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.

A Python pickling decompiler and static analyzer

Fickling Fickling is a decompiler, static analyzer, and bytecode rewriter for Python pickle object serializations. Pickled Python objects are in fact

Trail of Bits 162 Dec 13, 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
Mnist API server w/ FastAPI

Mnist API server w/ FastAPI

Jinwoo Park (Curt) 8 Feb 08, 2022
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
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
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
A Prometheus Python client library for asyncio-based applications

aioprometheus aioprometheus is a Prometheus Python client library for asyncio-based applications. It provides metrics collection and serving capabilit

132 Dec 28, 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
An extension for GINO to support Starlette server.

gino-starlette Introduction An extension for GINO to support starlette server. Usage The common usage looks like this: from starlette.applications imp

GINO Community 75 Dec 08, 2022
Minimal example utilizing fastapi and celery with RabbitMQ for task queue, Redis for celery backend and flower for monitoring the celery tasks.

FastAPI with Celery Minimal example utilizing FastAPI and Celery with RabbitMQ for task queue, Redis for Celery backend and flower for monitoring the

Grega Vrbančič 371 Jan 01, 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
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
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
Code for my JWT auth for FastAPI tutorial

FastAPI tutorial Code for my video tutorial FastAPI tutorial What is FastAPI? FastAPI is a high-performant REST API framework for Python. It's built o

José Haro Peralta 8 Dec 16, 2022
FastAPI Admin Dashboard based on FastAPI and Tortoise ORM.

FastAPI ADMIN 中文文档 Introduction FastAPI-Admin is a admin dashboard based on fastapi and tortoise-orm. FastAPI-Admin provide crud feature out-of-the-bo

long2ice 1.6k Dec 31, 2022
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
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
📦 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
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