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
a lightweight web framework based on fastapi

start-fastapi Version 2021, based on FastAPI, an easy-to-use web app developed upon Starlette Framework Version 2020 中文文档 Requirements python 3.6+ (fo

HiKari 71 Dec 30, 2022
signal-cli-rest-api is a wrapper around signal-cli and allows you to interact with it through http requests

signal-cli-rest-api signal-cli-rest-api is a wrapper around signal-cli and allows you to interact with it through http requests. Features register/ver

Sebastian Noel Lübke 31 Dec 09, 2022
python template private service

Template for private python service This is a cookiecutter template for an internal REST API service, written in Python, inspired by layout-golang. Th

UrvanovCompany 15 Oct 02, 2022
FastAPI Boilerplate

FastAPI Boilerplate Features SQlAlchemy session Custom user class Top-level dependency Dependencies for specific permissions Celery SQLAlchemy for asy

Hide 417 Jan 07, 2023
JSON-RPC server based on fastapi

Description JSON-RPC server based on fastapi: https://fastapi.tiangolo.com Motivation Autogenerated OpenAPI and Swagger (thanks to fastapi) for JSON-R

199 Dec 30, 2022
FastAPI Learning Example,对应中文视频学习教程:https://space.bilibili.com/396891097

视频教学地址 中文学习教程 1、本教程每一个案例都可以独立跑,前提是安装好依赖包。 2、本教程并未按照官方教程顺序,而是按照实际使用顺序编排。 Video Teaching Address FastAPI Learning Example 1.Each case in this tutorial c

381 Dec 11, 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
volunteer-database

This is the official CSM (Crowd source medical) database The What Now? We created this in light of the COVID-19 pandemic to allow volunteers to work t

32 Jun 21, 2022
Reusable utilities for FastAPI

Reusable utilities for FastAPI Documentation: https://fastapi-utils.davidmontague.xyz Source Code: https://github.com/dmontagu/fastapi-utils FastAPI i

David Montague 1.3k Jan 04, 2023
Web Inventory tool, takes screenshots of webpages using Pyppeteer (headless Chrome/Chromium) and provides some extra bells & whistles to make life easier.

WitnessMe WitnessMe is primarily a Web Inventory tool inspired by Eyewitness, its also written to be extensible allowing you to create custom function

byt3bl33d3r 648 Jan 05, 2023
Basic FastAPI starter with GraphQL, Docker, and MongoDB configurations.

FastAPI + GraphQL Starter A python starter project using FastAPI and GraphQL. This project leverages docker for containerization and provides the scri

Cloud Bytes Collection 1 Nov 24, 2022
EML analyzer is an application to analyze the EML file

EML analyzer EML analyzer is an application to analyze the EML file which can: Analyze headers. Analyze bodies. Extract IOCs (URLs, domains, IP addres

Manabu Niseki 162 Dec 28, 2022
Monitor Python applications using Spring Boot Admin

Pyctuator Monitor Python web apps using Spring Boot Admin. Pyctuator supports Flask, FastAPI, aiohttp and Tornado. Django support is planned as well.

SolarEdge Technologies 145 Dec 28, 2022
Example of using FastAPI and MongoDB database.

FastAPI Todo Application Example of using FastAPI and MangoDB database. 💡 Prerequisites Python ⚙️ Build & Run The first thing to do is to clone the r

Bobynets Ivan 1 Oct 29, 2021
Lung Segmentation with fastapi

Lung Segmentation with fastapi This app uses FastAPI as backend. Usage for app.py First install required libraries by running: pip install -r requirem

Pejman Samadi 0 Sep 20, 2022
Deploy an inference API on AWS (EC2) using FastAPI Docker and Github Actions

Deploy an inference API on AWS (EC2) using FastAPI Docker and Github Actions To learn more about this project: medium blog post The goal of this proje

Ahmed BESBES 60 Dec 17, 2022
ReST based network device broker

The Open API Platform for Network Devices netpalm makes it easy to push and pull state from your apps to your network by providing multiple southbound

368 Dec 31, 2022
Web Version of avatarify to democratize even further

Web-avatarify for image animations This is the code base for this website and its backend. This aims to bring technology closer to everyone, just by a

Carlos Andrés Álvarez Restrepo 66 Nov 09, 2022
FastAPI on Google Cloud Run

cloudrun-fastapi Boilerplate for running FastAPI on Google Cloud Run with Google Cloud Build for deployment. For all documentation visit the docs fold

Anthony Corletti 139 Dec 27, 2022
A Nepali Dictionary API made using FastAPI.

Nepali Dictionary API A Nepali dictionary api created using Fast API and inspired from https://github.com/nirooj56/Nepdict. You can say this is just t

Nishant Sapkota 4 Mar 18, 2022