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Python资源列表-Awesome Python,收藏吧,基本全了

发布时间:2020-08-06 14:49:22 来源:网络 阅读:1132 作者:平山 栏目:编程语言

记得当初学C/C++,留下的深刻印象就是严肃、谨慎,特别关注功能函数实现,写代码前会经常看书,怕自己犯低级又不可知的错误,像那些经典《C和指针》、《C缺陷和陷阱》、《编程之美》等等,读到最后感觉这些书已经不是在写编程了,而是在写哲学,设计的美学,虽然现在都忘的一干二净了....


然后,接触Python,刚开始别扭的要命,单这一条把函数代码块的大括号换成冒号+缩进就看不过去,太随意太任性啦。但是,后来居然渐渐觉得这家伙真美,真洒脱,要搞个什么出来都有一大堆架子,似乎不用再费心思细节实现,只要把注意力放在设计好整体功能逻辑,直接找现成框架、库、有时连相关文档都不想看,就急着开始拼装,边拼边看文档,很快就能达成目的,所以,面试时遇到有的候选人,么有任何计算机基础都说自己会python,会Python啊,只能说入门太简单了。


不过,任何事情想精进、精通都不是那么容易的,只是入门有难易之别,给人的错觉罢了。


Python关注解决问题的方法,而不在具体的底层细节实现,所以,架子很多,这要感谢Python社区、爱好者的无私奉献,比如这哥们儿,Kenneth Reitz。


扯了这么多,回到正题,其实,本文就是想介绍Python在各个领域的框架、第三方库或工具资源,混个眼熟,说不定什么时候用上了,谁让python手那么长呢,哈哈


资源列表来源:

https://awesome-python.com/



管理面板

Libraries for administrative interfaces.

  • ajenti - The admin panel your servers deserve.

  • django-grappelli - A jazzy skin for the Django Admin-Interface.

  • 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.

  • wooey - A Django app which creates automatic web UIs for Python scripts



算法计模式

Python implementation of algorithms and design patterns.

  • algorithms - Minimal examples of data structures and algorithms in Python.

  • PyPattyrn - A simple yet effective library for implementing common design patterns.

  • python-patterns - A collection of design patterns in Python.

  • sortedcontainers - Fast, pure-Python implementation of SortedList, SortedDict, and SortedSet types.



音频

Libraries for manipulating audio and its metadata.

  • Audio

    • audioread - Cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio decoding.

    • dejavu - Audio fingerprinting and recognition.

    • mingus - An advanced music theory and notation package with MIDI file and playback support.

    • pyAudioAnalysis - Python Audio Analysis Library: 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.



视频


Libraries for manipulating video and GIFs.

  • moviepy - A module for script-based movie editing with many formats, including animated GIFs.

  • scikit-video - Video processing routines for SciPy.



认证

Libraries for implementing authentications schemes.

  • 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-oauth3 - 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.



加密


  • cryptography - A package designed to expose cryptographic primitives and recipes to Python developers.

  • paramiko - A Python (2.6+, 3.3+) implementation of the SSHv2 protocol, providing both client and server functionality.

  • passlib - Secure password storage/hashing library, very high level.

  • pynacl - Python binding to the Networking and Cryptography (NaCl) library.



构建工具

Compile software from source code.

  • 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.



DevOps工具

Software and libraries for DevOps.

  • ansible - A radically simple IT automation platform.

  • cloudinit - A multi-distribution package that handles early initialization of a cloud instance.

  • cuisine - Chef-like functionality for Fabric.

  • docker-compose - Fast, isolated development environments using Docker.

  • fabric - A simple, Pythonic tool for remote execution and deployment.

  • fabtools - Tools for writing awesome Fabric files.

  • honcho - A Python clone of Foreman, for managing Procfile-based applications.

  • OpenStack - Open source software for building private and public clouds.

  • pexpect - Controlling interactive programs in a pseudo-terminal like GNU expect.

  • psutil - A cross-platform process and system utilities module.

  • saltstack - Infrastructure automation and management system.

  • supervisor - Supervisor process control system for UNIX.



内容管理系统

Content Management Systems.

  • wagtail - A Django content management system.

  • django-cms - An Open source enterprise CMS based on the Django.

  • feincms - One of the most advanced Content Management Systems built on Django.

  • 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.



ORM

Libraries that implement Object-Relational Mapping or data mapping techniques.

  • Relational Databases

    • awesome-sqlalchemy

    • Django Models - A part of Django.

    • 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.

    • 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.



缓存

Libraries for caching data.

  • 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.



聊天机器人


Libraries for chatbot development.

  • errbot - The easiest and most popular chatbot to implement ChatOps.



推荐系统

Libraries for building recommender systems.

  • 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.



代码分析

Tools of static analysis, linters and code quality checkers. See: awesome-static-analysis.

  • 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.

  • Code Linters

    • flake8 - A wrapper around pycodestyle, pyflakes and McCabe.

    • pylint - A fully customizable source code analyzer.

    • pylama - A code audit tool for Python and JavaScript. Code Formatters

    • black - The uncompromising Python code formatter.

    • yapf - Yet another Python code formatter from Google.

  • Static Type Checkers

    • mypy - Check variable types during compile time.

    • pyre-check - Performant type checking.

  • Static Type Annotations Generators

    • MonkeyType - A system for Python that generates static type annotations by collecting runtime types



代码质量

  • Codacy - Automated Code Review to ship better code, faster.

  • Codecov - Code coverage dashboard.

  • CodeFactor - Automated Code Review for Git.

  • Landscape - Hosted continuous Python code metrics.



持续集成

See: awesome-CIandCD.

  • CircleCI - A CI service that can run very fast parallel testing. (GitHub only)

  • Travis CI - A popular CI service for your open source and private projects. (GitHub only)

  • Vexor CI - A continuous integration tool for private apps with pay-per-minute billing model.

  • Wercker - A Docker-based platform for building and deploying applications and microservices.



命令行工具

Libraries for building command-line application.

  • 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.

    • clint - Python Command-line Application Tools.

    • 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

    • 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.

  • Productivity Tools

    • 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.

    • 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.

    • kube-shell - An integrated shell for working with the Kubernetes CLI.

    • mycli - A Terminal Client for MySQL with AutoCompletion and Syntax Highlighting.

    • pgcli - Postgres CLI with autocompletion and syntax highlighting.

    • saws - A Supercharged aws-cli.



配置

Libraries for storing and parsing configuration options.

  • configobj - INI file parser with validation.

  • configparser - (Python standard library) INI file parser.

  • profig - Config from multiple formats with value conversion.

  • python-decouple - Strict separation of settings from code.



文档工具

Libraries for generating project documentation.

  • sphinx - Python Documentation generator.

    • awesome-sphinxdoc

  • pdoc - Epydoc replacement to auto generate API documentation for Python libraries.

  • pycco - The literate-programming-style documentation generator.



下载工具

Libraries for downloading.

  • 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.



调试工具

Libraries for debugging code.

  • pdb-like Debugger

    • ipdb - IPython-enabled pdb.

    • pdb++ - Another drop-in replacement for pdb.

    • pudb - A full-screen, console-based Python debugger.

    • wdb - An improbable web debugger through WebSockets.

  • Tracing

    • lptrace - strace for Python programs.

    • manhole - Debug service that will accept unix domain 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.

    • profiling - An interactive Python profiler.

    • py-spy - A sampling profiler for Python programs. Written in Rust.

    • pyflame - A ptracing profiler For Python.

    • vprof - Visual Python profiler.



深度学习

Frameworks for Neural Networks and Deep Learning. See: awesome-deep-learning.

  • 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.



机器学习

Libraries for Machine Learning. See: awesome-machine-learning.

  • 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.



计算机视觉

Libraries for computer vision.

  • OpenCV - Open Source Computer Vision Library.

  • pytesseract - Another wrapper for Google Tesseract OCR.

  • SimpleCV - An open source framework for building computer vision applications.



分布式计算

Frameworks and libraries for Distributed Computing.

  • Batch Processing

    • PySpark - Apache Spark Python API.

    • 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.

    • 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.



数据分析

Libraries for data analyzing.

  • Blaze - NumPy and Pandas interface to Big Data.

  • Open Mining - Business Intelligence (BI) in Pandas interface.

  • 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.

  • Optimus - Cleansing, pre-processing, feature engineering, exploratory data analysis and easy Machine Learning with a PySpark backend.



数据验证


Libraries for validating data. Used for forms in many cases.

  • Cerberus - A lightweight and extensible data validation library.

  • colander - Validating and deserializing data obtained via XML, JSON, an HTML form post.

  • Dash - Built on top of Flask, React and Plotly aimed at analytical web applications.

    • awesome-dash

  • 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.



并发与并行开发

Libraries for concurrent and parallel execution. See awesome-asyncio.

  • concurrent.futures - (Python standard library) A high-level interface for asynchronously executing callables.

  • multiprocessing - (Python standard library) Process-based parallelism.

  • eventlet - Asynchronous framework with WSGI support.

  • gevent - A coroutine-based Python networking library that uses greenlet.

  • uvloop - Ultra fast implementation of asyncio event loop on top of libuv.

  • scoop - Scalable Concurrent Operations in Python.



任务调度

Libraries for scheduling jobs.

  • 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.

  • 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.

  • Airflow - Airflow is a platform to programmatically author, schedule and monitor workflows.



数据库驱动

Libraries for connecting and operating databases.

  • 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

    • psycopg2 - The most popular PostgreSQL adapter for Python.

    • queries - A wrapper of the psycopg2 library for interacting with PostgreSQL.

  • Other Relational Databases

    • pymssql - A simple database interface to Microsoft SQL Server.

  • 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 - Python wrapper client for Neo4j's restful interface.

    • pymongo - The official Python client for MongoDB.

    • redis-py - The Python client for Redis.

  • Asynchronous Clients

    • motor - The async Python driver for MongoDB.

    • Telephus - Twisted based client for Cassandra.

    • txpostgres - Twisted based asynchronous driver for PostgreSQL.

    • txRedis - Twisted based client for Redis.



GUI编程

Libraries for working with graphical user interface applications.

  • curses - Built-in wrapper for ncurses used to create terminal GUI applications.

  • Eel - Little library for making simple Electron-like offline HTML/JS GUI apps, with full access to Python capabilities and libraries.

  • enaml - Creating beautiful user-interfaces with Declaratic 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, with support for both Qt v4 and Qt v5 frameworks.

  • PySide - Python bindings for the Qt cross-platform application and UI framework, supporting the Qt v4 framework.

  • PySimpleGUI - Wrapper for tkinter, Qt, WxPython and Remi that creates a unified, easy to understand & more Python-like interface for beginner and intermediate level custom GUIs.

  • pywebview - A lightweight cross-platform native wrapper around a webview component that allows to display HTML content in its own native dedicated window.

  • 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.



游戏开发

Awesome game development libraries.

  • Cocos2d - cocos2d is a framework for building 2D games, demos, and other graphical/interactive applications. It is based on pyglet.

  • Harfang3D - Python framework for 3D, VR and game development. Manage and display complex 3D scenes, with physics, video, sound and music, access VR devices. All written in C++.

  • Panda3D - 3D game engine developed by Disney and maintained by Carnegie Mellon's Entertainment Technology Center. Written in C++, completely wrapped in Python.

  • 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.



HTML操作

Libraries for working with HTML and XML.

  • 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处理

Libraries for working with HTTP.

  • grequests - requests + gevent for asynchronous HTTP requests.

  • httplib2 - Comprehensive HTTP client library.

  • 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.



图片处理


Libraries for manipulating images.

  • 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.

  • pyBarcode - Create barcodes in Python without needing PIL.

  • pygram - Instagram-like image filters.

  • python-qrcode - A pure Python QR Code generator.

  • 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.



自然语言处理

Libraries for working with human languages.

  • General

    • gensim - Topic Modelling 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 for the Python.

    • 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.

    • stanfordnlp - The Stanford NLP Group's official Python library, supporting 50+ languages.

  • Chinese

    • 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.

    • funNLP - A collection of tools and datasets for Chinese NLP.



日志

Libraries for generating and working with logs.

  • Eliot - Logging for complex & distributed systems.

  • logbook - Logging replacement for Python.

  • logging - (Python standard library) Logging facility for Python.

  • raven - Python client for Sentry, a log/error tracking, crash reporting and aggregation platform for web applications.



文件格式处理

Libraries for parsing and manipulating specific text formats.

  • General

    • tablib - A module for Tabular Datasets in XLS, CSV, JSON, YAML.

  • Office

    • 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.

  • PDF

    • PDFMiner - A tool for extracting information from PDF documents.

    • PyPDF2 - A library capable of splitting, merging and transforming PDF pages.

    • ReportLab - Allowing Rapid creation of rich PDF documents.

  • 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.



文本处理

Libraries for parsing and manipulating plain texts.

  • 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. 30+ algorithms, pure python implementation, common interface, optional external libs usage.

    • 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

    • hashids - Implementation of hashids in Python.

    • shortuuid - A generator library for concise, unambiguous and URL-safe UUIDs.

  • 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.



硬件

Libraries for programming with hardware.

  • 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.

  • wifi - A Python library and command line tool for working with WiFi on Linux.



windows编程接口

Python programming on Microsoft Windows.

  • 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.



数据搜索

Libraries and software for indexing and performing search queries on data.

  • elasticsearch-py - The official low-level Python client for Elasticsearch.

  • elasticsearch-dsl-py - The official high-level Python client for Elasticsearch.

  • django-haystack - Modular search for Django.

  • pysolr - A lightweight Python wrapper for Apache Solr.

  • whoosh - A fast, pure Python search engine library.



WEB内容提取

Libraries for extracting web contents.

  • 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.



WEB网页爬取

Libraries to automate data extraction from websites.

  • 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

Full stack web frameworks.

  • Django - The most popular web framework in Python.

    • awesome-django

  • Flask - A microframework for Python.

    • awesome-flask

  • Pyramid - A small, fast, down-to-earth, open source Python web framework.

    • awesome-pyramid

  • Sanic - Web server that's written to go fast.

  • Vibora - Fast, efficient and asynchronous Web framework inspired by Flask.

  • Tornado - A Web framework and asynchronous networking library.



WebSocket

Libraries for working with WebSocket.

  • autobahn-python - WebSocket & WAMP for Python on Twisted and asyncio.

  • crossbar - Open-source Unified Application Router (Websocket & WAMP for Python on Autobahn).

  • django-channels - Developer-friendly asynchrony for Django.

  • django-socketio - WebSockets for Django.

  • WebSocket-for-Python - WebSocket client and server library for Python 2 and 3 as well as PyPy.



RESTful API

Libraries for developing RESTful APIs.

  • 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-utils - Taking care of API representation and authentication for Flask.

    • flask-api - Browsable Web APIs for Flask.

    • flask-restful - Quickly building REST APIs for Flask.

    • flask-restless - Generating RESTful APIs for database models defined with SQLAlchemy.

  • 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.

    • hug - A Python3 framework for cleanly exposing APIs over HTTP and the Command Line with automatic documentation and validation.

    • restless - Framework agnostic REST framework based on lessons learned from Tastypie.

    • ripozo - Quickly creating REST/HATEOAS/Hypermedia APIs.

    • sandman - Automated REST APIs for existing database-driven systems.



模板引擎

Libraries and tools for templating and lexing.

  • Jinja2 - A modern and designer friendly templating language.

  • Genshi - Python templating toolkit for generation of web-aware output.

  • Mako - Hyperfast and lightweight templating for the Python platform.



测试相关

Libraries for testing codebases and generating test data.

  • Testing Frameworks

    • pytest - A mature full-featured Python testing tool.

    • hypothesis - Hypothesis is an advanced Quickcheck style property based testing library.

    • nose2 - The successor to nose, based on `unittest2.

    • Robot Framework - A generic test automation framework.

    • unittest - (Python standard library) Unit testing framework.

  • Test Runners

    • green - A clean, colorful test runner.

    • mamba - The definitive testing tool for Python. Born under the banner of BDD.

    • tox - Auto builds and tests distributions in multiple Python versions

  • 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.

    • 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 - Socket Mock Framework plus HTTP[S]/asyncio/gevent mocking library with recording/replaying capability.

    • 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. Supported Django, Flask, SQLAlchemy, Peewee and etc.

    • model_mommy - Creating random fixtures for testing in Django.

  • Code Coverage

    • coverage - Code coverage measurement.

  • Fake Data

    • mimesis - is a Python library that help you generate fake data.

    • fake2db - Fake database generator.

    • faker - A Python package that generates fake data.

    • radar - Generate random datetime / time.

  • Error Handler

    • FuckIt.py - FuckIt.py uses state-of-the-art technology to make sure your Python code runs whether it has any right to or not.


RPC Servers

RPC-compatible servers.

  • SimpleJSONRPCServer - This library is an implementation of the JSON-RPC specification.

  • SimpleXMLRPCServer - (Python standard library) Simple XML-RPC server implementation, single-threaded.

  • zeroRPC - zerorpc is a flexible RPC implementation based on ZeroMQ and MessagePack.



WSGI Servers

WSGI-compatible web servers.

  • bjoern - Asynchronous, very fast and written in C.

  • gunicorn - Pre-forked, partly written in C.

  • 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.


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