\n 77%|███████▋ | 77/100 [01:51<00:32, 1.43s/it]\n 78%|███████▊ | 78/100 [01:52<00:31, 1.43s/it]\n 79%|███████▉ | 79/100 [01:54<00:29, 1.42s/it]\ni: 80, loss: 0.0725935, losses: 0.0725935\n\n\n\n\n 79%|███████▉ | 79/100 [01:55<00:29, 1.42s/it]\n15it [01:55, 7.16s/it]\nSaved image to output/2022-07-04_06-07-23/out_00080.png\n\n\n\n\n 79%|███████▉ | 79/100 [01:55<00:29, 1.42s/it]\n15it [01:55, 7.16s/it]\n16it [01:55, 7.15s/it]\n 80%|████████ | 80/100 [01:55<00:28, 1.44s/it]\n 81%|████████ | 81/100 [01:57<00:27, 1.44s/it]\n 82%|████████▏ | 82/100 [01:58<00:25, 1.43s/it]\n 83%|████████▎ | 83/100 [01:59<00:24, 1.43s/it]\ni: 85, loss: 0.0636112, losses: 0.0636112\n 84%|████████▍ | 84/100 [02:01<00:22, 1.43s/it]\n\n\n\n\n 84%|████████▍ | 84/100 [02:02<00:22, 1.43s/it]\n16it [02:02, 7.15s/it]\n\n\nSaved image to output/2022-07-04_06-07-30/out_00085.png\n\n\n 84%|████████▍ | 84/100 [02:02<00:22, 1.43s/it]\n16it [02:02, 7.15s/it]\n17it [02:02, 7.16s/it]\n 85%|████████▌ | 85/100 [02:02<00:21, 1.44s/it]\n 86%|████████▌ | 86/100 [02:04<00:19, 1.43s/it]\n 87%|████████▋ | 87/100 [02:05<00:18, 1.42s/it]\n 88%|████████▊ | 88/100 [02:07<00:17, 1.42s/it]\n 89%|████████▉ | 89/100 [02:08<00:15, 1.41s/it]\n\ni: 90, loss: 0.0665739, losses: 0.0665739\n\n\n\n 89%|████████▉ | 89/100 [02:09<00:15, 1.41s/it]\nSaved image to output/2022-07-04_06-07-37/out_00090.png\n17it [02:09, 7.16s/it]\n\n\n\n\n 89%|████████▉ | 89/100 [02:09<00:15, 1.41s/it]\n17it [02:09, 7.16s/it]\n18it [02:09, 7.12s/it]\n 90%|█████████ | 90/100 [02:09<00:14, 1.42s/it]\n 91%|█████████ | 91/100 [02:11<00:12, 1.41s/it]\n 92%|█████████▏| 92/100 [02:12<00:11, 1.40s/it]\n 93%|█████████▎| 93/100 [02:14<00:09, 1.41s/it]\ni: 95, loss: 0.0629401, losses: 0.0629401\n 94%|█████████▍| 94/100 [02:15<00:08, 1.42s/it]\n\n\n\n\n 94%|█████████▍| 94/100 [02:16<00:08, 1.42s/it]\n18it [02:17, 7.12s/it]\n\nSaved image to output/2022-07-04_06-07-44/out_00095.png\n\n\n\n 94%|█████████▍| 94/100 [02:16<00:08, 1.42s/it]\n18it [02:17, 7.12s/it]\n19it [02:17, 7.13s/it]\n 95%|█████████▌| 95/100 [02:16<00:07, 1.43s/it]\n 96%|█████████▌| 96/100 [02:18<00:05, 1.44s/it]\n 97%|█████████▋| 97/100 [02:19<00:04, 1.43s/it]\n 98%|█████████▊| 98/100 [02:21<00:02, 1.43s/it]\n 99%|█████████▉| 99/100 [02:22<00:01, 1.42s/it]\n\n\ni: 100, loss: 0.0603441, losses: 0.0603441\n\n\n 99%|█████████▉| 99/100 [02:24<00:01, 1.42s/it]\n19it [02:24, 7.13s/it]\n\n\n\n\n 99%|█████████▉| 99/100 [02:24<00:01, 1.42s/it]\nSaved image to output/2022-07-04_06-07-51/out_00100.png\n19it [02:24, 7.13s/it]\n20it [02:24, 7.12s/it]\n100%|██████████| 100/100 [02:24<00:00, 1.42s/it]\n100%|██████████| 100/100 [02:24<00:00, 1.44s/it]\n\n20it [02:24, 7.21s/it]", "metrics": { "predict_time": 144.772309, "total_time": 144.958026 }, "output": [ "https://replicate.delivery/mgxm/e63edd88-d094-4760-a472-f693f761c62d/out_00005.png", "https://replicate.delivery/mgxm/1a2dc19f-fd3a-4921-b2ee-a9eaafc18666/out_00010.png", "https://replicate.delivery/mgxm/8f517ed1-ef92-4ea2-a11b-fc77c3e45fa0/out_00015.png", "https://replicate.delivery/mgxm/05da3fbb-c2d3-45ad-9d77-99acaaca93f3/out_00020.png", "https://replicate.delivery/mgxm/b2948818-1c69-4ac9-a975-b7b4631b177e/out_00025.png", "https://replicate.delivery/mgxm/2d673968-9ba9-4ecd-b4cd-07463d619d0f/out_00030.png", "https://replicate.delivery/mgxm/3b353b67-90d3-46c1-bd2f-0888e81da27b/out_00035.png", "https://replicate.delivery/mgxm/6a8b5fe0-70ec-4d30-80ec-ffc151bef919/out_00040.png", "https://replicate.delivery/mgxm/caa8414f-5758-4075-b941-a0df7709b9de/out_00045.png", "https://replicate.delivery/mgxm/7cc56bed-a5be-48f4-8524-48ac8b1d6449/out_00050.png", "https://replicate.delivery/mgxm/edf31c0c-963f-42b8-81b6-9855eb8ea085/out_00055.png", "https://replicate.delivery/mgxm/7142ddd9-e0b8-41b5-b060-670c6d0b73ff/out_00060.png", "https://replicate.delivery/mgxm/1938b904-63ad-4c2d-a740-72b4f0674ded/out_00065.png", "https://replicate.delivery/mgxm/7606301f-31c7-44b3-9933-4ad8e8ad75e1/out_00070.png", "https://replicate.delivery/mgxm/948cbfcb-0e31-40db-945f-8e83237b0865/out_00075.png", "https://replicate.delivery/mgxm/1f3eb8b3-7ec8-421d-8d14-56b81b090ef8/out_00080.png", "https://replicate.delivery/mgxm/e63bc9d5-f2cd-4ed4-a457-8ffe82f170c1/out_00085.png", "https://replicate.delivery/mgxm/74d72536-057b-4f8b-92f7-5c30f9d35509/out_00090.png", "https://replicate.delivery/mgxm/3ca73bf6-5685-4f81-a440-197d211b7a8b/out_00095.png", "https://replicate.delivery/mgxm/aec05fc9-7dd3-4eb2-a2d4-3aaf0438d886/out_00100.png" ], "started_at": "2022-07-04T06:05:27.382733Z", "status": "succeeded", "urls": { "get": "https://api.replicate.com/v1/predictions/gu27yaikordpbjp3vtwnszrlue", "cancel": "https://api.replicate.com/v1/predictions/gu27yaikordpbjp3vtwnszrlue/cancel" }, "version": "4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2d" }
Generated inUsing cached prior embedding for prompt: An oil painting of person, in the style of pixar Using device: cuda Seed: 0 0it [00:00, ?it/s] 0%| | 0/100 [00:00<?, ?it/s] 1%| | 1/100 [00:01<02:37, 1.59s/it] 2%|▏ | 2/100 [00:03<02:26, 1.50s/it] 3%|▎ | 3/100 [00:04<02:21, 1.46s/it] 4%|▍ | 4/100 [00:06<02:30, 1.57s/it] 4%|▍ | 4/100 [00:07<02:30, 1.57s/it] i: 5, loss: 0.509012, losses: 0.509012 0it [00:07, ?it/s] Saved image to output/2022-07-04_06-05-35/out_00005.png 4%|▍ | 4/100 [00:07<02:30, 1.57s/it] 0it [00:07, ?it/s] 1it [00:07, 7.78s/it] 5%|▌ | 5/100 [00:07<02:26, 1.54s/it] 6%|▌ | 6/100 [00:09<02:21, 1.50s/it] 7%|▋ | 7/100 [00:10<02:17, 1.48s/it] 8%|▊ | 8/100 [00:11<02:15, 1.48s/it] 9%|▉ | 9/100 [00:13<02:13, 1.47s/it] i: 10, loss: 0.357501, losses: 0.357501 9%|▉ | 9/100 [00:14<02:13, 1.47s/it] 1it [00:15, 7.78s/it] Saved image to output/2022-07-04_06-05-42/out_00010.png 9%|▉ | 9/100 [00:14<02:13, 1.47s/it] 1it [00:15, 7.78s/it] 2it [00:15, 7.49s/it] 10%|█ | 10/100 [00:14<02:13, 1.48s/it] 11%|█ | 11/100 [00:16<02:11, 1.48s/it] 12%|█▏ | 12/100 [00:17<02:09, 1.47s/it] 13%|█▎ | 13/100 [00:19<02:08, 1.48s/it] 14%|█▍ | 14/100 [00:20<02:06, 1.47s/it] i: 15, loss: 0.295286, losses: 0.295286 14%|█▍ | 14/100 [00:22<02:06, 1.47s/it] 2it [00:22, 7.49s/it] Saved image to output/2022-07-04_06-05-49/out_00015.png 14%|█▍ | 14/100 [00:22<02:06, 1.47s/it] 2it [00:22, 7.49s/it] 3it [00:22, 7.46s/it] 15%|█▌ | 15/100 [00:22<02:06, 1.49s/it] 16%|█▌ | 16/100 [00:23<02:04, 1.49s/it] 17%|█▋ | 17/100 [00:25<02:03, 1.48s/it] 18%|█▊ | 18/100 [00:26<02:01, 1.48s/it] 19%|█▉ | 19/100 [00:28<02:01, 1.50s/it] i: 20, loss: 0.187371, losses: 0.187371 19%|█▉ | 19/100 [00:29<02:01, 1.50s/it] 3it [00:29, 7.46s/it] Saved image to output/2022-07-04_06-05-57/out_00020.png 19%|█▉ | 19/100 [00:29<02:01, 1.50s/it] 3it [00:29, 7.46s/it] 4it [00:29, 7.44s/it] 20%|██ | 20/100 [00:29<01:58, 1.48s/it] 21%|██ | 21/100 [00:31<01:56, 1.48s/it] 22%|██▏ | 22/100 [00:32<01:54, 1.47s/it] 23%|██▎ | 23/100 [00:34<01:52, 1.46s/it] i: 25, loss: 0.131395, losses: 0.131395 24%|██▍ | 24/100 [00:35<01:50, 1.45s/it] 24%|██▍ | 24/100 [00:37<01:50, 1.45s/it] 4it [00:37, 7.44s/it] Saved image to output/2022-07-04_06-06-04/out_00025.png 24%|██▍ | 24/100 [00:37<01:50, 1.45s/it] 4it [00:37, 7.44s/it] 5it [00:37, 7.38s/it] 25%|██▌ | 25/100 [00:37<01:49, 1.46s/it] 26%|██▌ | 26/100 [00:38<01:47, 1.45s/it] 27%|██▋ | 27/100 [00:39<01:45, 1.45s/it] 28%|██▊ | 28/100 [00:41<01:43, 1.44s/it] 29%|██▉ | 29/100 [00:42<01:42, 1.44s/it] i: 30, loss: 0.116634, losses: 0.116634 29%|██▉ | 29/100 [00:44<01:42, 1.44s/it] 5it [00:44, 7.38s/it] Saved image to output/2022-07-04_06-06-11/out_00030.png 29%|██▉ | 29/100 [00:44<01:42, 1.44s/it] 5it [00:44, 7.38s/it] 6it [00:44, 7.31s/it] 30%|███ | 30/100 [00:44<01:40, 1.44s/it] 31%|███ | 31/100 [00:45<01:38, 1.43s/it] 32%|███▏ | 32/100 [00:47<01:36, 1.42s/it] 33%|███▎ | 33/100 [00:48<01:35, 1.43s/it] i: 35, loss: 0.106386, losses: 0.106386 34%|███▍ | 34/100 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1.42s/it] 18it [02:17, 7.12s/it] 19it [02:17, 7.13s/it] 95%|█████████▌| 95/100 [02:16<00:07, 1.43s/it] 96%|█████████▌| 96/100 [02:18<00:05, 1.44s/it] 97%|█████████▋| 97/100 [02:19<00:04, 1.43s/it] 98%|█████████▊| 98/100 [02:21<00:02, 1.43s/it] 99%|█████████▉| 99/100 [02:22<00:01, 1.42s/it] i: 100, loss: 0.0603441, losses: 0.0603441 99%|█████████▉| 99/100 [02:24<00:01, 1.42s/it] 19it [02:24, 7.13s/it] 99%|█████████▉| 99/100 [02:24<00:01, 1.42s/it] Saved image to output/2022-07-04_06-07-51/out_00100.png 19it [02:24, 7.13s/it] 20it [02:24, 7.12s/it] 100%|██████████| 100/100 [02:24<00:00, 1.42s/it] 100%|██████████| 100/100 [02:24<00:00, 1.44s/it] 20it [02:24, 7.21s/it]
Prediction
laion-ai/deep-image-diffusion-prior:4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2dIDvo4p6ishmvgexjbupqejzn5raqStatusSucceededSourceWebHardware–Total durationCreatedInput
- lr
- "0.0005"
- seed
- "0"
- prompt
- high detailed reflection
- lr_decay
- 0.995
- iterations
- "100"
- num_scales
- "6"
- num_cutouts
- "24"
- offset_type
- none
- display_freq
- "5"
- offset_lr_fac
- 1
- guidance_scale
- "2"
- num_samples_per_batch
- "8"
{ "lr": "0.0005", "seed": "0", "prompt": "high detailed reflection", "lr_decay": 0.995, "iterations": "100", "num_scales": "6", "num_cutouts": "24", "offset_type": "none", "display_freq": "5", "offset_lr_fac": 1, "guidance_scale": "2", "num_samples_per_batch": "8" }
Install Replicate’s Node.js client library:npm install replicate
Import and set up the client:import Replicate from "replicate"; import fs from "node:fs"; const replicate = new Replicate({ auth: process.env.REPLICATE_API_TOKEN, });
Run laion-ai/deep-image-diffusion-prior using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
const output = await replicate.run( "laion-ai/deep-image-diffusion-prior:4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2d", { input: { lr: "0.0005", seed: "0", prompt: "high detailed reflection", lr_decay: 0.995, iterations: "100", num_scales: "6", num_cutouts: "24", offset_type: "none", display_freq: "5", offset_lr_fac: 1, guidance_scale: "2", num_samples_per_batch: "8" } } ); // To access the file URL: console.log(output[0].url()); //=> "http://example.com" // To write the file to disk: fs.writeFile("my-image.png", output[0]);
To learn more, take a look at the guide on getting started with Node.js.
Install Replicate’s Python client library:pip install replicate
Import the client:import replicate
Run laion-ai/deep-image-diffusion-prior using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
output = replicate.run( "laion-ai/deep-image-diffusion-prior:4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2d", input={ "lr": "0.0005", "seed": "0", "prompt": "high detailed reflection", "lr_decay": 0.995, "iterations": "100", "num_scales": "6", "num_cutouts": "24", "offset_type": "none", "display_freq": "5", "offset_lr_fac": 1, "guidance_scale": "2", "num_samples_per_batch": "8" } ) # The laion-ai/deep-image-diffusion-prior model can stream output as it's running. # The predict method returns an iterator, and you can iterate over that output. for item in output: # https://replicate.com/laion-ai/deep-image-diffusion-prior/api#output-schema print(item)
To learn more, take a look at the guide on getting started with Python.
Run laion-ai/deep-image-diffusion-prior using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.
curl -s -X POST \ -H "Authorization: Bearer $REPLICATE_API_TOKEN" \ -H "Content-Type: application/json" \ -H "Prefer: wait" \ -d $'{ "version": "laion-ai/deep-image-diffusion-prior:4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2d", "input": { "lr": "0.0005", "seed": "0", "prompt": "high detailed reflection", "lr_decay": 0.995, "iterations": "100", "num_scales": "6", "num_cutouts": "24", "offset_type": "none", "display_freq": "5", "offset_lr_fac": 1, "guidance_scale": "2", "num_samples_per_batch": "8" } }' \ https://api.replicate.com/v1/predictions
To learn more, take a look at Replicate’s HTTP API reference docs.
Output
{ "completed_at": "2022-07-04T06:20:46.715950Z", "created_at": "2022-07-04T06:16:26.542306Z", "data_removed": false, "error": null, "id": "vo4p6ishmvgexjbupqejzn5raq", "input": { "lr": "0.0005", "seed": "0", "prompt": "high detailed reflection", "lr_decay": 0.995, "iterations": "100", "num_scales": "6", "num_cutouts": "24", "offset_type": "none", "display_freq": "5", "offset_lr_fac": 1, "guidance_scale": "2", "num_samples_per_batch": "8" }, "logs": "Initializing deep image prior net...\n\nsampling loop time step: 0%| | 0/1000 [00:00<?, ?it/s]\nsampling loop time step: 0%| | 1/1000 [00:00<02:07, 7.85it/s]\nsampling loop time step: 0%| | 2/1000 [00:00<02:19, 7.14it/s]\nsampling loop time step: 0%| | 3/1000 [00:00<02:07, 7.79it/s]\nsampling loop time step: 0%| | 4/1000 [00:00<02:02, 8.12it/s]\nsampling loop time step: 0%| | 5/1000 [00:00<01:59, 8.33it/s]\nsampling loop time step: 1%| | 6/1000 [00:00<01:57, 8.47it/s]\nsampling loop time step: 1%| | 7/1000 [00:00<01:56, 8.54it/s]\nsampling loop time step: 1%| | 8/1000 [00:00<01:55, 8.56it/s]\nsampling loop time step: 1%| | 9/1000 [00:01<01:55, 8.58it/s]\nsampling loop time step: 1%| | 10/1000 [00:01<01:57, 8.45it/s]\nsampling loop time step: 1%| | 11/1000 [00:01<01:56, 8.46it/s]\nsampling loop time step: 1%| | 12/1000 [00:01<01:56, 8.51it/s]\nsampling loop time step: 1%|▏ | 13/1000 [00:01<01:55, 8.56it/s]\nsampling loop time step: 1%|▏ | 14/1000 [00:01<01:54, 8.60it/s]\nsampling loop time step: 2%|▏ | 15/1000 [00:01<01:54, 8.62it/s]\nsampling loop time step: 2%|▏ | 16/1000 [00:01<01:54, 8.60it/s]\nsampling loop time step: 2%|▏ | 17/1000 [00:02<01:54, 8.61it/s]\nsampling loop time step: 2%|▏ | 18/1000 [00:02<01:55, 8.51it/s]\nsampling loop time step: 2%|▏ | 19/1000 [00:02<01:55, 8.48it/s]\nsampling loop time step: 2%|▏ | 20/1000 [00:02<01:55, 8.49it/s]\nsampling loop time step: 2%|▏ | 21/1000 [00:02<01:54, 8.51it/s]\nsampling loop time step: 2%|▏ | 22/1000 [00:02<01:55, 8.49it/s]\nsampling loop time step: 2%|▏ | 23/1000 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[01:54<00:01, 8.59it/s]\nsampling loop time step: 99%|█████████▉| 990/1000 [01:55<00:01, 8.60it/s]\nsampling loop time step: 99%|█████████▉| 991/1000 [01:55<00:01, 8.61it/s]\nsampling loop time step: 99%|█████████▉| 992/1000 [01:55<00:00, 8.60it/s]\nsampling loop time step: 99%|█████████▉| 993/1000 [01:55<00:00, 8.62it/s]\nsampling loop time step: 99%|█████████▉| 994/1000 [01:55<00:00, 8.63it/s]\nsampling loop time step: 100%|█████████▉| 995/1000 [01:55<00:00, 8.61it/s]\nsampling loop time step: 100%|█████████▉| 996/1000 [01:55<00:00, 8.61it/s]\nsampling loop time step: 100%|█████████▉| 997/1000 [01:55<00:00, 8.61it/s]\nsampling loop time step: 100%|█████████▉| 998/1000 [01:56<00:00, 8.61it/s]\nsampling loop time step: 100%|█████████▉| 999/1000 [01:56<00:00, 8.59it/s]\nsampling loop time step: 100%|██████████| 1000/1000 [01:56<00:00, 8.58it/s]\nsampling loop time step: 100%|██████████| 1000/1000 [01:56<00:00, 8.60it/s]\n\nUsing device: cuda\nSeed: 0\n0it [00:00, ?it/s]\n 0%| | 0/100 [00:00<?, ?it/s]\n 1%| | 1/100 [00:01<02:25, 1.46s/it]\n 2%|▏ | 2/100 [00:02<02:21, 1.44s/it]\n 3%|▎ | 3/100 [00:04<02:18, 1.43s/it]\n 4%|▍ | 4/100 [00:05<02:17, 1.43s/it]\ni: 5, loss: 0.462603, losses: 0.462603\n\n\n\n\n 4%|▍ | 4/100 [00:07<02:17, 1.43s/it]\n0it [00:07, ?it/s]\nSaved image to output/2022-07-04_06-18-30/out_00005.png\n\n\n\n\n 4%|▍ | 4/100 [00:07<02:17, 1.43s/it]\n0it [00:07, ?it/s]\n1it [00:07, 7.31s/it]\n 5%|▌ | 5/100 [00:07<02:17, 1.45s/it]\n 6%|▌ | 6/100 [00:08<02:14, 1.43s/it]\n 7%|▋ | 7/100 [00:10<02:12, 1.43s/it]\n 8%|▊ | 8/100 [00:11<02:11, 1.43s/it]\n 9%|▉ | 9/100 [00:12<02:09, 1.42s/it]\n\n\n\n\ni: 10, loss: 0.377833, losses: 0.377833\n 9%|▉ | 9/100 [00:14<02:09, 1.42s/it]\n1it [00:14, 7.31s/it]\n\n\nSaved image to output/2022-07-04_06-18-37/out_00010.png\n\n\n 9%|▉ | 9/100 [00:14<02:09, 1.42s/it]\n1it [00:14, 7.31s/it]\n2it [00:14, 7.20s/it]\n 10%|█ | 10/100 [00:14<02:09, 1.44s/it]\n 11%|█ | 11/100 [00:15<02:07, 1.44s/it]\n 12%|█▏ | 12/100 [00:17<02:06, 1.43s/it]\n 13%|█▎ | 13/100 [00:18<02:05, 1.44s/it]\n 14%|█▍ | 14/100 [00:20<02:02, 1.43s/it]\n\n\ni: 15, loss: 0.323415, losses: 0.323415\n\n\n 14%|█▍ | 14/100 [00:21<02:02, 1.43s/it]\n2it [00:21, 7.20s/it]\n\n\nSaved image to output/2022-07-04_06-18-44/out_00015.png\n\n\n 14%|█▍ | 14/100 [00:21<02:02, 1.43s/it]\n2it [00:21, 7.20s/it]\n3it [00:21, 7.20s/it]\n 15%|█▌ | 15/100 [00:21<02:02, 1.44s/it]\n 16%|█▌ | 16/100 [00:22<02:01, 1.44s/it]\n 17%|█▋ | 17/100 [00:24<01:59, 1.44s/it]\n 18%|█▊ | 18/100 [00:25<01:58, 1.44s/it]\n 19%|█▉ | 19/100 [00:27<01:57, 1.45s/it]\n\n\ni: 20, loss: 0.273566, losses: 0.273566\n\n\n 19%|█▉ | 19/100 [00:28<01:57, 1.45s/it]\n3it [00:28, 7.20s/it]\n\n\nSaved image to output/2022-07-04_06-18-51/out_00020.png\n\n\n 19%|█▉ | 19/100 [00:28<01:57, 1.45s/it]\n3it [00:28, 7.20s/it]\n4it [00:28, 7.20s/it]\n 20%|██ | 20/100 [00:28<01:54, 1.44s/it]\n 21%|██ | 21/100 [00:30<01:53, 1.44s/it]\n 22%|██▏ | 22/100 [00:31<01:52, 1.44s/it]\n 23%|██▎ | 23/100 [00:33<01:50, 1.44s/it]\ni: 25, loss: 0.229316, losses: 0.229316\n 24%|██▍ | 24/100 [00:34<01:48, 1.43s/it]\n\n\n\n\n 24%|██▍ | 24/100 [00:35<01:48, 1.43s/it]\n4it [00:35, 7.20s/it]\n\n\nSaved image to output/2022-07-04_06-18-58/out_00025.png\n\n\n 24%|██▍ | 24/100 [00:35<01:48, 1.43s/it]\n4it [00:36, 7.20s/it]\n5it [00:36, 7.19s/it]\n 25%|██▌ | 25/100 [00:35<01:47, 1.44s/it]\n 26%|██▌ | 26/100 [00:37<01:45, 1.43s/it]\n 27%|██▋ | 27/100 [00:38<01:44, 1.43s/it]\n 28%|██▊ | 28/100 [00:40<01:43, 1.44s/it]\ni: 30, loss: 0.221481, losses: 0.221481\n 29%|██▉ | 29/100 [00:41<01:41, 1.43s/it]\n\n\n\n\n 29%|██▉ | 29/100 [00:43<01:41, 1.43s/it]\n5it [00:43, 7.19s/it]\n\n\nSaved image to output/2022-07-04_06-19-06/out_00030.png\n\n\n 29%|██▉ | 29/100 [00:43<01:41, 1.43s/it]\n5it [00:43, 7.19s/it]\n6it [00:43, 7.19s/it]\n 30%|███ | 30/100 [00:43<01:40, 1.44s/it]\n 31%|███ | 31/100 [00:44<01:38, 1.43s/it]\n 32%|███▏ | 32/100 [00:45<01:36, 1.42s/it]\n 33%|███▎ | 33/100 [00:47<01:36, 1.44s/it]\n 34%|███▍ | 34/100 [00:48<01:34, 1.43s/it]\ni: 35, loss: 0.176472, losses: 0.176472\n\n\n\n\n 34%|███▍ | 34/100 [00:50<01:34, 1.43s/it]\n6it [00:50, 7.19s/it]\n\n\nSaved image to output/2022-07-04_06-19-13/out_00035.png\n\n\n 34%|███▍ | 34/100 [00:50<01:34, 1.43s/it]\n6it [00:50, 7.19s/it]\n7it [00:50, 7.17s/it]\n 35%|███▌ | 35/100 [00:50<01:32, 1.43s/it]\n 36%|███▌ | 36/100 [00:51<01:32, 1.44s/it]\n 37%|███▋ | 37/100 [00:53<01:29, 1.43s/it]\n 38%|███▊ | 38/100 [00:54<01:28, 1.42s/it]\n 39%|███▉ | 39/100 [00:55<01:27, 1.44s/it]\ni: 40, loss: 0.135095, losses: 0.135095\n\n\n\n\n 39%|███▉ | 39/100 [00:57<01:27, 1.44s/it]\nSaved image to output/2022-07-04_06-19-20/out_00040.png\n7it [00:57, 7.17s/it]\n\n\n\n\n 39%|███▉ | 39/100 [00:57<01:27, 1.44s/it]\n7it [00:57, 7.17s/it]\n8it [00:57, 7.18s/it]\n 40%|████ | 40/100 [00:57<01:26, 1.44s/it]\n 41%|████ | 41/100 [00:58<01:24, 1.43s/it]\n 42%|████▏ | 42/100 [01:00<01:23, 1.43s/it]\n 43%|████▎ | 43/100 [01:01<01:21, 1.43s/it]\n 44%|████▍ | 44/100 [01:03<01:20, 1.43s/it]\n\n\ni: 45, loss: 0.121896, losses: 0.121896\n\n\n 44%|████▍ | 44/100 [01:04<01:20, 1.43s/it]\n8it [01:04, 7.18s/it]\n\n\nSaved image to output/2022-07-04_06-19-27/out_00045.png\n\n\n 44%|████▍ | 44/100 [01:04<01:20, 1.43s/it]\n8it [01:04, 7.18s/it]\n9it [01:04, 7.18s/it]\n 45%|████▌ | 45/100 [01:04<01:19, 1.45s/it]\n 46%|████▌ | 46/100 [01:06<01:18, 1.45s/it]\n 47%|████▋ | 47/100 [01:07<01:15, 1.43s/it]\n 48%|████▊ | 48/100 [01:08<01:14, 1.43s/it]\n 49%|████▉ | 49/100 [01:10<01:13, 1.43s/it]\n\n\ni: 50, loss: 0.115956, losses: 0.115956\n\n\n 49%|████▉ | 49/100 [01:11<01:13, 1.43s/it]\n9it [01:11, 7.18s/it]\n\n\nSaved image to output/2022-07-04_06-19-34/out_00050.png\n\n\n 49%|████▉ | 49/100 [01:11<01:13, 1.43s/it]\n9it [01:11, 7.18s/it]\n10it [01:11, 7.17s/it]\n 50%|█████ | 50/100 [01:11<01:11, 1.43s/it]\n 51%|█████ | 51/100 [01:13<01:10, 1.43s/it]\n 52%|█████▏ | 52/100 [01:14<01:09, 1.44s/it]\n 53%|█████▎ | 53/100 [01:16<01:06, 1.42s/it]\ni: 55, loss: 0.133111, losses: 0.133111\n 54%|█████▍ | 54/100 [01:17<01:04, 1.41s/it]\n\n\n\n\n 54%|█████▍ | 54/100 [01:18<01:04, 1.41s/it]\nSaved image to output/2022-07-04_06-19-41/out_00055.png\n10it [01:18, 7.17s/it]\n\n\n\n\n 54%|█████▍ | 54/100 [01:18<01:04, 1.41s/it]\n10it [01:18, 7.17s/it]\n11it [01:18, 7.16s/it]\n 55%|█████▌ | 55/100 [01:18<01:04, 1.43s/it]\n 56%|█████▌ | 56/100 [01:20<01:03, 1.44s/it]\n 57%|█████▋ | 57/100 [01:21<01:01, 1.44s/it]\n 58%|█████▊ | 58/100 [01:23<01:00, 1.44s/it]\ni: 60, loss: 0.0913672, losses: 0.0913672\n 59%|█████▉ | 59/100 [01:24<00:59, 1.45s/it]\n\n\n\n\n 59%|█████▉ | 59/100 [01:26<00:59, 1.45s/it]\n11it [01:26, 7.16s/it]\n\nSaved image to output/2022-07-04_06-19-49/out_00060.png\n\n\n\n 59%|█████▉ | 59/100 [01:26<00:59, 1.45s/it]\n11it [01:26, 7.16s/it]\n12it [01:26, 7.18s/it]\n 60%|██████ | 60/100 [01:26<00:57, 1.44s/it]\n 61%|██████ | 61/100 [01:27<00:55, 1.43s/it]\n 62%|██████▏ | 62/100 [01:28<00:54, 1.43s/it]\n 63%|██████▎ | 63/100 [01:30<00:52, 1.43s/it]\n 64%|██████▍ | 64/100 [01:31<00:51, 1.43s/it]\ni: 65, loss: 0.0970285, losses: 0.0970285\n\n\n\n\n 64%|██████▍ | 64/100 [01:33<00:51, 1.43s/it]\nSaved image to output/2022-07-04_06-19-56/out_00065.png\n12it [01:33, 7.18s/it]\n\n\n\n\n 64%|██████▍ | 64/100 [01:33<00:51, 1.43s/it]\n12it [01:33, 7.18s/it]\n13it [01:33, 7.17s/it]\n 65%|██████▌ | 65/100 [01:33<00:50, 1.43s/it]\n 66%|██████▌ | 66/100 [01:34<00:48, 1.43s/it]\n 67%|██████▋ | 67/100 [01:36<00:46, 1.42s/it]\n 68%|██████▊ | 68/100 [01:37<00:45, 1.41s/it]\n 69%|██████▉ | 69/100 [01:38<00:43, 1.41s/it]\ni: 70, loss: 0.0844536, losses: 0.0844536\n\n\n\n\n 69%|██████▉ | 69/100 [01:40<00:43, 1.41s/it]\n13it [01:40, 7.17s/it]\n\nSaved image to output/2022-07-04_06-20-03/out_00070.png\n\n\n\n 69%|██████▉ | 69/100 [01:40<00:43, 1.41s/it]\n13it [01:40, 7.17s/it]\n14it [01:40, 7.13s/it]\n 70%|███████ | 70/100 [01:40<00:42, 1.42s/it]\n 71%|███████ | 71/100 [01:41<00:41, 1.42s/it]\n 72%|███████▏ | 72/100 [01:43<00:39, 1.42s/it]\n 73%|███████▎ | 73/100 [01:44<00:38, 1.41s/it]\n 74%|███████▍ | 74/100 [01:45<00:36, 1.42s/it]\ni: 75, loss: 0.0827625, losses: 0.0827625\n\n\n\n\n 74%|███████▍ | 74/100 [01:47<00:36, 1.42s/it]\n14it [01:47, 7.13s/it]\nSaved image to output/2022-07-04_06-20-10/out_00075.png\n\n\n\n\n 74%|███████▍ | 74/100 [01:47<00:36, 1.42s/it]\n14it [01:47, 7.13s/it]\n15it [01:47, 7.15s/it]\n 75%|███████▌ | 75/100 [01:47<00:36, 1.44s/it]\n 76%|███████▌ | 76/100 [01:48<00:34, 1.44s/it]\n 77%|███████▋ | 77/100 [01:50<00:32, 1.42s/it]\n 78%|███████▊ | 78/100 [01:51<00:31, 1.42s/it]\n 79%|███████▉ | 79/100 [01:53<00:29, 1.42s/it]\n\n\ni: 80, loss: 0.0900782, losses: 0.0900782\n\n\n 79%|███████▉ | 79/100 [01:54<00:29, 1.42s/it]\nSaved image to output/2022-07-04_06-20-17/out_00080.png\n15it [01:54, 7.15s/it]\n\n\n\n\n 79%|███████▉ | 79/100 [01:54<00:29, 1.42s/it]\n15it [01:54, 7.15s/it]\n16it [01:54, 7.13s/it]\n 80%|████████ | 80/100 [01:54<00:28, 1.43s/it]\n 81%|████████ | 81/100 [01:56<00:27, 1.44s/it]\n 82%|████████▏ | 82/100 [01:57<00:25, 1.43s/it]\n 83%|████████▎ | 83/100 [01:58<00:24, 1.43s/it]\n 84%|████████▍ | 84/100 [02:00<00:22, 1.43s/it]\n\n\ni: 85, loss: 0.0749083, losses: 0.0749083\n\n\n 84%|████████▍ | 84/100 [02:01<00:22, 1.43s/it]\n16it [02:01, 7.13s/it]\nSaved image to output/2022-07-04_06-20-24/out_00085.png\n\n\n\n\n 84%|████████▍ | 84/100 [02:01<00:22, 1.43s/it]\n16it [02:01, 7.13s/it]\n17it [02:01, 7.15s/it]\n 85%|████████▌ | 85/100 [02:01<00:21, 1.44s/it]\n 86%|████████▌ | 86/100 [02:03<00:19, 1.43s/it]\n 87%|████████▋ | 87/100 [02:04<00:18, 1.42s/it]\n 88%|████████▊ | 88/100 [02:06<00:17, 1.42s/it]\n 89%|████████▉ | 89/100 [02:07<00:15, 1.42s/it]\ni: 90, loss: 0.081218, losses: 0.081218\n\n\n\n\n 89%|████████▉ | 89/100 [02:08<00:15, 1.42s/it]\n17it [02:08, 7.15s/it]\n\n\nSaved image to output/2022-07-04_06-20-31/out_00090.png\n\n\n 89%|████████▉ | 89/100 [02:08<00:15, 1.42s/it]\n17it [02:08, 7.15s/it]\n18it [02:08, 7.12s/it]\n 90%|█████████ | 90/100 [02:08<00:14, 1.42s/it]\n 91%|█████████ | 91/100 [02:10<00:12, 1.42s/it]\n 92%|█████████▏| 92/100 [02:11<00:11, 1.41s/it]\n 93%|█████████▎| 93/100 [02:13<00:09, 1.42s/it]\n 94%|█████████▍| 94/100 [02:14<00:08, 1.43s/it]\n\n\ni: 95, loss: 0.0809722, losses: 0.0809722\n\n\n 94%|█████████▍| 94/100 [02:15<00:08, 1.43s/it]\n18it [02:16, 7.12s/it]\n\n\nSaved image to output/2022-07-04_06-20-39/out_00095.png\n\n\n 94%|█████████▍| 94/100 [02:15<00:08, 1.43s/it]\n18it [02:16, 7.12s/it]\n19it [02:16, 7.13s/it]\n 95%|█████████▌| 95/100 [02:15<00:07, 1.43s/it]\n 96%|█████████▌| 96/100 [02:17<00:05, 1.43s/it]\n 97%|█████████▋| 97/100 [02:18<00:04, 1.43s/it]\n 98%|█████████▊| 98/100 [02:20<00:02, 1.43s/it]\n 99%|█████████▉| 99/100 [02:21<00:01, 1.42s/it]\n\n\ni: 100, loss: 0.0698686, losses: 0.0698686\n\n\n 99%|█████████▉| 99/100 [02:23<00:01, 1.42s/it]\n19it [02:23, 7.13s/it]\n\nSaved image to output/2022-07-04_06-20-46/out_00100.png\n\n\n\n 99%|█████████▉| 99/100 [02:23<00:01, 1.42s/it]\n19it [02:23, 7.13s/it]\n20it [02:23, 7.12s/it]\n100%|██████████| 100/100 [02:23<00:00, 1.42s/it]\n100%|██████████| 100/100 [02:23<00:00, 1.43s/it]\n\n20it [02:23, 7.16s/it]", "metrics": { "predict_time": 259.994854, "total_time": 260.173644 }, "output": [ "https://replicate.delivery/mgxm/abd85cd1-461c-4332-8384-ea124db19fca/out_00005.png", "https://replicate.delivery/mgxm/c9118bc7-defc-498d-a9b8-ac434652fcbb/out_00010.png", "https://replicate.delivery/mgxm/2c2792bf-5514-47c7-aae4-d3505f897701/out_00015.png", "https://replicate.delivery/mgxm/39624f08-f241-4e9c-a6ff-54798beb22ef/out_00020.png", "https://replicate.delivery/mgxm/6017d6df-a744-4f4a-b476-e9d9d4c661f5/out_00025.png", "https://replicate.delivery/mgxm/45b831ab-5b34-4ddf-8e19-b9cada4cd3b9/out_00030.png", "https://replicate.delivery/mgxm/24046dde-687f-480e-8275-68ea1619b9aa/out_00035.png", "https://replicate.delivery/mgxm/07048943-9688-4987-9644-0ff248e70ba3/out_00040.png", "https://replicate.delivery/mgxm/4070127f-74cb-488a-a291-4e2460abe86d/out_00045.png", 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"status": "succeeded", "urls": { "get": "https://api.replicate.com/v1/predictions/vo4p6ishmvgexjbupqejzn5raq", "cancel": "https://api.replicate.com/v1/predictions/vo4p6ishmvgexjbupqejzn5raq/cancel" }, "version": "4ed232e4ebe82b3d70ee5e0526257aeeb07187f6727ee617795a7f94d2133e2d" }
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[01:55<00:00, 8.61it/s] sampling loop time step: 100%|█████████▉| 997/1000 [01:55<00:00, 8.61it/s] sampling loop time step: 100%|█████████▉| 998/1000 [01:56<00:00, 8.61it/s] sampling loop time step: 100%|█████████▉| 999/1000 [01:56<00:00, 8.59it/s] sampling loop time step: 100%|██████████| 1000/1000 [01:56<00:00, 8.58it/s] sampling loop time step: 100%|██████████| 1000/1000 [01:56<00:00, 8.60it/s] Using device: cuda Seed: 0 0it [00:00, ?it/s] 0%| | 0/100 [00:00<?, ?it/s] 1%| | 1/100 [00:01<02:25, 1.46s/it] 2%|▏ | 2/100 [00:02<02:21, 1.44s/it] 3%|▎ | 3/100 [00:04<02:18, 1.43s/it] 4%|▍ | 4/100 [00:05<02:17, 1.43s/it] i: 5, loss: 0.462603, losses: 0.462603 4%|▍ | 4/100 [00:07<02:17, 1.43s/it] 0it [00:07, ?it/s] Saved image to output/2022-07-04_06-18-30/out_00005.png 4%|▍ | 4/100 [00:07<02:17, 1.43s/it] 0it [00:07, ?it/s] 1it [00:07, 7.31s/it] 5%|▌ | 5/100 [00:07<02:17, 1.45s/it] 6%|▌ | 6/100 [00:08<02:14, 1.43s/it] 7%|▋ | 7/100 [00:10<02:12, 1.43s/it] 8%|▊ | 8/100 [00:11<02:11, 1.43s/it] 9%|▉ | 9/100 [00:12<02:09, 1.42s/it] i: 10, loss: 0.377833, losses: 0.377833 9%|▉ | 9/100 [00:14<02:09, 1.42s/it] 1it [00:14, 7.31s/it] Saved image to output/2022-07-04_06-18-37/out_00010.png 9%|▉ | 9/100 [00:14<02:09, 1.42s/it] 1it [00:14, 7.31s/it] 2it [00:14, 7.20s/it] 10%|█ | 10/100 [00:14<02:09, 1.44s/it] 11%|█ | 11/100 [00:15<02:07, 1.44s/it] 12%|█▏ | 12/100 [00:17<02:06, 1.43s/it] 13%|█▎ | 13/100 [00:18<02:05, 1.44s/it] 14%|█▍ | 14/100 [00:20<02:02, 1.43s/it] i: 15, loss: 0.323415, losses: 0.323415 14%|█▍ | 14/100 [00:21<02:02, 1.43s/it] 2it [00:21, 7.20s/it] Saved image to output/2022-07-04_06-18-44/out_00015.png 14%|█▍ | 14/100 [00:21<02:02, 1.43s/it] 2it [00:21, 7.20s/it] 3it [00:21, 7.20s/it] 15%|█▌ | 15/100 [00:21<02:02, 1.44s/it] 16%|█▌ | 16/100 [00:22<02:01, 1.44s/it] 17%|█▋ | 17/100 [00:24<01:59, 1.44s/it] 18%|█▊ | 18/100 [00:25<01:58, 1.44s/it] 19%|█▉ | 19/100 [00:27<01:57, 1.45s/it] i: 20, loss: 0.273566, losses: 0.273566 19%|█▉ | 19/100 [00:28<01:57, 1.45s/it] 3it [00:28, 7.20s/it] Saved image to output/2022-07-04_06-18-51/out_00020.png 19%|█▉ | 19/100 [00:28<01:57, 1.45s/it] 3it [00:28, 7.20s/it] 4it [00:28, 7.20s/it] 20%|██ | 20/100 [00:28<01:54, 1.44s/it] 21%|██ | 21/100 [00:30<01:53, 1.44s/it] 22%|██▏ | 22/100 [00:31<01:52, 1.44s/it] 23%|██▎ | 23/100 [00:33<01:50, 1.44s/it] i: 25, loss: 0.229316, losses: 0.229316 24%|██▍ | 24/100 [00:34<01:48, 1.43s/it] 24%|██▍ | 24/100 [00:35<01:48, 1.43s/it] 4it [00:35, 7.20s/it] Saved image to output/2022-07-04_06-18-58/out_00025.png 24%|██▍ | 24/100 [00:35<01:48, 1.43s/it] 4it [00:36, 7.20s/it] 5it [00:36, 7.19s/it] 25%|██▌ | 25/100 [00:35<01:47, 1.44s/it] 26%|██▌ | 26/100 [00:37<01:45, 1.43s/it] 27%|██▋ | 27/100 [00:38<01:44, 1.43s/it] 28%|██▊ | 28/100 [00:40<01:43, 1.44s/it] i: 30, loss: 0.221481, losses: 0.221481 29%|██▉ | 29/100 [00:41<01:41, 1.43s/it] 29%|██▉ | 29/100 [00:43<01:41, 1.43s/it] 5it [00:43, 7.19s/it] Saved image to output/2022-07-04_06-19-06/out_00030.png 29%|██▉ | 29/100 [00:43<01:41, 1.43s/it] 5it [00:43, 7.19s/it] 6it [00:43, 7.19s/it] 30%|███ | 30/100 [00:43<01:40, 1.44s/it] 31%|███ | 31/100 [00:44<01:38, 1.43s/it] 32%|███▏ | 32/100 [00:45<01:36, 1.42s/it] 33%|███▎ | 33/100 [00:47<01:36, 1.44s/it] 34%|███▍ | 34/100 [00:48<01:34, 1.43s/it] i: 35, loss: 0.176472, losses: 0.176472 34%|███▍ | 34/100 [00:50<01:34, 1.43s/it] 6it [00:50, 7.19s/it] Saved image to output/2022-07-04_06-19-13/out_00035.png 34%|███▍ | 34/100 [00:50<01:34, 1.43s/it] 6it [00:50, 7.19s/it] 7it [00:50, 7.17s/it] 35%|███▌ | 35/100 [00:50<01:32, 1.43s/it] 36%|███▌ | 36/100 [00:51<01:32, 1.44s/it] 37%|███▋ | 37/100 [00:53<01:29, 1.43s/it] 38%|███▊ | 38/100 [00:54<01:28, 1.42s/it] 39%|███▉ | 39/100 [00:55<01:27, 1.44s/it] i: 40, loss: 0.135095, losses: 0.135095 39%|███▉ | 39/100 [00:57<01:27, 1.44s/it] Saved image to output/2022-07-04_06-19-20/out_00040.png 7it [00:57, 7.17s/it] 39%|███▉ | 39/100 [00:57<01:27, 1.44s/it] 7it [00:57, 7.17s/it] 8it [00:57, 7.18s/it] 40%|████ | 40/100 [00:57<01:26, 1.44s/it] 41%|████ | 41/100 [00:58<01:24, 1.43s/it] 42%|████▏ | 42/100 [01:00<01:23, 1.43s/it] 43%|████▎ | 43/100 [01:01<01:21, 1.43s/it] 44%|████▍ | 44/100 [01:03<01:20, 1.43s/it] i: 45, loss: 0.121896, losses: 0.121896 44%|████▍ | 44/100 [01:04<01:20, 1.43s/it] 8it [01:04, 7.18s/it] Saved image to output/2022-07-04_06-19-27/out_00045.png 44%|████▍ | 44/100 [01:04<01:20, 1.43s/it] 8it [01:04, 7.18s/it] 9it [01:04, 7.18s/it] 45%|████▌ | 45/100 [01:04<01:19, 1.45s/it] 46%|████▌ | 46/100 [01:06<01:18, 1.45s/it] 47%|████▋ | 47/100 [01:07<01:15, 1.43s/it] 48%|████▊ | 48/100 [01:08<01:14, 1.43s/it] 49%|████▉ | 49/100 [01:10<01:13, 1.43s/it] i: 50, loss: 0.115956, losses: 0.115956 49%|████▉ | 49/100 [01:11<01:13, 1.43s/it] 9it [01:11, 7.18s/it] Saved image to output/2022-07-04_06-19-34/out_00050.png 49%|████▉ | 49/100 [01:11<01:13, 1.43s/it] 9it [01:11, 7.18s/it] 10it [01:11, 7.17s/it] 50%|█████ | 50/100 [01:11<01:11, 1.43s/it] 51%|█████ | 51/100 [01:13<01:10, 1.43s/it] 52%|█████▏ | 52/100 [01:14<01:09, 1.44s/it] 53%|█████▎ | 53/100 [01:16<01:06, 1.42s/it] i: 55, loss: 0.133111, losses: 0.133111 54%|█████▍ | 54/100 [01:17<01:04, 1.41s/it] 54%|█████▍ | 54/100 [01:18<01:04, 1.41s/it] Saved image to output/2022-07-04_06-19-41/out_00055.png 10it [01:18, 7.17s/it] 54%|█████▍ | 54/100 [01:18<01:04, 1.41s/it] 10it [01:18, 7.17s/it] 11it [01:18, 7.16s/it] 55%|█████▌ | 55/100 [01:18<01:04, 1.43s/it] 56%|█████▌ | 56/100 [01:20<01:03, 1.44s/it] 57%|█████▋ | 57/100 [01:21<01:01, 1.44s/it] 58%|█████▊ | 58/100 [01:23<01:00, 1.44s/it] i: 60, loss: 0.0913672, losses: 0.0913672 59%|█████▉ | 59/100 [01:24<00:59, 1.45s/it] 59%|█████▉ | 59/100 [01:26<00:59, 1.45s/it] 11it [01:26, 7.16s/it] Saved image to output/2022-07-04_06-19-49/out_00060.png 59%|█████▉ | 59/100 [01:26<00:59, 1.45s/it] 11it [01:26, 7.16s/it] 12it [01:26, 7.18s/it] 60%|██████ | 60/100 [01:26<00:57, 1.44s/it] 61%|██████ | 61/100 [01:27<00:55, 1.43s/it] 62%|██████▏ | 62/100 [01:28<00:54, 1.43s/it] 63%|██████▎ | 63/100 [01:30<00:52, 1.43s/it] 64%|██████▍ | 64/100 [01:31<00:51, 1.43s/it] i: 65, loss: 0.0970285, losses: 0.0970285 64%|██████▍ | 64/100 [01:33<00:51, 1.43s/it] Saved image to output/2022-07-04_06-19-56/out_00065.png 12it [01:33, 7.18s/it] 64%|██████▍ | 64/100 [01:33<00:51, 1.43s/it] 12it [01:33, 7.18s/it] 13it [01:33, 7.17s/it] 65%|██████▌ | 65/100 [01:33<00:50, 1.43s/it] 66%|██████▌ | 66/100 [01:34<00:48, 1.43s/it] 67%|██████▋ | 67/100 [01:36<00:46, 1.42s/it] 68%|██████▊ | 68/100 [01:37<00:45, 1.41s/it] 69%|██████▉ | 69/100 [01:38<00:43, 1.41s/it] i: 70, loss: 0.0844536, losses: 0.0844536 69%|██████▉ | 69/100 [01:40<00:43, 1.41s/it] 13it [01:40, 7.17s/it] Saved image to output/2022-07-04_06-20-03/out_00070.png 69%|██████▉ | 69/100 [01:40<00:43, 1.41s/it] 13it [01:40, 7.17s/it] 14it [01:40, 7.13s/it] 70%|███████ | 70/100 [01:40<00:42, 1.42s/it] 71%|███████ | 71/100 [01:41<00:41, 1.42s/it] 72%|███████▏ | 72/100 [01:43<00:39, 1.42s/it] 73%|███████▎ | 73/100 [01:44<00:38, 1.41s/it] 74%|███████▍ | 74/100 [01:45<00:36, 1.42s/it] i: 75, loss: 0.0827625, losses: 0.0827625 74%|███████▍ | 74/100 [01:47<00:36, 1.42s/it] 14it [01:47, 7.13s/it] Saved image to output/2022-07-04_06-20-10/out_00075.png 74%|███████▍ | 74/100 [01:47<00:36, 1.42s/it] 14it [01:47, 7.13s/it] 15it [01:47, 7.15s/it] 75%|███████▌ | 75/100 [01:47<00:36, 1.44s/it] 76%|███████▌ | 76/100 [01:48<00:34, 1.44s/it] 77%|███████▋ | 77/100 [01:50<00:32, 1.42s/it] 78%|███████▊ | 78/100 [01:51<00:31, 1.42s/it] 79%|███████▉ | 79/100 [01:53<00:29, 1.42s/it] i: 80, loss: 0.0900782, losses: 0.0900782 79%|███████▉ | 79/100 [01:54<00:29, 1.42s/it] Saved image to output/2022-07-04_06-20-17/out_00080.png 15it [01:54, 7.15s/it] 79%|███████▉ | 79/100 [01:54<00:29, 1.42s/it] 15it [01:54, 7.15s/it] 16it [01:54, 7.13s/it] 80%|████████ | 80/100 [01:54<00:28, 1.43s/it] 81%|████████ | 81/100 [01:56<00:27, 1.44s/it] 82%|████████▏ | 82/100 [01:57<00:25, 1.43s/it] 83%|████████▎ | 83/100 [01:58<00:24, 1.43s/it] 84%|████████▍ | 84/100 [02:00<00:22, 1.43s/it] i: 85, loss: 0.0749083, losses: 0.0749083 84%|████████▍ | 84/100 [02:01<00:22, 1.43s/it] 16it [02:01, 7.13s/it] Saved image to output/2022-07-04_06-20-24/out_00085.png 84%|████████▍ | 84/100 [02:01<00:22, 1.43s/it] 16it [02:01, 7.13s/it] 17it [02:01, 7.15s/it] 85%|████████▌ | 85/100 [02:01<00:21, 1.44s/it] 86%|████████▌ | 86/100 [02:03<00:19, 1.43s/it] 87%|████████▋ | 87/100 [02:04<00:18, 1.42s/it] 88%|████████▊ | 88/100 [02:06<00:17, 1.42s/it] 89%|████████▉ | 89/100 [02:07<00:15, 1.42s/it] i: 90, loss: 0.081218, losses: 0.081218 89%|████████▉ | 89/100 [02:08<00:15, 1.42s/it] 17it [02:08, 7.15s/it] Saved image to output/2022-07-04_06-20-31/out_00090.png 89%|████████▉ | 89/100 [02:08<00:15, 1.42s/it] 17it [02:08, 7.15s/it] 18it [02:08, 7.12s/it] 90%|█████████ | 90/100 [02:08<00:14, 1.42s/it] 91%|█████████ | 91/100 [02:10<00:12, 1.42s/it] 92%|█████████▏| 92/100 [02:11<00:11, 1.41s/it] 93%|█████████▎| 93/100 [02:13<00:09, 1.42s/it] 94%|█████████▍| 94/100 [02:14<00:08, 1.43s/it] i: 95, loss: 0.0809722, losses: 0.0809722 94%|█████████▍| 94/100 [02:15<00:08, 1.43s/it] 18it [02:16, 7.12s/it] Saved image to output/2022-07-04_06-20-39/out_00095.png 94%|█████████▍| 94/100 [02:15<00:08, 1.43s/it] 18it [02:16, 7.12s/it] 19it [02:16, 7.13s/it] 95%|█████████▌| 95/100 [02:15<00:07, 1.43s/it] 96%|█████████▌| 96/100 [02:17<00:05, 1.43s/it] 97%|█████████▋| 97/100 [02:18<00:04, 1.43s/it] 98%|█████████▊| 98/100 [02:20<00:02, 1.43s/it] 99%|█████████▉| 99/100 [02:21<00:01, 1.42s/it] i: 100, loss: 0.0698686, losses: 0.0698686 99%|█████████▉| 99/100 [02:23<00:01, 1.42s/it] 19it [02:23, 7.13s/it] Saved image to output/2022-07-04_06-20-46/out_00100.png 99%|█████████▉| 99/100 [02:23<00:01, 1.42s/it] 19it [02:23, 7.13s/it] 20it [02:23, 7.12s/it] 100%|██████████| 100/100 [02:23<00:00, 1.42s/it] 100%|██████████| 100/100 [02:23<00:00, 1.43s/it] 20it [02:23, 7.16s/it]
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