ast_scope
This package is an implementation of Python's lexical scoping rules. It's interface is simple, you pass in an AST object to the annotate
function, and it provides a mapping from each node in the tree that represents a symbol to the containing scope.
Example Usage: Get Global Symbols
Let's say you have the code
code = """
def f():
x = 3
lambda z: theta
return x + y
"""
and you want to determine which global variables are referenced by it. All you need to do is run
import ast
import ast_scope
tree = ast.parse(code)
scope_info = ast_scope.annotate(tree)
global_variables = sorted(scope_info.global_scope.symbols_in_frame)
Once you have executed this code, global_variables
will be bound to ['f', 'theta', 'y']
.
Example Usage: Get Dependency Graph
Let's say you have the code
code = """
def hailstone(n):
if n == 1:
return 1
if n % 2 == 0:
return hailstone(n // 2)
if n % 2 == 1:
return hailstone(3 * n + 1)
def mapper(f, lst):
return list(map(f, lst))
def lrange(n):
return list(range(n))
def main():
return mapper(hailstone, lrange(20))
"""
and you want to find the dependency graph. You can run
import ast
import ast_scope
tree = ast.parse(code)
scope_info = ast_scope.annotate(tree)
graph = scope_info.static_dependency_graph
which results in the following directed graph of dependencies between top-level functions (rendering using networkx):
See the documentation for some caveats.
Example usage: find a specific symbol's scope
Take the following code:
code = """
def f(x):
def g(x): return x()
return g(lambda: x)
"""
First, parse the code and identify the node (in practice, you'd probably have this always).
import ast, ast_scope
tree = ast.parse(code)
last_x = tree.body[0].body[-1].value.args[0].body
If you want to find the scope in which the last x
could be found, just run the annotator and look up it's scope!
# run the annotator
scope_info = ast_scope.annotate(tree)
scope_x = scope_info[last_x]
You should get a FunctionScope
object which contains a bunch of information about the other variables, etc., in the scope, but also scope_x.function_node
, a pointer to the node containing the def
statement for f
.