分类： Python

Python中进行文件夹遍历的时候，使用os.walk是非常方便的，但是os.walk会把隐藏文件一起遍历，我们有时候需要忽略隐藏文件，可以用如下方法忽略隐藏文件以及文件夹

import os

path = '.'

for root, dirs, files in os.walk(path):
    files = [f for f in files if not f[0] == '.']
    dirs[:] = [d for d in dirs if not d[0] == '.']
    # use files and dirs
    for file_name in files:  
        print(os.path.join(root, file_name))

参考链接

---

python – os.walk没有隐藏的文件夹

继续Python协程方面的介绍，这次要讲的是gevent，它是一个并发网络库。它的协程是基于greenlet的，并基于libev实现快速事件循环（Linux上是epoll，FreeBSD上是kqueue，Mac OS X上是select）。有了gevent，协程的使用将无比简单，你根本无须像greenlet一样显式的切换，每当一个协程阻塞时，程序将自动调度，gevent处理了所有的底层细节。让我们看个例子来感受下吧。

import gevent

def test1():
    print 12
    gevent.sleep(0)
    print 34

def test2():
    print 56
    gevent.sleep(0)
    print 78

gevent.joinall([
    gevent.spawn(test1),
    gevent.spawn(test2),
])

解释下，”gevent.spawn()”方法会创建一个新的greenlet协程对象，并运行它。”gevent.joinall()”方法会等待所有传入的greenlet协程运行结束后再退出，这个方法可以接受一个”timeout”参数来设置超时时间，单位是秒。运行上面的程序，执行顺序如下：

1. 先进入协程test1，打印12
2. 遇到”gevent.sleep(0)”时，test1被阻塞，自动切换到协程test2，打印56
3. 之后test2被阻塞，这时test1阻塞已结束，自动切换回test1，打印34
4. 当test1运行完毕返回后，此时test2阻塞已结束，再自动切换回test2，打印78
5. 所有协程执行完毕，程序退出

所以，程序运行下来的输出就是：

12
56
34
78

注意，这里与上一篇greenlet中第一个例子运行的结果不一样，greenlet一个协程运行完后，必须显式切换，不然会返回其父协程。而在gevent中，一个协程运行完后，它会自动调度那些未完成的协程。

我们换一个更有意义的例子：

import gevent
import socket

urls = ['www.baidu.com', 'www.gevent.org', 'www.python.org']
jobs = [gevent.spawn(socket.gethostbyname, url) for url in urls]
gevent.joinall(jobs, timeout=5)

print [job.value for job in jobs]

我们通过协程分别获取三个网站的IP地址，由于打开远程地址会引起IO阻塞，所以gevent会自动调度不同的协程。另外，我们可以通过协程对象的”value”属性，来获取协程函数的返回值。

猴子补丁 Monkey patching

细心的朋友们在运行上面例子时会发现，其实程序运行的时间同不用协程是一样的，是三个网站打开时间的总和。可是理论上协程是非阻塞的，那运行时间应该等于最长的那个网站打开时间呀？其实这是因为Python标准库里的socket是阻塞式的，DNS解析无法并发，包括像urllib库也一样，所以这种情况下用协程完全没意义。那怎么办？

一种方法是使用gevent下的socket模块，我们可以通过”from gevent import socket”来导入。不过更常用的方法是使用猴子布丁（Monkey patching）:

from gevent import monkey; monkey.patch_socket()
import gevent
import socket

urls = ['www.baidu.com', 'www.gevent.org', 'www.python.org']
jobs = [gevent.spawn(socket.gethostbyname, url) for url in urls]
gevent.joinall(jobs, timeout=5)

print [job.value for job in jobs]

上述代码的第一行就是对socket标准库打上猴子补丁，此后socket标准库中的类和方法都会被替换成非阻塞式的，所有其他的代码都不用修改，这样协程的效率就真正体现出来了。Python中其它标准库也存在阻塞的情况，gevent提供了”monkey.patch_all()”方法将所有标准库都替换。

from gevent import monkey; monkey.patch_all()

使用猴子补丁褒贬不一，但是官网上还是建议使用”patch_all()”，而且在程序的第一行就执行。

获取协程状态

协程状态有已启动和已停止，分别可以用协程对象的”started”属性和”ready()”方法来判断。对于已停止的协程，可以用”successful()”方法来判断其是否成功运行且没抛异常。如果协程执行完有返回值，可以通过”value”属性来获取。另外，greenlet协程运行过程中发生的异常是不会被抛出到协程外的，因此需要用协程对象的”exception”属性来获取协程中的异常。下面的例子很好的演示了各种方法和属性的使用。

#coding:utf8
import gevent

def win():
    return 'You win!'

def fail():
    raise Exception('You failed!')

winner = gevent.spawn(win)
loser = gevent.spawn(fail)

print winner.started # True
print loser.started  # True

# 在Greenlet中发生的异常，不会被抛到Greenlet外面。
# 控制台会打出Stacktrace，但程序不会停止
try:
    gevent.joinall([winner, loser])
except Exception as e:
    # 这段永远不会被执行
    print 'This will never be reached'

print winner.ready() # True
print loser.ready()  # True

print winner.value # 'You win!'
print loser.value  # None

print winner.successful() # True
print loser.successful()  # False

# 这里可以通过raise loser.exception 或 loser.get()
# 来将协程中的异常抛出
print loser.exception

协程运行超时

之前我们讲过在”gevent.joinall()”方法中可以传入timeout参数来设置超时，我们也可以在全局范围内设置超时时间：

import gevent
from gevent import Timeout

timeout = Timeout(2)  # 2 seconds
timeout.start()

def wait():
    gevent.sleep(10)

try:
    gevent.spawn(wait).join()
except Timeout:
    print('Could not complete')

上例中，我们将超时设为2秒，此后所有协程的运行，如果超过两秒就会抛出”Timeout”异常。我们也可以将超时设置在with语句内，这样该设置只在with语句块中有效：

with Timeout(1):
    gevent.sleep(10)

此外，我们可以指定超时所抛出的异常，来替换默认的”Timeout”异常。比如下例中超时就会抛出我们自定义的”TooLong”异常。

class TooLong(Exception):
    pass

with Timeout(1, TooLong):
    gevent.sleep(10)

协程间通讯

greenlet协程间的异步通讯可以使用事件（Event）对象。该对象的”wait()”方法可以阻塞当前协程，而”set()”方法可以唤醒之前阻塞的协程。在下面的例子中，5个waiter协程都会等待事件evt，当setter协程在3秒后设置evt事件，所有的waiter协程即被唤醒。

#coding:utf8
import gevent
from gevent.event import Event

evt = Event()

def setter():
    print 'Wait for me'
    gevent.sleep(3)  # 3秒后唤醒所有在evt上等待的协程
    print "Ok, I'm done"
    evt.set()  # 唤醒

def waiter():
    print "I'll wait for you"
    evt.wait()  # 等待
    print 'Finish waiting'

gevent.joinall([
    gevent.spawn(setter),
    gevent.spawn(waiter),
    gevent.spawn(waiter),
    gevent.spawn(waiter),
    gevent.spawn(waiter),
    gevent.spawn(waiter)
])

除了Event事件外，gevent还提供了AsyncResult事件，它可以在唤醒时传递消息。让我们将上例中的setter和waiter作如下改动:

from gevent.event import AsyncResult
aevt = AsyncResult()

def setter():
    print 'Wait for me'
    gevent.sleep(3)  # 3秒后唤醒所有在evt上等待的协程
    print "Ok, I'm done"
    aevt.set('Hello!')  # 唤醒，并传递消息

def waiter():
    print("I'll wait for you")
    message = aevt.get()  # 等待，并在唤醒时获取消息
    print 'Got wake up message: %s' % message

队列 Queue

队列Queue的概念相信大家都知道，我们可以用它的put和get方法来存取队列中的元素。gevent的队列对象可以让greenlet协程之间安全的访问。运行下面的程序，你会看到3个消费者会分别消费队列中的产品，且消费过的产品不会被另一个消费者再取到：

import gevent
from gevent.queue import Queue

products = Queue()

def consumer(name):
    while not products.empty():
        print '%s got product %s' % (name, products.get())
        gevent.sleep(0)

    print '%s Quit'

def producer():
    for i in xrange(1, 10):
        products.put(i)

gevent.joinall([
    gevent.spawn(producer),
    gevent.spawn(consumer, 'steve'),
    gevent.spawn(consumer, 'john'),
    gevent.spawn(consumer, 'nancy'),
])

put和get方法都是阻塞式的，它们都有非阻塞的版本：put_nowait和get_nowait。如果调用get方法时队列为空，则抛出”gevent.queue.Empty”异常。

信号量

信号量可以用来限制协程并发的个数。它有两个方法，acquire和release。顾名思义，acquire就是获取信号量，而release就是释放。当所有信号量都已被获取，那剩余的协程就只能等待任一协程释放信号量后才能得以运行：

import gevent
from gevent.coros import BoundedSemaphore

sem = BoundedSemaphore(2)

def worker(n):
    sem.acquire()
    print('Worker %i acquired semaphore' % n)
    gevent.sleep(0)
    sem.release()
    print('Worker %i released semaphore' % n)

gevent.joinall([gevent.spawn(worker, i) for i in xrange(0, 6)])

上面的例子中，我们初始化了”BoundedSemaphore”信号量，并将其个数定为2。所以同一个时间，只能有两个worker协程被调度。程序运行后的结果如下：

Worker 0 acquired semaphore
Worker 1 acquired semaphore
Worker 0 released semaphore
Worker 1 released semaphore
Worker 2 acquired semaphore
Worker 3 acquired semaphore
Worker 2 released semaphore
Worker 3 released semaphore
Worker 4 acquired semaphore
Worker 4 released semaphore
Worker 5 acquired semaphore
Worker 5 released semaphore

如果信号量个数为1，那就等同于同步锁。

协程本地变量

同线程类似，协程也有本地变量，也就是只在当前协程内可被访问的变量：

import gevent
from gevent.local import local

data = local()

def f1():
    data.x = 1
    print data.x

def f2():
    try:
        print data.x
    except AttributeError:
        print 'x is not visible'

gevent.joinall([
    gevent.spawn(f1),
    gevent.spawn(f2)
])

通过将变量存放在local对象中，即可将其的作用域限制在当前协程内，当其他协程要访问该变量时，就会抛出异常。不同协程间可以有重名的本地变量，而且互相不影响。因为协程本地变量的实现，就是将其存放在以的”greenlet.getcurrent()”的返回为键值的私有的命名空间内。

实际应用

讲到这里，大家肯定很想看一个gevent的实际应用吧，这里有一个简单的聊天室程序，基于Flask实现，大家可以参考下。

参考链接

---

基于协程的Python网络库gevent介绍

需求：将形如’y\xcc\xa6\xbb’的byte字符串转化为integer或者string

方法1 导入struct包

import struct
struct.unpack("<L", "y\xcc\xa6\xbb")[0]

方法2 python3.2及以上

若byte串采取大端法：

int.from_bytes(b'y\xcc\xa6\xbb', byteorder='big')

若采取小端法，则：

int.from_bytes(b'y\xcc\xa6\xbb', byteorder='little')

方法3 借助十六进制转换

大端法：

s = 'y\xcc\xa6\xbb' 
num = int(s.encode('hex'), 16)

小端法：

int(''.join(reversed(s)).encode('hex'), 16)

方法4 使用array包

import array 
integerValue = array.array("I", 'y\xcc\xa6\xbb')[0]

其中I用于表示大端或小端，且使用此方法要注意自己使用的python版本。

方法5 自己写函数实现

如：

sum(ord(c) << (i * 8) for i, c in enumerate('y\xcc\xa6\xbb'[::-1]))

又如：

def bytes2int( tb, order='big'):
    if order == 'big': seq=[0,1,2,3]
    elif order == 'little': seq=[3,2,1,0]
    i = 0
    for j in seq: i = (i<<8)+tb[j]
    return i

字符数组转换成字符串

>>> import array
>>> array.array('B', [17, 24, 121, 1, 12, 222, 34, 76]).tostring() 
'\x11\x18y\x01\x0c\xde"L'

参考链接

---

• 【Python札记】byte转integer
• List of integers into string (byte array) - python
• 8.6. array — Efficient arrays of numeric values

Project description

Telnet server using gevent or threading.

Copied from http://pytelnetsrvlib.sourceforge.net/ and modified to support gevent, better input handling, clean asynchronous messages and much more. Licensed under the LGPL, as per the SourceForge notes.

This library allows you to easily create a Telnet server, powered by your Python code. The library negotiates with a Telnet client, parses commands, provides an automated help command, optionally provides login queries, then allows you to define your own commands.

You use the library to create your own handler, then pass that handler to a StreamServer or TCPServer to perform the actual connection tasks.

This library includes two flavors of the server handler, one uses separate threads, the other uses greenlets (green pseudo-threads) via gevent.

The threaded version uses a separate thread to process the input buffer and semaphores reading and writing. The provided test server only handles a single connection at a time.

The green version moves the input buffer processing into a greenlet to allow cooperative multi-processing. This results in significantly less memory usage and nearly no idle processing. The provided test server handles a large number of connections.

Install

telnetsrv is available through the Cheeseshop. You can use easy_install or pip to perform the installation.

$ sudo easy_install telnetsrv

$ sudo easy_install gevent

or

$ sudo pip install telnetsrv

$ sudo pip install gevent

Note that there are no dependancies defined, but if you want to use the green version, you must also install gevent.

To Use

Import the TelnetHandler base class and command function decorator from either the green class or threaded class, then subclass TelnetHandler to add your own commands which are methods decorated with @command.

Threaded

from telnetsrv.threaded import TelnetHandler, command
class MyHandler(TelnetHandler):
   ...

Green

from telnetsrv.green import TelnetHandler, command
class MyHandler(TelnetHandler):
   ...

Adding Commands

Commands can be defined by using the command function decorator.

@command('echo')
def command_echo(self, params):
   ...

Old Style

Commands can also be defined by prefixing any method with “cmd”. For example, this also creates an echocommand:

def cmdECHO(self, params):
   ...

This method is less flexible and may not be supported in future versions.

Command Parameters

Any command parameters will be passed to this function automatically. The parameters are contained in a list. The user input is parsed similar to the way Bash parses text: space delimited, quoted parameters are kept together and default behavior can be modified with the \ character. If you need to access the raw text input, inspect the self.input.raw variable.

Telnet Server> echo 1  "2    3"

params == ['1', '2    3']
self.input.raw == 'echo 1 "2    3"\n'

Telnet Server> echo 1 \
... 2 "3
... 4"  "5\
... 6"

params == ['1', '2', '3\n4', '56']

Telnet Server> echo 1\ 2

params == ['1 2']

Command Help Text

The command’s docstring is used for generating the console help information, and must be formatted with at least 3 lines:

• Line 0: Command parameter(s) if any. (Can be blank line)
• Line 1: Short descriptive text. (Mandatory)
• Line 2+: Long descriptive text. (Can be blank line)

If there is no line 2, line 1 will be used for the long description as well.

@command('echo')
def command_echo(self, params):
    '''<text to echo>
    Echo text back to the console.
    This command simply echos the provided text
    back to the console.
    '''
    pass

Telnet Server> help
? [<command>] - Display help
BYE - Exit the command shell
ECHO <text to echo> - Echo text back to the console.
...


Telnet Server> help echo
ECHO <text to echo>

This command simply echos the provided text
back to the console.
Telnet Server>

Command Aliases

To create an alias for the new command, set the method’s name to a list:

@command(['echo', 'copy'])
def command_echo(self, params):
   ...

The decorator may be stacked, which adds each list to the aliases:

@command('echo')
@command(['copy', 'repeat'])
@command('ditto')
def command_echo(self, params):
   ...

Hidden Commands

To hide the command (and any alias for that command) from the help text output, pass in hidden=True to the decorator:

@command('echo', hidden=True)
def command_echo(self, params):
   ...

The command will not show when the user invokes help by itself, but the detailed help text will show if the user invokes help echo.

When stacking decorators, any one of the stack may define the hidden parameter to hide the command.

Console Information

These will be provided for inspection.

TERM

String ID describing the currently connected terminal

username

Set after authentication succeeds, name of the logged in user. If no authentication was requested, will be None.

history

List containing the command history. This can be manipulated directly.

@command('info')
def command_info(self, params):
    '''
    Provides some information about the current terminal.
    '''
    self.writeresponse( "Username: %s, terminal type: %s" % (self.username, self.TERM) )
    self.writeresponse( "Command history:" )
    for c in self.history:
        self.writeresponse("  %r" % c)

Console Communication

Send Text to the Client

Lower level functions:

self.writeline( TEXT )

self.write( TEXT )

Higher level functions:

self.writemessage( TEXT ) - for clean, asynchronous writing. Any interrupted input is rebuilt.

self.writeresponse( TEXT ) - to emit a line of expected output

self.writeerror( TEXT ) - to emit error messages

The writemessage method is intended to send messages to the console without interrupting any current input. If the user has entered text at the prompt, the prompt and text will be seamlessly regenerated following the message. It is ideal for asynchronous messages that aren’t generated from the direct user input.

Receive Text from the Client

self.readline( prompt=TEXT )

Setting the prompt is important to recreate the user input following a writemessage interruption.

When requesting sensative information from the user (such as requesting a password) the input should not be shown nor should it have access to or be written to the command history. readline accepts two optional parameters to control this, echo and user_history.

self.readline( prompt=TEXT, echo=False, use_history=False )

Handler Options

Override these class members to change the handler’s behavior.

logging

Default: pass

PROMPT

Default: "Telnet Server> "

CONTINUE_PROMPT

Default: "... "

WELCOME

Displayed after a successful connection, after the username/password is accepted, if configured.

Default: "You have connected to the telnet server."

session_start(self)

Called after the WELCOME text is displayed.

Default: pass

session_end(self)

Called after the console is disconnected.

Default: pass

authCallback(self, username, password)

Reference to authentication function. If this is not defined, no username or password is requested. Should raise an exception if authentication fails

Default: None

authNeedUser

Should a username be requested?

Default: False

authNeedPass

Should a password be requested?

Default: False

Handler Display Modification

If you want to change how the output is displayed, override one or all of the write classes. Make sure you call back to the base class when doing so. This is a good way to provide color to your console by using ANSI color commands. See http://en.wikipedia.org/wiki/ANSI_escape_code

• writemessage( TEXT )
• writeresponse( TEXT )
• writeerror( TEXT )

def writeerror(self, text):
    '''Write errors in red'''
    TelnetHandler.writeerror(self, "\x1b[91m%s\x1b[0m" % text )

Serving the Handler

Now you have a shiny new handler class, but it doesn’t serve itself - it must be called from an appropriate server. The server will create an instance of the TelnetHandler class for each new connection. The handler class will work with either a gevent StreamServer instance (for the green version) or with a SocketServer.TCPServer instance (for the threaded version).

Threaded

import SocketServer
class TelnetServer(SocketServer.TCPServer):
    allow_reuse_address = True

server = TelnetServer(("0.0.0.0", 8023), MyHandler)
server.serve_forever()

Green

The TelnetHandler class includes a streamserver_handle class method to translate the required fields from a StreamServer, allowing use with the gevent StreamServer (and possibly others).

import gevent.server
server = gevent.server.StreamServer(("", 8023), MyHandler.streamserver_handle)
server.server_forever()

Short Example

import gevent, gevent.server
from telnetsrv.green import TelnetHandler, command

class MyTelnetHandler(TelnetHandler):
    WELCOME = "Welcome to my server."

    @command(['echo', 'copy', 'repeat'])
    def command_echo(self, params):
        '''<text to echo>
        Echo text back to the console.

        '''
        self.writeresponse( ' '.join(params) )

    @command('timer')
    def command_timer(self, params):
        '''<time> <message>
        In <time> seconds, display <message>.
        Send a message after a delay.
        <time> is in seconds.
        If <message> is more than one word, quotes are required.
        example:
        > TIMER 5 "hello world!"
        '''
        try:
            timestr, message = params[:2]
            time = int(timestr)
        except ValueError:
            self.writeerror( "Need both a time and a message" )
            return
        self.writeresponse("Waiting %d seconds...", time)
        gevent.spawn_later(time, self.writemessage, message)


server = gevent.server.StreamServer(("", 8023), MyTelnetHandler.streamserver_handle)
server.serve_forever()

SSH

If the paramiko library is installed, the TelnetHanlder can be used via an SSH server for significantly improved security. paramiko_ssh contains SSHHandler and getRsaKeyFile to make setting up the server trivial. Since the authentication is done prior to invoking the TelnetHandler, any authCallback defined in the TelnetHandler is ignored.

Green

If using the green version of the TelnetHandler, you must use Gevent’s monkey patch_all prior to importing from paramiko_ssh.

from gevent import monkey; monkey.patch_all()
from telnetsrv.paramiko_ssh import SSHHandler, getRsaKeyFile

Operation Overview

The SocketServer/StreamServer sets up the socket then passes that to an SSHHandler class which authenticates then starts the SSH transport. Within the SSH transport, the client requests a PTY channel (and possibly other channel types, which are denied) and the SSHHandler sets up a TelnetHandler class as the PTY for the channel. If the client never requests a PTY channel, the transport will disconnect after a timeout.

SSH Host Key

To thwart man-in-the-middle attacks, every SSH server provides an RSA key as a unique fingerprint. This unique key should never change, and should be stored in a local file or a database. The getRsaKeyFilemakes this easy by reading the given key file if it exists, or creating the key if it does not. The result should be read once and set in the class definition.

Easy way:

host_key = getRsaKeyFile( FILENAME )

If the FILENAME can be read, the RSA key is read in and returned as an RSAKey object. If the file can’t be read, it generates a new RSA key and stores it in that file.

Long way:

from paramiko_ssh import RSAKey

# Make a new key - should only be done once per server during setup
new_key = RSAKey.generate(1024)
save_to_my_database( 'server_fingerprint',  str(new_key) )

...

host_key = RSAKey( data=get_from_my_database('server_fingerprint') )

SSH Authentication

Users can authenticate with just a username, a username/publickey or a username/password. Up to three callbacks can be defined, and if all three are defined, all three will be tried before denying the authentication attempt. An SSH client will always provide a username. If no authCallbackXX is defined, the SSH authentication will be set to “none” and any username will be able to log in.

authCallbackUsername(self, username)

Reference to username-only authentication function. Define this function to permit specific usernames to log in without any futher authentication. Raise any exception to deny this authentication attempt.

If defined, this is always tried first.

Default: None

authCallbackKey(self, username, key)

Reference to username/key authentication function. If this is defined, users can log in the SSH client automatically with a key. Raise any exception to deny this authentication attempt.

Default: None

authCallback(self, username, password)

Reference to username/password authentication function. If this is defined, a password is requested. Raise any exception to deny this authentication attempt.

If defined, this is always tried last.

Default: None

SSHHandler uses Paramiko’s ServerInterface as one of its base classes. If you are familiar with Paramiko, feel free to instead override the authentication callbacks as needed.

Short SSH Example

from gevent import monkey; monkey.patch_all()
import gevent.server
from telnetsrv.paramiko_ssh import SSHHandler, getRsaKeyFile
from telnetsrv.green import TelnetHandler, command

class MyTelnetHandler(TelnetHandler):
    WELCOME = "Welcome to my server."

    @command(['echo', 'copy', 'repeat'])
    def command_echo(self, params):
        '''<text to echo>
        Echo text back to the console.

        '''
        self.writeresponse( ' '.join(params) )

class MySSHHandler(SSHHandler):
    # Set the unique host key
    host_key = getRsaKeyFile('server_fingerprint.key')

    # Instruct this SSH handler to use MyTelnetHandler for any PTY connections
    telnet_handler = MyTelnetHandler

    def authCallbackUsername(self, username):
        # These users do not require a password
        if username not in ['john', 'eric', 'terry', 'graham']:
           raise RuntimeError('Not a Python!')

    def authCallback(self, username, password):
        # Super secret password:
        if password != 'concord':
           raise RuntimeError('Wrong password!')

# Start a telnet server for just the localhost on port 8023.  (Will not request any authentication.)
telnetserver = gevent.server.StreamServer(('127.0.0.1', 8023), MyTelnetHandler.streamserver_handle)
telnetserver.start()

# Start an SSH server for any local or remote host on port 8022
sshserver = gevent.server.StreamServer(("", 8022), MySSHHandler.streamserver_handle)
sshserver.serve_forever()

Longer Example

See https://github.com/ianepperson/telnetsrvlib/blob/master/test.py

参考链接

---

telnetsrv 0.4

使用Python脚本的时候，代码中一旦有了中文注释便会报错，类似如下内容：

SyntaxError: Non-ASCII character '\xe8' in file ch.py on line 5, but no encoding declared; see http://python.org/dev/peps/pep-0263/ for details

原因

如果文件里有非ASCII字符，需要在第一行或第二行指定编码声明。

解决方法

在第一行或是第二行加入这么一句

# -- coding: utf-8 --

完美解决。

参考链接

---

Python 中文注释报错解决方法

最近在研究热力图，发现了一篇可能有用的Python模拟疫情扩散的文章，可以部分模拟热力图，整篇文章原文内容如下：

继续阅读用Python在地图上模拟疫情扩散