lorenzomarines/astra – Run with an API on Replicate

lorenzomarines / astra

a powerful and competitive model like Midjourney v6 and DALL-E 3 but Open and Decentralized

Warm

Public
2.1K runs
L40S
SDXL fine-tune
License

Run with an API

Playground API Examples README Versions

Input

prompt

string

Shift + Return to add a new line

mining space cargo "FCM-B2" crossing an deep space, rich in detail, close-up, ultra detailed, real photography, space operamining space cargo "FCM-B2" crossing an deep space, rich in detail, close-up, ultra detailed, real photography, space opera

Input prompt

Default: "An astronaut riding a rainbow unicorn"

negative_prompt

string

Shift + Return to add a new line

deformed iris, deformed pupils, semi-realistic, text, cropped, out of frame, worst quality, low quality, jpeg artifacts, ugly, duplicate, morbid, mutilated, extra fingers, mutated hands, poorly drawn hands, poorly drawn face, mutation, deformed, blurry, dehydrated, bad anatomy, bad proportions, extra limbs, cloned face, disfigured, gross proportions, malformed limbs, missing arms, missing legs, extra arms, extra legs, fused fingers, too many fingers, long neck, blurry, low quality , bad quality , Not detailed, watermark, deformed figures, lack of details, bad anatomy, blurry, extra arms, extra fingers, poorly drawn hands, disfigured, tiling, deformed, mutated ,ugly, disfigured, low quality, blurry ,distorted, blur, smooth, low-quality, warm, haze, over-saturated, high-contrast, out of focus, dark, worst quality, low qualitydeformed iris, deformed pupils, semi-realistic, text, cropped, out of frame, worst quality, low quality, jpeg artifacts, ugly, duplicate, morbid, mutilated, extra fingers, mutated hands, poorly drawn hands, poorly drawn face, mutation, deformed, blurry, dehydrated, bad anatomy, bad proportions, extra limbs, cloned face, disfigured, gross proportions, malformed limbs, missing arms, missing legs, extra arms, extra legs, fused fingers, too many fingers, long neck, blurry, low quality , bad quality , Not detailed, watermark, deformed figures, lack of details, bad anatomy, blurry, extra arms, extra fingers, poorly drawn hands, disfigured, tiling, deformed, mutated ,ugly, disfigured, low quality, blurry ,distorted, blur, smooth, low-quality, warm, haze, over-saturated, high-contrast, out of focus, dark, worst quality, low quality

Input Negative Prompt

Default: ""

image

file

Input image for img2img or inpaint mode

mask

file

Input mask for inpaint mode. Black areas will be preserved, white areas will be inpainted.

width

integer

Width of output image

Default: 1024

height

integer

Height of output image

Default: 1024

num_outputs

integer

(minimum: 1, maximum: 4)

Number of images to output.

Default: 1

scheduler

string

scheduler

Default: "K_EULER"

num_inference_steps

integer

(minimum: 1, maximum: 500)

Number of denoising steps

Default: 50

guidance_scale

number

(minimum: 1, maximum: 50)

Scale for classifier-free guidance

Default: 7.5

prompt_strength

number

(minimum: 0, maximum: 1)

Prompt strength when using img2img / inpaint. 1.0 corresponds to full destruction of information in image

Default: 0.8

seed

integer

Random seed. Leave blank to randomize the seed

refine

string

Which refine style to use

Default: "no_refiner"

high_noise_frac

number

(minimum: 0, maximum: 1)

For expert_ensemble_refiner, the fraction of noise to use

Default: 0.8

refine_steps

integer

For base_image_refiner, the number of steps to refine, defaults to num_inference_steps

apply_watermark

boolean

Applies a watermark to enable determining if an image is generated in downstream applications. If you have other provisions for generating or deploying images safely, you can use this to disable watermarking.

Default: true

lora_scale

number

(minimum: 0, maximum: 1)

LoRA additive scale. Only applicable on trained models.

Default: 0.6

disable_safety_checker

boolean

Disable safety checker for generated images. This feature is only available through the API. See https://replicate.com/docs/how-does-replicate-work#safety

Default: false

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

npx create-replicate --model=lorenzomarines/astra

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 lorenzomarines/astra using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

const output = await replicate.run(
  "lorenzomarines/astra:6ce68112bcaefc7273692243c933c2dcbe0307757a932fede1ca5e12956e0029",
  {
    input: {
      width: 1024,
      height: 1024,
      prompt: "mining space cargo \"FCM-B2\" crossing an deep space, rich in detail, close-up, ultra detailed, real photography, space opera",
      refine: "no_refiner",
      scheduler: "K_EULER",
      lora_scale: 0.6,
      num_outputs: 1,
      guidance_scale: 7.5,
      apply_watermark: true,
      high_noise_frac: 0.8,
      negative_prompt: "deformed iris, deformed pupils, semi-realistic, text, cropped, out of frame, worst quality, low quality, jpeg artifacts, ugly, duplicate, morbid, mutilated, extra fingers, mutated hands, poorly drawn hands, poorly drawn face, mutation, deformed, blurry, dehydrated, bad anatomy, bad proportions, extra limbs, cloned face, disfigured, gross proportions, malformed limbs, missing arms, missing legs, extra arms, extra legs, fused fingers, too many fingers, long neck, blurry, low quality , bad quality , Not detailed, watermark, deformed figures, lack of details, bad anatomy, blurry, extra arms, extra fingers, poorly drawn hands, disfigured, tiling, deformed, mutated ,ugly, disfigured, low quality, blurry ,distorted, blur, smooth, low-quality, warm, haze, over-saturated, high-contrast, out of focus, dark, worst quality, low quality",
      prompt_strength: 0.8,
      num_inference_steps: 50
    }
  }
);

// 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 lorenzomarines/astra using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

output = replicate.run(
    "lorenzomarines/astra:6ce68112bcaefc7273692243c933c2dcbe0307757a932fede1ca5e12956e0029",
    input={
        "width": 1024,
        "height": 1024,
        "prompt": "mining space cargo \"FCM-B2\" crossing an deep space, rich in detail, close-up, ultra detailed, real photography, space opera",
        "refine": "no_refiner",
        "scheduler": "K_EULER",
        "lora_scale": 0.6,
        "num_outputs": 1,
        "guidance_scale": 7.5,
        "apply_watermark": True,
        "high_noise_frac": 0.8,
        "negative_prompt": "deformed iris, deformed pupils, semi-realistic, text, cropped, out of frame, worst quality, low quality, jpeg artifacts, ugly, duplicate, morbid, mutilated, extra fingers, mutated hands, poorly drawn hands, poorly drawn face, mutation, deformed, blurry, dehydrated, bad anatomy, bad proportions, extra limbs, cloned face, disfigured, gross proportions, malformed limbs, missing arms, missing legs, extra arms, extra legs, fused fingers, too many fingers, long neck, blurry, low quality , bad quality , Not detailed, watermark, deformed figures, lack of details, bad anatomy, blurry, extra arms, extra fingers, poorly drawn hands, disfigured, tiling, deformed, mutated ,ugly, disfigured, low quality, blurry ,distorted, blur, smooth, low-quality, warm, haze, over-saturated, high-contrast, out of focus, dark, worst quality, low quality",
        "prompt_strength": 0.8,
        "num_inference_steps": 50
    }
)
print(output)

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 lorenzomarines/astra 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": "6ce68112bcaefc7273692243c933c2dcbe0307757a932fede1ca5e12956e0029",
    "input": {
      "width": 1024,
      "height": 1024,
      "prompt": "mining space cargo \\"FCM-B2\\" crossing an deep space, rich in detail, close-up, ultra detailed, real photography, space opera",
      "refine": "no_refiner",
      "scheduler": "K_EULER",
      "lora_scale": 0.6,
      "num_outputs": 1,
      "guidance_scale": 7.5,
      "apply_watermark": true,
      "high_noise_frac": 0.8,
      "negative_prompt": "deformed iris, deformed pupils, semi-realistic, text, cropped, out of frame, worst quality, low quality, jpeg artifacts, ugly, duplicate, morbid, mutilated, extra fingers, mutated hands, poorly drawn hands, poorly drawn face, mutation, deformed, blurry, dehydrated, bad anatomy, bad proportions, extra limbs, cloned face, disfigured, gross proportions, malformed limbs, missing arms, missing legs, extra arms, extra legs, fused fingers, too many fingers, long neck, blurry, low quality , bad quality , Not detailed, watermark, deformed figures, lack of details, bad anatomy, blurry, extra arms, extra fingers, poorly drawn hands, disfigured, tiling, deformed, mutated ,ugly, disfigured, low quality, blurry ,distorted, blur, smooth, low-quality, warm, haze, over-saturated, high-contrast, out of focus, dark, worst quality, low quality",
      "prompt_strength": 0.8,
      "num_inference_steps": 50
    }
  }' \
  https://api.replicate.com/v1/predictions

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

Output

{
  "completed_at": "2024-04-16T20:34:24.216157Z",
  "created_at": "2024-04-16T20:33:59.768000Z",
  "data_removed": false,
  "error": null,
  "id": "ratv56edv1rgp0cex2esfrfwf0",
  "input": {
    "width": 1024,
    "height": 1024,
    "prompt": "mining space cargo \"FCM-B2\" crossing an deep space, rich in detail, close-up, ultra detailed, real photography, space opera",
    "refine": "no_refiner",
    "scheduler": "K_EULER",
    "lora_scale": 0.6,
    "num_outputs": 1,
    "guidance_scale": 7.5,
    "apply_watermark": true,
    "high_noise_frac": 0.8,
    "negative_prompt": "deformed iris, deformed pupils, semi-realistic, text, cropped, out of frame, worst quality, low quality, jpeg artifacts, ugly, duplicate, morbid, mutilated, extra fingers, mutated hands, poorly drawn hands, poorly drawn face, mutation, deformed, blurry, dehydrated, bad anatomy, bad proportions, extra limbs, cloned face, disfigured, gross proportions, malformed limbs, missing arms, missing legs, extra arms, extra legs, fused fingers, too many fingers, long neck, blurry, low quality , bad quality , Not detailed, watermark, deformed figures, lack of details, bad anatomy, blurry, extra arms, extra fingers, poorly drawn hands, disfigured, tiling, deformed, mutated ,ugly, disfigured, low quality, blurry ,distorted, blur, smooth, low-quality, warm, haze, over-saturated, high-contrast, out of focus, dark, worst quality, low quality",
    "prompt_strength": 0.8,
    "num_inference_steps": 50
  },
  "logs": "Using seed: 587\nEnsuring enough disk space...\nFree disk space: 1468605157376\nDownloading weights: https://replicate.delivery/pbxt/VYssnu3MPR4iAxAAmWoZ0MevE80VlkOt1JzY0LNL75DqikVJA/trained_model.tar\n2024-04-16T20:34:01Z | INFO  | [ Initiating ] dest=/src/weights-cache/6e9731dac784c658 minimum_chunk_size=150M url=https://replicate.delivery/pbxt/VYssnu3MPR4iAxAAmWoZ0MevE80VlkOt1JzY0LNL75DqikVJA/trained_model.tar\n2024-04-16T20:34:07Z | INFO  | [ Complete ] dest=/src/weights-cache/6e9731dac784c658 size=\"186 MB\" total_elapsed=5.363s url=https://replicate.delivery/pbxt/VYssnu3MPR4iAxAAmWoZ0MevE80VlkOt1JzY0LNL75DqikVJA/trained_model.tar\nb''\nDownloaded weights in 5.5008111000061035 seconds\nLoading fine-tuned model\nDoes not have Unet. assume we are using LoRA\nLoading Unet LoRA\nPrompt: mining space cargo \"FCM-B2\" crossing an deep space, rich in detail, close-up, ultra detailed, real photography, space opera\ntxt2img mode\n  0%|          | 0/50 [00:00<?, ?it/s]\n  2%|▏         | 1/50 [00:00<00:13,  3.66it/s]\n  4%|▍         | 2/50 [00:00<00:13,  3.67it/s]\n  6%|▌         | 3/50 [00:00<00:12,  3.67it/s]\n  8%|▊         | 4/50 [00:01<00:12,  3.67it/s]\n 10%|█         | 5/50 [00:01<00:12,  3.66it/s]\n 12%|█▏        | 6/50 [00:01<00:12,  3.66it/s]\n 14%|█▍        | 7/50 [00:01<00:11,  3.66it/s]\n 16%|█▌        | 8/50 [00:02<00:11,  3.66it/s]\n 18%|█▊        | 9/50 [00:02<00:11,  3.65it/s]\n 20%|██        | 10/50 [00:02<00:10,  3.65it/s]\n 22%|██▏       | 11/50 [00:03<00:10,  3.65it/s]\n 24%|██▍       | 12/50 [00:03<00:10,  3.65it/s]\n 26%|██▌       | 13/50 [00:03<00:10,  3.65it/s]\n 28%|██▊       | 14/50 [00:03<00:09,  3.64it/s]\n 30%|███       | 15/50 [00:04<00:09,  3.64it/s]\n 32%|███▏      | 16/50 [00:04<00:09,  3.64it/s]\n 34%|███▍      | 17/50 [00:04<00:09,  3.64it/s]\n 36%|███▌      | 18/50 [00:04<00:08,  3.64it/s]\n 38%|███▊      | 19/50 [00:05<00:08,  3.64it/s]\n 40%|████      | 20/50 [00:05<00:08,  3.65it/s]\n 42%|████▏     | 21/50 [00:05<00:07,  3.64it/s]\n 44%|████▍     | 22/50 [00:06<00:07,  3.64it/s]\n 46%|████▌     | 23/50 [00:06<00:07,  3.64it/s]\n 48%|████▊     | 24/50 [00:06<00:07,  3.64it/s]\n 50%|█████     | 25/50 [00:06<00:06,  3.64it/s]\n 52%|█████▏    | 26/50 [00:07<00:06,  3.64it/s]\n 54%|█████▍    | 27/50 [00:07<00:06,  3.64it/s]\n 56%|█████▌    | 28/50 [00:07<00:06,  3.64it/s]\n 58%|█████▊    | 29/50 [00:07<00:05,  3.65it/s]\n 60%|██████    | 30/50 [00:08<00:05,  3.64it/s]\n 62%|██████▏   | 31/50 [00:08<00:05,  3.64it/s]\n 64%|██████▍   | 32/50 [00:08<00:04,  3.64it/s]\n 66%|██████▌   | 33/50 [00:09<00:04,  3.64it/s]\n 68%|██████▊   | 34/50 [00:09<00:04,  3.64it/s]\n 70%|███████   | 35/50 [00:09<00:04,  3.64it/s]\n 72%|███████▏  | 36/50 [00:09<00:03,  3.63it/s]\n 74%|███████▍  | 37/50 [00:10<00:03,  3.63it/s]\n 76%|███████▌  | 38/50 [00:10<00:03,  3.64it/s]\n 78%|███████▊  | 39/50 [00:10<00:03,  3.63it/s]\n 80%|████████  | 40/50 [00:10<00:02,  3.63it/s]\n 82%|████████▏ | 41/50 [00:11<00:02,  3.64it/s]\n 84%|████████▍ | 42/50 [00:11<00:02,  3.64it/s]\n 86%|████████▌ | 43/50 [00:11<00:01,  3.63it/s]\n 88%|████████▊ | 44/50 [00:12<00:01,  3.63it/s]\n 90%|█████████ | 45/50 [00:12<00:01,  3.64it/s]\n 92%|█████████▏| 46/50 [00:12<00:01,  3.64it/s]\n 94%|█████████▍| 47/50 [00:12<00:00,  3.64it/s]\n 96%|█████████▌| 48/50 [00:13<00:00,  3.63it/s]\n 98%|█████████▊| 49/50 [00:13<00:00,  3.64it/s]\n100%|██████████| 50/50 [00:13<00:00,  3.64it/s]\n100%|██████████| 50/50 [00:13<00:00,  3.64it/s]",
  "metrics": {
    "predict_time": 22.329403,
    "total_time": 24.448157
  },
  "output": [
    "https://replicate.delivery/pbxt/YrWyGV0VzfXQJS5RilmCgxndhwJNoVfR8RjU02ZKoAIOLJrSA/out-0.png"
  ],
  "started_at": "2024-04-16T20:34:01.886754Z",
  "status": "succeeded",
  "urls": {
    "get": "https://api.replicate.com/v1/predictions/ratv56edv1rgp0cex2esfrfwf0",
    "cancel": "https://api.replicate.com/v1/predictions/ratv56edv1rgp0cex2esfrfwf0/cancel"
  },
  "version": "6ce68112bcaefc7273692243c933c2dcbe0307757a932fede1ca5e12956e0029"
}

Generated in

22.3 seconds

Tweak it Share Report

Using seed: 587
Ensuring enough disk space...
Free disk space: 1468605157376
Downloading weights: https://replicate.delivery/pbxt/VYssnu3MPR4iAxAAmWoZ0MevE80VlkOt1JzY0LNL75DqikVJA/trained_model.tar
2024-04-16T20:34:01Z | INFO  | [ Initiating ] dest=/src/weights-cache/6e9731dac784c658 minimum_chunk_size=150M url=https://replicate.delivery/pbxt/VYssnu3MPR4iAxAAmWoZ0MevE80VlkOt1JzY0LNL75DqikVJA/trained_model.tar
2024-04-16T20:34:07Z | INFO  | [ Complete ] dest=/src/weights-cache/6e9731dac784c658 size="186 MB" total_elapsed=5.363s url=https://replicate.delivery/pbxt/VYssnu3MPR4iAxAAmWoZ0MevE80VlkOt1JzY0LNL75DqikVJA/trained_model.tar
b''
Downloaded weights in 5.5008111000061035 seconds
Loading fine-tuned model
Does not have Unet. assume we are using LoRA
Loading Unet LoRA
Prompt: mining space cargo "FCM-B2" crossing an deep space, rich in detail, close-up, ultra detailed, real photography, space opera
txt2img mode
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Examples

View more examples

Run time and cost

This model costs approximately $0.017 to run on Replicate, or 58 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 L40S GPU hardware. Predictions typically complete within 18 seconds.

Readme

On behalf of the D-Ai project (Decentralized-AI), I am introducing the first model in the ASTRA family of models—a deep investigation into the optimal conditions for achieving and succeeding in performance comparable to Midjourney v6, Adobe Firefly, and DALL-E 3, with the unique feature of being a decentralized model. This is the second AI text-to-image model developed by D-Ai for generating high-quality images with prompts enabled for a multilingual system capable of matching the performance of the best paid private models on the market. The ASTRA family of text-to-image models offer a mix of pioneering innovation in datasets, data selection, data representation standards, and image resolution. During the fine-tuning of this first ASTRA model, a major vision was set to achieve a quality level comparable to the best commercial text-to-image models on the market. D-Ai is an innovative startup, an ambitious project aimed at making knowledge public in relation to pioneering methodologies for the optimization of generative AI models. Our approach is outlined by a meticulous study of the human sciences; our first mission is to innovate human sciences, psychology, neuroscience, proposing pioneering theoretical writings and papers from which we dislodge logics and metrics for application in the field of generative AI as a research laboratory.

Our goal is to publish innovative technologies and make them accessible to everyone with as much transparency as possible before they are patented and made private. Our network ‘Luminari,’ stored on-chain on the Polygon network, allows anyone to work on our technologies, propose pioneering ideas in a decentralized manner, and create a community of developers capable of supporting the project in the name of the evolution of open-source technologies.

Our models are entirely open-source, decentralized, and available for public use non-profitably.

I strongly believe that knowledge and its derivatives, such as creativity achieved through these generative AI tools, should be free and accessible to everyone, providing the necessary tools to enhance human creativity and allow developers to create their own datasets and use our models and knowledge as a starting point for open-source projects.

Decentralized models are named such because all datasets used for training are made public and accessible on-chain.

Anyone will be able to replicate their own d-journey and build complex mechanics on our model.

For exceptional results you can enter this textual prompt as a negative prompt :

deformed iris, deformed pupils, semi-realistic, text, cropped, out of frame, worst quality, low quality, jpeg artifacts, ugly, duplicate, morbid, mutilated, extra fingers, mutated hands, poorly drawn hands, poorly drawn face, mutation, deformed, blurry, dehydrated, bad anatomy, bad proportions, extra limbs, cloned face, disfigured, gross proportions, malformed limbs, missing arms, missing legs, extra arms, extra legs, fused fingers, too many fingers, long neck, blurry, low quality , bad quality , Not detailed, watermark, deformed figures, lack of details, bad anatomy, blurry, extra arms, extra fingers, poorly drawn hands, disfigured, tiling, deformed, mutated ,ugly, disfigured, low quality, blurry ,distorted, blur, smooth, low-quality, warm, haze, over-saturated, high-contrast, out of focus, dark, worst quality, low quality