A minimalistic example of preparing a model for (synchronous) inference in production.

Overview

sklearn-docker-api

 _______________________________________
/ A minimalistic example of preparing a \
| model for (synchronous) inference in  |
\ production.                           /
 ---------------------------------------
        \   ^__^
         \  (oo)\_______
            (__)\       )\/\
                ||----w |
                ||     ||

Getting started

  1. Clone or download this repository: git clone https://github.com/crocopie/sklearn-docker-api

  2. Install docker-ce and docker-compose

  3. Train an example iris classifier python experiments/train.py

  4. Build a docker container and deploy the model docker-compose -f dev.compose.yml up --build

  5. This will start a uvicorn web server inside a docker container that will expose a FastAPI endpoint with a /classify method

  6. Enjoy the autogenerated API docs at http://127.0.0.1:9090/docs. Press the Try it out button for an interactive example.

How to build your own project based on this example

Directory structure overview

.
├── data  # training data
│   └── iris.csv
├── experiments  # here you can keep the training workflows and notebooks
│   └── train.py
├── models  # a place for your trained model dumps
│   └── svm.joblib
├── service  # api service directory
│   ├── api.py  # the main script for our model server
|   └── utils.py  # utility functions, e.g. a logging helper
├── .dockerignore  # list of files that aren't needed inside the docker container
├── conda-env.yml  # conda environment configuration
├── Dockerfile  # docker image configuration
├── dev.compose.yml  # docker-compose configuration for a DEVELOPMENT deployment
└── prod.compose.yml  # docker-compose configuration for a PRODUCTION deployment

Where to look first

To be continued

Owner
Anton Lozhkov
Machine Learning Engineer
Anton Lozhkov
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
官方文档已经有翻译的人在做了,

FastAPI 框架,高性能,易学,快速编码,随时可供生产 文档:https://fastapi.tiangolo.com 源码:https://github.com/tiangolo/fastapi FastAPI 是一个现代、快速(高性能)的 Web 框架,基于标准 Python 类型提示,使用

ApacheCN 27 Nov 11, 2022
This is a FastAPI application that provides a RESTful API for the Podcasts from different podcast's RSS feeds

The Podcaster API This is a FastAPI application that provides a RESTful API for the Podcasts from different podcast's RSS feeds. The API response is i

Sagar Giri 2 Nov 07, 2021
🤪 FastAPI + Vue构建的Mall项目后台管理

Mall项目后台管理 前段时间学习Vue写了一个移动端项目 https://www.charmcode.cn/app/mall/home 然后教程到此就结束了, 我就总感觉少点什么,计划自己着手写一套后台管理。 相关项目 移动端Mall项目源码(Vue构建): https://github.com/

王小右 131 Jan 01, 2023
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
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
Backend, modern REST API for obtaining match and odds data crawled from multiple sites. Using FastAPI, MongoDB as database, Motor as async MongoDB client, Scrapy as crawler and Docker.

Introduction Apiestas is a project composed of a backend powered by the awesome framework FastAPI and a crawler powered by Scrapy. This project has fo

Fran Lozano 54 Dec 13, 2022
Install multiple versions of r2 and its plugins via Pip on any system!

r2env This repository contains the tool available via pip to install and manage multiple versions of radare2 and its plugins. r2-tools doesn't conflic

radare org 18 Oct 11, 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
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
Backend Skeleton using FastAPI and Sqlalchemy ORM

Backend API Skeleton Based on @tiangolo's full stack postgres template, with some things added, some things removed, and some things changed. This is

David Montague 18 Oct 31, 2022
A simple api written in python/fastapi that serves movies from a cassandra table.

A simple api written in python/fastapi that serves movies from a cassandra table. 1)clone the repo 2)rename sample_global_config_.py to global_config.

Sreeraj 1 Aug 26, 2021
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
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
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
Piccolo Admin provides a simple yet powerful admin interface on top of Piccolo tables

Piccolo Admin Piccolo Admin provides a simple yet powerful admin interface on top of Piccolo tables - allowing you to easily add / edit / filter your

188 Jan 09, 2023
Backend logic implementation for realworld with awesome FastAPI

Backend logic implementation for realworld with awesome FastAPI

Nik 2.2k Jan 08, 2023
All of the ad-hoc things you're doing to manage incidents today, done for you, and much more!

About What's Dispatch? Put simply, Dispatch is: All of the ad-hoc things you’re doing to manage incidents today, done for you, and a bunch of other th

Netflix, Inc. 3.7k Jan 05, 2023
An image validator using FastAPI.

fast_api_image_validator An image validator using FastAPI.

Kevin Zehnder 7 Jan 06, 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