Debugging your Cython program¶
Cython comes with an extension for the GNU Debugger that helps users debug
Cython code. To use this functionality, you will need to install gdb 7.2 or
higher, built with Python support (linked to Python 2.6 or higher).
The debugger supports debuggees with versions 2.6 and higher. For Python 3,
code should be built with Python 3 and the debugger should be run with
Python 2 (or at least it should be able to find the Python 2 Cython
installation). Note that in recent versions of Ubuntu, for instance, gdb
installed with apt-get
is configured with Python 3. On such systems, the
proper configuration of gdb
can be obtained by downloading the gdb
source, and then running:
./configure --with-python=python2
make
sudo make install
Installing the Cython debugger can be quite tricky. This installation script and example code might be useful.
The debugger will need debug information that the Cython compiler can export.
This can be achieved from within the setup script by passing gdb_debug=True
to cythonize()
:
from setuptools import Extension, setup
extensions = [Extension('source', ['source.pyx'])]
setup(..., ext_modules=cythonize(extensions, gdb_debug=True))
For development it’s often helpful to pass the --inplace
flag to
the setup.py
script, which makes setuptools build your project
“in place”, i.e., not in a separate build directory.
When invoking Cython from the command line directly you can have it write
debug information using the --gdb
flag:
cython --gdb myfile.pyx
Running the Debugger¶
To run the Cython debugger and have it import the debug information exported
by Cython, run cygdb
in the build directory:
$ python setup.py build_ext --inplace
$ cygdb
GNU gdb (GDB) 7.2
...
(gdb)
When using the Cython debugger, it’s preferable that you build and run your code
with an interpreter that is compiled with debugging symbols (i.e. configured
with --with-pydebug
or compiled with the -g
CFLAG). If your Python is
installed and managed by your package manager you probably need to install debug
support separately. If using NumPy then you also need to install numpy debugging, or you’ll
see an import error for multiarray.
E.G. for ubuntu:
$ sudo apt-get install python-dbg python-numpy-dbg
$ python-dbg setup.py build_ext --inplace
Then you need to run your script with python-dbg
also. Ensure that when
building your package with debug symbols that cython extensions are re-compiled
if they had been previously compiled. If your package is version controlled, you
might want to perform git clean -fxd
or hg purge --all
before building.
You can also pass additional arguments to gdb:
$ cygdb /path/to/build/directory/ GDBARGS
i.e.:
$ cygdb . -- --args python-dbg mainscript.py
To tell cygdb not to import any debug information, supply --
as the first
argument:
$ cygdb --
Using the Debugger¶
The Cython debugger comes with a set of commands that support breakpoints, stack inspection, source code listing, stepping, stepping over, etc. Most of these commands are analogous to their respective gdb command.
- cy break breakpoints...
Break in a Python, Cython or C function. First it will look for a Cython function with that name, if cygdb doesn’t know about a function (or method) with that name, it will set a (pending) C breakpoint. The
-p
option can be used to specify a Python breakpoint.Breakpoints can be set for either the function or method name, or they can be fully “qualified”, which means that the entire “path” to a function is given:
(gdb) cy break cython_function_or_method (gdb) cy break packagename.cython_module.cython_function (gdb) cy break packagename.cython_module.ClassName.cython_method (gdb) cy break c_function
You can also break on Cython line numbers:
(gdb) cy break :14 (gdb) cy break cython_module:14 (gdb) cy break packagename.cython_module:14
Python breakpoints currently support names of the module (not the entire package path) and the function or method:
(gdb) cy break -p python_module.python_function_or_method (gdb) cy break -p python_function_or_method
Note
Python breakpoints only work in Python builds where the Python frame information can be read from the debugger. To ensure this, use a Python debug build or a non-stripped build compiled with debug support.
- cy step
Step through Python, Cython or C code. Python, Cython and C functions called directly from Cython code are considered relevant and will be stepped into.
- cy next
Step over Python, Cython or C code.
- cy run
Run the program. The default interpreter is the interpreter that was used to build your extensions with, or the interpreter
cygdb
is run with in case the “don’t import debug information” option was in effect. The interpreter can be overridden using gdb’sfile
command.
- cy cont
Continue the program.
- cy up
- cy down
Go up and down the stack to what is considered a relevant frame.
- cy finish
Execute until an upward relevant frame is met or something halts execution.
- cy bt
- cy backtrace
Print a traceback of all frames considered relevant. The
-a
option makes it print the full traceback (all C frames).
- cy select
Select a stack frame by number as listed by
cy backtrace
. This command is introduced becausecy backtrace
prints a reversed stack trace, so frame numbers differ from gdb’sbt
.
- cy print varname
Print a local or global Cython, Python or C variable (depending on the context). Variables may also be dereferenced:
(gdb) cy print x x = 1 (gdb) cy print *x *x = (PyObject) { _ob_next = 0x93efd8, _ob_prev = 0x93ef88, ob_refcnt = 65, ob_type = 0x83a3e0 }
- cy set cython_variable = value
Set a Cython variable on the Cython stack to value.
- cy list
List the source code surrounding the current line.
- cy locals
- cy globals
Print all the local and global variables and their values.
- cy import FILE...
Import debug information from files given as arguments. The easiest way to import debug information is to use the cygdb command line tool.
- cy exec code
Execute code in the current Python or Cython frame. This works like Python’s interactive interpreter.
For Python frames it uses the globals and locals from the Python frame, for Cython frames it uses the dict of globals used on the Cython module and a new dict filled with the local Cython variables.
Note
cy exec
modifies state and executes code in the debuggee and is
therefore potentially dangerous.
Example:
(gdb) cy exec x + 1
2
(gdb) cy exec import sys; print sys.version_info
(2, 6, 5, 'final', 0)
(gdb) cy exec
>global foo
>
>foo = 'something'
>end
Convenience functions¶
The following functions are gdb functions, which means they can be used in a gdb expression.
- cy_cname(varname)¶
Returns the C variable name of a Cython variable. For global variables this may not be actually valid.
- cy_cvalue(varname)¶
Returns the value of a Cython variable.
- cy_eval(expression)¶
Evaluates Python code in the nearest Python or Cython frame and returns the result of the expression as a gdb value. This gives a new reference if successful, NULL on error.
- cy_lineno()¶
Returns the current line number in the selected Cython frame.
Example:
(gdb) print $cy_cname("x")
$1 = "__pyx_v_x"
(gdb) watch $cy_cvalue("x")
Hardware watchpoint 13: $cy_cvalue("x")
(gdb) cy set my_cython_variable = $cy_eval("{'spam': 'ham'}")
(gdb) print $cy_lineno()
$2 = 12
Configuring the Debugger¶
A few aspects of the debugger are configurable with gdb parameters. For instance, colors can be disabled, the terminal background color and breakpoint autocompletion can be configured.
-
cy_complete_unqualified¶
Tells the Cython debugger whether
cy break
should also complete plain function names, i.e. not prefixed by their module name. E.g. if you have a function namedspam
, in moduleM
, it tells whether to only completeM.spam
or also justspam
.The default is true.
-
cy_colorize_code¶
Tells the debugger whether to colorize source code. The default is true.
-
cy_terminal_background_color¶
Tells the debugger about the terminal background color, which affects source code coloring. The default is “dark”, another valid option is “light”.
This is how these parameters can be used:
(gdb) set cy_complete_unqualified off
(gdb) set cy_terminal_background_color light
(gdb) show cy_colorize_code