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构建的API服务

使用FastAPI 构建的商城项目API 学习FastAPI 构建项目目录 构建项目接口: 对应博客:https://www.charmcode.cn/article/2020-06-08_vue_mall_api 声明 此项目已经不再维护, 可以参考我另外一个项目https://github.co

王小右 64 Oct 04, 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
fastapi-crud-sync

Developing and Testing an API with FastAPI and Pytest Syncronous Example Want to use this project? Build the images and run the containers: $ docker-c

59 Dec 11, 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
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
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
Generate FastAPI projects for high performance applications

Generate FastAPI projects for high performance applications. Based on MVC architectural pattern, WSGI + ASGI. Includes tests, pipeline, base utilities, Helm chart, and script for bootstrapping local

Radosław Szamszur 274 Jan 08, 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
asgi-server-timing-middleware

ASGI Server-Timing middleware An ASGI middleware that wraps the excellent yappi profiler to let you measure the execution time of any function or coro

33 Dec 15, 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
Money Transaction is a system based on the recent famous FastAPI.

moneyTransfer Overview Money Transaction is a system based on the recent famous FastAPI. techniques selection System's technique selection is as follo

2 Apr 28, 2021
Example projects built using Piccolo.

Piccolo examples Here are some example Piccolo projects. Tutorials headless blog fastapi Build a documented API with an admin in minutes! Live project

15 Nov 23, 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
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
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
FastAPI framework plugins

Plugins for FastAPI framework, high performance, easy to learn, fast to code, ready for production fastapi-plugins FastAPI framework plugins Cache Mem

RES 239 Dec 28, 2022
api versioning for fastapi web applications

fastapi-versioning api versioning for fastapi web applications Installation pip install fastapi-versioning Examples from fastapi import FastAPI from f

Dean Way 472 Jan 02, 2023
Recommend recipes based on what ingredients you have at home

🌱 MyChef 📦 Overview MyChef is an application that helps you decide what meal to make based on what you have at home. Simply enter in ingredients you

Logan Connolly 44 Nov 08, 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
Mnist API server w/ FastAPI

Mnist API server w/ FastAPI

Jinwoo Park (Curt) 8 Feb 08, 2022