""" My own variation on function-specific inspect-like features. """ # Author: Gael Varoquaux # Copyright (c) 2009 Gael Varoquaux # License: BSD Style, 3 clauses. import inspect import warnings import re import os import collections from itertools import islice from tokenize import open as open_py_source from .logger import pformat full_argspec_fields = ('args varargs varkw defaults kwonlyargs ' 'kwonlydefaults annotations') full_argspec_type = collections.namedtuple('FullArgSpec', full_argspec_fields) def get_func_code(func): """ Attempts to retrieve a reliable function code hash. The reason we don't use inspect.getsource is that it caches the source, whereas we want this to be modified on the fly when the function is modified. Returns ------- func_code: string The function code source_file: string The path to the file in which the function is defined. first_line: int The first line of the code in the source file. Notes ------ This function does a bit more magic than inspect, and is thus more robust. """ source_file = None try: code = func.__code__ source_file = code.co_filename if not os.path.exists(source_file): # Use inspect for lambda functions and functions defined in an # interactive shell, or in doctests source_code = ''.join(inspect.getsourcelines(func)[0]) line_no = 1 if source_file.startswith('', source_file).groups() line_no = int(line_no) source_file = '' % source_file return source_code, source_file, line_no # Try to retrieve the source code. with open_py_source(source_file) as source_file_obj: first_line = code.co_firstlineno # All the lines after the function definition: source_lines = list(islice(source_file_obj, first_line - 1, None)) return ''.join(inspect.getblock(source_lines)), source_file, first_line except: # If the source code fails, we use the hash. This is fragile and # might change from one session to another. if hasattr(func, '__code__'): # Python 3.X return str(func.__code__.__hash__()), source_file, -1 else: # Weird objects like numpy ufunc don't have __code__ # This is fragile, as quite often the id of the object is # in the repr, so it might not persist across sessions, # however it will work for ufuncs. return repr(func), source_file, -1 def _clean_win_chars(string): """Windows cannot encode some characters in filename.""" import urllib if hasattr(urllib, 'quote'): quote = urllib.quote else: # In Python 3, quote is elsewhere import urllib.parse quote = urllib.parse.quote for char in ('<', '>', '!', ':', '\\'): string = string.replace(char, quote(char)) return string def get_func_name(func, resolv_alias=True, win_characters=True): """ Return the function import path (as a list of module names), and a name for the function. Parameters ---------- func: callable The func to inspect resolv_alias: boolean, optional If true, possible local aliases are indicated. win_characters: boolean, optional If true, substitute special characters using urllib.quote This is useful in Windows, as it cannot encode some filenames """ if hasattr(func, '__module__'): module = func.__module__ else: try: module = inspect.getmodule(func) except TypeError: if hasattr(func, '__class__'): module = func.__class__.__module__ else: module = 'unknown' if module is None: # Happens in doctests, eg module = '' if module == '__main__': try: filename = os.path.abspath(inspect.getsourcefile(func)) except: filename = None if filename is not None: # mangling of full path to filename parts = filename.split(os.sep) if parts[-1].startswith(', where: # - N is the cell number where the function was defined # - XYZ is a hash representing the function's code (and name). # It will be consistent across sessions and kernel restarts, # and will change if the function's code/name changes # We remove N so that cache is properly hit if the cell where # the func is defined is re-exectuted. # The XYZ hash should avoid collisions between functions with # the same name, both within the same notebook but also across # notebooks splitted = parts[-1].split('-') parts[-1] = '-'.join(splitted[:2] + splitted[3:]) filename = '-'.join(parts) if filename.endswith('.py'): filename = filename[:-3] module = module + '-' + filename module = module.split('.') if hasattr(func, 'func_name'): name = func.func_name elif hasattr(func, '__name__'): name = func.__name__ else: name = 'unknown' # Hack to detect functions not defined at the module-level if resolv_alias: # TODO: Maybe add a warning here? if hasattr(func, 'func_globals') and name in func.func_globals: if not func.func_globals[name] is func: name = '%s-alias' % name if inspect.ismethod(func): # We need to add the name of the class if hasattr(func, 'im_class'): klass = func.im_class module.append(klass.__name__) if os.name == 'nt' and win_characters: # Windows can't encode certain characters in filenames name = _clean_win_chars(name) module = [_clean_win_chars(s) for s in module] return module, name def _signature_str(function_name, arg_spec): """Helper function to output a function signature""" arg_spec_str = inspect.formatargspec(*arg_spec) return '{}{}'.format(function_name, arg_spec_str) def _function_called_str(function_name, args, kwargs): """Helper function to output a function call""" template_str = '{0}({1}, {2})' args_str = repr(args)[1:-1] kwargs_str = ', '.join('%s=%s' % (k, v) for k, v in kwargs.items()) return template_str.format(function_name, args_str, kwargs_str) def filter_args(func, ignore_lst, args=(), kwargs=dict()): """ Filters the given args and kwargs using a list of arguments to ignore, and a function specification. Parameters ---------- func: callable Function giving the argument specification ignore_lst: list of strings List of arguments to ignore (either a name of an argument in the function spec, or '*', or '**') *args: list Positional arguments passed to the function. **kwargs: dict Keyword arguments passed to the function Returns ------- filtered_args: list List of filtered positional and keyword arguments. """ args = list(args) if isinstance(ignore_lst, str): # Catch a common mistake raise ValueError( 'ignore_lst must be a list of parameters to ignore ' '%s (type %s) was given' % (ignore_lst, type(ignore_lst))) # Special case for functools.partial objects if (not inspect.ismethod(func) and not inspect.isfunction(func)): if ignore_lst: warnings.warn('Cannot inspect object %s, ignore list will ' 'not work.' % func, stacklevel=2) return {'*': args, '**': kwargs} arg_spec = inspect.getfullargspec(func) arg_names = arg_spec.args + arg_spec.kwonlyargs arg_defaults = arg_spec.defaults or () if arg_spec.kwonlydefaults: arg_defaults = arg_defaults + tuple(arg_spec.kwonlydefaults[k] for k in arg_spec.kwonlyargs if k in arg_spec.kwonlydefaults) arg_varargs = arg_spec.varargs arg_varkw = arg_spec.varkw if inspect.ismethod(func): # First argument is 'self', it has been removed by Python # we need to add it back: args = [func.__self__, ] + args # XXX: Maybe I need an inspect.isbuiltin to detect C-level methods, such # as on ndarrays. _, name = get_func_name(func, resolv_alias=False) arg_dict = dict() arg_position = -1 for arg_position, arg_name in enumerate(arg_names): if arg_position < len(args): # Positional argument or keyword argument given as positional if arg_name not in arg_spec.kwonlyargs: arg_dict[arg_name] = args[arg_position] else: raise ValueError( "Keyword-only parameter '%s' was passed as " 'positional parameter for %s:\n' ' %s was called.' % (arg_name, _signature_str(name, arg_spec), _function_called_str(name, args, kwargs)) ) else: position = arg_position - len(arg_names) if arg_name in kwargs: arg_dict[arg_name] = kwargs[arg_name] else: try: arg_dict[arg_name] = arg_defaults[position] except (IndexError, KeyError) as e: # Missing argument raise ValueError( 'Wrong number of arguments for %s:\n' ' %s was called.' % (_signature_str(name, arg_spec), _function_called_str(name, args, kwargs)) ) from e varkwargs = dict() for arg_name, arg_value in sorted(kwargs.items()): if arg_name in arg_dict: arg_dict[arg_name] = arg_value elif arg_varkw is not None: varkwargs[arg_name] = arg_value else: raise TypeError("Ignore list for %s() contains an unexpected " "keyword argument '%s'" % (name, arg_name)) if arg_varkw is not None: arg_dict['**'] = varkwargs if arg_varargs is not None: varargs = args[arg_position + 1:] arg_dict['*'] = varargs # Now remove the arguments to be ignored for item in ignore_lst: if item in arg_dict: arg_dict.pop(item) else: raise ValueError("Ignore list: argument '%s' is not defined for " "function %s" % (item, _signature_str(name, arg_spec)) ) # XXX: Return a sorted list of pairs? return arg_dict def _format_arg(arg): formatted_arg = pformat(arg, indent=2) if len(formatted_arg) > 1500: formatted_arg = '%s...' % formatted_arg[:700] return formatted_arg def format_signature(func, *args, **kwargs): # XXX: Should this use inspect.formatargvalues/formatargspec? module, name = get_func_name(func) module = [m for m in module if m] if module: module.append(name) module_path = '.'.join(module) else: module_path = name arg_str = list() previous_length = 0 for arg in args: formatted_arg = _format_arg(arg) if previous_length > 80: formatted_arg = '\n%s' % formatted_arg previous_length = len(formatted_arg) arg_str.append(formatted_arg) arg_str.extend(['%s=%s' % (v, _format_arg(i)) for v, i in kwargs.items()]) arg_str = ', '.join(arg_str) signature = '%s(%s)' % (name, arg_str) return module_path, signature def format_call(func, args, kwargs, object_name="Memory"): """ Returns a nicely formatted statement displaying the function call with the given arguments. """ path, signature = format_signature(func, *args, **kwargs) msg = '%s\n[%s] Calling %s...\n%s' % (80 * '_', object_name, path, signature) return msg # XXX: Not using logging framework # self.debug(msg)