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python.txt
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python.txt
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main:
if __name__ == "__main__":
main()
__buildin__: #ref: http://docs.python.org/2/library/functions.html
help(object)
type() #what's it
str()
basestring() # test whether an object is an instance of str or unicode
bin(x) # convert to a binary string
dir() #attrs and methods
callable() #return True/False
repr() vs. eval()
locals() :dict
id(obj)
hasattr(object, name)
getattr(object, name[, default]) -> value
setattr(object, name, value):
setattr(x, 'y', v) -> x.y = v
delattr(object, name)
memoryview(object)
buffer(object [, offset[, size]])
sorted()
reversed(sequence) -> reverse iterator over values of the sequence
divmod(a, b)
same as (a // b, a % b)
isinstance(object, classinfo)
issubclass(class, classinfo)
filter(function or None, sequence)
map(function, sequence[, sequence, ...]) -> list:
Return a list of the results of applying the function to the items of
the argument sequence(s).
map(lambda x: x*2,[1,2,3]): -> [2, 4, 6]
reduce():
reduce(function, sequence[, initial]) -> value
enumerate:
[i for i in enumerate(['a','b','c'])]:
#result: [(0, 'a'), (1, 'b'), (2, 'c')]
zip:
x,y = (1, 2, 3), (4, 5, 6)
zipped = zip(x, y)
[x,y] == zip(*zipped)
divmod():
divmod(x, y) -> (quotient, remainder)
e.g.: divmod(7,3)=(2,1)
__contains__:
x.__contains__(y) <==> y in x
with: #ver>python2.5
purpurse: to simiplify try...except...finally
inner:
__file__: #current filepath
print os.path.dirname(__file__)
any class defined __enter__(), and __exit__() can be context manager, like file obj returned by open()
e.g.: with open('xxx') as file:
file.read()
...
import:
import X
reload(X)
from X import *|Y [as Z]
import sys,os
sys.path:
.append()
os.path.expanduser('~/')
print:
redirect to file:
fo = open("/tmp/abc.txt", "w+")
print >> fo, 'ok'
random:
os.urandom(LEN) # random string
random.random()
random.randint()
data structure:
-limit:
sys.maxint:
2**63(1<<63) in 64bit system
-negetive number:
use complement code: bitwise not + 1
-convert:
hex(255) # return str
bin(3)
int('ab', 16)
chr(i): # 0~255 -> ASCII char
e.g.:
for i in range(257):print chr(i),
unichr() # unicode method of chr()
ord('\r') # <==>char()
-bitwise op:
<<, >> #SHIFT
|, &, ^(XOR), ~(NOT)
-set:
op: -, |, &
- dict:
d = {"k1":"v1", "k2":"v2"}
d = dict(mapping):
e.g.: dict(('key%s' %i, 'value%s' %i) for i in xrange(10))
d = dict(**kwargs):
e.g.: dict(one=1, two=2)
dic=dict(zip(ls1,ls2))
**dic: k=v,...
d["k1"]
.clear()
.keys()
.values()
.items():
["%s=%s" % (k, v) for k, v in params.items()]
.pop(k[,d]) ->v #If k is not found, d is returned if given
.iteritems(): an iterator over the (key, value) items of D
k/v swap: r_dic=dict((v, k) for k,v in dic.iteritems())
- list:
li = [0]*3
li = ["a", "b", "mpilgrim", "z", "example"]
li[0]
li[1:3]
li[-1] #last item
.append()
.insert()
.extend(iterable)
.remove()
.reverse() # [::-1] return a reversed list
len(list)
list comprehension:
[(x, y) for x in [1,2,3] for y in [3,1,4] if x != y]
#const, safe and faster than list
- tuple: readonly list
t = ("a", "b", "mpilgrim", "z", "example")
.append()
.remove()
.indiex('abc')
touple([1,2,3]) # change list to tuple
- enum:
(MONDAY, TUESDAY, WEDNESDAY, THURSDAY, FRIDAY, SATURDAY, SUNDAY) = range(7)
- string:
"%s=%d" %("name",31)
"price is %.2f" % price
s=';'.join(words)
s.split(';'):
" ".join(s.split())
''.join(sorted('cat'))
---
class:
def __call__(self): # call like a function
...
super(type, self) -> bound super object;
unbound method: class method
bound method: object method
classmethod(function)
class C:
@classmethod
def f(cls, arg1, arg2, ...):
---
object:
.__getattr__(self, name)
.__getattribute__(self, name)
e.g.: dict().__getattribute__('keys')
.__setattr__(self, name, value)
.__delattr__(self, name)
---
re
special characters:
(?:...): non-capture, optional,
(?P<name>...): grouped expression that is named. ... can be get by m.group('name')
(?=...): lookahead assertion.
e.g.: Isaac (?=Asimov) will match 'Isaac ' only if it’s followed by 'Asimov'.
(?!...): negative lookahead assertion
(?<=...): lookbehind assertion.
e.g.: (?<=abc)def match 'def' lead by 'abc'
(?<!...): negative lookbehind assertion
---
multiprocessing
.Pool
.Process
.Queue: exchange obj, thread/process safe
.put(obj),.get(obj)
.Pipe: two way exchange data
.send(obj), recv(), close()
---
nose: UT
pip install nose
它会自动搜索当前目录和名为test的子目录
func: setUp(), tearDown()
run: nosetests:
-h, -s
test specific func:
nosettests XX.py:XXX
coverage: a plugin
pip install coverage
nosetests --with-coverage --cover-html
default coverage report in ./cover/ folder
---
debug:
import traceback
for line in traceback.format_stack():
print line.strip()
---
performance:
profile:
run:
- python -m profile XXX.py
- import profile; profile.run('XXX')
result:
ncalls: number calls
tottime: 函数总计运行时间,除去函数中调用的函数运行时间
cumtime: 函数运行的总时间
percall: tottime/ncalls
help(sys.setprofile)
timeit:
python -m timeit -n -r "XXX"
import timeit
---
lambda: anonymus function
e.g.: func=lambda x: x*2
e.g.: triple op:
fn=lambda x,a,b:a if x else b
limit: cannot contain statements.
usage: with filter(),map(),reduce():
filter(lambda x: ..., container)
---
web server:
framework: web.py flask pyramid
WSGI
nginx+uWsgi
---
math:
import math
.log()
.floor() 2.1 => 2
.ceil() 2.1 => 3
numpy
---
deepcopy:
ls2=ls1[:]
if ls1 is has complex level, such as:
lst1 = ['a','b',['ab','ba']]
change ls1[2] will affect ls2[2], because they point to same obj
solution:
from copy import deepcopy
lst2 = deepcopy(lst1)
---
sql:
mysql-python:
get src; python setup.py install
import MySQLdb
---
ipython:
start: ipyhthon -pylab
virable: %env %[TAB]
%autoindent #toggle autoindent, for paste
help:
dict?, dict??
![Shell]
%paste
%history
e.g.:
X=frange(0,10,0.1)
Y=[sin(x) for x in X]
plot(X,Y)
---
pyrex/Cython
Pyrex is a Python-like language that is used to create C modules for Python.
why it:
fast
wrap a c lib for python
.pyx:
build:
setup.py:
from setuptools import setup, Extension
python setup.py build_ext --inplace
python setup.py build
python setup.py test
python setup.py install
pip uninstall XXX
use:
import mymodule
---
serialize:
marshal: faster, inner type only
cPickle
method:
dumps(,protocol=0)
loads()
---
as config:
.py: from xxx import *
---
Pythonic:
Zen of python: import this
---
decorator:
class decorator:
class mydec(object):
def __init__(self,action,msg=None):
self.action,self.msg=action,msg
def __call__(self,func):
def _(ui,req,*args,**kwargs):
...
return func(ui,*args,**kwargs)
return _
func decorator: 3 layers:
def mydec(pattern, expire=0): # decrator arg
def deco(f): # func
...
def _(*a, **kw): # func args
r = f(*a, **kw)
...
return r
return _
return deco
---
itertools:
count(n) --> n, n+1, n+2
cycle(p) --> p0, p1, ... plast, p0, p1, ...
repeate(elem[,n]) --> elem, elem, elem, ...
izip(p,q,...) --> (p[0], q[0]), (p[1], q[1]), ...
islice(seq,[start,]stop[,step])--> elements from seq[start:stop:step]
groupby:
words = ['cat','act','wer','erw']
[list(v) for k,v in itertools.groupby(words,sorted)]
---
metaclass
def:
defines the behavior of certain classes and their instances
as a class factory
class as obj:
hasattr(object, name) -> bool
(): return object of a class
type():
type(name of the class,
tuple of the parent class),
dictionary containing attributes names and values)
e.g.:
FooChild = type('FooChild', (Foo,), {'echo_bar': echo_bar})
the __metaclass__ attribute:
act:
intercept a class creation
modify the class
return the modified class
e.g.:
class myMetaclass(type):
def __new__(cls, name, bases, attrs): #attrs is a dict
attrs.update(...)
...
return type.__new__(cls, name, bases, attrs)
class myObj:
__metaclass__=myMetaclass
---
descriptor:
intro:
dotted access(eg, x.y):
1. lookup obj.y
2. lookup class.y
if .y existed: execute it
def: any class that implements the __get__, __set__, or __delete__ methods.
def __get__(self, obj, type=None) --> value
def __set__(self, obj, value) --> None
def __delete__(self, obj) --> None
application:
@property:
property(fget=None, fset=None, fdel=None, doc=None) -> property attribute
e.g.:
class C(object):
def getx(self): return self.__x
def setx(self, value): self.__x = value
def delx(self): del self.__x
x = property(getx, setx, delx, "I'm the 'x' property.")
bound method:
__slot__: limit __dict__ attr
---
msg queue:
Rabbitmq
zmq
---
unicode:
s1= u'中国'
assert s1.encode('utf-8').decode('utf-8') == s1
urllib.unquote(urlstr).decode('gbk')
s2=str(s1)
assert isinstance(s1,basestring)
+web+
URL:
scheme://netloc/path;params?query#frag
data = urlparse.urlparse(urlstr)
: .scheme .hostname .netloc .path .params .port .username .fragment .password .query
urlparse.urlunparse(data)
net_loc:
user:passwd@host:port
path: '/' delimited
query: '&'.join('k=v')
str=urllib.urlencode(dic):
dic=urlparse.parse_qs(str)
urlparse.urljoin(baseurl, newurl) # keep net_loc, replace path
quote:
urllib.quote(urldata,safe='/') # not quote '/'
urllib.quote_plus() # besides, ' ' -> '+'
urllib.unquote()
urllib.unquote_plus()
execute:
f = .urlopen(urlstr, POSTdata)
.urlretrieve(url) # download entire HTML
urllib2:
auth, proxy
urllib2?
HTML
escape:
import cgi
res = cgi.escape('<') #'%3C'
unescape:
import HTMLParser
hp=HTMLParser.HTMLParser()
hp.unescape(res)
CGI:
common gateway interface
helloworld:
import CGIHTTPServer
CGIHTTPServer.test()
overview:
client <--> web server <--> CGI app
enable tracebacks:
import cgitb
cgitb.enable()
problem:
does not scale, cgi process is created for each request and thrown away
solve:
server API:
apache,nginx
precreated working process/thread
external process:
fastCGI
wsgi:
e.g.:
python -m wsgiref.simple_server
base64:
3*8bit ->4*6bit( 00 before 6 bit), add '=' at end,
length=4/3 of orginal
str.encode('base64')
---
pip:
pip install XXX
pip install --no-index -f file:/root/pyPkg4NBS/ uwsgi
---
pydev:
Help > Software Updates > Find and Install:
http://www.fabioz.com/pydev/updates
Window > Preferences > Pydev > Interpreter:
New
/usr/bin/python2
+pep8+
pip install pep8
pep8 *.py --ignore E501
---
limitation:
GIL: Global Interpreter Lock
sys.getcheckinterval()
---
#use yaml in python
import yaml
stream = open("example.yaml", 'r')
print yaml.load(stream)
---
string format:
%r : repr()
%x/%X: 16bit/16bit upper
%#x: 0xXXX
%e: scientific
%%: %
-: left align
%10s: right align with 10 char space
+: '+'num
m.n: min m length, n numbers after '.'
---
exception:
try-except-else-finally
with:
from __future__ import with_statement
---
Bigtable, Dynamo
---
paste:
framework of web frameworks
subcomponents:
WebOb: wsgi env wrapper
Paste Deploy: find and config wsgi app
Paste Script,...