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pyan.py
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#!/usr/bin/env python
"""
pyan.py - Generate approximate call graphs for Python programs.
This program takes one or more Python source files, does a superficial
analysis, and constructs a directed graph of the objects in the combined
source, and how they define or use each other. The graph can be output
for rendering by e.g. GraphViz or yEd.
"""
# Copyright (C) 2011-2014 Edmund Horner and Juha Jeronen
#
# This program is free software; you can redistribute it and/or
# modify it under the terms of the GNU General Public License
# as published by the Free Software Foundation; either version 2
# of the License, or (at your option) any later version.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with this program; if not, write to the Free Software
# Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA.
import sys
import compiler
from glob import glob
from optparse import OptionParser
import os.path
import logging
from graph import Graph
from writers import DotWriter, TgfWriter, YedWriter
class Node(object):
"""A node is an object in the call graph. Nodes have names, and are in
namespaces. The full name of a node is its namespace, a dot, and its name.
If the namespace is Null, it is rendered as *, and considered as an unknown
node. The meaning of this is that a use-edge to an unknown node is created
when the analysis cannot determine which actual node is being used."""
def __init__(self, namespace, name, orig_node):
self.namespace = namespace
self.name = name
self.defined = namespace is None
self.orig_node = orig_node
def __cmp__(self, other):
if self.get_name() > other.get_name():
return +1
elif self.get_name() < other.get_name():
return -1
else:
return 0
def get_short_name(self):
"""Return the short name (i.e. excluding the namespace), of this Node.
Names of unknown nodes will include the *. prefix."""
if self.namespace is None:
return '*.' + self.name
else:
return self.name
def get_name(self):
"""Return the full name of this node."""
if self.namespace == '':
return self.name
elif self.namespace is None:
return '*.' + self.name
else:
return self.namespace + '.' + self.name
def get_level(self):
"""Return the level of this node (in terms of nested namespaces).
The level is defined as the number of '.' in the namespace, plus one.
Top level is level 0.
"""
if self.namespace == "":
return 0
else:
return 1 + self.namespace.count('.')
def get_toplevel_namespace(self):
"""Return the name of the top-level namespace of this node, or "" if
none."""
if self.namespace == "":
return ""
idx = self.namespace.find('.')
if idx > -1:
return self.namespace[0:idx]
else:
return self.namespace
def get_label(self):
"""Return a label for this node, suitable for use in graph formats.
Unique nodes should have unique labels; and labels should not contain
problematic characters like dots or asterisks."""
return self.get_name().replace('.', '__').replace('*', '')
def __repr__(self):
return '<Node %s>' % self.get_name()
class CallGraphVisitor(object):
"""A visitor that can be walked over a Python AST, and will derive
information about the objects in the AST and how they use each other.
A single CallGraphVisitor object can be run over several ASTs (from a
set of source files). The resulting information is the aggregate from
all files. This way use information between objects in different files
can be gathered."""
def __init__(self, logger=None):
self.nodes = {}
self.defines_edges = {}
self.uses_edges = {}
self.name_stack = []
self.scope_stack = []
self.last_value = None
self.current_class = None
self.logger = logger or logging.getLogger(__name__)
@classmethod
def from_filenames(cls, filenames, logger=None):
v = cls(logger)
v.module_names = {}
# First find module full names for all files
for filename in filenames:
mod_name = get_module_name(filename)
short_name = mod_name.rsplit('.', 1)[-1]
v.module_names[short_name] = mod_name
# Process the set of files, TWICE: so that forward references are
# picked up
for filename in filenames + filenames:
ast = compiler.parseFile(filename)
module_name = get_module_name(filename)
v.module_name = module_name
s = compiler.symbols.SymbolVisitor()
compiler.walk(ast, s)
v.scopes = s.scopes
compiler.walk(ast, v)
v.contract_nonexistents()
v.expand_unknowns()
v.cull_inherited()
return v
def visitModule(self, node):
self.name_stack.append(self.module_name)
self.scope_stack.append(self.scopes[node])
self.visit(node.node)
self.scope_stack.pop()
self.name_stack.pop()
self.last_value = None
def visitClass(self, node):
from_node = self.get_current_namespace()
to_node = self.get_node(from_node.get_name(), node.name, node)
if self.add_defines_edge(from_node, to_node):
self.logger.info("Def from %s to Class %s" % (from_node, to_node))
self.current_class = to_node
self.name_stack.append(node.name)
self.scope_stack.append(self.scopes[node])
for b in node.bases:
self.visit(b)
self.visit(node.code)
self.scope_stack.pop()
self.name_stack.pop()
def visitFunction(self, node):
if node.name == '__init__':
for d in node.defaults:
self.visit(d)
self.visit(node.code)
return
from_node = self.get_current_namespace()
to_node = self.get_node(from_node.get_name(), node.name, node)
if self.add_defines_edge(from_node, to_node):
self.logger.info(
"Def from %s to Function %s" % (from_node, to_node))
self.name_stack.append(node.name)
self.scope_stack.append(self.scopes[node])
for d in node.defaults:
self.visit(d)
self.visit(node.code)
self.scope_stack.pop()
self.name_stack.pop()
def visitImport(self, node):
for import_item in node.names:
tgt_name = import_item[0].split('.', 1)[0]
from_node = self.get_current_namespace()
to_node = self.get_node('', tgt_name, node)
if self.add_uses_edge(from_node, to_node):
self.logger.info(
"Use from %s to Import %s"
% (from_node, to_node))
if tgt_name in self.module_names:
mod_name = self.module_names[tgt_name]
else:
mod_name = tgt_name
tgt_module = self.get_node('', mod_name, node)
self.set_value(tgt_name, tgt_module)
def visitFrom(self, node):
tgt_name = node.modname
from_node = self.get_current_namespace()
to_node = self.get_node(None, tgt_name, node)
if self.add_uses_edge(from_node, to_node):
self.logger.info("Use from %s to From %s" % (from_node, to_node))
if tgt_name in self.module_names:
mod_name = self.module_names[tgt_name]
else:
mod_name = tgt_name
for name, new_name in node.names:
if new_name is None:
new_name = name
tgt_module = self.get_node(mod_name, name, node)
self.set_value(new_name, tgt_module)
self.logger.info(
"From setting name %s to %s"
% (new_name, tgt_module))
def visitConst(self, node):
t = type(node.value)
tn = t.__name__
self.last_value = self.get_node('', tn, node)
def visitAssAttr(self, node):
save_last_value = self.last_value
self.visit(node.expr)
if (isinstance(self.last_value, Node) and
self.last_value.orig_node in self.scopes):
sc = self.scopes[self.last_value.orig_node]
sc.defs[node.attrname] = save_last_value
self.logger.info(
'assattr %s on %s to %s'
% (node.attrname, self.last_value, save_last_value))
self.last_value = save_last_value
def visitAssName(self, node):
tgt_name = node.name
self.set_value(tgt_name, self.last_value)
def visitAssign(self, node):
self.visit(node.expr)
for ass in node.nodes:
self.visit(ass)
self.last_value = None
def visitCallFunc(self, node):
self.visit(node.node)
for arg in node.args:
self.visit(arg)
if node.star_args is not None:
self.visit(node.star_args)
if node.dstar_args is not None:
self.visit(node.dstar_args)
def visitDiscard(self, node):
self.visit(node.expr)
self.last_value = None
def visitName(self, node):
if node.name == 'self' and self.current_class is not None:
self.logger.info(
'name %s is maps to %s'
% (node.name, self.current_class))
self.last_value = self.current_class
return
tgt_name = node.name
from_node = self.get_current_namespace()
to_node = self.get_value(tgt_name)
# TODO if the name is a local variable (i.e. in the top scope), and
# has no known value, then don't try to create a node for it.
if not isinstance(to_node, Node):
to_node = self.get_node(None, tgt_name, node)
if self.add_uses_edge(from_node, to_node):
self.logger.info("Use from %s to Name %s" % (from_node, to_node))
self.last_value = to_node
def visitGetattr(self, node):
self.visit(node.expr)
if (isinstance(self.last_value, Node) and
self.last_value.orig_node in self.scopes and
node.attrname in self.scopes[self.last_value.orig_node].defs):
orig_node = self.scopes[self.last_value.orig_node]
new_value = orig_node.defs[node.attrname]
self.logger.info(
'getattr %s from %s returns %s'
% (node.attrname, self.last_value, new_value))
self.last_value = new_value
return
tgt_name = node.attrname
from_node = self.get_current_namespace()
if (isinstance(self.last_value, Node) and
self.last_value.namespace is not None):
to_node = self.get_node(self.last_value.get_name(), tgt_name, node)
else:
to_node = self.get_node(None, tgt_name, node)
if self.add_uses_edge(from_node, to_node):
self.logger.info(
"Use from %s to Getattr %s" % (from_node, to_node))
self.last_value = to_node
def get_node(self, namespace, name, orig_node=None):
"""Return the unique node matching the namespace and name.
Creates a new node if one doesn't already exist."""
if name in self.nodes:
for n in self.nodes[name]:
if n.namespace == namespace:
return n
n = Node(namespace, name, orig_node)
if name in self.nodes:
self.nodes[name].append(n)
else:
self.nodes[name] = [n]
return n
def get_current_namespace(self):
"""Return a node representing the current namespace."""
namespace = '.'.join(self.name_stack[0:-1])
name = self.name_stack[-1]
return self.get_node(namespace, name, None)
def find_scope(self, name):
"""Search in the scope stack for the top-most scope containing name."""
for sc in reversed(self.scope_stack):
if name in sc.defs:
return sc
return None
def get_value(self, name):
"""Get the value of name in the current scope."""
sc = self.find_scope(name)
if sc is None:
return None
value = sc.defs[name]
if isinstance(value, Node):
return value
return None
def set_value(self, name, value):
"""Set the value of name in the current scope."""
sc = self.find_scope(name)
if sc is not None and isinstance(value, Node):
sc.defs[name] = value
self.logger.info('Set %s to %s' % (name, value))
def add_defines_edge(self, from_node, to_node):
"""Add a defines edge in the graph between two nodes.
N.B. This will mark both nodes as defined."""
if from_node not in self.defines_edges:
self.defines_edges[from_node] = set()
if to_node in self.defines_edges[from_node]:
return False
self.defines_edges[from_node].add(to_node)
from_node.defined = True
to_node.defined = True
return True
def add_uses_edge(self, from_node, to_node):
"""Add a uses edge in the graph between two nodes."""
if from_node not in self.uses_edges:
self.uses_edges[from_node] = set()
if to_node in self.uses_edges[from_node]:
return False
self.uses_edges[from_node].add(to_node)
return True
def contract_nonexistents(self):
"""For all use edges to non-existent (i.e. not defined nodes) X.name,
replace with edge to *.name."""
new_uses_edges = []
for n in self.uses_edges:
for n2 in self.uses_edges[n]:
if n2.namespace is not None and not n2.defined:
n3 = self.get_node(None, n2.name, n2.orig_node)
new_uses_edges.append((n, n3))
self.logger.info(
"Contracting non-existent from %s to %s"
% (n, n2))
for from_node, to_node in new_uses_edges:
self.add_uses_edge(from_node, to_node)
def expand_unknowns(self):
"""For each unknown node *.name, replace all its incoming edges with
edges to X.name for all possible Xs."""
new_defines_edges = []
for n in self.defines_edges:
for n2 in self.defines_edges[n]:
if n2.namespace is None:
for n3 in self.nodes[n2.name]:
new_defines_edges.append((n, n3))
for from_node, to_node in new_defines_edges:
self.add_defines_edge(from_node, to_node)
new_uses_edges = []
for n in self.uses_edges:
for n2 in self.uses_edges[n]:
if n2.namespace is None:
for n3 in self.nodes[n2.name]:
new_uses_edges.append((n, n3))
for from_node, to_node in new_uses_edges:
self.add_uses_edge(from_node, to_node)
for name in self.nodes:
for n in self.nodes[name]:
if n.namespace is None:
n.defined = False
def cull_inherited(self):
"""For each use edge from W to X.name, if it also has an edge to W to
Y.name where Y is used by X, then remove the first edge."""
removed_uses_edges = []
for n in self.uses_edges:
for n2 in self.uses_edges[n]:
inherited = False
for n3 in self.uses_edges[n]:
if (n3.name == n2.name and
n2.namespace is not None and
n3.namespace is not None and
n3.namespace != n2.namespace):
if '.' in n2.namespace:
nsp2, p2 = n2.namespace.rsplit('.', 1)
else:
nsp2, p2 = '', n2.namespace
if '.' in n3.namespace:
nsp3, p3 = n3.namespace.rsplit('.', 1)
else:
nsp3, p3 = '', n3.namespace
pn2 = self.get_node(nsp2, p2, None)
pn3 = self.get_node(nsp3, p3, None)
if (pn2 in self.uses_edges and
pn3 in self.uses_edges[pn2]):
inherited = True
if inherited and n in self.uses_edges:
removed_uses_edges.append((n, n2))
self.logger.info(
"Removing inherited edge from %s to %s"
% (n, n2))
for from_node, to_node in removed_uses_edges:
self.uses_edges[from_node].remove(to_node)
def get_module_name(filename):
"""Try to determine the full module name of a source file, by figuring out
if its directory looks like a package (i.e. has an __init__.py file)."""
if os.path.basename(filename) == '__init__.py':
return get_module_name(os.path.dirname(filename))
init_path = os.path.join(os.path.dirname(filename), '__init__.py')
mod_name = os.path.basename(filename).replace('.py', '')
if not os.path.exists(init_path):
return mod_name
if not os.path.dirname(filename):
return mod_name or '__init__'
return get_module_name(os.path.dirname(filename)) + '.' + mod_name
def main():
usage = """usage: %prog FILENAME... [--dot|--tgf|--yed]"""
desc = ('Analyse one or more Python source files and generate an'
'approximate call graph of the modules, classes and functions'
' within them.')
parser = OptionParser(usage=usage, description=desc)
parser.add_option("--dot",
action="store_true", default=False,
help="output in GraphViz dot format")
parser.add_option("--tgf",
action="store_true", default=False,
help="output in Trivial Graph Format")
parser.add_option("--yed",
action="store_true", default=False,
help="output in yEd GraphML Format")
parser.add_option("-f", "--file", dest="filename",
help="write graph to FILE", metavar="FILE", default=None)
parser.add_option("-l", "--log", dest="logname",
help="write log to LOG", metavar="LOG")
parser.add_option("-v", "--verbose",
action="store_true", default=False, dest="verbose",
help="verbose output")
parser.add_option("-d", "--defines",
action="store_true", default=True, dest="draw_defines",
help="add edges for 'defines' relationships [default]")
parser.add_option("-n", "--no-defines",
action="store_false", default=True, dest="draw_defines",
help="do not add edges for 'defines' relationships")
parser.add_option("-u", "--uses",
action="store_true", default=True, dest="draw_uses",
help="add edges for 'uses' relationships [default]")
parser.add_option("-N", "--no-uses",
action="store_false", default=True, dest="draw_uses",
help="do not add edges for 'uses' relationships")
parser.add_option("-c", "--colored",
action="store_true", default=False, dest="colored",
help="color nodes according to namespace [dot only]")
parser.add_option("-g", "--grouped",
action="store_true", default=False, dest="grouped",
help=(
"group nodes (create subgraphs) "
"according to namespace [dot only]"))
parser.add_option("-e", "--nested-groups",
action="store_true", default=False, dest="nested_groups",
help=(
"create nested groups (subgraphs) "
"for nested namespaces (implies -g) [dot only]"))
options, args = parser.parse_args()
filenames = [fn2 for fn in args for fn2 in glob(fn)]
if len(args) == 0:
parser.error('Need one or more filenames to process')
if options.nested_groups:
options.grouped = True
graph_options = {
'draw_defines': options.draw_defines,
'draw_uses': options.draw_uses,
'colored': options.colored,
'grouped': options.grouped,
'nested_groups': options.nested_groups}
if options.logname or options.verbose:
logger = logging.getLogger(__name__)
logger.setLevel(logging.INFO)
if options.logname:
handler = logging.FileHandler(options.logname)
logger.addHandler(handler)
if options.verbose:
logger.addHandler(logging.StreamHandler())
else:
logger = None
v = CallGraphVisitor.from_filenames(filenames, logger)
graph = Graph.from_visitor(v, options=graph_options, logger=logger)
if options.dot:
writer = DotWriter(
graph, output=options.filename, logger=logger)
writer.run()
if options.tgf:
writer = TgfWriter(
graph, output=options.filename, logger=logger)
writer.run()
if options.yed:
writer = YedWriter(
graph, output=options.filename, logger=logger)
writer.run()
if __name__ == '__main__':
main()