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
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
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
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
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
Example of using FastAPI and MongoDB database.

FastAPI Todo Application Example of using FastAPI and MangoDB database. 💡 Prerequisites Python ⚙️ Build & Run The first thing to do is to clone the r

Bobynets Ivan 1 Oct 29, 2021
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
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
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
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
A simple web to serve data table. It is built with Vuetify, Vue, FastApi.

simple-report-data-table-vuetify A simple web to serve data table. It is built with Vuetify, Vue, FastApi. The main features: RBAC with casbin simple

11 Dec 22, 2022
更新 2.0 版本,使用 Python WEB 高性能异步框架 FastAPI 制作的抖音无水印解析下载,采用前后端分离思想!

前言 这个是 2.0 版本,使用现在流行的前后端分离思想重构。 体验网址:https://douyin.bigdataboy.cn 更新日志 2020.05.30:使用 FastAPI 前后端分离重构 2020.05.02:已更新,正常使用 2020.04.27:抖音结构更新,已修复视频有水印。(失

64 Nov 25, 2022
🤪 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
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
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
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
Example of integrating Poetry with Docker leveraging multi-stage builds.

Poetry managed Python FastAPI application with Docker multi-stage builds This repo serves as a minimal reference on setting up docker multi-stage buil

Michael Oliver 266 Dec 27, 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
基于Pytorch的脚手架项目,Celery+FastAPI+Gunicorn+Nginx+Supervisor实现服务部署,支持Docker发布

cookiecutter-pytorch-fastapi 基于Pytorch的 脚手架项目 按规范添加推理函数即可实现Celery+FastAPI+Gunicorn+Nginx+Supervisor+Docker的快速部署 Requirements Python = 3.6 with pip in

17 Dec 23, 2022
python fastapi example connection to mysql

Quickstart Then run the following commands to bootstrap your environment with poetry: git clone https://github.com/xiaozl/fastapi-realworld-example-ap

55 Dec 15, 2022
MLServer

MLServer An open source inference server to serve your machine learning models. ⚠️ This is a Work in Progress. Overview MLServer aims to provide an ea

Seldon 341 Jan 03, 2023