Python
Summary
Main page for all things Python. Other pages cover specific topics, such as:
- Dependency management
- Python environments
- Code style
- Python collections
- Python Pweave
- Pandas
- Notes on Python grammar of graphics
- Monkey patching
- Abstract classes
Installation
Anaconda
An option to install Python is to use Anaconda1.
Download the appropriate installation file from https://www.anaconda.com/products/individual.
And then run the installer with, e.g., sh ./Anaconda3-2021.11-Linux-x86_64.sh
. The installation would typically be under $HOME/anaconda3
.
There is a page dedicated to configuring and using [Anaconda].
Language changes
In 2021, the Python steering council accepted the proposal to add a pattern-matching primitive to the language. The proposal consists of PEP634 along with PEP635 and PEP636.
- pages/backlog/Python 3.10 Cool New Features for You to Try
- Python 3.9 changes
- These include new dictionary operators, topological ordering, IPv6 scoped addresses, new math and string functions, and HTTP codes.
pip
No binary install
To install a package from source with pip
specify
pip install --no-binary $PACKAGE
Since requirements
files are passed as command-line options to pip
, you can also specify it as
some-package
--no-binary
another-package
Additionaly this will also work on setup.py
’s install_requires
. For instance:
setup(
install_requires=[
"some-package==0.0.1 --no-binary"
])
Modules
Relative import in Python 3
If a relative import is present inside a Python 3 file (e.g. file1
) inside a module (e.g. mymod
), say
from .foo import bar
We will encounter the error
ImportError: attempted relative import with no known parent package
A possible solution is to include the following in your module’s __init__.py
:
import os, sys
sys.path.append(os.path.dirname(os.path.realpath(__file__)))
Ternary operator
Ternary operators help reduce the amount of very small if-else blocks. Python does not have a ternary operator like other languages. However, conditionals can be used to the same effect:
y = 7
x = 0 if (y == 1) else 1
print(x)
1
for … else
for-else
blocks allow to capture if a condition was met inside a for-loop
. For instance, consider the following for-loop
:
locations = ['a', 'b', 'c', 'd', 'f']
treasure = False
for location in locations:
if location == 'x':
treasure = True
break
if not treasure:
print("X marks the spot, but not found")
X marks the spot, but not found
We can simplify the above logic using a for-else loop:
for location in locations:
if location == 'x':
break
else:
print("X marks the spot, but not found")
X marks the spot, but not found
Boolean unravelling
and
unravelling the and
boolean operator.
The operation can be rewritten as the function u_and
:
def u_and(a, b):
result = a
if a:
result = b
return result
For instance:
a = True ; b = None
print(a and b, u_and(a, b))
a = True ; b = True
print(a and b, u_and(a, b))
a = False ; b = True
print(a and b, u_and(a, b))
None None
True True
False False
or
On the other hand, or
cand be unravelled as:
def u_or(a, b):
result = a
if not a:
result = b
return result
As an example:
a = True ; b = None
print(a or b, u_or(a, b))
a = True ; b = True
print(a or b, u_or(a, b))
a = False ; b = True
print(a or b, u_or(a, b))
True True
True True
True True
The many faces of print
Concatenating arguments
var1 = "Foo"
var2 = "Bar"
print("I am ", var1, " not ", var2)
I am Foo not Bar
It is also possible to use separators by using the sep
argument:
var1 = "Foo"
var2 = "Bar"
print("I am", var1, "not", var2, sep="!")
I am!Foo!not!Bar
String termination
The end
argument allows to specify the suffix of the whole string.
print("This is on radio", end=" (over)")
This is on radio (over)
Filesystem operations
Get home directory
For Python +3.5:
from pathlib import Path
home = str(Path.home())
print(home)
/Users/rui
List files recursively
For Python +3.5, use glob
:
import glob
# root_dir with trailing slash (i.e. /root/dir/)
root_dir = "./"
for filename in glob.iglob(root_dir + '**/*.md', recursive=True):
print(filename[:-3])
./Python
./Python code style
./Python Abstract classes
./New Features in Python 3.9
./Understanding Decorators in Python
Date operations
Offset-aware operations
Let’s say you have a date without timezone (offset naive), for instance:
from datetime import datetime, timezone
ts = datetime.now().replace(tzinfo=None)
print(ts)
2022-08-07 14:08:13.498348
And you want to calculate the $\delta$ with a datetime which has a time (offset aware). We’ll get an error.
try:
delta = datetime.now(timezone.utc) - ts
except TypeError as error:
print(error)
can't subtract offset-naive and offset-aware datetimes
The solution is to add a timezone to the offset naive date. For instance:
ts = datetime.now(timezone.utc)
delta = datetime.now(timezone.utc) - ts
delta
datetime.timedelta(microseconds=55)
Strings
Packaging
PyOxidizer
An alternative to package Python applications is PyOxidizer.
PyOxidizer is often used to generate binaries embedding a Python interpreter and a custom Python application. However, its configuration files support additional functionality, such as the ability to produce Windows