Problem :
In Java/C# you can easily step through code to trace what might be going wrong, and IDE’s make this process very user friendly.
Can you trace through python code in a similar fashion?
Solution :
Yes! There’s a Python debugger called pdb
just for doing that!
You can launch a Python program through pdb
by using pdb myscript.py
or python -m pdb myscript.py
.
There are a few commands you can then issue, which are documented on the pdb
page.
Some useful ones to remember are:
b
: set a breakpointc
: continue debugging until you hit a breakpoints
: step through the coden
: to go to next line of codel
: list source code for the current file (default: 11 lines including the line being executed)u
: navigate up a stack framed
: navigate down a stack framep
: to print the value of an expression in the current context
If you don’t want to use a command line debugger, some IDEs like Pydev, Wing IDE or PyCharm have a GUI debugger. Wing and PyCharm are commercial products, but Wing has a free “Personal” edition, and PyCharm has a free community edition.
By using Python Interactive Debugger ‘pdb’
First step is to make the Python interpreter to enter into the debugging mode.
A. From the Command Line
Most straight forward way, running from command line, of python interpreter
$ python -m pdb scriptName.py
> .../pdb_script.py(7)<module>()
-> """
(Pdb)
B. Within the Interpreter
While developing early versions of modules and to experiment it more iteratively.
$ python
Python 2.7 (r27:82508, Jul 3 2010, 21:12:11)
[GCC 4.0.1 (Apple Inc. build 5493)] on darwin
Type "help", "copyright", "credits" or "license" for more information.
>>> import pdb_script
>>> import pdb
>>> pdb.run('pdb_script.MyObj(5).go()')
> <string>(1)<module>()
(Pdb)
C. From Within Your Program
For a big project and long-running module, can start the debugging from inside the program using
import pdb and set_trace()
like this :
#!/usr/bin/env python
# encoding: utf-8
#
import pdb
class MyObj(object):
count = 5
def __init__(self):
self.count= 9
def go(self):
for i in range(self.count):
pdb.set_trace()
print i
return
if __name__ == '__main__':
MyObj(5).go()
Step-by-Step debugging to go into more internal
-
Execute the next statement… with “n” (next)
-
Repeating the last debugging command… with ENTER
-
Quitting it all… with “q” (quit)
-
Printing the value of variables… with “p” (print)
a) p a
-
Turning off the (Pdb) prompt… with “c” (continue)
-
Seeing where you are… with “l” (list)
-
Stepping into subroutines… with “s” (step into)
-
Continuing… but just to the end of the current subroutine… with “r” (return)
-
Assign a new value
a) !b = “B”
-
Set a breakpoint
a) break linenumber
b) break functionname
c) break filename:linenumber
-
Temporary breakpoint
a) tbreak linenumber
-
Conditional breakpoint
a) break linenumber, condition
Note:**All these commands should be execute from **pdb
For in-depth knowledge, refer:-
https://pythonconquerstheuniverse.wordpress.com/2009/09/10/debugging-in-python/
There is a module called ‘pdb’ in python. At the top of your python script you do
import pdb
pdb.set_trace()
and you will enter into debugging mode. You can use ‘s’ to step, ‘n’ to follow next line similar to what you would do with ‘gdb’ debugger.
Starting in Python 3.7, you can use the breakpoint()
built-in function to enter the debugger:
foo()
breakpoint() # drop into the debugger at this point
bar()
By default, breakpoint()
will import pdb
and call pdb.set_trace()
. However, you can control debugging behavior via sys.breakpointhook()
and use of the environment variable PYTHONBREAKPOINT
.
See PEP 553 for more information.
ipdb (IPython debugger)
ipdb adds IPython functionality to pdb, offering the following HUGE improvements:
- tab completion
- show more context lines
- syntax highlight
Much like pdg, ipdb is still far from perfect and completely rudimentary if compared to GDB, but it is already a huge improvement over pdb.
Usage is analogous to pdb
, just install it with:
python3 -m pip install --user ipdb
and then add to the line you want to step debug from:
__import__('ipdb').set_trace(context=21)
You likely want to add a shortcut for that from your editor, e.g. for Vim snipmate I have:
snippet ipd
__import__('ipdb').set_trace(context=21)
so I can type just ipd<tab>
and it expands to the breakpoint. Then removing it is easy with dd
since everything is contained in a single line.
context=21
increases the number of context lines as explained at: How can I make ipdb show more lines of context while debugging?
Alternatively, you can also debug programs from the start with:
ipdb3 main.py
but you generally don’t want to do that because:
- you would have to go through all function and class definitions as Python reads those lines
- I don’t know how to set the context size there without hacking ipdb. Patch to allow it: https://github.com/gotcha/ipdb/pull/155
Or alternatively, as in raw pdb 3.2+ you can set some breakpoints from the command line:
ipdb3 -c 'b 12' -c 'b myfunc' ~/test/a.py
although -c c
is broken for some reason: https://github.com/gotcha/ipdb/issues/156
python -m module
debugging has been asked at: How to debug a Python module run with python -m from the command line? and since Python 3.7 can be done with:
python -m pdb -m my_module
Serious missing features of both pdb and ipdb compared to GDB:
- persistent command history across sessions: Save command history in pdb
ipdb specific annoyances:
- multithreading does not work well if you don’t hack some settings…
Tested in Ubuntu 16.04, ipdb==0.11, Python 3.5.2.
If you want to use an IDE, there is one good alternative to PyCharm: VScode
- Install VScode
- Add Python extension, if it doesn’t exist already
- Create a file
mymodule.py
with Python code - Click on a line number at
mymodule.py
to set a breakpoint - Hit
F5
and selectDebug Python file
It will stop at the breakpoint and you can do your usual debugging stuff like inspecting the values of variables, either at the tab VARIABLES
(usually on the left) or by clicking on Debug Console
(usually at the bottom next to your Terminal
):
There exist breakpoint()
method nowadays, which replaces import pdb; pdb.set_trace()
.
It also has several new features, such as possible environment variables.
Python Tutor is an online single-step debugger meant for novices. You can put in code on the edit page then click “Visualize Execution” to start it running.
Among other things, it supports:
-
hiding variables, e.g. to hide a variable named
x
, put this at the end:#pythontutor_hide: x
-
a few other languages like Java, JS, Ruby, C, C++
However it also doesn’t support a lot of things, for example:
- Reading/writing files – use
io.StringIO
andio.BytesIO
instead: demo - Code that is too large, runs too long, or defines too many variables or objects
- Command-line arguments
- Lots of standard library modules like argparse, csv, enum, html, os, struct, weakref…
If you come from Java/C# background I guess your best bet would be to use Eclipse with Pydev. This gives you a fully functional IDE with debugger built in. I use it with django as well.
https://wiki.python.org/moin/PythonDebuggingTools
pudb is a good drop-in replacement for pdb
pip install pdbpp
pip install ipdb
PyCharm is an IDE for Python that includes a debugger. Watch this YouTube video for an introduction on using it to step through code:
PyCharm Tutorial – Debug python code using PyCharm (the debugging starts at 6:34)
Note: PyCharm is a commercial product, but the company does provide a free license to students and teachers, as well as a “lightweight” Community version that is free and open-source.
If you want an IDE with integrated debugger, try PyScripter.
Programmatically stepping and tracing through python code is possible too (and its easy!). Look at the sys.settrace() documentation for more details. Also here is a tutorial to get you started.
Visual Studio with PTVS could be an option for you: http://www.hanselman.com/blog/OneOfMicrosoftsBestKeptSecretsPythonToolsForVisualStudioPTVS.aspx