Plotting#

CORNETO supports plotting of graphs through different backends, such as Graphviz, Pydot, and NetworkX

import corneto as cn

cn.info()
Installed version:v1.0.0b2
Available backends:CVXPY v1.7.1, PICOS v2.6.1
Default backend (corneto.opt):CVXPY
Installed solvers:CVXOPT, GLPK, GLPK_MI, HIGHS, SCIP, SCIPY
Graphviz version:v0.20.3
Installed path:/private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/corneto
Repository:https://github.com/saezlab/corneto

Using graphviz#

If graphviz and dot are installed, e.g. via conda install python-graphviz, you can use the plot method to visualize the graphs

from corneto.graph import Graph

G = Graph()
G.add_edge(1, 2)
G.add_edge(2, 3)
G.add_edge(1, 3)
G.plot()
# This returns a graphviz object
digraph = G.to_graphviz()
type(digraph)
graphviz.graphs.Digraph
str(digraph)
'digraph {\n\tnode [fixedsize=true]\n\t1 [shape=circle]\n\t2 [shape=circle]\n\t1 -> 2 [arrowhead=normal]\n\t2 [shape=circle]\n\t3 [shape=circle]\n\t2 -> 3 [arrowhead=normal]\n\t1 [shape=circle]\n\t3 [shape=circle]\n\t1 -> 3 [arrowhead=normal]\n}\n'
G.plot_values(edge_values=[-1, 1, 1])
---------------------------------------------------------------------------
FileNotFoundError                         Traceback (most recent call last)
File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/graphviz/backend/execute.py:76, in run_check(cmd, input_lines, encoding, quiet, **kwargs)
     75         kwargs['stdout'] = kwargs['stderr'] = subprocess.PIPE
---> 76     proc = _run_input_lines(cmd, input_lines, kwargs=kwargs)
     77 else:

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/graphviz/backend/execute.py:96, in _run_input_lines(cmd, input_lines, kwargs)
     95 def _run_input_lines(cmd, input_lines, *, kwargs):
---> 96     popen = subprocess.Popen(cmd, stdin=subprocess.PIPE, **kwargs)
     98     stdin_write = popen.stdin.write

File /opt/homebrew/Cellar/python@3.13/3.13.11_2/Frameworks/Python.framework/Versions/3.13/lib/python3.13/subprocess.py:1039, in Popen.__init__(self, args, bufsize, executable, stdin, stdout, stderr, preexec_fn, close_fds, shell, cwd, env, universal_newlines, startupinfo, creationflags, restore_signals, start_new_session, pass_fds, user, group, extra_groups, encoding, errors, text, umask, pipesize, process_group)
   1036             self.stderr = io.TextIOWrapper(self.stderr,
   1037                     encoding=encoding, errors=errors)
-> 1039     self._execute_child(args, executable, preexec_fn, close_fds,
   1040                         pass_fds, cwd, env,
   1041                         startupinfo, creationflags, shell,
   1042                         p2cread, p2cwrite,
   1043                         c2pread, c2pwrite,
   1044                         errread, errwrite,
   1045                         restore_signals,
   1046                         gid, gids, uid, umask,
   1047                         start_new_session, process_group)
   1048 except:
   1049     # Cleanup if the child failed starting.

File /opt/homebrew/Cellar/python@3.13/3.13.11_2/Frameworks/Python.framework/Versions/3.13/lib/python3.13/subprocess.py:1991, in Popen._execute_child(self, args, executable, preexec_fn, close_fds, pass_fds, cwd, env, startupinfo, creationflags, shell, p2cread, p2cwrite, c2pread, c2pwrite, errread, errwrite, restore_signals, gid, gids, uid, umask, start_new_session, process_group)
   1990 if err_filename is not None:
-> 1991     raise child_exception_type(errno_num, err_msg, err_filename)
   1992 else:

FileNotFoundError: [Errno 2] No such file or directory: PosixPath('dot')

The above exception was the direct cause of the following exception:

ExecutableNotFound                        Traceback (most recent call last)
File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/IPython/core/formatters.py:1036, in MimeBundleFormatter.__call__(self, obj, include, exclude)
   1033     method = get_real_method(obj, self.print_method)
   1035     if method is not None:
-> 1036         return method(include=include, exclude=exclude)
   1037     return None
   1038 else:

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/corneto/_plotting.py:27, in suppress_repr_warnings.<locals>.make_wrapper.<locals>.wrapper(*args, **kwargs)
     25 def wrapper(*args, **kwargs):
     26     with contextlib.redirect_stderr(io.StringIO()):
---> 27         return orig_func(*args, **kwargs)

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/graphviz/jupyter_integration.py:98, in JupyterIntegration._repr_mimebundle_(self, include, exclude, **_)
     96 include = set(include) if include is not None else {self._jupyter_mimetype}
     97 include -= set(exclude or [])
---> 98 return {mimetype: getattr(self, method_name)()
     99         for mimetype, method_name in MIME_TYPES.items()
    100         if mimetype in include}

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/corneto/_plotting.py:27, in suppress_repr_warnings.<locals>.make_wrapper.<locals>.wrapper(*args, **kwargs)
     25 def wrapper(*args, **kwargs):
     26     with contextlib.redirect_stderr(io.StringIO()):
---> 27         return orig_func(*args, **kwargs)

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/graphviz/jupyter_integration.py:112, in JupyterIntegration._repr_image_svg_xml(self)
    110 def _repr_image_svg_xml(self) -> str:
    111     """Return the rendered graph as SVG string."""
--> 112     return self.pipe(format='svg', encoding=SVG_ENCODING)

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/graphviz/piping.py:104, in Pipe.pipe(self, format, renderer, formatter, neato_no_op, quiet, engine, encoding)
     55 def pipe(self,
     56          format: typing.Optional[str] = None,
     57          renderer: typing.Optional[str] = None,
   (...)
     61          engine: typing.Optional[str] = None,
     62          encoding: typing.Optional[str] = None) -> typing.Union[bytes, str]:
     63     """Return the source piped through the Graphviz layout command.
     64 
     65     Args:
   (...)
    102         '<?xml version='
    103     """
--> 104     return self._pipe_legacy(format,
    105                              renderer=renderer,
    106                              formatter=formatter,
    107                              neato_no_op=neato_no_op,
    108                              quiet=quiet,
    109                              engine=engine,
    110                              encoding=encoding)

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/graphviz/_tools.py:171, in deprecate_positional_args.<locals>.decorator.<locals>.wrapper(*args, **kwargs)
    162     wanted = ', '.join(f'{name}={value!r}'
    163                        for name, value in deprecated.items())
    164     warnings.warn(f'The signature of {func.__name__} will be reduced'
    165                   f' to {supported_number} positional args'
    166                   f' {list(supported)}: pass {wanted}'
    167                   ' as keyword arg(s)',
    168                   stacklevel=stacklevel,
    169                   category=category)
--> 171 return func(*args, **kwargs)

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/graphviz/piping.py:121, in Pipe._pipe_legacy(self, format, renderer, formatter, neato_no_op, quiet, engine, encoding)
    112 @_tools.deprecate_positional_args(supported_number=2)
    113 def _pipe_legacy(self,
    114                  format: typing.Optional[str] = None,
   (...)
    119                  engine: typing.Optional[str] = None,
    120                  encoding: typing.Optional[str] = None) -> typing.Union[bytes, str]:
--> 121     return self._pipe_future(format,
    122                              renderer=renderer,
    123                              formatter=formatter,
    124                              neato_no_op=neato_no_op,
    125                              quiet=quiet,
    126                              engine=engine,
    127                              encoding=encoding)

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/graphviz/piping.py:149, in Pipe._pipe_future(self, format, renderer, formatter, neato_no_op, quiet, engine, encoding)
    146 if encoding is not None:
    147     if codecs.lookup(encoding) is codecs.lookup(self.encoding):
    148         # common case: both stdin and stdout need the same encoding
--> 149         return self._pipe_lines_string(*args, encoding=encoding, **kwargs)
    150     try:
    151         raw = self._pipe_lines(*args, input_encoding=self.encoding, **kwargs)

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/graphviz/backend/piping.py:212, in pipe_lines_string(engine, format, input_lines, encoding, renderer, formatter, neato_no_op, quiet)
    206 cmd = dot_command.command(engine, format,
    207                           renderer=renderer,
    208                           formatter=formatter,
    209                           neato_no_op=neato_no_op)
    210 kwargs = {'input_lines': input_lines, 'encoding': encoding}
--> 212 proc = execute.run_check(cmd, capture_output=True, quiet=quiet, **kwargs)
    213 return proc.stdout

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/graphviz/backend/execute.py:81, in run_check(cmd, input_lines, encoding, quiet, **kwargs)
     79 except OSError as e:
     80     if e.errno == errno.ENOENT:
---> 81         raise ExecutableNotFound(cmd) from e
     82     raise
     84 if not quiet and proc.stderr:

ExecutableNotFound: failed to execute PosixPath('dot'), make sure the Graphviz executables are on your systems' PATH
<graphviz.graphs.Digraph at 0x13500e0d0>
G.plot_values(edge_values=[-1, 1, 1], edge_indexes=[0, 1])
---------------------------------------------------------------------------
FileNotFoundError                         Traceback (most recent call last)
File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/graphviz/backend/execute.py:76, in run_check(cmd, input_lines, encoding, quiet, **kwargs)
     75         kwargs['stdout'] = kwargs['stderr'] = subprocess.PIPE
---> 76     proc = _run_input_lines(cmd, input_lines, kwargs=kwargs)
     77 else:

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/graphviz/backend/execute.py:96, in _run_input_lines(cmd, input_lines, kwargs)
     95 def _run_input_lines(cmd, input_lines, *, kwargs):
---> 96     popen = subprocess.Popen(cmd, stdin=subprocess.PIPE, **kwargs)
     98     stdin_write = popen.stdin.write

File /opt/homebrew/Cellar/python@3.13/3.13.11_2/Frameworks/Python.framework/Versions/3.13/lib/python3.13/subprocess.py:1039, in Popen.__init__(self, args, bufsize, executable, stdin, stdout, stderr, preexec_fn, close_fds, shell, cwd, env, universal_newlines, startupinfo, creationflags, restore_signals, start_new_session, pass_fds, user, group, extra_groups, encoding, errors, text, umask, pipesize, process_group)
   1036             self.stderr = io.TextIOWrapper(self.stderr,
   1037                     encoding=encoding, errors=errors)
-> 1039     self._execute_child(args, executable, preexec_fn, close_fds,
   1040                         pass_fds, cwd, env,
   1041                         startupinfo, creationflags, shell,
   1042                         p2cread, p2cwrite,
   1043                         c2pread, c2pwrite,
   1044                         errread, errwrite,
   1045                         restore_signals,
   1046                         gid, gids, uid, umask,
   1047                         start_new_session, process_group)
   1048 except:
   1049     # Cleanup if the child failed starting.

File /opt/homebrew/Cellar/python@3.13/3.13.11_2/Frameworks/Python.framework/Versions/3.13/lib/python3.13/subprocess.py:1991, in Popen._execute_child(self, args, executable, preexec_fn, close_fds, pass_fds, cwd, env, startupinfo, creationflags, shell, p2cread, p2cwrite, c2pread, c2pwrite, errread, errwrite, restore_signals, gid, gids, uid, umask, start_new_session, process_group)
   1990 if err_filename is not None:
-> 1991     raise child_exception_type(errno_num, err_msg, err_filename)
   1992 else:

FileNotFoundError: [Errno 2] No such file or directory: PosixPath('dot')

The above exception was the direct cause of the following exception:

ExecutableNotFound                        Traceback (most recent call last)
File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/IPython/core/formatters.py:1036, in MimeBundleFormatter.__call__(self, obj, include, exclude)
   1033     method = get_real_method(obj, self.print_method)
   1035     if method is not None:
-> 1036         return method(include=include, exclude=exclude)
   1037     return None
   1038 else:

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/corneto/_plotting.py:27, in suppress_repr_warnings.<locals>.make_wrapper.<locals>.wrapper(*args, **kwargs)
     25 def wrapper(*args, **kwargs):
     26     with contextlib.redirect_stderr(io.StringIO()):
---> 27         return orig_func(*args, **kwargs)

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/graphviz/jupyter_integration.py:98, in JupyterIntegration._repr_mimebundle_(self, include, exclude, **_)
     96 include = set(include) if include is not None else {self._jupyter_mimetype}
     97 include -= set(exclude or [])
---> 98 return {mimetype: getattr(self, method_name)()
     99         for mimetype, method_name in MIME_TYPES.items()
    100         if mimetype in include}

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/corneto/_plotting.py:27, in suppress_repr_warnings.<locals>.make_wrapper.<locals>.wrapper(*args, **kwargs)
     25 def wrapper(*args, **kwargs):
     26     with contextlib.redirect_stderr(io.StringIO()):
---> 27         return orig_func(*args, **kwargs)

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/graphviz/jupyter_integration.py:112, in JupyterIntegration._repr_image_svg_xml(self)
    110 def _repr_image_svg_xml(self) -> str:
    111     """Return the rendered graph as SVG string."""
--> 112     return self.pipe(format='svg', encoding=SVG_ENCODING)

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/graphviz/piping.py:104, in Pipe.pipe(self, format, renderer, formatter, neato_no_op, quiet, engine, encoding)
     55 def pipe(self,
     56          format: typing.Optional[str] = None,
     57          renderer: typing.Optional[str] = None,
   (...)
     61          engine: typing.Optional[str] = None,
     62          encoding: typing.Optional[str] = None) -> typing.Union[bytes, str]:
     63     """Return the source piped through the Graphviz layout command.
     64 
     65     Args:
   (...)
    102         '<?xml version='
    103     """
--> 104     return self._pipe_legacy(format,
    105                              renderer=renderer,
    106                              formatter=formatter,
    107                              neato_no_op=neato_no_op,
    108                              quiet=quiet,
    109                              engine=engine,
    110                              encoding=encoding)

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/graphviz/_tools.py:171, in deprecate_positional_args.<locals>.decorator.<locals>.wrapper(*args, **kwargs)
    162     wanted = ', '.join(f'{name}={value!r}'
    163                        for name, value in deprecated.items())
    164     warnings.warn(f'The signature of {func.__name__} will be reduced'
    165                   f' to {supported_number} positional args'
    166                   f' {list(supported)}: pass {wanted}'
    167                   ' as keyword arg(s)',
    168                   stacklevel=stacklevel,
    169                   category=category)
--> 171 return func(*args, **kwargs)

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/graphviz/piping.py:121, in Pipe._pipe_legacy(self, format, renderer, formatter, neato_no_op, quiet, engine, encoding)
    112 @_tools.deprecate_positional_args(supported_number=2)
    113 def _pipe_legacy(self,
    114                  format: typing.Optional[str] = None,
   (...)
    119                  engine: typing.Optional[str] = None,
    120                  encoding: typing.Optional[str] = None) -> typing.Union[bytes, str]:
--> 121     return self._pipe_future(format,
    122                              renderer=renderer,
    123                              formatter=formatter,
    124                              neato_no_op=neato_no_op,
    125                              quiet=quiet,
    126                              engine=engine,
    127                              encoding=encoding)

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/graphviz/piping.py:149, in Pipe._pipe_future(self, format, renderer, formatter, neato_no_op, quiet, engine, encoding)
    146 if encoding is not None:
    147     if codecs.lookup(encoding) is codecs.lookup(self.encoding):
    148         # common case: both stdin and stdout need the same encoding
--> 149         return self._pipe_lines_string(*args, encoding=encoding, **kwargs)
    150     try:
    151         raw = self._pipe_lines(*args, input_encoding=self.encoding, **kwargs)

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/graphviz/backend/piping.py:212, in pipe_lines_string(engine, format, input_lines, encoding, renderer, formatter, neato_no_op, quiet)
    206 cmd = dot_command.command(engine, format,
    207                           renderer=renderer,
    208                           formatter=formatter,
    209                           neato_no_op=neato_no_op)
    210 kwargs = {'input_lines': input_lines, 'encoding': encoding}
--> 212 proc = execute.run_check(cmd, capture_output=True, quiet=quiet, **kwargs)
    213 return proc.stdout

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/graphviz/backend/execute.py:81, in run_check(cmd, input_lines, encoding, quiet, **kwargs)
     79 except OSError as e:
     80     if e.errno == errno.ENOENT:
---> 81         raise ExecutableNotFound(cmd) from e
     82     raise
     84 if not quiet and proc.stderr:

ExecutableNotFound: failed to execute PosixPath('dot'), make sure the Graphviz executables are on your systems' PATH
<graphviz.graphs.Digraph at 0x1355c0a50>

Using Pydot#

from IPython.display import SVG, display

G_pydot = G.to_dot(backend="pydot")
display(SVG(G_pydot.create_svg()))
---------------------------------------------------------------------------
FileNotFoundError                         Traceback (most recent call last)
File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/pydot/core.py:1851, in Dot.create(self, prog, format, encoding)
   1850 try:
-> 1851     stdout_data, stderr_data, process = call_graphviz(
   1852         program=prog,
   1853         arguments=arguments,
   1854         working_dir=tmp_dir,
   1855     )
   1856 except OSError as e:

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/pydot/core.py:211, in call_graphviz(program, arguments, working_dir, **kwargs)
    209 program_with_args = [program] + arguments
--> 211 process = subprocess.Popen(
    212     program_with_args,
    213     env=env,
    214     cwd=working_dir,
    215     shell=False,
    216     stderr=subprocess.PIPE,
    217     stdout=subprocess.PIPE,
    218     **kwargs,
    219 )
    220 stdout_data, stderr_data = process.communicate()

File /opt/homebrew/Cellar/python@3.13/3.13.11_2/Frameworks/Python.framework/Versions/3.13/lib/python3.13/subprocess.py:1039, in Popen.__init__(self, args, bufsize, executable, stdin, stdout, stderr, preexec_fn, close_fds, shell, cwd, env, universal_newlines, startupinfo, creationflags, restore_signals, start_new_session, pass_fds, user, group, extra_groups, encoding, errors, text, umask, pipesize, process_group)
   1036             self.stderr = io.TextIOWrapper(self.stderr,
   1037                     encoding=encoding, errors=errors)
-> 1039     self._execute_child(args, executable, preexec_fn, close_fds,
   1040                         pass_fds, cwd, env,
   1041                         startupinfo, creationflags, shell,
   1042                         p2cread, p2cwrite,
   1043                         c2pread, c2pwrite,
   1044                         errread, errwrite,
   1045                         restore_signals,
   1046                         gid, gids, uid, umask,
   1047                         start_new_session, process_group)
   1048 except:
   1049     # Cleanup if the child failed starting.

File /opt/homebrew/Cellar/python@3.13/3.13.11_2/Frameworks/Python.framework/Versions/3.13/lib/python3.13/subprocess.py:1991, in Popen._execute_child(self, args, executable, preexec_fn, close_fds, pass_fds, cwd, env, startupinfo, creationflags, shell, p2cread, p2cwrite, c2pread, c2pwrite, errread, errwrite, restore_signals, gid, gids, uid, umask, start_new_session, process_group)
   1990 if err_filename is not None:
-> 1991     raise child_exception_type(errno_num, err_msg, err_filename)
   1992 else:

FileNotFoundError: [Errno 2] No such file or directory: 'dot'

During handling of the above exception, another exception occurred:

FileNotFoundError                         Traceback (most recent call last)
Cell In[7], line 4
      1 from IPython.display import SVG, display
      3 G_pydot = G.to_dot(backend="pydot")
----> 4 display(SVG(G_pydot.create_svg()))

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/pydot/core.py:158, in __generate_format_methods.<locals>.__create_method(self, f, prog, encoding)
    156 def __create_method(self, f=frmt, prog=None, encoding=None):
    157     """Refer to docstring of method `create`."""
--> 158     return self.create(format=f, prog=prog, encoding=encoding)

File /private/var/folders/b4/gwkwsdb93sv11rtztqbm3l040000gn/T/tmp.Dst0hQI0PJ/wt-v1.0.0-beta.2/.venv/lib/python3.13/site-packages/pydot/core.py:1860, in Dot.create(self, prog, format, encoding)
   1858     args = list(e.args)
   1859     args[1] = f'"{prog}" not found in path.'
-> 1860     raise OSError(*args)
   1861 else:
   1862     raise

FileNotFoundError: [Errno 2] "dot" not found in path.

Using NetworkX with Pydot#

import matplotlib.pyplot as plt
import networkx as nx
from networkx.drawing.nx_pydot import from_pydot, graphviz_layout

# Convert pydot to networkx
G_nx = from_pydot(G.to_dot(backend="pydot"))

# Use Graphviz layout (e.g. 'dot' for hierarchies, 'neato' for general layout)
pos = graphviz_layout(G_nx, prog="neato")  # 'neato', 'dot', 'fdp', etc.

# Plot with styling
plt.figure(figsize=(3, 3))
nx.draw(
    G_nx,
    pos,
    with_labels=True,
    arrows=True,
    node_color="lightblue",
    edge_color="gray",
    node_size=500,
    font_size=14,
)
plt.show()
../../_images/d2f490749348751ab3a330c0d0d7cc0e3d4e981f2ef75ff36bd4dae8f4ace5e4.png