Web Version of avatarify to democratize even further

Overview

Web-avatarify for image animations

Example

This is the code base for this website and its backend. This aims to bring technology closer to everyone, just by a couple of clicks away, democratizing it to anyone. It is based on avatarify which uses the incredible work of a recent paper. Thanks for the authors for releasing the code and the trained model.

In addition it allows you to record and produce a video also with your input audio.

Jon Snow Example with audio

Watch the video

Updates

  • It will be running until June 26 where my Azure Free credits for running the GPU backend are over :D
  • June 8 2020 web page public released

Architecture

High level info

  • The Web App was made using React (actually I learned it for building this so don't except clean javascript code :D).
  • Everything is containerized so it should run everywhere.
  • There is a version for running it in CPU (Dockerfile) and a version for GPU (Dockerfile-gpu) -because at the beginning I thought people could wait a couple of minutes whilst processing the video :D, I was wrong, it takes too much on CPU-
  • Because the WebApp needs access to the browser's microphone and camera, it needs to be served over HTTPS. I used firebase for hosting the app because its easytouse features and automatic SSL handling, and also custom name routing.
  • I purchased the domain on freenom.com because they have 1 year free .ml domains.
  • The backend that runs the model (final version with GPU) were deployed in azure in a single Virtual Machine (because this is just a demo and more machines will cost considerably more).
  • One tricky implementation detail is that because the front end is served over HTTP, the backend also needs to be served over HTTPS. This will complicate things a lot, so at the end the fast solution (I know not the most elegant one) was to use a relay server with HTTPS using Google Cloud Run (manages automatically the HTTPS part) that just redirects the petitions to the virtual machine.

TODO: Image with the actual architecture :P

Requirements

  • WebApp tested on mobile and desktop machines with Chrome and Mozilla browsers.
  • React to test front end locally
  • Firebase command for deploying front end
  • Gcloud command for deploying part of backend
  • Python 3.7 and requirements.txt for the backend
  • A secrets.sh file with variables API_TOKEN and SERVER_URL. The first one is the token for accessing the backend and the last one the url of the backend. Also add this at the end export REACT_APP_API_TOKEN=$API_TOKEN for the front end to get the variables.

Running the web-app

This is straightforward like any react app. Just make sure to source the secrets.sh file before.

source secrets.sh
cd web-app/
npm install
npm start

For deploying:

npm run build
firebase deploy

Running the backend

Locally

bash scripts/run-local.sh

Locally with Docker

bash scripts/run-docker.sh

or for GPU

bash scripts/run-docker.sh --gpu

Deploy to cloud run

This will deploy the CPU version (reaaaaally slow)

bash scripts/deploy.sh
Owner
Carlos Andrés Álvarez Restrepo
Electronics engineer. Main interests include: computer vision, image and video processing, AI, Machine/Deep Learning, IoT and embedded systems.
Carlos Andrés Álvarez Restrepo
OpenAPI generated FastAPI server

OpenAPI generated FastAPI server This Python package is automatically generated by the OpenAPI Generator project: API version: 1.0.0 Build package: or

microbo 1 Oct 31, 2021
更新 2.0 版本,使用 Python WEB 高性能异步框架 FastAPI 制作的抖音无水印解析下载,采用前后端分离思想!

前言 这个是 2.0 版本,使用现在流行的前后端分离思想重构。 体验网址:https://douyin.bigdataboy.cn 更新日志 2020.05.30:使用 FastAPI 前后端分离重构 2020.05.02:已更新,正常使用 2020.04.27:抖音结构更新,已修复视频有水印。(失

64 Nov 25, 2022
FastAPI Skeleton App to serve machine learning models production-ready.

FastAPI Model Server Skeleton Serving machine learning models production-ready, fast, easy and secure powered by the great FastAPI by Sebastián Ramíre

268 Jan 01, 2023
ASGI middleware for authentication, rate limiting, and building CRUD endpoints.

Piccolo API Utilities for easily exposing Piccolo models as REST endpoints in ASGI apps, such as Starlette and FastAPI. Includes a bunch of useful ASG

81 Dec 09, 2022
asgi-server-timing-middleware

ASGI Server-Timing middleware An ASGI middleware that wraps the excellent yappi profiler to let you measure the execution time of any function or coro

33 Dec 15, 2022
Backend logic implementation for realworld with awesome FastAPI

Backend logic implementation for realworld with awesome FastAPI

Nik 2.2k Jan 08, 2023
Ready-to-use and customizable users management for FastAPI

FastAPI Users Ready-to-use and customizable users management for FastAPI Documentation: https://frankie567.github.io/fastapi-users/ Source Code: https

François Voron 2.4k Jan 01, 2023
A complete end-to-end machine learning portal that covers processes starting from model training to the model predicting results using FastAPI.

Machine Learning Portal Goal Application Workflow Process Design Live Project Goal A complete end-to-end machine learning portal that covers processes

Shreyas K 39 Nov 24, 2022
TODO aplication made with Python's FastAPI framework and Hexagonal Architecture

FastAPI Todolist Description Todolist aplication made with Python's FastAPI framework and Hexagonal Architecture. This is a test repository for the pu

Giovanni Armane 91 Dec 31, 2022
FastAPI + Django experiment

django-fastapi-example This is an experiment to demonstrate one potential way of running FastAPI with Django. It won't be actively maintained. If you'

Jordan Eremieff 78 Jan 03, 2023
📦 Autowiring dependency injection container for python 3

Lagom - Dependency injection container What Lagom is a dependency injection container designed to give you "just enough" help with building your depen

Steve B 146 Dec 29, 2022
sample web application built with FastAPI + uvicorn

SPARKY Sample web application built with FastAPI & Python 3.8 shows simple Flask-like structure with a Bootstrap template index.html also has a backgr

mrx 21 Jan 03, 2022
Admin Panel for GinoORM - ready to up & run (just add your models)

Gino-Admin Docs (state: in process): Gino-Admin docs Play with Demo (current master 0.2.3) Gino-Admin demo (login: admin, pass: 1234) Admin

Iuliia Volkova 46 Nov 02, 2022
The template for building scalable web APIs based on FastAPI, Tortoise ORM and other.

FastAPI and Tortoise ORM. Powerful but simple template for web APIs w/ FastAPI (as web framework) and Tortoise-ORM (for working via database without h

prostomarkeloff 95 Jan 08, 2023
I'm curious if pydantic + fast api can be sensibly used with DDD + hex arch methodology

pydantic-ddd-exploration I'm curious if pydantic + fast api can be sensibly used with DDD + hex arch methodology Prerequisites nix direnv (nix-env -i

Olgierd Kasprowicz 2 Nov 17, 2021
基于Pytorch的脚手架项目,Celery+FastAPI+Gunicorn+Nginx+Supervisor实现服务部署,支持Docker发布

cookiecutter-pytorch-fastapi 基于Pytorch的 脚手架项目 按规范添加推理函数即可实现Celery+FastAPI+Gunicorn+Nginx+Supervisor+Docker的快速部署 Requirements Python = 3.6 with pip in

17 Dec 23, 2022
Python supercharged for the fastai library

Welcome to fastcore Python goodies to make your coding faster, easier, and more maintainable Python is a powerful, dynamic language. Rather than bake

fast.ai 810 Jan 06, 2023
An image validator using FastAPI.

fast_api_image_validator An image validator using FastAPI.

Kevin Zehnder 7 Jan 06, 2022
Recommend recipes based on what ingredients you have at home

🌱 MyChef 📦 Overview MyChef is an application that helps you decide what meal to make based on what you have at home. Simply enter in ingredients you

Logan Connolly 44 Nov 08, 2022
First API using FastApi

First API using FastApi Made this Simple Api to store and Retrive Student Data of My College Ncc-Bim To View All the endpoits Visit /docs To Run Local

Sameer Joshi 2 Jun 21, 2022