Awesome Python
一个不错的Python框架、库、软件和资源的精选列表
灵感来自awawed-php
- Awesome Python
- Admin Panels
- Algorithms and Design Patterns
- ASGI Servers
- Asynchronous Programming
- Audio
- Authentication
- Build Tools
- Built-in Classes Enhancement
- Caching
- ChatOps Tools
- CMS
- Code Analysis
- Command-line Interface Development
- Command-line Tools
- Compatibility
- Computer Vision
- Concurrency and Parallelism
- Configuration
- Cryptography
- Data Analysis
- Data Validation
- Data Visualization
- Database Drivers
- Database
- Date and Time
- Debugging Tools
- Deep Learning
- DevOps Tools
- Distributed Computing
- Distribution
- Documentation
- Downloader
- E-commerce
- Editor Plugins and IDEs
- Enterprise Application Integrations
- Environment Management
- Files
- Foreign Function Interface
- Forms
- Functional Programming
- Game Development
- Geolocation
- GUI Development
- Hardware
- HTML Manipulation
- HTTP Clients
- Image Processing
- Implementations
- Interactive Interpreter
- Internationalization
- Job Scheduler
- Logging
- Machine Learning
- Miscellaneous
- Natural Language Processing
- Network Virtualization
- News Feed
- ORM
- Package Management
- Package Repositories
- Penetration testing
- Permissions
- Processes
- Recommender Systems
- Refactoring
- RESTful API
- Robotics
- RPC Servers
- Science
- Search
- Serialization
- Serverless Frameworks
- Shell
- Specific Formats Processing
- Static Site Generator
- Tagging
- Task Queues
- Template Engine
- Testing
- Text Processing
- Third-party APIs
- URL Manipulation
- Video
- Web Asset Management
- Web Content Extracting
- Web Crawling
- Web Frameworks
- WebSocket
- WSGI Servers
- Resources
- Contributing
管理面板
管理接口库
- ajenti – The admin panel your servers deserve.
- django-grappelli – A jazzy skin for the Django Admin-Interface.
- django-jet – Modern responsive template for the Django admin interface with improved functionality.
- django-suit – Alternative Django Admin-Interface (free only for Non-commercial use).
- django-xadmin – Drop-in replacement of Django admin comes with lots of goodies.
- flask-admin – Simple and extensible administrative interface framework for Flask.
- flower – Real-time monitor and web admin for Celery.
- jet-bridge – Admin panel framework for any application with nice UI (ex Jet Django)
- wooey – A Django app which creates automatic web UIs for Python scripts.
算法和设计模式
数据结构、算法和设计模式的Python实现。另见令人敬畏的算法
- Algorithms
- algorithms – Minimal examples of data structures and algorithms.
- python-ds – A collection of data structure and algorithms for coding interviews.
- sortedcontainers – Fast and pure-Python implementation of sorted collections.
- TheAlgorithms – All Algorithms implemented in Python.
- Design Patterns
- PyPattyrn – A simple yet effective library for implementing common design patterns.
- python-patterns – A collection of design patterns in Python.
- transitions – A lightweight, object-oriented finite state machine implementation.
ASGI服务器
与ASGI兼容的Web服务器
- daphne – A HTTP, HTTP2 and WebSocket protocol server for ASGI and ASGI-HTTP.
- uvicorn – A lightning-fast ASGI server implementation, using uvloop and httptools.
异步编程
- asyncio – (Python standard library) Asynchronous I/O, event loop, coroutines and tasks.
- trio – A friendly library for async concurrency and I/O.
- Twisted – An event-driven networking engine.
- uvloop – Ultra fast asyncio event loop.
音频
用于操作音频及其元数据的库
- Audio
- audioread – Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.
- dejavu – Audio fingerprinting and recognition.
- kapre – Keras Audio Preprocessors
- librosa – Python library for audio and music analysis
- matchering – A library for automated reference audio mastering.
- mingus – An advanced music theory and notation package with MIDI file and playback support.
- pyAudioAnalysis – Audio feature extraction, classification, segmentation and applications.
- pydub – Manipulate audio with a simple and easy high level interface.
- TimeSide – Open web audio processing framework.
- Metadata
- beets – A music library manager and MusicBrainz tagger.
- eyeD3 – A tool for working with audio files, specifically MP3 files containing ID3 metadata.
- mutagen – A Python module to handle audio metadata.
- tinytag – A library for reading music meta data of MP3, OGG, FLAC and Wave files.
身份验证
用于实现身份验证方案的库
- OAuth
- authlib – JavaScript Object Signing and Encryption draft implementation.
- django-allauth – Authentication app for Django that “just works.”
- django-oauth-toolkit – OAuth 2 goodies for Django.
- oauthlib – A generic and thorough implementation of the OAuth request-signing logic.
- python-oauth2 – A fully tested, abstract interface to creating OAuth clients and servers.
- python-social-auth – An easy-to-setup social authentication mechanism.
- JWT
- pyjwt – JSON Web Token implementation in Python.
- python-jose – A JOSE implementation in Python.
- python-jwt – A module for generating and verifying JSON Web Tokens.
构建工具
从源代码编译软件
- BitBake – A make-like build tool for embedded Linux.
- buildout – A build system for creating, assembling and deploying applications from multiple parts.
- PlatformIO – A console tool to build code with different development platforms.
- pybuilder – A continuous build tool written in pure Python.
- SCons – A software construction tool.
内置类增强功能
用于增强Python内置类的库
- attrs – Replacement for
__init__
,__eq__
,__repr__
, etc. boilerplate in class definitions. - bidict – Efficient, Pythonic bidirectional map data structures and related functionality..
- Box – Python dictionaries with advanced dot notation access.
- dataclasses – (Python standard library) Data classes.
- DottedDict – A library that provides a method of accessing lists and dicts with a dotted path notation.
CMS
内容管理系统
- django-cms – An Open source enterprise CMS based on the Django.
- feincms – One of the most advanced Content Management Systems built on Django.
- indico – A feature-rich event management system, made @ CERN.
- Kotti – A high-level, Pythonic web application framework built on Pyramid.
- mezzanine – A powerful, consistent, and flexible content management platform.
- plone – A CMS built on top of the open source application server Zope.
- quokka – Flexible, extensible, small CMS powered by Flask and MongoDB.
- wagtail – A Django content management system.
缓存
用于缓存数据的库
- beaker – A WSGI middleware for sessions and caching.
- django-cache-machine – Automatic caching and invalidation for Django models.
- django-cacheops – A slick ORM cache with automatic granular event-driven invalidation.
- dogpile.cache – dogpile.cache is next generation replacement for Beaker made by same authors.
- HermesCache – Python caching library with tag-based invalidation and dogpile effect prevention.
- pylibmc – A Python wrapper around the libmemcached interface.
- python-diskcache – SQLite and file backed cache backend with faster lookups than memcached and redis.
ChatOps工具
Chatbot开发库
- errbot – The easiest and most popular chatbot to implement ChatOps.
代码分析
静电分析工具,链接器和代码质量检查器。另见棒极了-静电-分析
- Code Analysis
- coala – Language independent and easily extendable code analysis application.
- code2flow – Turn your Python and JavaScript code into DOT flowcharts.
- prospector – A tool to analyse Python code.
- pycallgraph – A library that visualises the flow (call graph) of your Python application.
- vulture – A tool for finding and analysing dead Python code.
- Code Linters
- flake8 – A wrapper around
pycodestyle
,pyflakes
and McCabe. - pylama – A code audit tool for Python and JavaScript.
- pylint – A fully customizable source code analyzer.
- wemake-python-styleguide – The strictest and most opinionated python linter ever.
- flake8 – A wrapper around
- Code Formatters
- Static Type Checkers, also see awesome-python-typing
- mypy – Check variable types during compile time.
- pyre-check – Performant type checking.
- typeshed – Collection of library stubs for Python, with static types.
- Static Type Annotations Generators
- MonkeyType – A system for Python that generates static type annotations by collecting runtime types.
- pyannotate – Auto-generate PEP-484 annotations.
- pytype – Pytype checks and infers types for Python code – without requiring type annotations.
命令行界面开发
用于构建命令行应用程序的库
- Command-line Application Development
- cement – CLI Application Framework for Python.
- click – A package for creating beautiful command line interfaces in a composable way.
- cliff – A framework for creating command-line programs with multi-level commands.
- docopt – Pythonic command line arguments parser.
- python-fire – A library for creating command line interfaces from absolutely any Python object.
- python-prompt-toolkit – A library for building powerful interactive command lines.
- Terminal Rendering
- alive-progress – A new kind of Progress Bar, with real-time throughput, eta and very cool animations.
- asciimatics – A package to create full-screen text UIs (from interactive forms to ASCII animations).
- bashplotlib – Making basic plots in the terminal.
- colorama – Cross-platform colored terminal text.
- rich – Python library for rich text and beautiful formatting in the terminal. Also provides a great
RichHandler
log handler. - tqdm – Fast, extensible progress bar for loops and CLI.
命令行工具
基于CLI的实用工具,可提高工作效率
- Productivity Tools
- copier – A library and command-line utility for rendering projects templates.
- cookiecutter – A command-line utility that creates projects from cookiecutters (project templates).
- doitlive – A tool for live presentations in the terminal.
- howdoi – Instant coding answers via the command line.
- Invoke – A tool for managing shell-oriented subprocesses and organizing executable Python code into CLI-invokable tasks.
- PathPicker – Select files out of bash output.
- percol – Adds flavor of interactive selection to the traditional pipe concept on UNIX.
- thefuck – Correcting your previous console command.
- tmuxp – A tmux session manager.
- try – A dead simple CLI to try out python packages – it’s never been easier.
- CLI Enhancements
- httpie – A command line HTTP client, a user-friendly cURL replacement.
- iredis – Redis CLI with autocompletion and syntax highlighting.
- kube-shell – An integrated shell for working with the Kubernetes CLI.
- litecli – SQLite CLI with autocompletion and syntax highlighting.
- mycli – MySQL CLI with autocompletion and syntax highlighting.
- pgcli – PostgreSQL CLI with autocompletion and syntax highlighting.
- saws – A Supercharged aws-cli.
兼容性
用于从Python 2迁移到3的库
- python-future – The missing compatibility layer between Python 2 and Python 3.
- modernize – Modernizes Python code for eventual Python 3 migration.
- six – Python 2 and 3 compatibility utilities.
计算机视觉
计算机视觉图书馆
- EasyOCR – Ready-to-use OCR with 40+ languages supported.
- Face Recognition – Simple facial recognition library.
- Kornia – Open Source Differentiable Computer Vision Library for PyTorch.
- OpenCV – Open Source Computer Vision Library.
- pytesseract – A wrapper for Google Tesseract OCR.
- SimpleCV – An open source framework for building computer vision applications.
- tesserocr – Another simple, Pillow-friendly, wrapper around the
tesseract-ocr
API for OCR.
并发性和并行性
用于并发和并行执行的库。也请参见AWOWE-Asyncio
- concurrent.futures – (Python standard library) A high-level interface for asynchronously executing callables.
- eventlet – Asynchronous framework with WSGI support.
- gevent – A coroutine-based Python networking library that uses greenlet.
- multiprocessing – (Python standard library) Process-based parallelism.
- scoop – Scalable Concurrent Operations in Python.
- uvloop – Ultra fast implementation of
asyncio
event loop on top oflibuv
.
配置
用于存储和解析配置选项的库
- configobj – INI file parser with validation.
- configparser – (Python standard library) INI file parser.
- hydra – Hydra is a framework for elegantly configuring complex applications.
- profig – Config from multiple formats with value conversion.
- python-decouple – Strict separation of settings from code.
密码学
- cryptography – A package designed to expose cryptographic primitives and recipes to Python developers.
- paramiko – The leading native Python SSHv2 protocol library.
- passlib – Secure password storage/hashing library, very high level.
- pynacl – Python binding to the Networking and Cryptography (NaCl) library.
数据分析
用于数据分析的库
- AWS Data Wrangler – Pandas on AWS.
- Blaze – NumPy and Pandas interface to Big Data.
- Open Mining – Business Intelligence (BI) in Pandas interface.
- Optimus – Agile Data Science Workflows made easy with PySpark.
- Orange – Data mining, data visualization, analysis and machine learning through visual programming or scripts.
- Pandas – A library providing high-performance, easy-to-use data structures and data analysis tools.
数据验证
用于验证数据的库。在许多情况下用于表单
- Cerberus – A lightweight and extensible data validation library.
- colander – Validating and deserializing data obtained via XML, JSON, an HTML form post.
- jsonschema – An implementation of JSON Schema for Python.
- schema – A library for validating Python data structures.
- Schematics – Data Structure Validation.
- valideer – Lightweight extensible data validation and adaptation library.
- voluptuous – A Python data validation library.
数据可视化
用于可视化数据的库。另请参阅awawed-javascript
- Altair – Declarative statistical visualization library for Python.
- Bokeh – Interactive Web Plotting for Python.
- bqplot – Interactive Plotting Library for the Jupyter Notebook
- Cartopy – A cartographic python library with matplotlib support
- Dash – Built on top of Flask, React and Plotly aimed at analytical web applications.
- diagrams – Diagram as Code.
- Matplotlib – A Python 2D plotting library.
- plotnine – A grammar of graphics for Python based on ggplot2.
- Pygal – A Python SVG Charts Creator.
- PyGraphviz – Python interface to Graphviz.
- PyQtGraph – Interactive and realtime 2D/3D/Image plotting and science/engineering widgets.
- Seaborn – Statistical data visualization using Matplotlib.
- VisPy – High-performance scientific visualization based on OpenGL.
数据库
在Python中实现的数据库
- pickleDB – A simple and lightweight key-value store for Python.
- tinydb – A tiny, document-oriented database.
- ZODB – A native object database for Python. A key-value and object graph database.
数据库驱动程序
用于连接和操作数据库的库
- MySQL – awesome-mysql
- mysqlclient – MySQL connector with Python 3 support (mysql-python fork).
- PyMySQL – A pure Python MySQL driver compatible to mysql-python.
- PostgreSQL – awesome-postgres
- SQlite – awesome-sqlite
- sqlite3 – (Python standard library) SQlite interface compliant with DB-API 2.0
- SuperSQLite – A supercharged SQLite library built on top of apsw.
- Other Relational Databases
- pymssql – A simple database interface to Microsoft SQL Server.
- clickhouse-driver – Python driver with native interface for ClickHouse.
- NoSQL Databases
- cassandra-driver – The Python Driver for Apache Cassandra.
- happybase – A developer-friendly library for Apache HBase.
- kafka-python – The Python client for Apache Kafka.
- py2neo – A client library and toolkit for working with Neo4j.
- pymongo – The official Python client for MongoDB.
- redis-py – The Python client for Redis.
- Asynchronous Clients
- motor – The async Python driver for MongoDB.
日期和时间
用于处理日期和时间的库
- Arrow – A Python library that offers a sensible and human-friendly approach to creating, manipulating, formatting and converting dates, times and timestamps.
- Chronyk – A Python 3 library for parsing human-written times and dates.
- dateutil – Extensions to the standard Python datetime module.
- delorean – A library for clearing up the inconvenient truths that arise dealing with datetimes.
- maya – Datetimes for Humans.
- moment – A Python library for dealing with dates/times. Inspired by Moment.js.
- Pendulum – Python datetimes made easy.
- PyTime – An easy-to-use Python module which aims to operate date/time/datetime by string.
- pytz – World timezone definitions, modern and historical. Brings the tz database into Python.
- when.py – Providing user-friendly functions to help perform common date and time actions.
调试工具
用于调试代码的库
- pdb-like Debugger
- Tracing
- lptrace – strace for Python programs.
- manhole – Debugging UNIX socket connections and present the stacktraces for all threads and an interactive prompt.
- pyringe – Debugger capable of attaching to and injecting code into Python processes.
- python-hunter – A flexible code tracing toolkit.
- Profiler
- line_profiler – Line-by-line profiling.
- memory_profiler – Monitor Memory usage of Python code.
- py-spy – A sampling profiler for Python programs. Written in Rust.
- pyflame – A ptracing profiler For Python.
- vprof – Visual Python profiler.
- Others
- django-debug-toolbar – Display various debug information for Django.
- django-devserver – A drop-in replacement for Django’s runserver.
- flask-debugtoolbar – A port of the django-debug-toolbar to flask.
- icecream – Inspect variables, expressions, and program execution with a single, simple function call.
- pyelftools – Parsing and analyzing ELF files and DWARF debugging information.
深度学习
神经网络和深度学习的框架。另请参阅令人敬畏的深度学习
- caffe – A fast open framework for deep learning..
- keras – A high-level neural networks library and capable of running on top of either TensorFlow or Theano.
- mxnet – A deep learning framework designed for both efficiency and flexibility.
- pytorch – Tensors and Dynamic neural networks in Python with strong GPU acceleration.
- SerpentAI – Game agent framework. Use any video game as a deep learning sandbox.
- tensorflow – The most popular Deep Learning framework created by Google.
- Theano – A library for fast numerical computation.
DevOps工具
适用于DevOps的软件和库
- Configuration Management
- ansible – A radically simple IT automation platform.
- cloudinit – A multi-distribution package that handles early initialization of a cloud instance.
- OpenStack – Open source software for building private and public clouds.
- pyinfra – A versatile CLI tools and python libraries to automate infrastructure.
- saltstack – Infrastructure automation and management system.
- SSH-style Deployment
- Process Management
- honcho – A Python clone of Foreman, for managing Procfile-based applications.
- supervisor – Supervisor process control system for UNIX.
- Monitoring
- psutil – A cross-platform process and system utilities module.
- Backup
- BorgBackup – A deduplicating archiver with compression and encryption.
- Others
- docker-compose – Fast, isolated development environments using Docker.
分布式计算
分布式计算的框架和库
- Batch Processing
- dask – A flexible parallel computing library for analytic computing.
- luigi – A module that helps you build complex pipelines of batch jobs.
- mrjob – Run MapReduce jobs on Hadoop or Amazon Web Services.
- PySpark – Apache Spark Python API.
- Ray – A system for parallel and distributed Python that unifies the machine learning ecosystem.
- Stream Processing
- faust – A stream processing library, porting the ideas from Kafka Streams to Python.
- streamparse – Run Python code against real-time streams of data via Apache Storm.
分布
为发行版创建打包的可执行文件的库
- dh-virtualenv – Build and distribute a virtualenv as a Debian package.
- Nuitka – Compile scripts, modules, packages to an executable or extension module.
- py2app – Freezes Python scripts (Mac OS X).
- py2exe – Freezes Python scripts (Windows).
- pyarmor – A tool used to obfuscate python scripts, bind obfuscated scripts to fixed machine or expire obfuscated scripts.
- PyInstaller – Converts Python programs into stand-alone executables (cross-platform).
- pynsist – A tool to build Windows installers, installers bundle Python itself.
- shiv – A command line utility for building fully self-contained zipapps (PEP 441), but with all their dependencies included.
文档
用于生成项目文档的库
- sphinx – Python Documentation generator.
- pdoc – Epydoc replacement to auto generate API documentation for Python libraries.
- pycco – The literate-programming-style documentation generator.
下载器
用于下载的库
- akshare – A financial data interface library, built for human beings!
- s3cmd – A command line tool for managing Amazon S3 and CloudFront.
- s4cmd – Super S3 command line tool, good for higher performance.
- you-get – A YouTube/Youku/Niconico video downloader written in Python 3.
- youtube-dl – A small command-line program to download videos from YouTube.
电子商务
电子商务和支付的框架和库
- alipay – Unofficial Alipay API for Python.
- Cartridge – A shopping cart app built using the Mezzanine.
- django-oscar – An open-source e-commerce framework for Django.
- django-shop – A Django based shop system.
- forex-python – Foreign exchange rates, Bitcoin price index and currency conversion.
- merchant – A Django app to accept payments from various payment processors.
- money –
Money
class with optional CLDR-backed locale-aware formatting and an extensible currency exchange. - python-currencies – Display money format and its filthy currencies.
- saleor – An e-commerce storefront for Django.
- shoop – An open source E-Commerce platform based on Django.
编辑器插件和IDE
- Emacs
- elpy – Emacs Python Development Environment.
- Sublime Text
- anaconda – Anaconda turns your Sublime Text 3 in a full featured Python development IDE.
- SublimeJEDI – A Sublime Text plugin to the awesome auto-complete library Jedi.
- Vim
- jedi-vim – Vim bindings for the Jedi auto-completion library for Python.
- python-mode – An all in one plugin for turning Vim into a Python IDE.
- YouCompleteMe – Includes Jedi-based completion engine for Python.
- Visual Studio
- PTVS – Python Tools for Visual Studio.
- Visual Studio Code
- Python – The official VSCode extension with rich support for Python.
- IDE
电子邮件
用于发送和解析电子邮件的库
- Mail Servers
- Clients
- Others
企业应用程序集成
用于在企业环境中进行系统集成的平台和工具
- Zato – ESB, SOA, REST, APIs and Cloud Integrations in Python.
环境管理
用于Python版本和虚拟环境管理的库
- pyenv – Simple Python version management.
- virtualenv – A tool to create isolated Python environments.
文件
用于文件操作和MIME类型检测的库
- mimetypes – (Python standard library) Map filenames to MIME types.
- path.py – A module wrapper for os.path.
- pathlib – (Python standard library) An cross-platform, object-oriented path library.
- PyFilesystem2 – Python’s filesystem abstraction layer.
- python-magic – A Python interface to the libmagic file type identification library.
- Unipath – An object-oriented approach to file/directory operations.
- watchdog – API and shell utilities to monitor file system events.
外来函数接口
用于提供外来函数接口的库
- cffi – Foreign Function Interface for Python calling C code.
- ctypes – (Python standard library) Foreign Function Interface for Python calling C code.
- PyCUDA – A Python wrapper for Nvidia’s CUDA API.
- SWIG – Simplified Wrapper and Interface Generator.
表格
用于处理表单的库
- Deform – Python HTML form generation library influenced by the formish form generation library.
- django-bootstrap3 – Bootstrap 3 integration with Django.
- django-bootstrap4 – Bootstrap 4 integration with Django.
- django-crispy-forms – A Django app which lets you create beautiful forms in a very elegant and DRY way.
- django-remote-forms – A platform independent Django form serializer.
- WTForms – A flexible forms validation and rendering library.
函数式程序设计
使用Python进行函数式编程
- Coconut – A variant of Python built for simple, elegant, Pythonic functional programming.
- CyToolz – Cython implementation of
Toolz
: High performance functional utilities. - fn.py – Functional programming in Python: implementation of missing features to enjoy FP.
- funcy – A fancy and practical functional tools.
- more-itertools – More routines for operating on iterables, beyond
itertools
. - returns – A set of type-safe monads, transformers, and composition utilities.
- Toolz – A collection of functional utilities for iterators, functions, and dictionaries.
GUI开发
用于使用图形用户界面应用程序的库
- curses – Built-in wrapper for ncurses used to create terminal GUI applications.
- Eel – A library for making simple Electron-like offline HTML/JS GUI apps.
- enaml – Creating beautiful user-interfaces with Declarative Syntax like QML.
- Flexx – Flexx is a pure Python toolkit for creating GUI’s, that uses web technology for its rendering.
- Gooey – Turn command line programs into a full GUI application with one line.
- kivy – A library for creating NUI applications, running on Windows, Linux, Mac OS X, Android and iOS.
- pyglet – A cross-platform windowing and multimedia library for Python.
- PyGObject – Python Bindings for GLib/GObject/GIO/GTK+ (GTK+3).
- PyQt – Python bindings for the Qt cross-platform application and UI framework.
- PySimpleGUI – Wrapper for tkinter, Qt, WxPython and Remi.
- pywebview – A lightweight cross-platform native wrapper around a webview component.
- Tkinter – Tkinter is Python’s de-facto standard GUI package.
- Toga – A Python native, OS native GUI toolkit.
- urwid – A library for creating terminal GUI applications with strong support for widgets, events, rich colors, etc.
- wxPython – A blending of the wxWidgets C++ class library with the Python.
- DearPyGui – A Simple GPU accelerated Python GUI framework
图形QL
用于使用GraphQL的库
- graphene – GraphQL framework for Python.
- tartiflette-aiohttp – An
aiohttp
-based wrapper for Tartiflette to expose GraphQL APIs over HTTP. - tartiflette-asgi – ASGI support for the Tartiflette GraphQL engine.
- tartiflette – SDL-first GraphQL engine implementation for Python 3.6+ and asyncio.
游戏开发
超棒的游戏开发库
- Arcade – Arcade is a modern Python framework for crafting games with compelling graphics and sound.
- Cocos2d – cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications.
- Harfang3D – Python framework for 3D, VR and game development.
- Panda3D – 3D game engine developed by Disney.
- Pygame – Pygame is a set of Python modules designed for writing games.
- PyOgre – Python bindings for the Ogre 3D render engine, can be used for games, simulations, anything 3D.
- PyOpenGL – Python ctypes bindings for OpenGL and it’s related APIs.
- PySDL2 – A ctypes based wrapper for the SDL2 library.
- RenPy – A Visual Novel engine.
地理位置
用于对地址进行地理编码以及处理纬度和经度的库
- django-countries – A Django app that provides a country field for models and forms.
- GeoDjango – A world-class geographic web framework.
- GeoIP – Python API for MaxMind GeoIP Legacy Database.
- geojson – Python bindings and utilities for GeoJSON.
- geopy – Python Geocoding Toolbox.
HTML操作
用于处理HTML和XML的库
- BeautifulSoup – Providing Pythonic idioms for iterating, searching, and modifying HTML or XML.
- bleach – A whitelist-based HTML sanitization and text linkification library.
- cssutils – A CSS library for Python.
- html5lib – A standards-compliant library for parsing and serializing HTML documents and fragments.
- lxml – A very fast, easy-to-use and versatile library for handling HTML and XML.
- MarkupSafe – Implements a XML/HTML/XHTML Markup safe string for Python.
- pyquery – A jQuery-like library for parsing HTML.
- untangle – Converts XML documents to Python objects for easy access.
- WeasyPrint – A visual rendering engine for HTML and CSS that can export to PDF.
- xmldataset – Simple XML Parsing.
- xmltodict – Working with XML feel like you are working with JSON.
HTTP客户端
用于使用HTTP的库
- grequests – requests + gevent for asynchronous HTTP requests.
- httplib2 – Comprehensive HTTP client library.
- httpx – A next generation HTTP client for Python.
- requests – HTTP Requests for Humans.
- treq – Python requests like API built on top of Twisted’s HTTP client.
- urllib3 – A HTTP library with thread-safe connection pooling, file post support, sanity friendly.
硬件
用于硬件编程的库
- ino – Command line toolkit for working with Arduino.
- keyboard – Hook and simulate global keyboard events on Windows and Linux.
- mouse – Hook and simulate global mouse events on Windows and Linux.
- Pingo – Pingo provides a uniform API to program devices like the Raspberry Pi, pcDuino, Intel Galileo, etc.
- PyUserInput – A module for cross-platform control of the mouse and keyboard.
- scapy – A brilliant packet manipulation library.
图像处理
用于操作图像的库
- hmap – Image histogram remapping.
- imgSeek – A project for searching a collection of images using visual similarity.
- nude.py – Nudity detection.
- pagan – Retro identicon (Avatar) generation based on input string and hash.
- pillow – Pillow is the friendly PIL fork.
- python-barcode – Create barcodes in Python with no extra dependencies.
- pygram – Instagram-like image filters.
- PyMatting – A library for alpha matting.
- python-qrcode – A pure Python QR Code generator.
- pywal – A tool that generates color schemes from images.
- pyvips – A fast image processing library with low memory needs.
- Quads – Computer art based on quadtrees.
- scikit-image – A Python library for (scientific) image processing.
- thumbor – A smart imaging service. It enables on-demand crop, re-sizing and flipping of images.
- wand – Python bindings for MagickWand, C API for ImageMagick.
实施方案
Python的实现
- CLPython – Implementation of the Python programming language written in Common Lisp.
- CPython – Default, most widely used implementation of the Python programming language written in C.
- Cython – Optimizing Static Compiler for Python.
- Grumpy – More compiler than interpreter as more powerful CPython2.7 replacement (alpha).
- IronPython – Implementation of the Python programming language written in C#.
- Jython – Implementation of Python programming language written in Java for the JVM.
- MicroPython – A lean and efficient Python programming language implementation.
- Numba – Python JIT compiler to LLVM aimed at scientific Python.
- PeachPy – x86-64 assembler embedded in Python.
- Pyjion – A JIT for Python based upon CoreCLR.
- PyPy – A very fast and compliant implementation of the Python language.
- Pyston – A Python implementation using JIT techniques.
- Stackless Python – An enhanced version of the Python programming language.
交互式口译器
交互式Python解释器(REPL)
- bpython – A fancy interface to the Python interpreter.
- Jupyter Notebook (IPython) – A rich toolkit to help you make the most out of using Python interactively.
- ptpython – Advanced Python REPL built on top of the python-prompt-toolkit.
国际化
用于使用I18n的库
- Babel – An internationalization library for Python.
- PyICU – A wrapper of International Components for Unicode C++ library (ICU).
作业调度器
用于调度作业的库
- Airflow – Airflow is a platform to programmatically author, schedule and monitor workflows.
- APScheduler – A light but powerful in-process task scheduler that lets you schedule functions.
- django-schedule – A calendaring app for Django.
- doit – A task runner and build tool.
- gunnery – Multipurpose task execution tool for distributed systems with web-based interface.
- Joblib – A set of tools to provide lightweight pipelining in Python.
- Plan – Writing crontab file in Python like a charm.
- Prefect – A modern workflow orchestration framework that makes it easy to build, schedule and monitor robust data pipelines.
- schedule – Python job scheduling for humans.
- Spiff – A powerful workflow engine implemented in pure Python.
- TaskFlow – A Python library that helps to make task execution easy, consistent and reliable.
日志记录
用于生成和使用日志的库
- logbook – Logging replacement for Python.
- logging – (Python standard library) Logging facility for Python.
- loguru – Library which aims to bring enjoyable logging in Python.
- sentry-python – Sentry SDK for Python.
- structlog – Structured logging made easy.
机器学习
机器学习库。另见令人敬畏的机器学习
- gym – A toolkit for developing and comparing reinforcement learning algorithms.
- H2O – Open Source Fast Scalable Machine Learning Platform.
- Metrics – Machine learning evaluation metrics.
- NuPIC – Numenta Platform for Intelligent Computing.
- scikit-learn – The most popular Python library for Machine Learning.
- Spark ML – Apache Spark‘s scalable Machine Learning library.
- vowpal_porpoise – A lightweight Python wrapper for Vowpal Wabbit.
- xgboost – A scalable, portable, and distributed gradient boosting library.
- MindsDB – MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
Microsoft Windows
Microsoft Windows上的Python编程
- Python(x,y) – Scientific-applications-oriented Python Distribution based on Qt and Spyder.
- pythonlibs – Unofficial Windows binaries for Python extension packages.
- PythonNet – Python Integration with the .NET Common Language Runtime (CLR).
- PyWin32 – Python Extensions for Windows.
- WinPython – Portable development environment for Windows 7/8.
杂项
不属于上述类别的有用的库或工具
- blinker – A fast Python in-process signal/event dispatching system.
- boltons – A set of pure-Python utilities.
- itsdangerous – Various helpers to pass trusted data to untrusted environments.
- magenta – A tool to generate music and art using artificial intelligence.
- pluginbase – A simple but flexible plugin system for Python.
- tryton – A general purpose business framework.
自然语言处理
用于处理人类语言的库
- General
- gensim – Topic Modeling for Humans.
- langid.py – Stand-alone language identification system.
- nltk – A leading platform for building Python programs to work with human language data.
- pattern – A web mining module.
- polyglot – Natural language pipeline supporting hundreds of languages.
- pytext – A natural language modeling framework based on PyTorch.
- PyTorch-NLP – A toolkit enabling rapid deep learning NLP prototyping for research.
- spacy – A library for industrial-strength natural language processing in Python and Cython.
- Stanza – The Stanford NLP Group’s official Python library, supporting 60+ languages.
- Chinese
- funNLP – A collection of tools and datasets for Chinese NLP.
- jieba – The most popular Chinese text segmentation library.
- pkuseg-python – A toolkit for Chinese word segmentation in various domains.
- snownlp – A library for processing Chinese text.
网络虚拟化
虚拟网络和SDN(软件定义网络)的工具和库
- mininet – A popular network emulator and API written in Python.
- napalm – Cross-vendor API to manipulate network devices.
- pox – A Python-based SDN control applications, such as OpenFlow SDN controllers.
新闻提要
用于构建用户活动的库
- django-activity-stream – Generating generic activity streams from the actions on your site.
- Stream Framework – Building news feed and notification systems using Cassandra and Redis.
ORM
实现对象关系映射或数据映射技术的库
- Relational Databases
- Django Models – The Django ORM.
- SQLAlchemy – The Python SQL Toolkit and Object Relational Mapper.
- dataset – Store Python dicts in a database – works with SQLite, MySQL, and PostgreSQL.
- orator – The Orator ORM provides a simple yet beautiful ActiveRecord implementation.
- orm – An async ORM.
- peewee – A small, expressive ORM.
- pony – ORM that provides a generator-oriented interface to SQL.
- pydal – A pure Python Database Abstraction Layer.
- NoSQL Databases
- hot-redis – Rich Python data types for Redis.
- mongoengine – A Python Object-Document-Mapper for working with MongoDB.
- PynamoDB – A Pythonic interface for Amazon DynamoDB.
- redisco – A Python Library for Simple Models and Containers Persisted in Redis.
套餐管理
用于包和依赖项管理的库
- pip – The package installer for Python.
- conda – Cross-platform, Python-agnostic binary package manager.
- poetry – Python dependency management and packaging made easy.
包资料档案库
本地PyPI存储库服务器和代理
- bandersnatch – PyPI mirroring tool provided by Python Packaging Authority (PyPA).
- devpi – PyPI server and packaging/testing/release tool.
- localshop – Local PyPI server (custom packages and auto-mirroring of pypi).
- warehouse – Next generation Python Package Repository (PyPI).
渗透试验
渗透测试的框架和工具
- fsociety – A Penetration testing framework.
- setoolkit – A toolkit for social engineering.
- sqlmap – Automatic SQL injection and database takeover tool.
权限
允许或拒绝用户访问数据或功能的库
- django-guardian – Implementation of per object permissions for Django 1.2+
- django-rules – A tiny but powerful app providing object-level permissions to Django, without requiring a database.
流程
用于启动操作系统进程并与其通信的库
- delegator.py – Subprocesses for Humans 2.0.
- sarge – Yet another wrapper for subprocess.
- sh – A full-fledged subprocess replacement for Python.
推荐系统
用于构建推荐系统的库
- annoy – Approximate Nearest Neighbors in C++/Python optimized for memory usage.
- fastFM – A library for Factorization Machines.
- implicit – A fast Python implementation of collaborative filtering for implicit datasets.
- libffm – A library for Field-aware Factorization Machine (FFM).
- lightfm – A Python implementation of a number of popular recommendation algorithms.
- spotlight – Deep recommender models using PyTorch.
- Surprise – A scikit for building and analyzing recommender systems.
- tensorrec – A Recommendation Engine Framework in TensorFlow.
重构
Python的重构工具和库
- Bicycle Repair Man – Bicycle Repair Man, a refactoring tool for Python.
- Bowler – Safe code refactoring for modern Python.
- Rope – Rope is a python refactoring library.
RESTful API
用于构建REST风格API的库
- Django
- django-rest-framework – A powerful and flexible toolkit to build web APIs.
- django-tastypie – Creating delicious APIs for Django apps.
- Flask
- eve – REST API framework powered by Flask, MongoDB and good intentions.
- flask-api – Browsable Web APIs for Flask.
- flask-restful – Quickly building REST APIs for Flask.
- Pyramid
- cornice – A RESTful framework for Pyramid.
- Framework agnostic
- apistar – A smart Web API framework, designed for Python 3.
- falcon – A high-performance framework for building cloud APIs and web app backends.
- fastapi – A modern, fast, web framework for building APIs with Python 3.6+ based on standard Python type hints.
- hug – A Python 3 framework for cleanly exposing APIs.
- sandman2 – Automated REST APIs for existing database-driven systems.
- sanic – A Python 3.6+ web server and web framework that’s written to go fast.
- vibora – Fast, efficient and asynchronous Web framework inspired by Flask.
机器人学
机器人图书馆
- PythonRobotics – This is a compilation of various robotics algorithms with visualizations.
- rospy – This is a library for ROS (Robot Operating System).
RPC服务器
与RPC兼容的服务器
- RPyC (Remote Python Call) – A transparent and symmetric RPC library for Python
- zeroRPC – zerorpc is a flexible RPC implementation based on ZeroMQ and MessagePack.
科学
用于科学计算的库。另请参阅面向科学家的Python
- astropy – A community Python library for Astronomy.
- bcbio-nextgen – Providing best-practice pipelines for fully automated high throughput sequencing analysis.
- bccb – Collection of useful code related to biological analysis.
- Biopython – Biopython is a set of freely available tools for biological computation.
- cclib – A library for parsing and interpreting the results of computational chemistry packages.
- Colour – Implementing a comprehensive number of colour theory transformations and algorithms.
- Karate Club – Unsupervised machine learning toolbox for graph structured data.
- NetworkX – A high-productivity software for complex networks.
- NIPY – A collection of neuroimaging toolkits.
- NumPy – A fundamental package for scientific computing with Python.
- ObsPy – A Python toolbox for seismology.
- Open Babel – A chemical toolbox designed to speak the many languages of chemical data.
- PyDy – Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
- PyMC – Markov Chain Monte Carlo sampling toolkit.
- QuTiP – Quantum Toolbox in Python.
- RDKit – Cheminformatics and Machine Learning Software.
- SciPy – A Python-based ecosystem of open-source software for mathematics, science, and engineering.
- SimPy – A process-based discrete-event simulation framework.
- statsmodels – Statistical modeling and econometrics in Python.
- SymPy – A Python library for symbolic mathematics.
- Zipline – A Pythonic algorithmic trading library.
搜索
用于对数据进行索引和执行搜索查询的库和软件
- django-haystack – Modular search for Django.
- elasticsearch-dsl-py – The official high-level Python client for Elasticsearch.
- elasticsearch-py – The official low-level Python client for Elasticsearch.
- pysolr – A lightweight Python wrapper for Apache Solr.
- whoosh – A fast, pure Python search engine library.
序列化
用于序列化复杂数据类型的库
- marshmallow – A lightweight library for converting complex objects to and from simple Python datatypes.
- pysimdjson – A Python bindings for simdjson.
- python-rapidjson – A Python wrapper around RapidJSON.
- ultrajson – A fast JSON decoder and encoder written in C with Python bindings.
无服务器框架
用于开发无服务器Python代码的框架
- python-lambda – A toolkit for developing and deploying Python code in AWS Lambda.
- Zappa – A tool for deploying WSGI applications on AWS Lambda and API Gateway.
壳
基于Python的Shell
- xonsh – A Python-powered, cross-platform, Unix-gazing shell language and command prompt.
特定格式处理
用于解析和操作特定文本格式的库
- General
- tablib – A module for Tabular Datasets in XLS, CSV, JSON, YAML.
- Office
- docxtpl – Editing a docx document by jinja2 template
- openpyxl – A library for reading and writing Excel 2010 xlsx/xlsm/xltx/xltm files.
- pyexcel – Providing one API for reading, manipulating and writing csv, ods, xls, xlsx and xlsm files.
- python-docx – Reads, queries and modifies Microsoft Word 2007/2008 docx files.
- python-pptx – Python library for creating and updating PowerPoint (.pptx) files.
- unoconv – Convert between any document format supported by LibreOffice/OpenOffice.
- XlsxWriter – A Python module for creating Excel .xlsx files.
- xlwings – A BSD-licensed library that makes it easy to call Python from Excel and vice versa.
- xlwt / xlrd – Writing and reading data and formatting information from Excel files.
- Markdown
- Mistune – Fastest and full featured pure Python parsers of Markdown.
- Python-Markdown – A Python implementation of John Gruber’s Markdown.
- YAML
- PyYAML – YAML implementations for Python.
- CSV
- csvkit – Utilities for converting to and working with CSV.
- Archive
- unp – A command line tool that can unpack archives easily.
静电网站生成器
静电网站生成器是一个软件,它接受一些文本+模板作为输入,并在输出上生成Html文件
- lektor – An easy to use static CMS and blog engine.
- mkdocs – Markdown friendly documentation generator.
- makesite – Simple, lightweight, and magic-free static site/blog generator (< 130 lines).
- nikola – A static website and blog generator.
- pelican – Static site generator that supports Markdown and reST syntax.
加标签
用于标记项目的库
- django-taggit – Simple tagging for Django.
任务队列
用于处理任务队列的库
- celery – An asynchronous task queue/job queue based on distributed message passing.
- dramatiq – A fast and reliable background task processing library for Python 3.
- huey – Little multi-threaded task queue.
- mrq – A distributed worker task queue in Python using Redis & gevent.
- rq – Simple job queues for Python.
模板引擎
用于模板化和词法分析的库和工具
- Genshi – Python templating toolkit for generation of web-aware output.
- Jinja2 – A modern and designer friendly templating language.
- Mako – Hyperfast and lightweight templating for the Python platform.
测试
用于测试代码库和生成测试数据的库
- Testing Frameworks
- hypothesis – Hypothesis is an advanced Quickcheck style property based testing library.
- nose2 – The successor to
nose
, based on `unittest2. - pytest – A mature full-featured Python testing tool.
- Robot Framework – A generic test automation framework.
- unittest – (Python standard library) Unit testing framework.
- Test Runners
- GUI / Web Testing
- locust – Scalable user load testing tool written in Python.
- PyAutoGUI – PyAutoGUI is a cross-platform GUI automation Python module for human beings.
- Schemathesis – A tool for automatic property-based testing of web applications built with Open API / Swagger specifications.
- Selenium – Python bindings for Selenium WebDriver.
- sixpack – A language-agnostic A/B Testing framework.
- splinter – Open source tool for testing web applications.
- Mock
- doublex – Powerful test doubles framework for Python.
- freezegun – Travel through time by mocking the datetime module.
- httmock – A mocking library for requests for Python 2.6+ and 3.2+.
- httpretty – HTTP request mock tool for Python.
- mock – (Python standard library) A mocking and patching library.
- mocket – A socket mock framework with gevent/asyncio/SSL support.
- responses – A utility library for mocking out the requests Python library.
- VCR.py – Record and replay HTTP interactions on your tests.
- Object Factories
- factory_boy – A test fixtures replacement for Python.
- mixer – Another fixtures replacement. Supports Django, Flask, SQLAlchemy, Peewee and etc.
- model_mommy – Creating random fixtures for testing in Django.
- Code Coverage
- coverage – Code coverage measurement.
- Fake Data
文本处理
用于解析和操作纯文本的库
- General
- chardet – Python 2/3 compatible character encoding detector.
- difflib – (Python standard library) Helpers for computing deltas.
- ftfy – Makes Unicode text less broken and more consistent automagically.
- fuzzywuzzy – Fuzzy String Matching.
- Levenshtein – Fast computation of Levenshtein distance and string similarity.
- pangu.py – Paranoid text spacing.
- pyfiglet – An implementation of figlet written in Python.
- pypinyin – Convert Chinese hanzi (漢字) to pinyin (拼音).
- textdistance – Compute distance between sequences with 30+ algorithms.
- unidecode – ASCII transliterations of Unicode text.
- Slugify
- awesome-slugify – A Python slugify library that can preserve unicode.
- python-slugify – A Python slugify library that translates unicode to ASCII.
- unicode-slugify – A slugifier that generates unicode slugs with Django as a dependency.
- Unique identifiers
- Parser
- ply – Implementation of lex and yacc parsing tools for Python.
- pygments – A generic syntax highlighter.
- pyparsing – A general purpose framework for generating parsers.
- python-nameparser – Parsing human names into their individual components.
- python-phonenumbers – Parsing, formatting, storing and validating international phone numbers.
- python-user-agents – Browser user agent parser.
- sqlparse – A non-validating SQL parser.
第三方接口
用于访问第三方服务API的库。另请参阅Python API包装器和库列表
- apache-libcloud – One Python library for all clouds.
- boto3 – Python interface to Amazon Web Services.
- django-wordpress – WordPress models and views for Django.
- facebook-sdk – Facebook Platform Python SDK.
- google-api-python-client – Google APIs Client Library for Python.
- gspread – Google Spreadsheets Python API.
- twython – A Python wrapper for the Twitter API.
URL操作
用于解析URL的库
- furl – A small Python library that makes parsing and manipulating URLs easy.
- purl – A simple, immutable URL class with a clean API for interrogation and manipulation.
- pyshorteners – A pure Python URL shortening lib.
- webargs – A friendly library for parsing HTTP request arguments with built-in support for popular web frameworks.
视频
用于操作视频和GIF的库
- moviepy – A module for script-based movie editing with many formats, including animated GIFs.
- scikit-video – Video processing routines for SciPy.
- vidgear – Most Powerful multi-threaded Video Processing framework.
Web资产管理
用于管理、压缩和缩小网站资产的工具
- django-compressor – Compresses linked and inline JavaScript or CSS into a single cached file.
- django-pipeline – An asset packaging library for Django.
- django-storages – A collection of custom storage back ends for Django.
- fanstatic – Packages, optimizes, and serves static file dependencies as Python packages.
- fileconveyor – A daemon to detect and sync files to CDNs, S3 and FTP.
- flask-assets – Helps you integrate webassets into your Flask app.
- webassets – Bundles, optimizes, and manages unique cache-busting URLs for static resources.
Web内容提取
用于提取Web内容的库
- html2text – Convert HTML to Markdown-formatted text.
- lassie – Web Content Retrieval for Humans.
- micawber – A small library for extracting rich content from URLs.
- newspaper – News extraction, article extraction and content curation in Python.
- python-readability – Fast Python port of arc90’s readability tool.
- requests-html – Pythonic HTML Parsing for Humans.
- sumy – A module for automatic summarization of text documents and HTML pages.
- textract – Extract text from any document, Word, PowerPoint, PDFs, etc.
- toapi – Every web site provides APIs.
网络爬行
用于自动执行Web抓取的库
- cola – A distributed crawling framework.
- feedparser – Universal feed parser.
- grab – Site scraping framework.
- MechanicalSoup – A Python library for automating interaction with websites.
- portia – Visual scraping for Scrapy.
- pyspider – A powerful spider system.
- robobrowser – A simple, Pythonic library for browsing the web without a standalone web browser.
- scrapy – A fast high-level screen scraping and web crawling framework.
Web框架
传统的全栈Web框架。另请参阅REST风格的API
- Synchronous
- Asynchronous
- Tornado – A web framework and asynchronous networking library.
WebSocket
用于使用WebSocket的库
- autobahn-python – WebSocket & WAMP for Python on Twisted and asyncio.
- channels – Developer-friendly asynchrony for Django.
- websockets – A library for building WebSocket servers and clients with a focus on correctness and simplicity.
WSGI服务器
与WSGI兼容的Web服务器
- bjoern – Asynchronous, very fast and written in C.
- gunicorn – Pre-forked, ported from Ruby’s Unicorn project.
- uWSGI – A project aims at developing a full stack for building hosting services, written in C.
- waitress – Multi-threaded, powers Pyramid.
- werkzeug – A WSGI utility library for Python that powers Flask and can easily be embedded into your own projects.
Resources
在何处查找学习资源或新的Python库
书籍
网站
- Tutorials
- Libraries
- Others
时事通讯
播客
- Django Chat
- Podcast.__init__
- Python Bytes
- Running in Production
- Talk Python To Me
- Test and Code
- The Real Python Podcast
Contributing
我们永远欢迎您的贡献!请先看一下投稿指南。
如果我不确定这些库是否很棒,我会保留一些拉取请求,您可以通过向它们添加:+1:来投票支持它们。当票数达到20时,拉取请求将被合并
如果您对这份固执己见的列表有任何疑问,请不要犹豫,请在Twitter上联系我@VintaChen,或者在GitHub上打开一个问题