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21 hours ago · Python is an easy to learn, powerful programming language. It has efficient high-level data structures and a simple but effective approach to object-oriented programming. Python’s elegant syntax and dynamic typing, together with its interpreted nature, make it an ideal language for scripting and rapid application development in many areas on ...

Py-3. 2 days ago · Modules — Python 3.12.3 documentation. 6. Modules ¶. If you quit from the Python interpreter and enter it again, the definitions you have made (functions and variables) are lost. Therefore, if you want to write a somewhat longer program, you are better off using a text editor to prepare the input for the interpreter and running it with that ...

Output. Write and run Python code using our online compiler (interpreter). You can use Python Shell like IDLE, and take inputs from the user in our Python compiler.

Mar 10, 2022 · 文章浏览阅读702次。Bootstrap的学习_bootstrap py-3 对于 Web 开发来说,一个永远的话题是如何创建一个跨浏览器兼容的布局。许多年来,各种框架使用各种技术来解决这个问题。 Free math problem solver answers your algebra, geometry, trigonometry, calculus, and statistics homework questions with step-by-step explanations, just like a math tutor. Python 3 教程 Python 的 3.0 版本,常被称为 Python 3000,或简称 Py3k。相对于 Python 的早期版本,这是一个较大的升级。为了不带入过多的累赘,Python 3.0 在设计的时候没有考虑向下兼容。 Python 介绍及安装教程我们在Python 2.X 版本的教程中已有介绍,这里就 …Nov 30, 2017 · The Raspberry Pi 3 Model B is the latest version of the $35 Raspberry Pi computer. The Pi isn't like your typical machine, in its cheapest form it doesn't have a case, and is simply a credit-card ... redis-py. Redis3 isforked from the official redis version of 3.5.2, but it has modified the namespace of the python package. Normally, use the version 3.xx of redis is import redis. The effect of import redis3 is the same. As we all know, there are a few differences between versions 2 and 3 of redis py.Easy enough for teaching. Universities all over the world are using PsychoPy ® for teaching students about experiments. Flexible and intuitive Builder interface to create huge range of studies. Textbook (s) suitable for both undergraduate and professional audiences. Many further resources for learning and teaching, including Youtube tutorials ... Pi ( π) π. Draw a circle with a diameter (all the way across the circle) of 1. Then the circumference (all the way around the circle) is 3.14159265... a number known as Pi. Pi (pronounced like "pie") is often written using the greek symbol π. The definition of π is: The Circumference. divided by the Diameter. of a Circle. Aug 10, 2023 · Welcome to discord.py. discord.py is a modern, easy to use, feature-rich, and async ready API wrapper for Discord. Features: Modern Pythonic API using async / await syntax. Sane rate limit handling that prevents 429s. Command extension to aid with bot creation. Easy to use with an object oriented design. Optimised for both speed and …

Jul 31, 2016 · Pygame is a free and open-source cross-platform library for the development of multimedia applications like video games using Python. It uses the Simple DirectMedia Layer library and several other popular libraries to abstract the most common functions, making writing these programs a more intuitive task.Mar 14, 2024 · pi, in mathematics, the ratio of the circumference of a circle to its diameter. The symbol π was devised by British mathematician William Jones in 1706 to represent the ratio and was later popularized by Swiss mathematician Leonhard Euler. Because pi is irrational (not equal to the ratio of any two whole numbers), its digits do not repeat, and ... Requests allows you to send HTTP/1.1 requests extremely easily. There’s no need to manually add query strings to your URLs, or to form-encode your PUT & POST data — but nowadays, just use the json method! Requests is one of the most downloaded Python packages today, pulling in around 30M downloads / week — according to GitHub, …Python 3.8.6. Release Date: Sept. 24, 2020. This is the sixth maintenance release of Python 3.8. Note: The release you're looking at is Python 3.8.6, a bugfix release for the legacy …1 day ago · 如果 PY_PYTHON=3 且 PY_PYTHON3=3.7 ,命令 python 和 python3 都将特别使用3.7 除环境变量外,还可以在启动程序使用的.INI文件中配置相同的设置。 INI文件中的部分称为 [defaults] ,键名称将与没有前导 PY_ 前缀的环境变量相同(并注意INI文件中的键名不区分大小写) 。Requests allows you to send HTTP/1.1 requests extremely easily. There’s no need to manually add query strings to your URLs, or to form-encode your PUT & POST data — but nowadays, just use the json method! Requests is one of the most downloaded Python packages today, pulling in around 30M downloads / week — according to GitHub, …

The improvements in the Raspberry Pi 3 Model B+ ($35) aren't revolutionary—they mostly amount to increased CPU, Wi-Fi, and Ethernet speeds—but when coupled with your imagination, technical ... 5.3.3. Import hooks¶. The import machinery is designed to be extensible; the primary mechanism for this are the import hooks.There are two types of import hooks: meta hooks and import path hooks. Meta hooks are called at the start of import processing, before any other import processing has occurred, other than sys.modules …21 hours ago · Python is an easy to learn, powerful programming language. It has efficient high-level data structures and a simple but effective approach to object-oriented programming. Python’s elegant syntax and dynamic typing, together with its interpreted nature, make it an ideal language for scripting and rapid application development in many areas on ... Mar 22, 2020 · 3、__init__.py 的设计原则 __init__.py的原始使命是声明一个模块,所以它可以是一个空文件。在__init__.py中声明的所有类型和变量,就是其代表的模块的类型和 …Code, create, and learn together with Python Code, collaborate, compile, run, share, and deploy Python and more online from your browser.

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Creating a parser ¶. The first step in using the argparse is creating an ArgumentParser object: >>> parser=argparse.ArgumentParser(description='Process some integers.') The ArgumentParser object will hold all the information necessary to parse the command line into Python data types.Apr 13, 2024 · py_compile 模块提供了用来从源文件生成字节码的函数和另一个用于当模块源文件作为脚本被调用时的函数。 虽然不太常用,但这个函数在安装共享模块时还是很有用的,特别是当一些用户可能没有权限在包含源代码的目录中写字节码缓存文件时。 exception …Online Python Compiler - The best online Python compiler and editor which allows you to write Python Code, Compile and Execute it online from your browser itself. You ...2to3 is a Python program that reads Python 2.x source code and applies a series of fixers to transform it into valid Python 3.x code. The standard library contains a rich set of fixers that will handle almost all code. 2to3 supporting library lib2to3 is, however, a flexible and generic library, so it is possible to write your own fixers for 2to3.About web.py. web.py is a web framework for Python that is as simple as it is powerful. web.py is in the public domain, you can use it for whatever purpose with absolutely no restrictions. Install web.py. To install the latest web.py for Python 3, please run:

Activating the virtual environment will change your shell’s prompt to show what virtual environment you’re using, and modify the environment so that running python will get you that particular version and installation of Python. For example: ( tutorial-env) $ python. Python 3 .5.1 ( default, May 6 2016, 10 :59:36) ...Mar 14, 2024 · pi, in mathematics, the ratio of the circumference of a circle to its diameter. The symbol π was devised by British mathematician William Jones in 1706 to represent the ratio and was later popularized by Swiss mathematician Leonhard Euler. Because pi is irrational (not equal to the ratio of any two whole numbers), its digits do not repeat, and ... Works best for earlier 3.x versions, not best choice for 3.7+ If that doesn't work, it's probably best to try this next - particularly for Python 3.7+: decompyle3 is a fork of Uncompyle6, from same author, that should work better for 3.7 and 3.8. Note: this decompyle3 package is from the rocky/decompile3 repo - different spelling but same thingPython 3 教程. Python 的 3.0 版本,常被称为 Python 3000,或简称 Py3k。 相对于 Python 的早期版本,这是一个较大的升级。 为了不带入过多的累赘,Python 3.0 在设计的时候没有考虑向下兼容。 Python 介绍及安装教程 …Modules are Python .py files that consist of Python code. Any Python file can be referenced as a module. A Python file called hello.py has the module name of hello that can be imported into other Python files or used on the Python command line interpreter. You can learn about creating your own modules by reading How To Write Modules in …Im trying to switch between python versions 3.6.6 and 3.7.0 in windows. I tried py -3.6.6 and doesn't work. Looked for options in py -h, found none.I saw a couple of answers for switching between python versions 2.x and 3.x by adding #!python3 at the start of the file.. I'm able to switch between these by moving path variables up and down but I … The first 10 digits of pi (π) are 3.1415926535. The first million digits of pi (π) are below. Why not calculate the circumference of a circle using pi here. Or simply learn about pi here. Maximize the fun you can have this Pi Day by checking out our Pi Day Merch. The first million digits of pi (π) are below. Why not calculate the ... Apr 13, 2024 · Construction of the angle pi/3=60 degrees produces a 30-60-90 triangle, which has angles theta=pi/3 and theta/2=pi/6. From the above diagram, write y=sintheta for the vertical leg, then the horizontal leg is given by x=sqrt(1-y^2)=sin(1/2theta) (1) by the Pythagorean theorem. Mar 4, 2021 · 而在 Python3.2 之后的版本就不需要再额外的去专门创建一个 __init__.py 来告诉 Python 它是一个 Package 了,因为现在创建的包叫 Namespace package, Python 可以自动搜寻 Package 路径,哪怕你的父包路径发生了改变,你在下次导入的时候, Python 还是会自动重新搜索包路径 ...The Raspberry Pi 3 was a great candidate for us to build an application that can connect to your gaming PC or one in the cloud. Although it only has a quad core ARM chip, it has a high quality H.264 video decoder, Bluetooth support for peripherals, and an HDMI port.

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Apr 2, 2024 · If PY_PYTHON=3, the commands python and python3 will both use the latest installed Python 3 version. If PY_PYTHON=3.7-32, the command python will use the 32-bit implementation of 3.7 whereas the command python3 will use the latest installed Python (PY_PYTHON was not considered at all as a major version was specified.) If …2 days ago · Availability: Linux >= 2.2. AF_QIPCRTR is a Linux-only socket based interface for communicating with services running on co-processors in Qualcomm platforms. The address family is represented as a (node, port) tuple where the node and port are non-negative integers. Availability: Linux >= 4.7.pyttsx3 is a text-to-speech conversion library in Python. Unlike alternative libraries, it works offline, and is compatible with both Python 2 and 3. Installation pip install pyttsx3. If you recieve errors such as No module named win32com.client, No module named win32, or No module named win32api, you will need to additionally install pypiwin32.Download the latest version of PyCharm for Windows, macOS or Linux.Jul 17, 2011 · Installer packages for Python on macOS downloadable from python.org are signed with with an Apple Developer ID Installer certificate. As of Python 3.11.4 and 3.12.0b1 (2023-05-23), release installer packages are signed with certificates issued to the Python Software Foundation (Apple Developer ID BMM5U3QVKW) ). Oct 14, 2019 · 后续又写了《vn.py 2.1.4源代码深入分析》和《vn.py 2.2.0源代码深入分析》两个文档,感谢各位老师的认可。. vn.py 3.0.0版发布于2022-03-23,这是我一直期待的一个版本,所以它刚一推出,我就立刻开始试用,并着手整理《vn.py 3.0.0源代码深入分析》。. 夜以继日,终于 ...Flask. Flask is a lightweight WSGI web application framework. It is designed to make getting started quick and easy, with the ability to scale up to complex applications. It began as a simple wrapper around Werkzeug and Jinja, and has become one of the most popular Python web application frameworks.. Flask offers suggestions, but doesn't enforce any …The Python Standard Library¶. While The Python Language Reference describes the exact syntax and semantics of the Python language, this library reference manual describes the standard library that is distributed with Python. It also describes some of the optional components that are commonly included in Python distributions. …1 day ago · 关键术语 ¶. pip 是首选的安装程序。 从Python 3.4开始,它默认包含在Python二进制安装程序中。 virtual environment 是一种半隔离的 Python 环境,允许为特定的应用 … Output. Write and run Python code using our online compiler (interpreter). You can use Python Shell like IDLE, and take inputs from the user in our Python compiler.

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The Pi 3 completed the SunSpider 1.0.2 JavaScript benchmark test in an average time of 2,860 milliseconds (ms)—noticeably speedier than the Raspberry Pi 2, which took about 4,630ms on the same ... On the computer you use to remotely connect to the Raspberry Pi, use the following command to securely copy your public key to the Raspberry Pi: ssh-copy-id <username>@<ip address>. When prompted, enter the password for your user account on the Raspberry Pi. Finally, connect to your Raspberry Pi via SSH.Hashes for numpy-1.26.4-pp39-pypy39_pp73-win_amd64.whl; Algorithm Hash digest; SHA256: 7e50d0a0cc3189f9cb0aeb3a6a6af18c16f59f004b866cd2be1c14b36134a4a0The title complex is only the second neutral complex to feature Cu−I−Bi bridging and shows an octahedral trans-[BiI4(Py)2] unit joined to a distorted tetrahedral CuI(Py)3 unit by an iodide bridge. Free math problem solver answers your algebra, geometry, trigonometry, calculus, and statistics homework questions with step-by-step explanations, just like a math tutor. The latest Raspberry Pi Zero 2 and Raspberry Pi 3 are very similar when it comes to power. They also have the same two powering options as the Pi 4 above, however the USB connector is Micro-USB and these boards generally require less current. Let's take a look at each option: Powering the Raspberry Pi Zero 2 / Pi 3 via the Micro …Python 3.0 (a.k.a. "Python 3000" or "Py3k") is a new version of the language that is incompatible with the 2.x line of releases. The language is mostly the same, but many …阿里巴巴GEFRAN杰佛伦 直线位移传感器/电子尺 PY-3-F-050-S01M-XL0202,位移传感器,这里云集了众多的供应商,采购商,制造商。这是GEFRAN杰佛伦 直线位移传感器/电子尺 PY-3-F-050-S01M-XL0202的 …Gnuplot is a powerful command-line driven graphing utility for many platforms. To leverage the powful gnuplot to plot beautiful image in efficicent way in python, we port gnuplot to python. We develop set ()/unset () function to set or unset gnuplot plotting style, plot ()/splot () to operate gnuplot plot or splot command, cmd () to execute any ...2 days ago · Python 是一门易于学习、功能强大的编程语言。 它提供了高效的高级数据结构,还能简单有效地面向对象编程。 Python 优雅的语法和动态类型以及解释型语言的本 …Click Choose device and select your Raspberry Pi model from the list. Next, click Choose OS and select an operating system to install. Imager always shows the recommended version of Raspberry Pi OS for your model at the top of the list. Connect your preferred storage device to your computer. ….

Free trigonometric function calculator - evaluate trigonometric functions step-by-step Gnuplot is a powerful command-line driven graphing utility for many platforms. To leverage the powful gnuplot to plot beautiful image in efficicent way in python, we port gnuplot to python. We develop set ()/unset () function to set or unset gnuplot plotting style, plot ()/splot () to operate gnuplot plot or splot command, cmd () to execute any ...Im trying to switch between python versions 3.6.6 and 3.7.0 in windows. I tried py -3.6.6 and doesn't work. Looked for options in py -h, found none.I saw a couple of answers for switching between python versions 2.x and 3.x by adding #!python3 at the start of the file.. I'm able to switch between these by moving path variables up and down but I …pyttsx3 is a text-to-speech conversion library in Python. Unlike alternative libraries, it works offline, and is compatible with both Python 2 and 3. Installation pip install pyttsx3. If you recieve errors such as No module named win32com.client, No module named win32, or No module named win32api, you will need to additionally install pypiwin32.Double-click Terminal in the list. Windows: Type command prompt into the Windows search bar, and then click Command Prompt in the search results. Linux: Press the Control + Alt + T keys, or click the Terminal icon on your desktop. 3. Use the cd command to enter the directory that contains your Python file.Jul 19, 2023 · Run Python scripts with py. To run a Python script with the py launcher, simply substitute py and its command-line switches for python or python3. For instance, here is the command typically used ...我執行了python startup.py -a 的指令,然後跑出一段 C:\Users\user\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.11_qbz5n2kfra8p0\LocalCache\local …Oct 4, 2021 · Python 3.10.0 is the newest major release of the Python programming language, and it contains many new features and optimizations. …Under the “Python Releases for Mac OS X” heading, click the link for the Latest Python 3 Release - Python 3.x.x. As of this writing, the latest version was Python 3.8.4. Scroll to the bottom and click macOS 64-bit installer to start the download. When the installer is finished downloading, move on to the next step. Step 2: Run the Installer Py-3, Download the latest version of Python. Download Python 3.12.3. Looking for Python with a different OS? Python for Windows , Linux/UNIX , macOS , Other. Want to help test development versions of Python 3.13? Prereleases , Docker images. Active Python Releases. For more information visit … See more, Welcome to discord.py. discord.py is a modern, easy to use, feature-rich, and async ready API wrapper for Discord. Features: Modern Pythonic API using async / await syntax. Sane rate limit handling that prevents 429s. Command extension to aid with bot creation. Easy to use with an object oriented design. Optimised for both speed and memory., 2 days ago · Python 是一门易于学习、功能强大的编程语言。 它提供了高效的高级数据结构,还能简单有效地面向对象编程。 Python 优雅的语法和动态类型以及解释型语言的本 …, 4 days ago · What's new in Python 3.12? Or all "What's new" documents since Python 2.0. Tutorial Start here: a tour of Python's syntax and features. Library reference Standard library and builtins. Language reference Syntax and language elements. Python setup and usage How to install, configure, and use Python. Python HOWTOs In-depth topic manuals. …, On average, PyPy is 4.8 times faster than CPython 3.7. We currently support python 3.10, 3.9, and 2.7. PyPy (with JIT) benchmark times normalized to CPython. Smaller is better. Based on the geometric average of all benchmarks. years. PyPy has enabled us to use Python for a larger part of our. Speed: thanks to its Just-in-Time compiler, Python ..., Specification. The Raspberry Pi 3 Model B+ is the final revision in the Raspberry Pi 3 range. Broadcom BCM2837B0, Cortex-A53 (ARMv8) 64-bit SoC @ 1.4GHz. 1GB LPDDR2 SDRAM. 2.4GHz and 5GHz IEEE 802.11.b/g/n/ac wireless LAN, Bluetooth 4.2, BLE. Gigabit Ethernet over USB 2.0 (maximum throughput 300 Mbps) Extended 40-pin GPIO header. Full-size HDMI®. , Trigonometry. Convert from Radians to Degrees pi/3. π 3 π 3. To convert radians to degrees, multiply by 180 π 180 π, since a full circle is 360° 360 ° or 2π 2 π radians. ( π 3)⋅ 180° π ( π 3) ⋅ 180 ° π. Cancel the common factor of π π. Tap for more steps... 1 3 ⋅180 1 3 ⋅ 180. , 2D physics library Box2D 2.3 for usage in Python. After installing please be sure to try out the testbed demos. They require either pygame or pyglet and are available on the homepage., Raspberry Pi OS is a free operating system based on Debian, optimised for the Raspberry Pi hardware, and is the recommended operating system for normal use on a Raspberry Pi. The OS comes with over 35,000 packages: pre-compiled software bundled in a nice format for easy installation on your Raspberry Pi., 1 day ago · What's new in Python 3.12? Or all "What's new" documents since Python 2.0. Tutorial Start here: a tour of Python's syntax and features. Library reference Standard library and builtins. Language reference Syntax and language elements. Python setup and usage How to install, configure, and use Python. Python HOWTOs In-depth topic manuals , pygame (the community) is a small volunteer group of creative humans who ♥ making things (there may also be a few cats, several koalas, dozens of doggos, 3.14 gnomes, and 42 robots who also tinker amongst us). We respect each other, and follow the Python community code of conduct, whilst we help each other make interesting things., Matplotlib is a comprehensive library for creating static, animated, and interactive visualizations in Python. Check out our home page for more information. Matplotlib produces publication-quality figures in a variety of hardcopy formats and interactive environments across platforms. Matplotlib can be used in Python scripts, …, Mar 8, 2018 · 也可以使用带特定版本号的 pip 命令。. 在 Windows 中,使用 py Python 启动器命令配合 -m 开关选项: py -2 -m pip install SomePackage # default Python 2. py -2.7 -m pip install SomePackage # specifically Python 2.7. py -3 -m pip install SomePackage # default Python 3. py -3.4 -m pip install SomePackage # specifically ..., Then add the first line to your script that has the .py extension. Then you can launch the script by simply typing the scriptname.py on the cmd line, od more explicitly by py scriptname.py, and also by double clicking on the scipt icon. The py.exe looks for C:\PythonXX\python.exe where XX is related to the installed versions of Python at the ..., Free trigonometric function calculator - evaluate trigonometric functions step-by-step , 2 days ago · Using Python on Windows — Python 3.12.3 documentation. 4. Using Python on Windows ¶. This document aims to give an overview of Windows-specific behaviour you should know about when using Python on Microsoft Windows. Unlike most Unix systems and services, Windows does not include a system supported installation of Python. , Python 3.10.11. Release Date: April 5, 2023. This is the eleventh maintenance release of Python 3.10. Python 3.10.10 is the newest major release of the Python programming language, and it contains many new features and optimizations. Major new features of the 3.10 series, compared to 3.9. Among the new major new features and …, Aug 10, 2023 · Welcome to discord.py. discord.py is a modern, easy to use, feature-rich, and async ready API wrapper for Discord. Features: Modern Pythonic API using async / await syntax. Sane rate limit handling that prevents 429s. Command extension to aid with bot creation. Easy to use with an object oriented design. Optimised for both speed and …, Source code: Lib/socket.py This module provides access to the BSD socket interface. It is available on all modern Unix systems, Windows, MacOS, and probably additional platforms. ... Return a 3-tuple (hostname, aliaslist, ipaddrlist) where hostname is the host’s primary host name, aliaslist is a (possibly empty) ..., Code, create, and learn together with Python Code, collaborate, compile, run, share, and deploy Python and more online from your browser., The recommended practice is to define constants at the top of any .py file right after any import statements. This way, people reading your code will immediately know the constants’ purpose and expected treatment. Module-Level Dunder Constants. Module-level dunder names are special names that start and end with a double underscore., Free trigonometric function calculator - evaluate trigonometric functions step-by-step , What's new in Python 3.12? Or all "What's new" documents since Python 2.0. Tutorial Start here: a tour of Python's syntax and features. Library reference Standard library and builtins. Language reference Syntax and language elements. Python setup and usage How to install, configure, and use Python. Python HOWTOs In-depth topic …, Python 3 教程 Python 的 3.0 版本,常被称为 Python 3000,或简称 Py3k。相对于 Python 的早期版本,这是一个较大的升级。为了不带入过多的累赘,Python 3.0 在设计的时候没有考虑向下兼容。 Python 介绍及安装教程我们在Python 2.X 版本的教程中已有介绍,这里就 …, 8 – Fedora. Fedora is a popular Linux distribution, based on RedHat, with approximately 1.5 million users today. Fedora was created in 2003, as the open-source alternative to RedHat. And for a few months, Fedora has been available as a stable release on Raspberry Pi (3 versions: Server, Minimal, and Workstation)., RetroPie allows you to turn your Raspberry Pi, ODroid C1/C2, or PC into a retro-gaming machine. It builds upon Raspbian, EmulationStation, RetroArch and many other projects to enable you to play your favourite Arcade, home-console, and classic PC games with the minimum set-up. For power users it also provides a large variety of configuration ..., Learn Python 3. Learn the basics of Python 3, one of the most powerful, versatile, and in-demand programming languages today. 4.6. 8,317 ratings. Start. 2,596,773 learners enrolled. Skill level. Beginner. Time to complete. 25 hours. Certificate of completion. Included with paid plans. Prerequisites. None. About this course. , Jul 31, 2016 · Pygame is a free and open-source cross-platform library for the development of multimedia applications like video games using Python. It uses the Simple DirectMedia Layer library and several other popular libraries to abstract the most common functions, making writing these programs a more intuitive task., The shutil module offers a number of high-level operations on files and collections of files. In particular, functions are provided which support file copying and removal. For operations on individual files, see also the os module. Even the higher-level file copying functions ( shutil.copy() , shutil.copy2()) cannot copy all file metadata., Easily download, build, install, upgrade, and uninstall Python packages, 1 day ago · Activating the virtual environment will change your shell’s prompt to show what virtual environment you’re using, and modify the environment so that running python will get you that particular version and installation of Python. For example: ( tutorial-env) $ python. Python 3 .5.1 ( default, May 6 2016, 10 :59:36) ..., Jan 19, 2018 · windows环境下同时安装了python2和python3,通过命令行窗口运行python脚本: 1、python调用py -2调用python2 py -3调用python3 python脚本需要在python2下运行,在脚本前加上,然后运行py xxx.py …, Welcome to discord.py. discord.py is a modern, easy to use, feature-rich, and async ready API wrapper for Discord. Features: Modern Pythonic API using async / await syntax. Sane rate limit handling that prevents 429s. Command extension to aid with bot creation. Easy to use with an object oriented design. Optimised for both speed and memory.