zust-ai/zust-diffusion | Run with an API on Replicate

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Cold

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61.8K runs

A100 (80GB)

Playground API Examples README Versions

Input

is_heartbeat

boolean

Check if Server Alive

Default: false

with_detail

boolean

Detailed Output

Default: false

pipe_type

string

Shift + Return to add a new line

SAM, photoshift, zust_fashion, zust_xl, upscale, enhance, cleanup

Default: "zust_xl"

photoshift_cleanup_background

boolean

PhotoShift (Clean source image subject)

Default: true

photoshift_scene

string

Shift + Return to add a new line

{"image_url": "https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene2.png"}{"image_url": "https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene2.png"}

Photoshift scene image

Default: "{\"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene2.png\"}"

photoshift_scene_subject

string

Shift + Return to add a new line

Photoshift scene subject(s) image

Default: ""

photoshift_subject

string

Shift + Return to add a new line

[{"left": 0, "top": 0, "scale": 0.0009765625, "image_url": "https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_raw2.png"}][{"left": 0, "top": 0, "scale": 0.0009765625, "image_url": "https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_raw2.png"}]

Photoshift subject(s) image

Default: "[{\"left\": 0, \"top\": 0, \"scale\": 0.0009765625, \"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_raw2.png\"}]"

photoshift_prompt

string

Shift + Return to add a new line

Photoshift prompt

Default: ""

photoshift_noise

number

Add noise to masked area

Default: 0.65

photoshift_reference

number

IP-Adapter reference scale

Default: 0.35

photoshift_prompt_strength

number

BLIP Caption strength

Default: 5

photoshift_resize

boolean

PhotoShift (If resize the scene image)

Default: true

tags

string

Shift + Return to add a new line

Product Tags (jewellery, topdown)

Default: ""

width

integer

Width

Default: 1024

height

integer

height

Default: 1024

prompt

string

Shift + Return to add a new line

a handbag on a sofa in a sunlit living room with a bookshelf, plush rug, and a framed painting on the walla handbag on a sofa in a sunlit living room with a bookshelf, plush rug, and a framed painting on the wall

Prompt

Default: "a handbag on a sofa in a sunlit living room with a bookshelf, plush rug, and a framed painting on the wall"

negative_prompt

string

Shift + Return to add a new line

Negative Prompt

Default: ""

subjects

string

Shift + Return to add a new line

[{"left": 0, "top": 0, "scale": 0.0009765625, "image_url": "https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/zust_product/handbag_square.png"}][{"left": 0, "top": 0, "scale": 0.0009765625, "image_url": "https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/zust_product/handbag_square.png"}]

Subject positions & URLs

Default: "[{\"left\": 0, \"top\": 0, \"scale\": 0.0009765625, \"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/zust_product/handbag_square.png\"}]"

is_premium

boolean

Is this a pro user?

Default: false

controlnet_weight

number

Controlnet weight for the firstpass

Default: 0.8

hires_noise

number

Noise strength for hires.fix

Default: 0.55

hires_guidance_scale

number

Prompt strength for inpaint.fix

Default: 5

fashion_subject

string

Shift + Return to add a new line

{"left": 0, "top": 0, "scale": 0.0009765625, "image_url": "https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/zust_fashion/fashion_sq.png"}{"left": 0, "top": 0, "scale": 0.0009765625, "image_url": "https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/zust_fashion/fashion_sq.png"}

Subject positions & URLs

Default: "{\"left\": 0, \"top\": 0, \"scale\": 0.0009765625, \"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/zust_fashion/fashion_sq.png\"}"

fashion_mask

string

Shift + Return to add a new line

{"left": 0, "top": 0, "scale": 0.0009765625, "image_url": "https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/zust_fashion/fashion_sq_mask.png"}{"left": 0, "top": 0, "scale": 0.0009765625, "image_url": "https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/zust_fashion/fashion_sq_mask.png"}

Fashihon pose

Default: "{\"left\": 0, \"top\": 0, \"scale\": 0.0009765625, \"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/zust_fashion/fashion_sq_mask.png\"}"

enhance_subject

string

Shift + Return to add a new line

[{"left": 0, "top": 0, "scale": 0.0009765625, "image_url": "https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/enhance/enhance_sub.png"}][{"left": 0, "top": 0, "scale": 0.0009765625, "image_url": "https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/enhance/enhance_sub.png"}]

Subject data (this shouldn't change)

Default: "[{\"left\": 0, \"top\": 0, \"scale\": 0.0009765625, \"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/enhance/enhance_sub.png\"}]"

enhance_scene

string

Shift + Return to add a new line

{"left": 0, "top": 0, "scale": 0.0009765625, "image_url": "https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/enhance/scene_to_be_enhanced.png"}{"left": 0, "top": 0, "scale": 0.0009765625, "image_url": "https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/enhance/scene_to_be_enhanced.png"}

Scene to be enhanced

Default: "{\"left\": 0, \"top\": 0, \"scale\": 0.0009765625, \"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/enhance/scene_to_be_enhanced.png\"}"

enhance_reference

number

IP-Adapter strength of scene. If 0 no Reference

Default: 0.25

enhance_noise

number

Noise to be added in the scene

Default: 0.5

enhance_prompt

string

Shift + Return to add a new line

Enhanced Prompt

Default: ""

enhance_negative_prompt

string

Shift + Return to add a new line

Negative Prompt

Default: ""

upscale_url

string

Shift + Return to add a new line

{"image_url": "https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene2.png"}{"image_url": "https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene2.png"}

Upscale the Image

Default: "{\"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene2.png\"}"

upscale_by

integer

Upscaling factor

Default: 2

sam_url

string

Shift + Return to add a new line

{"image_url": "https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene2.png"}{"image_url": "https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene2.png"}

Get SAM Embeddings

Default: "{\"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene2.png\"}"

pikeya

string

Shift + Return to add a new line

Request Type

Default: ""

cleanup_data

string

Shift + Return to add a new line

{"image_url": "https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene2.png", "mask": "https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene_subject2.png"}{"image_url": "https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene2.png", "mask": "https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene_subject2.png"}

Image URL to be cleaned

Default: "{\"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene2.png\", \"mask\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene_subject2.png\"}"

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

npx create-replicate --model=zust-ai/zust-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";
import fs from "node:fs";

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

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

const output = await replicate.run(
  "zust-ai/zust-diffusion:f545aeffe96a19a00079a23823af0d9260ca26f8795f54b1f21efe8c217827cd",
  {
    input: {
      tags: "",
      width: 1024,
      height: 1024,
      pikeya: "",
      prompt: "a handbag on a sofa in a sunlit living room with a bookshelf, plush rug, and a framed painting on the wall",
      sam_url: "{\"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene2.png\"}",
      subjects: "[{\"left\": 0, \"top\": 0, \"scale\": 0.0009765625, \"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/zust_product/handbag_square.png\"}]",
      pipe_type: "zust_xl",
      is_premium: false,
      upscale_by: 2,
      hires_noise: 0.55,
      upscale_url: "{\"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene2.png\"}",
      with_detail: false,
      cleanup_data: "{\"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene2.png\", \"mask\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene_subject2.png\"}",
      fashion_mask: "{\"left\": 0, \"top\": 0, \"scale\": 0.0009765625, \"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/zust_fashion/fashion_sq_mask.png\"}",
      is_heartbeat: false,
      enhance_noise: 0.5,
      enhance_scene: "{\"left\": 0, \"top\": 0, \"scale\": 0.0009765625, \"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/enhance/scene_to_be_enhanced.png\"}",
      enhance_prompt: "",
      enhance_subject: "[{\"left\": 0, \"top\": 0, \"scale\": 0.0009765625, \"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/enhance/enhance_sub.png\"}]",
      fashion_subject: "{\"left\": 0, \"top\": 0, \"scale\": 0.0009765625, \"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/zust_fashion/fashion_sq.png\"}",
      negative_prompt: "",
      photoshift_noise: 0.65,
      photoshift_scene: "{\"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene2.png\"}",
      controlnet_weight: 0.8,
      enhance_reference: 0.25,
      photoshift_prompt: "",
      photoshift_resize: true,
      photoshift_subject: "[{\"left\": 0, \"top\": 0, \"scale\": 0.0009765625, \"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_raw2.png\"}]",
      hires_guidance_scale: 5,
      photoshift_reference: 0.35,
      enhance_negative_prompt: "",
      photoshift_scene_subject: "",
      photoshift_prompt_strength: 5,
      photoshift_cleanup_background: true
    }
  }
);

// 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

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

output = replicate.run(
    "zust-ai/zust-diffusion:f545aeffe96a19a00079a23823af0d9260ca26f8795f54b1f21efe8c217827cd",
    input={
        "tags": "",
        "width": 1024,
        "height": 1024,
        "pikeya": "",
        "prompt": "a handbag on a sofa in a sunlit living room with a bookshelf, plush rug, and a framed painting on the wall",
        "sam_url": "{\"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene2.png\"}",
        "subjects": "[{\"left\": 0, \"top\": 0, \"scale\": 0.0009765625, \"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/zust_product/handbag_square.png\"}]",
        "pipe_type": "zust_xl",
        "is_premium": False,
        "upscale_by": 2,
        "hires_noise": 0.55,
        "upscale_url": "{\"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene2.png\"}",
        "with_detail": False,
        "cleanup_data": "{\"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene2.png\", \"mask\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene_subject2.png\"}",
        "fashion_mask": "{\"left\": 0, \"top\": 0, \"scale\": 0.0009765625, \"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/zust_fashion/fashion_sq_mask.png\"}",
        "is_heartbeat": False,
        "enhance_noise": 0.5,
        "enhance_scene": "{\"left\": 0, \"top\": 0, \"scale\": 0.0009765625, \"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/enhance/scene_to_be_enhanced.png\"}",
        "enhance_prompt": "",
        "enhance_subject": "[{\"left\": 0, \"top\": 0, \"scale\": 0.0009765625, \"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/enhance/enhance_sub.png\"}]",
        "fashion_subject": "{\"left\": 0, \"top\": 0, \"scale\": 0.0009765625, \"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/zust_fashion/fashion_sq.png\"}",
        "negative_prompt": "",
        "photoshift_noise": 0.65,
        "photoshift_scene": "{\"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene2.png\"}",
        "controlnet_weight": 0.8,
        "enhance_reference": 0.25,
        "photoshift_prompt": "",
        "photoshift_resize": True,
        "photoshift_subject": "[{\"left\": 0, \"top\": 0, \"scale\": 0.0009765625, \"image_url\": \"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_raw2.png\"}]",
        "hires_guidance_scale": 5,
        "photoshift_reference": 0.35,
        "enhance_negative_prompt": "",
        "photoshift_scene_subject": "",
        "photoshift_prompt_strength": 5,
        "photoshift_cleanup_background": True
    }
)

# To access the file URL:
print(output[0].url())
#=> "http://example.com"

# To write the file to disk:
with open("my-image.png", "wb") as file:
    file.write(output[0].read())

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 zust-ai/zust-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": "zust-ai/zust-diffusion:f545aeffe96a19a00079a23823af0d9260ca26f8795f54b1f21efe8c217827cd",
    "input": {
      "tags": "",
      "width": 1024,
      "height": 1024,
      "pikeya": "",
      "prompt": "a handbag on a sofa in a sunlit living room with a bookshelf, plush rug, and a framed painting on the wall",
      "sam_url": "{\\"image_url\\": \\"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene2.png\\"}",
      "subjects": "[{\\"left\\": 0, \\"top\\": 0, \\"scale\\": 0.0009765625, \\"image_url\\": \\"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/zust_product/handbag_square.png\\"}]",
      "pipe_type": "zust_xl",
      "is_premium": false,
      "upscale_by": 2,
      "hires_noise": 0.55,
      "upscale_url": "{\\"image_url\\": \\"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene2.png\\"}",
      "with_detail": false,
      "cleanup_data": "{\\"image_url\\": \\"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene2.png\\", \\"mask\\": \\"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene_subject2.png\\"}",
      "fashion_mask": "{\\"left\\": 0, \\"top\\": 0, \\"scale\\": 0.0009765625, \\"image_url\\": \\"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/zust_fashion/fashion_sq_mask.png\\"}",
      "is_heartbeat": false,
      "enhance_noise": 0.5,
      "enhance_scene": "{\\"left\\": 0, \\"top\\": 0, \\"scale\\": 0.0009765625, \\"image_url\\": \\"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/enhance/scene_to_be_enhanced.png\\"}",
      "enhance_prompt": "",
      "enhance_subject": "[{\\"left\\": 0, \\"top\\": 0, \\"scale\\": 0.0009765625, \\"image_url\\": \\"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/enhance/enhance_sub.png\\"}]",
      "fashion_subject": "{\\"left\\": 0, \\"top\\": 0, \\"scale\\": 0.0009765625, \\"image_url\\": \\"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/zust_fashion/fashion_sq.png\\"}",
      "negative_prompt": "",
      "photoshift_noise": 0.65,
      "photoshift_scene": "{\\"image_url\\": \\"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_scene2.png\\"}",
      "controlnet_weight": 0.8,
      "enhance_reference": 0.25,
      "photoshift_prompt": "",
      "photoshift_resize": true,
      "photoshift_subject": "[{\\"left\\": 0, \\"top\\": 0, \\"scale\\": 0.0009765625, \\"image_url\\": \\"https://raw.githubusercontent.com/zust-ai/product-ai-training/main/test/ps/perfume_raw2.png\\"}]",
      "hires_guidance_scale": 5,
      "photoshift_reference": 0.35,
      "enhance_negative_prompt": "",
      "photoshift_scene_subject": "",
      "photoshift_prompt_strength": 5,
      "photoshift_cleanup_background": true
    }
  }' \
  https://api.replicate.com/v1/predictions

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

Output

No output.

Generated in

10.4 seconds

Tweak it Iterate in playground Report View full prediction

This output was created using a different version of the model, zust-ai/zust-diffusion:074800d6.

Run time and cost

This model costs approximately $0.055 to run on Replicate, or 18 runs per $1, but this varies depending on your inputs. It is also open source and you can run it on your own computer with Docker.

This model runs on Nvidia A100 (80GB) GPU hardware. Predictions typically complete within 40 seconds.

Readme

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Model description

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Intended use

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Ethical considerations

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Caveats and recommendations

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