RadonMetrics/radon/visitors.py

Mon, 21 Sep 2015 19:20:07 +0200

author
Detlev Offenbach <detlev@die-offenbachs.de>
date
Mon, 21 Sep 2015 19:20:07 +0200
changeset 20
2677fbceea32
parent 1
b6cced815847
child 55
755bc8e1485a
permissions
-rw-r--r--

Patched the radon files to support Python 3.5 'async def'.

'''This module contains the ComplexityVisitor class which is where all the
analysis concerning Cyclomatic Complexity is done. There is also the class
HalsteadVisitor, that counts Halstead metrics.'''

#
# patched to support Python 3.5 'async def'.
#

import ast
import operator
import collections


# Helper functions to use in combination with map()
GET_COMPLEXITY = operator.attrgetter('complexity')
GET_REAL_COMPLEXITY = operator.attrgetter('real_complexity')
NAMES_GETTER = operator.attrgetter('name', 'asname')
GET_ENDLINE = operator.attrgetter('endline')

BaseFunc = collections.namedtuple('Function', ['name', 'lineno', 'col_offset',
                                               'endline', 'is_method',
                                               'classname', 'closures',
                                               'complexity'])
BaseClass = collections.namedtuple('Class', ['name', 'lineno', 'col_offset',
                                             'endline', 'methods',
                                             'real_complexity'])


def code2ast(source):
    '''Convert a string object into an AST object. This function attempts to
    convert the string into bytes.
    '''
    try:
        source = source.encode('utf-8')  # necessary in Python 3
    except UnicodeDecodeError:  # pragma: no cover
        pass
    return ast.parse(source)


class Function(BaseFunc):
    '''Object represeting a function block.'''

    @property
    def letter(self):
        '''The letter representing the function. It is `M` if the function is
        actually a method, `F` otherwise.
        '''
        return 'M' if self.is_method else 'F'

    @property
    def fullname(self):
        '''The full name of the function. If it is a method, then the full name
        is:
                {class name}.{method name}
        Otherwise it is just the function name.
        '''
        if self.classname is None:
            return self.name
        return '{0}.{1}'.format(self.classname, self.name)

    def __str__(self):
        '''String representation of a function block.'''
        return '{0} {1}:{2}->{3} {4} - {5}'.format(self.letter, self.lineno,
                                                   self.col_offset,
                                                   self.endline,
                                                   self.fullname,
                                                   self.complexity)


class Class(BaseClass):
    '''Object representing a class block.'''

    letter = 'C'

    @property
    def fullname(self):
        '''The full name of the class. It is just its name. This attribute
        exists for consistency (see :data:`Function.fullname`).
        '''
        return self.name

    @property
    def complexity(self):
        '''The average complexity of the class. It corresponds to the average
        complexity of its methods plus one.
        '''
        if not self.methods:
            return self.real_complexity
        methods = len(self.methods)
        return int(self.real_complexity / float(methods)) + (methods > 1)

    def __str__(self):
        '''String representation of a class block.'''
        return '{0} {1}:{2}->{3} {4} - {5}'.format(self.letter, self.lineno,
                                                   self.col_offset,
                                                   self.endline, self.name,
                                                   self.complexity)


class CodeVisitor(ast.NodeVisitor):
    '''Base class for every NodeVisitors in `radon.visitors`. It implements a
    couple utility class methods and a static method.
    '''

    @staticmethod
    def get_name(obj):
        '''Shorthand for ``obj.__class__.__name__``.'''
        return obj.__class__.__name__

    @classmethod
    def from_code(cls, code, **kwargs):
        '''Instanciate the class from source code (string object). The
        `**kwargs` are directly passed to the `ast.NodeVisitor` constructor.
        '''
        return cls.from_ast(code2ast(code), **kwargs)

    @classmethod
    def from_ast(cls, ast_node, **kwargs):
        '''Instantiate the class from an AST node. The `**kwargs` are
        directly passed to the `ast.NodeVisitor` constructor.
        '''
        visitor = cls(**kwargs)
        visitor.visit(ast_node)
        return visitor


class ComplexityVisitor(CodeVisitor):
    '''A visitor that keeps track of the cyclomatic complexity of
    the elements.

    :param to_method: If True, every function is treated as a method. In this
        case the *classname* parameter is used as class name.
    :param classname: Name of parent class.
    :param off: If True, the starting value for the complexity is set to 1,
        otherwise to 0.
    '''

    def __init__(self, to_method=False, classname=None, off=True,
                 no_assert=False):
        self.off = off
        self.complexity = 1 if off else 0
        self.functions = []
        self.classes = []
        self.to_method = to_method
        self.classname = classname
        self.no_assert = no_assert
        self._max_line = float('-inf')

    @property
    def functions_complexity(self):
        '''The total complexity from all functions (i.e. the total number of
        decision points + 1).

        This is *not* the sum of all the complexity from the functions. Rather,
        it's the complexity of the code *inside* all the functions.
        '''
        return sum(map(GET_COMPLEXITY, self.functions)) - len(self.functions)

    @property
    def classes_complexity(self):
        '''The total complexity from all classes (i.e. the total number of
        decision points + 1).
        '''
        return sum(map(GET_REAL_COMPLEXITY, self.classes)) - len(self.classes)

    @property
    def total_complexity(self):
        '''The total complexity. Computed adding up the visitor complexity, the
        functions complexity, and the classes complexity.
        '''
        return (self.complexity + self.functions_complexity +
                self.classes_complexity + (not self.off))

    @property
    def blocks(self):
        '''All the blocks visited. These include: all the functions, the
        classes and their methods. The returned list is not sorted.
        '''
        blocks = []
        blocks.extend(self.functions)
        for cls in self.classes:
            blocks.append(cls)
            blocks.extend(cls.methods)
        return blocks

    @property
    def max_line(self):
        '''The maximum line number among the analyzed lines.'''
        return self._max_line

    @max_line.setter
    def max_line(self, value):
        '''The maximum line number among the analyzed lines.'''
        if value > self._max_line:
            self._max_line = value

    def generic_visit(self, node):
        '''Main entry point for the visitor.'''
        # Get the name of the class
        name = self.get_name(node)
        # Check for a lineno attribute
        if hasattr(node, 'lineno'):
            self.max_line = node.lineno
        # The Try/Except block is counted as the number of handlers
        # plus the `else` block.
        # In Python 3.3 the TryExcept and TryFinally nodes have been merged
        # into a single node: Try
        if name in ('Try', 'TryExcept'):
            self.complexity += len(node.handlers) + len(node.orelse)
        elif name == 'BoolOp':
            self.complexity += len(node.values) - 1
        # Ifs, with and assert statements count all as 1.
        # Note: Lambda functions are not counted anymore, see #68
        elif name in ('With', 'If', 'IfExp',  'AsyncWith'):
            self.complexity += 1
        # The For and While blocks count as 1 plus the `else` block.
        elif name in ('For', 'While', 'AsyncFor'):
            self.complexity += bool(node.orelse) + 1
        # List, set, dict comprehensions and generator exps count as 1 plus
        # the `if` statement.
        elif name == 'comprehension':
            self.complexity += len(node.ifs) + 1

        super(ComplexityVisitor, self).generic_visit(node)

    def visit_Assert(self, node):
        '''When visiting `assert` statements, the complexity is increased only
        if the `no_assert` attribute is `False`.
        '''
        self.complexity += not self.no_assert

    def visit_FunctionDef(self, node):
        '''When visiting functions a new visitor is created to recursively
        analyze the function's body.
        '''
        # The complexity of a function is computed taking into account
        # the following factors: number of decorators, the complexity
        # the function's body and the number of closures (which count
        # double).
        closures = []
        body_complexity = 1
        for child in node.body:
            visitor = ComplexityVisitor(off=False, no_assert=self.no_assert)
            visitor.visit(child)
            closures.extend(visitor.functions)
            # Add general complexity but not closures' complexity, see #68
            body_complexity += visitor.complexity

        func = Function(node.name, node.lineno, node.col_offset,
                        max(node.lineno, visitor.max_line), self.to_method,
                        self.classname, closures, body_complexity)
        self.functions.append(func)

    visit_AsyncFunctionDef = visit_FunctionDef

    def visit_ClassDef(self, node):
        '''When visiting classes a new visitor is created to recursively
        analyze the class' body and methods.
        '''
        # The complexity of a class is computed taking into account
        # the following factors: number of decorators and the complexity
        # of the class' body (which is the sum of all the complexities).
        methods = []
        # According to Cyclomatic Complexity definition it has to start off
        # from 1.
        body_complexity = 1
        classname = node.name
        visitors_max_lines = [node.lineno]
        for child in node.body:
            visitor = ComplexityVisitor(True, classname, off=False,
                                        no_assert=self.no_assert)
            visitor.visit(child)
            methods.extend(visitor.functions)
            body_complexity += (visitor.complexity +
                                visitor.functions_complexity)
            visitors_max_lines.append(visitor.max_line)

        cls = Class(classname, node.lineno, node.col_offset,
                    max(visitors_max_lines + list(map(GET_ENDLINE, methods))),
                    methods, body_complexity)
        self.classes.append(cls)


class HalsteadVisitor(CodeVisitor):
    '''Visitor that keeps track of operators and operands, in order to compute
    Halstead metrics (see :func:`radon.metrics.h_visit`).
    '''

    types = {ast.Num: 'n',
             ast.Name: 'id',
             ast.Attribute: 'attr'}

    def __init__(self, context=None):
        '''*context* is a string used to keep track the analysis' context.'''
        self.operators_seen = set()
        self.operands_seen = set()
        self.operators = 0
        self.operands = 0
        self.context = context

    @property
    def distinct_operators(self):
        '''The number of distinct operators.'''
        return len(self.operators_seen)

    @property
    def distinct_operands(self):
        '''The number of distinct operands.'''
        return len(self.operands_seen)

    def dispatch(meth):
        '''This decorator does all the hard work needed for every node.

        The decorated method must return a tuple of 4 elements:

            * the number of operators
            * the number of operands
            * the operators seen (a sequence)
            * the operands seen (a sequence)
        '''
        def aux(self, node):
            '''Actual function that updates the stats.'''
            results = meth(self, node)
            self.operators += results[0]
            self.operands += results[1]
            self.operators_seen.update(results[2])
            for operand in results[3]:
                new_operand = getattr(operand,
                                      self.types.get(type(operand), ''),
                                      operand)

                self.operands_seen.add((self.context, new_operand))
            # Now dispatch to children
            super(HalsteadVisitor, self).generic_visit(node)
        return aux

    @dispatch
    def visit_BinOp(self, node):
        '''A binary operator.'''
        return (1, 2, (self.get_name(node.op),), (node.left, node.right))

    @dispatch
    def visit_UnaryOp(self, node):
        '''A unary operator.'''
        return (1, 1, (self.get_name(node.op),), (node.operand,))

    @dispatch
    def visit_BoolOp(self, node):
        '''A boolean operator.'''
        return (1, len(node.values), (self.get_name(node.op),), node.values)

    @dispatch
    def visit_AugAssign(self, node):
        '''An augmented assign (contains an operator).'''
        return (1, 2, (self.get_name(node.op),), (node.target, node.value))

    @dispatch
    def visit_Compare(self, node):
        '''A comparison.'''
        return (len(node.ops), len(node.comparators) + 1,
                map(self.get_name, node.ops), node.comparators + [node.left])

    def visit_FunctionDef(self, node):
        '''When visiting functions, another visitor is created to recursively
        analyze the function's body.
        '''
        for child in node.body:
            visitor = HalsteadVisitor.from_ast(child, context=node.name)
            self.operators += visitor.operators
            self.operands += visitor.operands
            self.operators_seen.update(visitor.operators_seen)
            self.operands_seen.update(visitor.operands_seen)

    visit_AsyncFunctionDef = visit_FunctionDef

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