FastAPI Skeleton App to serve machine learning models production-ready.

Overview

FastAPI Model Server Skeleton

Serving machine learning models production-ready, fast, easy and secure powered by the great FastAPI by Sebastián Ramírez](https://github.com/tiangolo).

This repository contains a skeleton app which can be used to speed-up your next machine learning project. The code is fully tested and provides a preconfigured tox to quickly expand this sample code.

To experiment and get a feeling on how to use this skeleton, a sample regression model for house price prediction is included in this project. Follow the installation and setup instructions to run the sample model and serve it aso RESTful API.

Requirements

Python 3.6+

Installation

Install the required packages in your local environment (ideally virtualenv, conda, etc.).

pip install -r requirements

Setup

  1. Duplicate the .env.example file and rename it to .env

  2. In the .env file configure the API_KEY entry. The key is used for authenticating our API.
    A sample API key can be generated using Python REPL:

import uuid
print(str(uuid.uuid4()))

Run It

  1. Start your app with:
uvicorn fastapi_skeleton.main:app
  1. Go to http://localhost:8000/docs.

  2. Click Authorize and enter the API key as created in the Setup step. Authroization

  3. You can use the sample payload from the docs/sample_payload.json file when trying out the house price prediction model using the API. Prediction with example payload

Run Tests

If you're not using tox, please install with:

pip install tox

Run your tests with:

tox

This runs tests and coverage for Python 3.6 and Flake8, Autopep8, Bandit.

Auth for use with FastAPI

FastAPI Auth Pluggable auth for use with FastAPI Supports OAuth2 Password Flow Uses JWT access and refresh tokens 100% mypy and test coverage Supports

David Montague 95 Jan 02, 2023
This project is a realworld backend based on fastapi+mongodb

This project is a realworld backend based on fastapi+mongodb. It can be used as a sample backend or a sample fastapi project with mongodb.

邱承 381 Dec 29, 2022
Analytics service that is part of iter8. Robust analytics and control to unleash cloud-native continuous experimentation.

iter8-analytics iter8 enables statistically robust continuous experimentation of microservices in your CI/CD pipelines. For in-depth information about

16 Oct 14, 2021
Example app using FastAPI and JWT

FastAPI-Auth Example app using FastAPI and JWT virtualenv -p python3 venv source venv/bin/activate pip3 install -r requirements.txt mv config.yaml.exa

Sander 28 Oct 25, 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
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
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
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
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
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
row level security for FastAPI framework

Row Level Permissions for FastAPI While trying out the excellent FastApi framework there was one peace missing for me: an easy, declarative way to def

Holger Frey 315 Dec 25, 2022
Adds integration of the Jinja template language to FastAPI.

fastapi-jinja Adds integration of the Jinja template language to FastAPI. This is inspired and based off fastapi-chamelon by Mike Kennedy. Check that

Marc Brooks 58 Nov 29, 2022
The base to start an openapi project featuring: SQLModel, Typer, FastAPI, JWT Token Auth, Interactive Shell, Management Commands.

The base to start an openapi project featuring: SQLModel, Typer, FastAPI, JWT Token Auth, Interactive Shell, Management Commands.

Bruno Rocha 251 Jan 09, 2023
An image validator using FastAPI.

fast_api_image_validator An image validator using FastAPI.

Kevin Zehnder 7 Jan 06, 2022
Htmdf - html to pdf with support for variables using fastApi.

htmdf Converts html to pdf with support for variables using fastApi. Installation Clone this repository. git clone https://github.com/ShreehariVaasish

Shreehari 1 Jan 30, 2022
Online Repo Browser

MSYS2 Web Interface A simple web interface for browsing the MSYS2 repos. Rebuild CSS/JS (optional): cd frontend npm install npm run build Run for Dev

MSYS2 64 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
Social Distancing Detector using deep learning and capable to run on edge AI devices such as NVIDIA Jetson, Google Coral, and more.

Smart Social Distancing Smart Social Distancing Introduction Getting Started Prerequisites Usage Processor Optional Parameters Configuring AWS credent

Neuralet 129 Dec 12, 2022
Mnist API server w/ FastAPI

Mnist API server w/ FastAPI

Jinwoo Park (Curt) 8 Feb 08, 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