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sdxcrypto's Introduction

Stable Diffusion x Crypto Project

Background

Creative art has been a feature of human intelligence since the dawn of humanity. It has been a prominent feature used in conveying world-shifting ideas throughout history. Recently, Artificial Intelligence in arts has seen a massive explosion. Today, models such as GPT-3 and Stable Diffusion produce writings and art that impress even the most creative writers and artists. We believe integrating such models in writers’ and artists’ workflow could enhance their productivity and creativity.

Scope

In this project, we would like to explore creating a workflow for writers and artists to include state-of-the-art creative models to assist, complement and enhance their creative work. Apart from having a pipeline for different SOTA models, the project will create a marketplace for fine-tuning models on top of SOTA models and prompts.

Eventual App Design

alt text

Sub-project Status

Front-end

  • POC design using Stramlit
  • Authentication
  • Payment gatway
  • App design using modern front-end framework
  • integration with a database

AI/ML Pipeline

  • FastAPI for API
  • Huggingface and PyTorch integration
  • Generate images
  • Introduce new concepts using textual inversion
  • Introduce new concepts using textual inversion and prior preservation
  • ImageToImage pipeline
  • Image Inpainting

Dev-ops

alt text

  • Basic deployment architecture
  • General storage for all users
  • Includes all base SOTA models
  • Personalized storage that contains fine-tuned model/images

How to deploy the current prototype

Requirments

  • GPU (at least 16GB RAM)
  • Docker
  • Docker-compose

Steps to deploying prototype

  1. git clone this repo
  2. cd into the project folder
  3. docker-compose up --build to launch the project

Tools Survey

As part of this project, we are collating different tools the community use. Please feel free to add to this list.

Front-End Framework

  • React

API

  • FastAPI

ML Framework

  • PyTorch
  • Huggingface

DevOps

  • Kubernettes

Database

  • PostgreSQL

Cloud Provider

  • Vast.ai
  • Banana.dev
  • AWS

Authentication Tool

Payment Gateway

How to join the project?

sdxcrypto's People

Contributors

moarshy avatar

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