nightmareai/disco-diffusion:3db33992 – Run with an API on Replicate

Version

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nightmareai /disco-diffusion:3db33992

Playground API

Input

steps

integer

Number of steps

Default: 100

prompt

string

Shift + Return to add a new line

a mysterious galaxy far away from our owna mysterious galaxy far away from our own

Text Prompt

Default: "A beautiful painting of a singular lighthouse, shining its light across a tumultuous sea of blood by greg rutkowski and thomas kinkade, Trending on artstation."

width

integer

Width

Default: 1280

height

integer

Height

Default: 768

diffusion_model

string

Diffusion Model

Default: "512x512_diffusion_uncond_finetune_008100"

diffusion_sampling_mode

string

Diffusion Sampling Mode

Default: "ddim"

ViTB32

boolean

Use ViTB32 model

Default: true

ViTB16

boolean

Use ViTB16 model

Default: true

ViTL14

boolean

Use ViTB14 model

Default: false

ViTL14_336

boolean

Use ViTL14_336 model

Default: false

RN50

boolean

Use RN50 model

Default: true

RN50x4

boolean

Use RN50x4 model

Default: false

RN50x16

boolean

Use RN50x16 model

Default: false

RN50x64

boolean

Use RN50x64 model

Default: false

RN50x101

boolean

Use RN50x101 model

Default: false

RN101

boolean

Use RN101 model

Default: false

use_secondary_model

boolean

Use secondary model

Default: true

clip_guidance_scale

integer

CLIP Guidance Scale

Default: 5000

tv_scale

integer

TV Scale

Default: 0

range_scale

integer

Range Scale

Default: 150

sat_scale

integer

Saturation Scale

Default: 0

cutn_batches

integer

Cut Batches

Default: 4

skip_augs

boolean

Skip Augmentations

Default: false

init_image

file

Init Image

target_image

file

Target Image

init_scale

integer

Init Scale

Default: 1000

target_scale

integer

Target Scale

Default: 20000

skip_steps

integer

Skip Steps

Default: 10

display_rate

integer

Steps between outputs, lower numbers may slow down generation.

Default: 20

seed

integer

(minimum: 0, maximum: 4294967295)

Seed (leave empty to use a random seed)

Run this model in Node.js with one line of code:

npx create-replicate --model=nightmareai/disco-diffusion

or set up a project from scratch

Install Replicate’s Node.js client library:

npm install replicate

Set the REPLICATE_API_TOKEN environment variable:

export REPLICATE_API_TOKEN=<paste-your-token-here>

Find your API token in your account settings.

Import and set up the client:

import Replicate from "replicate";

const replicate = new Replicate({
  auth: process.env.REPLICATE_API_TOKEN,
});

Run nightmareai/disco-diffusion using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

const output = await replicate.run(
  "nightmareai/disco-diffusion:3db339922ea7421159874c71c20123079fa9c696849fb7a84da283ca5a9d5904",
  {
    input: {
      RN50: false,
      RN101: true,
      steps: 250,
      width: 1280,
      RN50x4: false,
      ViTB16: false,
      ViTB32: true,
      ViTL14: true,
      height: 768,
      prompt: "a mysterious galaxy far away from our own",
      RN50x16: false,
      RN50x64: false,
      RN50x101: false,
      tv_scale: 0,
      sat_scale: 0,
      skip_augs: false,
      ViTL14_336: false,
      init_scale: 1000,
      skip_steps: 10,
      range_scale: 150,
      cutn_batches: 4,
      display_rate: 20,
      target_scale: 20000,
      diffusion_model: "512x512_diffusion_uncond_finetune_008100",
      clip_guidance_scale: 5000,
      use_secondary_model: true,
      diffusion_sampling_mode: "ddim"
    }
  }
);
console.log(output);

To learn more, take a look at the guide on getting started with Node.js.

Install Replicate’s Python client library:

pip install replicate

Set the REPLICATE_API_TOKEN environment variable:

export REPLICATE_API_TOKEN=<paste-your-token-here>

Find your API token in your account settings.

Import the client:

import replicate

Run nightmareai/disco-diffusion using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

output = replicate.run(
    "nightmareai/disco-diffusion:3db339922ea7421159874c71c20123079fa9c696849fb7a84da283ca5a9d5904",
    input={
        "RN50": False,
        "RN101": True,
        "steps": 250,
        "width": 1280,
        "RN50x4": False,
        "ViTB16": False,
        "ViTB32": True,
        "ViTL14": True,
        "height": 768,
        "prompt": "a mysterious galaxy far away from our own",
        "RN50x16": False,
        "RN50x64": False,
        "RN50x101": False,
        "tv_scale": 0,
        "sat_scale": 0,
        "skip_augs": False,
        "ViTL14_336": False,
        "init_scale": 1000,
        "skip_steps": 10,
        "range_scale": 150,
        "cutn_batches": 4,
        "display_rate": 20,
        "target_scale": 20000,
        "diffusion_model": "512x512_diffusion_uncond_finetune_008100",
        "clip_guidance_scale": 5000,
        "use_secondary_model": True,
        "diffusion_sampling_mode": "ddim"
    }
)

# The nightmareai/disco-diffusion 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/nightmareai/disco-diffusion/api#output-schema
    print(item)

To learn more, take a look at the guide on getting started with Python.

Set the REPLICATE_API_TOKEN environment variable:

export REPLICATE_API_TOKEN=<paste-your-token-here>

Find your API token in your account settings.

Run nightmareai/disco-diffusion 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": "3db339922ea7421159874c71c20123079fa9c696849fb7a84da283ca5a9d5904",
    "input": {
      "RN50": false,
      "RN101": true,
      "steps": 250,
      "width": 1280,
      "RN50x4": false,
      "ViTB16": false,
      "ViTB32": true,
      "ViTL14": true,
      "height": 768,
      "prompt": "a mysterious galaxy far away from our own",
      "RN50x16": false,
      "RN50x64": false,
      "RN50x101": false,
      "tv_scale": 0,
      "sat_scale": 0,
      "skip_augs": false,
      "ViTL14_336": false,
      "init_scale": 1000,
      "skip_steps": 10,
      "range_scale": 150,
      "cutn_batches": 4,
      "display_rate": 20,
      "target_scale": 20000,
      "diffusion_model": "512x512_diffusion_uncond_finetune_008100",
      "clip_guidance_scale": 5000,
      "use_secondary_model": true,
      "diffusion_sampling_mode": "ddim"
    }
  }' \
  https://api.replicate.com/v1/predictions

To learn more, take a look at Replicate’s HTTP API reference docs.

Output

{
  "completed_at": "2022-07-11T14:43:39.385884Z",
  "created_at": "2022-07-11T14:34:20.388204Z",
  "data_removed": false,
  "error": null,
  "id": "m526w6eambff7bu2dcvuxjfvhq",
  "input": {
    "RN50": false,
    "RN101": true,
    "steps": 250,
    "width": 1280,
    "ViTB16": false,
    "ViTB32": true,
    "ViTL14": true,
    "height": 768,
    "prompt": "a mysterious galaxy far away from our own",
    "ViTL14_336": false,
    "init_scale": 1000,
    "skip_steps": 10,
    "range_scale": 150,
    "cutn_batches": 4,
    "display_rate": 20,
    "target_scale": 20000,
    "diffusion_model": "512x512_diffusion_uncond_finetune_008100",
    "clip_guidance_scale": 5000,
    "use_secondary_model": true,
    "diffusion_sampling_mode": "ddim"
  },
  "logs": "2022-07-11 14:34:20.879 | INFO     | dd:start_run:2224 - 💼 1 jobs found.\n2022-07-11 14:34:20.880 | INFO     | dd:start_run:2236 - ⚒️ Session 814a8239-fcf8-4caa-a1a9-8419026649ab started...\n2022-07-11 14:34:20.881 | INFO     | dd:start_run:2239 - 💼 Processing job 1 of 1...\n2022-07-11 14:34:20.881 | INFO     | dd:start_run:2242 - 🌲 Setting TORCH_HOME environment variable to /root/.cache/disco-diffusion...\n2022-07-11 14:34:20.882 | INFO     | dd:processBatch:2329 - 🌱 Randomly using seed: 198216267\n2022-07-11 14:34:20.882 | INFO     | dd:free_mem:71 - Clearing CUDA cache on cuda:0...\n2022-07-11 14:34:20.882 | INFO     | dd:do_run:1190 - 💻 Starting Run: af45141f-67ca-4500-b7d7-050733aecd13(0) at frame 0\n2022-07-11 14:34:20.882 | INFO     | dd:clipLoad:1182 - 🤖 Loading model 'ViT-B/32'...\n2022-07-11 14:34:27.372 | INFO     | dd:clipLoad:1182 - 🤖 Loading model 'ViT-L/14'...\n2022-07-11 14:34:38.203 | INFO     | dd:clipLoad:1182 - 🤖 Loading model 'RN101'...\n2022-07-11 14:34:42.145 | INFO     | dd:do_run:1216 - 🤖 Loading secondary model...\n2022-07-11 14:34:42.292 | INFO     | dd:do_run:1222 - 🤖 Loading LPIPS...\n/root/.pyenv/versions/3.8.13/lib/python3.8/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and will be removed in 0.15, please use 'weights' instead.\n  warnings.warn(\n/root/.pyenv/versions/3.8.13/lib/python3.8/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and will be removed in 0.15. The current behavior is equivalent to passing `weights=VGG16_Weights.IMAGENET1K_V1`. You can also use `weights=VGG16_Weights.DEFAULT` to get the most up-to-date weights.\n  warnings.warn(msg)\n\u001b[2K\n2022-07-11 14:34:44.072 | INFO     | dd:disco:1502 - timestep_respacing : ddim250 | diffusion_steps: 1000\n2022-07-11 14:34:44.072 | INFO     | dd:prepModels:1054 - Prepping models...\n2022-07-11 14:34:50.526 | INFO     | dd:disco:1532 - Running job '47d4a737-45e6-437b-b13d-1c052202eb94'...\n2022-07-11 14:34:50.527 | INFO     | dd:disco:1545 - 🌱 Seed used: 198216267\n2022-07-11 14:34:50.528 | INFO     | dd:disco:1571 - Frame 0 📝 Prompt: ['a mysterious galaxy far away from our own']\n\u001b[2K\n\u001b[2K\n\u001b[2K\nBatches:   0%|          | 0/1 [00:00<?, ?it/s]\nOutput()\n2022-07-11 14:34:51.355 | INFO     | dd:free_mem:71 - Clearing CUDA cache on cuda:0...\n\n\n  0%|          | 0/240 [00:00<?, ?it/s]\u001b[A\n\n\nBatch 0, step 0, output 0:\n\u001b[A\n\n\u001b[2K\n\u001b[2K\n<PIL.Image.Image image mode=RGB size=1280x768 at 0x7FF441489B20>\n  0%|          | 0/240 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dd:disco:1840 - Image saved to '/src/images_out/af45141f-67ca-4500-b7d7-050733aecd13/af45141f-67ca-4500-b7d7-050733aecd13(0)_0.png'\n\n\n100%|██████████| 240/240 [08:42<00:00,  2.50s/it]\u001b[A\n100%|██████████| 240/240 [08:42<00:00,  2.18s/it]\n2022-07-11 14:43:33.663 | INFO     | dd:free_mem:71 - Clearing CUDA cache on cuda:0...\n2022-07-11 14:43:33.663 | SUCCESS  | dd:start_run:2245 - ✅ Session 814a8239-fcf8-4caa-a1a9-8419026649ab finished by user.\n2022-07-11 14:43:33.663 | DEBUG    | dd:sendSMS:2530 - Not sending SMS\n2022-07-11 14:43:33.664 | INFO     | dd:free_mem:71 - Clearing CUDA cache on cuda:0...",
  "metrics": {
    "predict_time": 558.472413,
    "total_time": 558.99768
  },
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  "status": "succeeded",
  "urls": {
    "get": "https://api.replicate.com/v1/predictions/m526w6eambff7bu2dcvuxjfvhq",
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}

Generated in

9 minutes 18 seconds

Tweak itReport

2022-07-11 14:34:20.879 | INFO     | dd:start_run:2224 - 💼 1 jobs found.
2022-07-11 14:34:20.880 | INFO     | dd:start_run:2236 - ⚒️ Session 814a8239-fcf8-4caa-a1a9-8419026649ab started...
2022-07-11 14:34:20.881 | INFO     | dd:start_run:2239 - 💼 Processing job 1 of 1...
2022-07-11 14:34:20.881 | INFO     | dd:start_run:2242 - 🌲 Setting TORCH_HOME environment variable to /root/.cache/disco-diffusion...
2022-07-11 14:34:20.882 | INFO     | dd:processBatch:2329 - 🌱 Randomly using seed: 198216267
2022-07-11 14:34:20.882 | INFO     | dd:free_mem:71 - Clearing CUDA cache on cuda:0...
2022-07-11 14:34:20.882 | INFO     | dd:do_run:1190 - 💻 Starting Run: af45141f-67ca-4500-b7d7-050733aecd13(0) at frame 0
2022-07-11 14:34:20.882 | INFO     | dd:clipLoad:1182 - 🤖 Loading model 'ViT-B/32'...
2022-07-11 14:34:27.372 | INFO     | dd:clipLoad:1182 - 🤖 Loading model 'ViT-L/14'...
2022-07-11 14:34:38.203 | INFO     | dd:clipLoad:1182 - 🤖 Loading model 'RN101'...
2022-07-11 14:34:42.145 | INFO     | dd:do_run:1216 - 🤖 Loading secondary model...
2022-07-11 14:34:42.292 | INFO     | dd:do_run:1222 - 🤖 Loading LPIPS...
/root/.pyenv/versions/3.8.13/lib/python3.8/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and will be removed in 0.15, please use 'weights' instead.
  warnings.warn(
/root/.pyenv/versions/3.8.13/lib/python3.8/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and will be removed in 0.15. The current behavior is equivalent to passing `weights=VGG16_Weights.IMAGENET1K_V1`. You can also use `weights=VGG16_Weights.DEFAULT` to get the most up-to-date weights.
  warnings.warn(msg)

2022-07-11 14:34:44.072 | INFO     | dd:disco:1502 - timestep_respacing : ddim250 | diffusion_steps: 1000
2022-07-11 14:34:44.072 | INFO     | dd:prepModels:1054 - Prepping models...
2022-07-11 14:34:50.526 | INFO     | dd:disco:1532 - Running job '47d4a737-45e6-437b-b13d-1c052202eb94'...
2022-07-11 14:34:50.527 | INFO     | dd:disco:1545 - 🌱 Seed used: 198216267
2022-07-11 14:34:50.528 | INFO     | dd:disco:1571 - Frame 0 📝 Prompt: ['a mysterious galaxy far away from our own']



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Output()
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<PIL.Image.Image image mode=RGB size=1280x768 at 0x7FF441489F10>
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<PIL.Image.Image image mode=RGB size=1280x768 at 0x7FF441489A30>
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<PIL.Image.Image image mode=RGB size=1280x768 at 0x7FF441489F10>
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Batch 0, step 120, output 0:





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Batch 0, step 140, output 0:




<PIL.Image.Image image mode=RGB size=1280x768 at 0x7FF440861B50>
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Batch 0, step 160, output 0:






<PIL.Image.Image image mode=RGB size=1280x768 at 0x7FF440861FD0>
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Batch 0, step 180, output 0:





<PIL.Image.Image image mode=RGB size=1280x768 at 0x7FF441489A30>
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Batch 0, step 200, output 0:




<PIL.Image.Image image mode=RGB size=1280x768 at 0x7FF441489E80>
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Batch 0, step 220, output 0:





<PIL.Image.Image image mode=RGB size=1280x768 at 0x7FF440861D60>
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Batch 0, step 239, output 0:






<PIL.Image.Image image mode=RGB size=1280x768 at 0x7FF440861910>
100%|█████████▉| 239/240 [08:41<00:02,  2.22s/it]2022-07-11 14:43:33.221 | INFO     | dd:disco:1820 - Image render completed.
2022-07-11 14:43:33.662 | INFO     | dd:disco:1840 - Image saved to '/src/images_out/af45141f-67ca-4500-b7d7-050733aecd13/af45141f-67ca-4500-b7d7-050733aecd13(0)_0.png'


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2022-07-11 14:43:33.663 | INFO     | dd:free_mem:71 - Clearing CUDA cache on cuda:0...
2022-07-11 14:43:33.663 | SUCCESS  | dd:start_run:2245 - ✅ Session 814a8239-fcf8-4caa-a1a9-8419026649ab finished by user.
2022-07-11 14:43:33.663 | DEBUG    | dd:sendSMS:2530 - Not sending SMS
2022-07-11 14:43:33.664 | INFO     | dd:free_mem:71 - Clearing CUDA cache on cuda:0...