A web application using [FastAPI + streamlit + Docker] Neural Style Transfer (NST) refers to a class of software algorithms that manipulate digital images

Overview

Neural Style Transfer Web App - [FastAPI + streamlit + Docker]

NST - application based on the Perceptual Losses for Real-Time Style Transfer and Super-Resolution paper and Justin Johnson's pre-trained models.

Application implements:

  • Develop an asynchronous API with Python and FastAPI
  • Serve up a machine learning model with FastAPI
  • Develop a UI with Streamlit
  • Containerize FastAPI and Streamlit with Docker
  • Leverage asyncio to execute code in the background outside the request/response flow

Owner
Roman Spiridonov
Software engineer / Backend Developer
Roman Spiridonov
Light, Flexible and Extensible ASGI API framework

Starlite Starlite is a light and flexible ASGI API framework. Using Starlette and pydantic as foundations. Check out the Starlite documentation πŸ“š Cor

1.5k Jan 04, 2023
Prometheus exporter for Starlette and FastAPI

starlette_exporter Prometheus exporter for Starlette and FastAPI. The middleware collects basic metrics: Counter: starlette_requests_total Histogram:

Steve Hillier 225 Jan 05, 2023
Single Page App with Flask and Vue.js

Developing a Single Page App with FastAPI and Vue.js Want to learn how to build this? Check out the post. Want to use this project? Build the images a

91 Jan 05, 2023
Opinionated set of utilities on top of FastAPI

FastAPI Contrib Opinionated set of utilities on top of FastAPI Free software: MIT license Documentation: https://fastapi-contrib.readthedocs.io. Featu

identix.one 543 Jan 05, 2023
Adds simple SQLAlchemy support to FastAPI

FastAPI-SQLAlchemy FastAPI-SQLAlchemy provides a simple integration between FastAPI and SQLAlchemy in your application. It gives access to useful help

Michael Freeborn 465 Jan 07, 2023
Pagination support for flask

flask-paginate Pagination support for flask framework (study from will_paginate). It supports several css frameworks. It requires Python2.6+ as string

Lix Xu 264 Nov 07, 2022
This project shows how to serve an ONNX-optimized image classification model as a web service with FastAPI, Docker, and Kubernetes.

Deploying ML models with FastAPI, Docker, and Kubernetes By: Sayak Paul and Chansung Park This project shows how to serve an ONNX-optimized image clas

Sayak Paul 104 Dec 23, 2022
Fastapi performans monitoring

Fastapi-performans-monitoring This project is a simple performance monitoring for FastAPI. License This project is licensed under the terms of the MIT

bilal alpaslan 11 Dec 31, 2022
A server hosts a FastAPI application and multiple clients can be connected to it via SocketIO.

FastAPI_and_SocketIO A server hosts a FastAPI application and multiple clients can be connected to it via SocketIO. Executing server.py sets up the se

Ankit Rana 2 Mar 04, 2022
🐞 A debug toolbar for FastAPI based on the original django-debug-toolbar. 🐞

Debug Toolbar 🐞 A debug toolbar for FastAPI based on the original django-debug-toolbar. 🐞 Swagger UI & GraphQL are supported. Documentation: https:/

Dani 74 Dec 30, 2022
Sample project showing reliable data ingestion application using FastAPI and dramatiq

Create and deploy a reliable data ingestion service with FastAPI, SQLModel and Dramatiq This is the source code for the data ingestion service explain

François Voron 31 Nov 30, 2022
Easy and secure implementation of Azure AD for your FastAPI APIs πŸ”’

FastAPI-Azure-auth Azure AD Authentication for FastAPI apps made easy. πŸš€ Description FastAPI is a modern, fast (high-performance), web framework for

Intility 216 Dec 27, 2022
A dynamic FastAPI router that automatically creates CRUD routes for your models

⚑ Create CRUD routes with lighting speed ⚑ A dynamic FastAPI router that automatically creates CRUD routes for your models Documentation: https://fast

Adam Watkins 943 Jan 01, 2023
A basic JSON-RPC implementation for your Flask-powered sites

Flask JSON-RPC A basic JSON-RPC implementation for your Flask-powered sites. Some reasons you might want to use: Simple, powerful, flexible and python

Cenobit Technologies 273 Dec 01, 2022
✨️🐍 SPARQL endpoint built with RDFLib to serve machine learning models, or any other logic implemented in Python

✨ SPARQL endpoint for RDFLib rdflib-endpoint is a SPARQL endpoint based on a RDFLib Graph to easily serve machine learning models, or any other logic

Vincent Emonet 27 Dec 19, 2022
Flask-vs-FastAPI - Understanding Flask vs FastAPI Web Framework. A comparison of two different RestAPI frameworks.

Flask-vs-FastAPI Understanding Flask vs FastAPI Web Framework. A comparison of two different RestAPI frameworks. IntroductionIn Flask is a popular mic

Mithlesh Navlakhe 1 Jan 01, 2022
Learn to deploy a FastAPI application into production DigitalOcean App Platform

Learn to deploy a FastAPI application into production DigitalOcean App Platform. This is a microservice for our Try Django 3.2 project. The goal is to extract any and all text from images using a tec

Coding For Entrepreneurs 59 Nov 29, 2022
A FastAPI WebSocket application that makes use of ncellapp package by @hemantapkh

ncellFastAPI author: @awebisam Used FastAPI to create WS application. Ncellapp module by @hemantapkh NOTE: Not following best practices and, needs ref

Aashish Bhandari 7 Oct 01, 2021
A simple Blogging Backend app created with Fast API

This is a simple blogging app backend built with FastAPI. This project is created to simulate a real CRUD blogging system. It is built to be used by s

Owusu Kelvin Clark 13 Mar 24, 2022
FastAPI interesting concepts.

fastapi_related_stuffs FastAPI interesting concepts. FastAPI version :- 0.70 Python3 version :- 3.9.x Steps Test Django Like settings export FASTAPI_S

Mohd Mujtaba 3 Feb 06, 2022