Pythonic
zip/unzip
def unzip(tuples):
if tuples:
return [tuple(t[i] for t in tuples) for i, _ in enumerate(tuples[0])]
else:
return []
- result:
>>> unzip( ((1, 2), (3, 4), (5, 6)) ) [(1, 3, 5), (2, 4, 6)]
in
long_string = "This is a very long string"
if "long" in long_string:
print("Match found")
dict & counter
>>> from collections import Counter
>>> fruits = ['orange', 'banana', 'apple', 'orange', 'banana']
>>> Counter(fruits)
Counter({'orange': 2, 'banana': 2, 'apple': 1})
enumerate
x = ['a', 'b', 'c']
for index, item in enumerate(x):
print(index, item)
P:
array = [1, 2, 3, 4, 5] for i, e in enumerate(array,0): print(i, e) #0 1 #1 2 #2 3 #3 4 #4 5NP:
for i in xrange(len(array)): print(i, array[i]) #0 1 #1 2 #2 3 #3 4 #4 5
import local module
# A.py
def filter_items(items):
for i in items:
if i < 10:
yield i
# B.py
from A import filter_items as A_filter_items
def filter_items(items):
for i in items:
if i <= 5:
yield i
def do_something(items):
x = A_filter_items(items)
y = filter_items(items)
return (x, y)
args & kwargs
def add(one, two):
return one + two
my_list = [1, 2]
x = add(*my_list) # x = 3
my_dict = {"one": 1, "two": 2}
y = add(**my_dict) #y = 3
itertools
>>> from itertools import zip_longest
>>> x = [1, 2, 3, 4]
>>> y = ['a', 'b', 'c']
>>> for i, j in zip_longest(x, y):
... print(i, j)
...
1 a
2 b
3 c
4 None
one-line python code
>>> my_dict = {key: value for key, value in zip_longest(x,y)}
>>> my_dict
{1: 'a', 2: 'b', 3: 'c', 4: None}
slice
word = #some word
is_palindrome = word.find(word[-1::-1])
chain compare
P:
a = 3 b = 1 1 <= b <= a < 10 #TrueNP:
a = 3 b = 1 b >= 1 and b <= a and a < 10 #True
boolean
P:
name = 'Tim' langs = ['AS3', 'Lua', 'C'] info = {'name': 'Tim', 'sex': 'Male', 'age':23 } if name and langs and info: print('All True!') #All True!NP:
if name != '' and len(langs) > 0 and info != {}: print('All True!') #All True!
reverse
P:
def reverse_str( s ): return s[::-1]NP:
def reverse_str( s ): t = '' for x in xrange(len(s)-1,-1,-1): t += s[x] return t
join in list
P:
strList = ["Python", "is", "good"] res = ' '.join(strList) #Python is goodNP:
res = '' for s in strList: res += s + ' ' #Python is good #最后还有个多余空格
sum & max & min & time
P:
numList = [1,2,3,4,5] sum = sum(numList) #sum = 15 maxNum = max(numList) #maxNum = 5 minNum = min(numList) #minNum = 1 from operator import mul prod = reduce(mul, numList, 1) #prod = 120 默认值传1以防空列表报错NP:
sum = 0 maxNum = -float('inf') minNum = float('inf') prod = 1 for num in numList: if num > maxNum: maxNum = num if num < minNum: minNum = num sum += num prod *= num # sum = 15 maxNum = 5 minNum = 1 prod = 120
list comprehensions
P:
l = [x*x for x in range(10) if x % 3 == 0] # l = [0, 9, 36, 81]NP:
l = [] for x in range(10): if x % 3 == 0: l.append(x*x) # l = [0, 9, 36, 81]
default dict
P:
dic = {'name':'Tim', 'age':23} dic['workage'] = dic.get('workage',0) + 1 # dic = {'age': 23, 'workage': 1, 'name': 'Tim'}NP:
if 'workage' in dic: dic['workage'] += 1 else: dic['workage'] = 1 # dic = {'age': 23, 'workage': 1, 'name': 'Tim'}
if...else...
P:
for x in xrange(1,5): if x == 5: print('find 5') break else: print('can not find 5!') # can not find 5!NP:
find = False for x in xrange(1,5): if x == 5: find = True print('find 5') break if not find: print('can not find 5!') # can not find 5!
ternary operator
P:
a = 3 b = 2 if a > 2 else 1 # b = 2NP:
if a > 2: b = 2 else: b = 1 # b = 2
dict & zip
P:
keys = ['Name', 'Sex', 'Age'] values = ['Tim', 'Male', 23] dic = dict(zip(keys, values)) # {'Age': 23, 'Name': 'Tim', 'Sex': 'Male'}NP:
dic = {} for i,e in enumerate(keys): dic[e] = values[i] # {'Age': 23, 'Name': 'Tim', 'Sex': 'Male'}
hidden features
[!NOTE|label:references:]
numbers
round
>>> str(round(1234.5678, -2))
'1200.0'
>>> str(round(1234.5678, 2))
'1234.57'
integer base
>>> int('10', 0)
10
>>> int('0x10', 0)
16
>>> int('010', 0) # does not work on Python 3.x
8
>>> int('0o10', 0) # Python >=2.6 and Python 3.x
8
>>> int('0b10', 0) # Python >=2.6 and Python 3.x
2
in-place value swapping
>>> a = 10
>>> b = 5
>>> a, b
(10, 5)
>>> a, b = b, a
>>> a, b
(5, 10)
sum
from operator import add
print(reduce(add, [1,2,3,4,5,6]))
string
multi-line strings
>>> sql = "select * from some_table \
where id > 10"
>>> print(sql)
select * from some_table where id > 10
# or
>>> sql = """select * from some_table
where id > 10"""
>>> print(sql)
select * from some_table where id > 10
# or
>>> sql = ("select * from some_table " # <-- no comma, whitespace at end
"where id > 10 "
"order by name")
>>> print(sql)
select * from some_table where id > 10 order by name
in
>>> 'str' in 'string'
True
>>> 'no' in 'yes'
False
>>>
join
''.join(list_of_strings)
set
>>> a = set([1,2,3,4])
>>> b = set([3,4,5,6])
>>> a | b # Union
{1, 2, 3, 4, 5, 6}
>>> a & b # Intersection
{3, 4}
>>> a < b # Subset
False
>>> a - b # Difference
{1, 2}
>>> a ^ b # Symmetric Difference
{1, 2, 5, 6}
slice operators
a = [1,2,3,4,5]
>>> a[::2] # iterate over the whole list in 2-increments
[1,3,5]
# or
>>> a[::-1]
[5,4,3,2,1]
# or
>>> a = range(10)
>>> a
[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]
>>> a[:5] = [42]
>>> a
[42, 5, 6, 7, 8, 9]
>>> a[:1] = range(5)
>>> a
[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]
>>> del a[::2]
>>> a
[1, 3, 5, 7, 9]
>>> a[::2] = a[::-2]
>>> a
[9, 3, 5, 7, 1]
reversed
for i in reversed([1, 2, 3]):
print(i)
backslashes
>>> print( repr(r"aaa\"bbb") )
'aaa\\"bbb'
# or
>>> print( repr(r"C:\") )
SyntaxError: EOL while scanning string literal
>>> print( repr(r"C:\"") )
'C:\\"'
args
Use _ instead of last printed item
>>> range(10)
[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]
>>> _
[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]
>>>
*args & **kwargs
>>> g = lambda *args, **kwargs: args[0], kwargs['thing']
>>> g(1, 2, 3, thing='stuff')
(1, 'stuff')
# or
def foo(a, b, c):
print ( a, b, c )
bar = (3, 14, 15)
foo(*bar)
function argument unpacking
def draw_point(x, y):
# do some magic
point_foo = (3, 4)
point_bar = {'y': 3, 'x': 2}
draw_point(*point_foo)
draw_point(**point_bar)
conditional assignment
ternary operator
>>> 'ham' if True else 'spam'
'ham'
>>> 'ham' if False else 'spam'
'spam'
# or
>>> True and 'ham' or 'spam'
'ham'
>>> False and 'ham' or 'spam'
'spam'
# or
>>> [] if True else 'spam'
[]
>>> True and [] or 'spam'
'spam'
# or
In [18]: a = True
In [19]: a and 3 or 4
Out[19]: 3
In [20]: a = False
In [21]: a and 3 or 4
Out[21]: 4
# or
>>> (1 and [foo()] or [bar()])[0]
foo
0
# or
>>> foo() if True or bar()
foo
0
conditional
x = 3 if (y == 1) else 2
# or
x = 3 if (y == 1) else 2 if (y == -1) else 1
# or
(func1 if y == 1 else func2)(arg1, arg2)
# or
x = (class1 if y == 1 else class2)(arg1, arg2)
# or
[(x, y) for x in range(4) if x % 2 == 1 for y in range(4)]
[(1, 0), (1, 1), (1, 2), (1, 3), (3, 0), (3, 1), (3, 2), (3, 3)]
# or
x = 3 if (y == 1) else 2 is equivalent to x = y == 1 and 3 or 2
x = 0 if True else 1 is equivalent to x = True and 0 or 1
# or
foo = [x for x in xrange(10) if x % 2 == 0]
# equal to
foo = []
for x in xrange(10):
if x % 2 == 0:
foo.append(x)
dict comprehensions, manual
>>> {i: i**2 for i in range(5)}
{0: 0, 1: 1, 2: 4, 3: 9, 4: 16}
set comprehensions
>>> {i**2 for i in range(5)}
set([0, 1, 4, 16, 9])
list & dics
zip
a = [(1,2), (3,4), (5,6)]
zip(*a)
# [(1, 3, 5), (2, 4, 6)]
# or
>>> dict([ ('foo','bar'),('a',1),('b',2) ])
{'a': 1, 'b': 2, 'foo': 'bar'}
>>> names = ['Bob', 'Marie', 'Alice']
>>> ages = [23, 27, 36]
>>> dict(zip(names, ages))
{'Alice': 36, 'Bob': 23, 'Marie': 27}
# or
>>> t1 = (0,1,2,3)
>>> t2 = (7,6,5,4)
>>> [t1,t2] == zip(*zip(t1,t2))
True
# or
In [15]: t1 = (1, 2, 3)
In [16]: t2 = (4, 5, 6)
In [17]: dict (zip(t1,t2))
Out[17]: {1: 4, 2: 5, 3: 6}
# or
>>> l=[(1,2),(3,4)]
>>> [a+b for a,b in l ]
[3,7]
list & sum
>>> l = [[1, 2, 3], [4, 5], [6], [7, 8, 9]]
>>> sum(l, [])
[1, 2, 3, 4, 5, 6, 7, 8, 9]
nested list
[(i,j) for i in range(3) for j in range(i) ]
# or
((i,j) for i in range(4) for j in range(i) )
enumerate
>>> a = ['a', 'b', 'c', 'd', 'e']
>>> for index, item in enumerate(a): print ( index, item )
...
0 a
1 b
2 c
3 d
4 e
# or
>>> l = ["spam", "ham", "eggs"]
>>> list(enumerate(l))
>>> [(0, "spam"), (1, "ham"), (2, "eggs")]
>>> list(enumerate(l, 1))
>>> [(1, "spam"), (2, "ham"), (3, "eggs")]
generate list
>>> from functools import partial
>>> bound_func = partial(range, 0, 10)
>>> bound_func()
[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]
>>> bound_func(2)
[0, 2, 4, 6, 8]
dict's constructor
>>> dict(foo=1, bar=2)
{'foo': 1, 'bar': 2}
# or
>>> a = {}
>>> b = a.setdefault('foo', 'bar')
>>> a
{'foo': 'bar'}
>>> b
'bar
dict's get
t = {1: 'a'}
>>> test[2]
Traceback (most recent call last):
File "<pyshell#158>", line 1, in <module>
test[2]
KeyError: 2
>>> test.get(2)
>>> test.get(1)
'a'
>>> test.get(2) == None
True
>>> test.get(2, 'some') == 'some'
True
copy list
>>> x = [1,2,3]
>>> y = x[:]
>>> y.pop()
3
>>> y
[1, 2]
>>> x
[1, 2, 3]
replace list
>>> x = [1,2,3]
>>> y = x
>>> y[:] = [4,5,6]
>>> x
[4, 5, 6]
generators objects
x = [n for n in foo if bar(n)]
# or
>>> n = ((a,b) for a in range(0,2) for b in range(4,6))
>>> for i in n:
... print(i)
(0, 4)
(0, 5)
(1, 4)
(1, 5)
generator & iteration
iteration & constructor (yield)
>>> def g(n):
... for i in range(n):
... yield i **2
>>> t = g(5)
>>> t.next()
0
>>> t.next()
1
>>> t.next()
4
>>> t.next()
9
>>> t.next()
16
>>> t.next()
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
StopIteration
# or
def fab(max):
a,b = 0,1
while a < max:
yield a
a, b = b, a+b
>>> for i in fab(20):
... print( i,",", )
...
0 , 1 , 1 , 2 , 3 , 5 , 8 , 13 ,
# or
>>> i = (1,2,3,4,5,6,7,8,9,10) # or any iterable object
>>> iterators = [iter(i)] * 2
>>> iterators[0].next()
1
>>> iterators[1].next()
2
>>> iterators[0].next()
3
# or
def grouper(n, iterable, fillvalue=None):
"grouper(3, 'ABCDEFG', 'x') --> ABC DEF Gxx"
args = [iter(iterable)] * n
return izip_longest(fillvalue=fillvalue, *args)
# or
>>> from itertools import *
>>> l = [[1, 2], [3, 4]]
>>> list(chain(*l))
[1, 2, 3, 4]
# or
def create_printers(n):
for i in xrange(n):
def printer(i=i): # Doesn't work without the i=i
print (i)
yield printer
statement
for...else...
for i in foo:
if i == 0:
break
else:
print("i was never 0")
# or
found = False
for i in foo:
if i == 0:
found = True
break
if not found:
print("i was never 0")
context managers and the "with" statement
from __future__ import with_statement
with open('foo.txt', 'w') as f:
f.write('hello!')
try...except...else...finally
try:
put_4000000000_volts_through_it(parrot)
except Voom:
print( "'E's pining!" )
else:
print( "This parrot is no more!" )
finally:
end_sketch()
funcs
dir
>>> dir("foo")
['__add__', '__class__', '__contains__', (snipped a bunch), 'title',
'translate', 'upper', 'zfill']
help
>>> help("foo".upper)
Help on built-in function upper:
upper(...)
S.upper() -> string
Return a copy of the string S converted to uppercase.
convenient web-browser controller
>>> import webbrowser
>>> webbrowser.open_new_tab('http://www.stackoverflow.com')
built-in http server
python -m SimpleHTTPServer 8000
an interpreter within the interpreter
$ python
Python 2.5.1 (r251:54863, Jan 17 2008, 19:35:17)
[GCC 4.0.1 (Apple Inc. build 5465)] on darwin
Type "help", "copyright", "credits" or "license" for more information.
>>> shared_var = "Set in main console"
>>> import code
>>> ic = code.InteractiveConsole({ 'shared_var': shared_var })
>>> try:
... ic.interact("My custom console banner!")
... except SystemExit, e:
... print( "Got SystemExit!" )
...
My custom console banner!
>>> shared_var
'Set in main console'
>>> shared_var = "Set in sub-console"
>>> import sys
>>> sys.exit()
Got SystemExit!
>>> shared_var
'Set in main console'
pretty print
>>> import pprint
>>> stuff = sys.path[:]
>>> stuff.insert(0, stuff)
>>> pprint.pprint(stuff)
[<Recursion on list with id=869440>,
'',
'/usr/local/lib/python1.5',
'/usr/local/lib/python1.5/test',
'/usr/local/lib/python1.5/sunos5',
'/usr/local/lib/python1.5/sharedmodules',
'/usr/local/lib/python1.5/tkinter'
]
# or
from __future__ import print_function
mylist = ['foo', 'bar', 'some other value', 1,2,3,4]
print(*mylist)
class & module
bash
python -c"import os; print(os.getcwd());"
assertion
>>> try:
... assert []
... except AssertionError:
... print( "This list should not be empty" )
This list should not be empty
import
try:
import json
except ImportError:
import simplejson as json
create new types
>>> NewType = type("NewType", (object,), {"x": "hello"})
>>> n = NewType()
>>> n.x
"hello"
# or
>>> class NewType(object):
>>> x = "hello"
>>> n = NewType()
>>> n.x
"hello"
manipulating sys.modules
>>> import sys
>>> import ham
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
ImportError: No module named ham
# Make the 'ham' module available -- as a non-module object even!
>>> sys.modules['ham'] = 'ham, eggs, saussages and spam.'
>>> import ham
>>> ham
'ham, eggs, saussages and spam.'
# Now remove it again.
>>> sys.modules['ham'] = None
>>> import ham
Traceback (most recent call last):
# or
```python
>>> import os
# Stop future imports of 'os'.
>>> sys.modules['os'] = None
>>> import os
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
ImportError: No module named os
# Our old imported module is still available.
>>> os
<module 'os' from '/usr/lib/python2.5/os.pyc'>
Others
not hidden but still nice
import os.path as op
root_dir = op.abspath(op.join(op.dirname(__file__), ".."))
be careful with mutable default arguments
>>> def foo(x=[]):
... x.append(1)
... print(x)
...
>>> foo()
[1]
>>> foo()
[1, 1]
>>> foo()
[1, 1, 1]
# or
>>> def foo(x=None):
... if x is None:
... x = []
... x.append(1)
... print(x)
>>> foo()
[1]
>>> foo()
[1]
basic
version capability
[!NOTE|label:references:]
- Ubuntu releases
- NOTE: Python2.7 (all), Python 3.6 (bionic), Python 3.8 (focal), Python 3.10 (jammy) are not provided by deadsnakes as upstream ubuntu provides those packages.
| - | UBUNTU 18.04 ( BIONIC ) | UBUNTU 20.04 ( FOCAL ) | UBUNTU 22.04 ( JAMMY ) |
|---|---|---|---|
| python 2.3 | ✔ | ||
| python 2.4 | ✔ | ||
| python 2.5 | ✔ | ||
| python 2.6 | ✔ | ||
| python 2.7 | ✔ | ||
| python 3.1 | ✔ | ||
| python 3.2 | ✔ | ||
| python 3.3 | ✔ | ||
| python 3.4 | ✔ | ||
| python 3.5 | ✔ | ✔ | |
| python 3.6 | ✔ | ✔ | |
| python 3.7 | ✔ | ✔ | ✔ |
| python 3.8 | ✔ | ✔ | ✔ |
| python 3.9 | ✔ | ✔ | ✔ |
| python 3.10 | ✔ | ✔ | ✔ |
| python 3.11 | ✔ | ✔ | ✔ |
| python 3.12 | ✔ | ✔ | ✔ |
environment
list included modules
$ python -c 'help("modules")'
Please wait a moment while I gather a list of all available modules...
__future__ _warnings graphlib runpy
_abc _weakref grp sched
_aix_support _weakrefset gzip secrets
...
list lib paths
$ python -c 'import sys; print( sys.path )'
['', '/usr/lib/python39.zip', '/usr/lib/python3.8', '/usr/lib/python3.8/lib-dynload', '/usr/local/lib/python3.8/dist-packages', '/usr/lib/python3/dist-packages']
list script path
$ python3 -c "import sysconfig; print(sysconfig.get_path('scripts'))"
/opt/homebrew/bin