"""IPython extension to reload modules before executing user code. ``autoreload`` reloads modules automatically before entering the execution of code typed at the IPython prompt. This makes for example the following workflow possible: .. sourcecode:: ipython In [1]: %load_ext autoreload In [2]: %autoreload 2 In [3]: from foo import some_function In [4]: some_function() Out[4]: 42 In [5]: # open foo.py in an editor and change some_function to return 43 In [6]: some_function() Out[6]: 43 The module was reloaded without reloading it explicitly, and the object imported with ``from foo import ...`` was also updated. Usage ===== The following magic commands are provided: ``%autoreload``, ``%autoreload now`` Reload all modules (except those excluded by ``%aimport``) automatically now. ``%autoreload 0``, ``%autoreload off`` Disable automatic reloading. ``%autoreload 1``, ``%autoreload explicit`` Reload all modules imported with ``%aimport`` every time before executing the Python code typed. ``%autoreload 2``, ``%autoreload all`` Reload all modules (except those excluded by ``%aimport``) every time before executing the Python code typed. ``%autoreload 3``, ``%autoreload complete`` Same as 2/all, but also adds any new objects in the module. See unit test at IPython/extensions/tests/test_autoreload.py::test_autoload_newly_added_objects Adding ``--print`` or ``-p`` to the ``%autoreload`` line will print autoreload activity to standard out. ``--log`` or ``-l`` will do it to the log at INFO level; both can be used simultaneously. ``%aimport`` List modules which are to be automatically imported or not to be imported. ``%aimport foo`` Import module 'foo' and mark it to be autoreloaded for ``%autoreload 1`` ``%aimport foo, bar`` Import modules 'foo', 'bar' and mark them to be autoreloaded for ``%autoreload 1`` ``%aimport -foo`` Mark module 'foo' to not be autoreloaded. Caveats ======= Reloading Python modules in a reliable way is in general difficult, and unexpected things may occur. ``%autoreload`` tries to work around common pitfalls by replacing function code objects and parts of classes previously in the module with new versions. This makes the following things to work: - Functions and classes imported via 'from xxx import foo' are upgraded to new versions when 'xxx' is reloaded. - Methods and properties of classes are upgraded on reload, so that calling 'c.foo()' on an object 'c' created before the reload causes the new code for 'foo' to be executed. Some of the known remaining caveats are: - Replacing code objects does not always succeed: changing a @property in a class to an ordinary method or a method to a member variable can cause problems (but in old objects only). - Functions that are removed (eg. via monkey-patching) from a module before it is reloaded are not upgraded. - C extension modules cannot be reloaded, and so cannot be autoreloaded. - While comparing Enum and Flag, the 'is' Identity Operator is used (even in the case '==' has been used (Similar to the 'None' keyword)). - Reloading a module, or importing the same module by a different name, creates new Enums. These may look the same, but are not. """ from IPython.core import magic_arguments from IPython.core.magic import Magics, magics_class, line_magic __skip_doctest__ = True # ----------------------------------------------------------------------------- # Copyright (C) 2000 Thomas Heller # Copyright (C) 2008 Pauli Virtanen # Copyright (C) 2012 The IPython Development Team # # Distributed under the terms of the BSD License. The full license is in # the file COPYING, distributed as part of this software. # ----------------------------------------------------------------------------- # # This IPython module is written by Pauli Virtanen, based on the autoreload # code by Thomas Heller. # ----------------------------------------------------------------------------- # Imports # ----------------------------------------------------------------------------- import os import sys import traceback import types import weakref import gc import logging from importlib import import_module, reload from importlib.util import source_from_cache # ------------------------------------------------------------------------------ # Autoreload functionality # ------------------------------------------------------------------------------ class ModuleReloader: enabled = False """Whether this reloader is enabled""" check_all = True """Autoreload all modules, not just those listed in 'modules'""" autoload_obj = False """Autoreload all modules AND autoload all new objects""" def __init__(self, shell=None): # Modules that failed to reload: {module: mtime-on-failed-reload, ...} self.failed = {} # Modules specially marked as autoreloadable. self.modules = {} # Modules specially marked as not autoreloadable. self.skip_modules = {} # (module-name, name) -> weakref, for replacing old code objects self.old_objects = {} # Module modification timestamps self.modules_mtimes = {} self.shell = shell # Reporting callable for verbosity self._report = lambda msg: None # by default, be quiet. # Cache module modification times self.check(check_all=True, do_reload=False) # To hide autoreload errors self.hide_errors = False def mark_module_skipped(self, module_name): """Skip reloading the named module in the future""" try: del self.modules[module_name] except KeyError: pass self.skip_modules[module_name] = True def mark_module_reloadable(self, module_name): """Reload the named module in the future (if it is imported)""" try: del self.skip_modules[module_name] except KeyError: pass self.modules[module_name] = True def aimport_module(self, module_name): """Import a module, and mark it reloadable Returns ------- top_module : module The imported module if it is top-level, or the top-level top_name : module Name of top_module """ self.mark_module_reloadable(module_name) import_module(module_name) top_name = module_name.split(".")[0] top_module = sys.modules[top_name] return top_module, top_name def filename_and_mtime(self, module): if not hasattr(module, "__file__") or module.__file__ is None: return None, None if getattr(module, "__name__", None) in [None, "__mp_main__", "__main__"]: # we cannot reload(__main__) or reload(__mp_main__) return None, None filename = module.__file__ path, ext = os.path.splitext(filename) if ext.lower() == ".py": py_filename = filename else: try: py_filename = source_from_cache(filename) except ValueError: return None, None try: pymtime = os.stat(py_filename).st_mtime except OSError: return None, None return py_filename, pymtime def check(self, check_all=False, do_reload=True): """Check whether some modules need to be reloaded.""" if not self.enabled and not check_all: return if check_all or self.check_all: modules = list(sys.modules.keys()) else: modules = list(self.modules.keys()) for modname in modules: m = sys.modules.get(modname, None) if modname in self.skip_modules: continue py_filename, pymtime = self.filename_and_mtime(m) if py_filename is None: continue try: if pymtime <= self.modules_mtimes[modname]: continue except KeyError: self.modules_mtimes[modname] = pymtime continue else: if self.failed.get(py_filename, None) == pymtime: continue self.modules_mtimes[modname] = pymtime # If we've reached this point, we should try to reload the module if do_reload: self._report(f"Reloading '{modname}'.") try: if self.autoload_obj: superreload(m, reload, self.old_objects, self.shell) else: superreload(m, reload, self.old_objects) if py_filename in self.failed: del self.failed[py_filename] except: if not self.hide_errors: print( "[autoreload of {} failed: {}]".format( modname, traceback.format_exc(10) ), file=sys.stderr, ) self.failed[py_filename] = pymtime # ------------------------------------------------------------------------------ # superreload # ------------------------------------------------------------------------------ func_attrs = [ "__code__", "__defaults__", "__doc__", "__closure__", "__globals__", "__dict__", ] def update_function(old, new): """Upgrade the code object of a function""" for name in func_attrs: try: setattr(old, name, getattr(new, name)) except (AttributeError, TypeError): pass def update_instances(old, new): """Use garbage collector to find all instances that refer to the old class definition and update their __class__ to point to the new class definition""" refs = gc.get_referrers(old) for ref in refs: if type(ref) is old: object.__setattr__(ref, "__class__", new) def update_class(old, new): """Replace stuff in the __dict__ of a class, and upgrade method code objects, and add new methods, if any""" for key in list(old.__dict__.keys()): old_obj = getattr(old, key) try: new_obj = getattr(new, key) # explicitly checking that comparison returns True to handle # cases where `==` doesn't return a boolean. if (old_obj == new_obj) is True: continue except AttributeError: # obsolete attribute: remove it try: delattr(old, key) except (AttributeError, TypeError): pass continue except ValueError: # can't compare nested structures containing # numpy arrays using `==` pass if update_generic(old_obj, new_obj): continue try: setattr(old, key, getattr(new, key)) except (AttributeError, TypeError): pass # skip non-writable attributes for key in list(new.__dict__.keys()): if key not in list(old.__dict__.keys()): try: setattr(old, key, getattr(new, key)) except (AttributeError, TypeError): pass # skip non-writable attributes # update all instances of class update_instances(old, new) def update_property(old, new): """Replace get/set/del functions of a property""" update_generic(old.fdel, new.fdel) update_generic(old.fget, new.fget) update_generic(old.fset, new.fset) def isinstance2(a, b, typ): return isinstance(a, typ) and isinstance(b, typ) UPDATE_RULES = [ (lambda a, b: isinstance2(a, b, type), update_class), (lambda a, b: isinstance2(a, b, types.FunctionType), update_function), (lambda a, b: isinstance2(a, b, property), update_property), ] UPDATE_RULES.extend( [ ( lambda a, b: isinstance2(a, b, types.MethodType), lambda a, b: update_function(a.__func__, b.__func__), ), ] ) def update_generic(a, b): for type_check, update in UPDATE_RULES: if type_check(a, b): update(a, b) return True return False class StrongRef: def __init__(self, obj): self.obj = obj def __call__(self): return self.obj mod_attrs = [ "__name__", "__doc__", "__package__", "__loader__", "__spec__", "__file__", "__cached__", "__builtins__", ] def append_obj(module, d, name, obj, autoload=False): in_module = hasattr(obj, "__module__") and obj.__module__ == module.__name__ if autoload: # check needed for module global built-ins if not in_module and name in mod_attrs: return False else: if not in_module: return False key = (module.__name__, name) try: d.setdefault(key, []).append(weakref.ref(obj)) except TypeError: pass return True def superreload(module, reload=reload, old_objects=None, shell=None): """Enhanced version of the builtin reload function. superreload remembers objects previously in the module, and - upgrades the class dictionary of every old class in the module - upgrades the code object of every old function and method - clears the module's namespace before reloading """ if old_objects is None: old_objects = {} # collect old objects in the module for name, obj in list(module.__dict__.items()): if not append_obj(module, old_objects, name, obj): continue key = (module.__name__, name) try: old_objects.setdefault(key, []).append(weakref.ref(obj)) except TypeError: pass # reload module try: # clear namespace first from old cruft old_dict = module.__dict__.copy() old_name = module.__name__ module.__dict__.clear() module.__dict__["__name__"] = old_name module.__dict__["__loader__"] = old_dict["__loader__"] except (TypeError, AttributeError, KeyError): pass try: module = reload(module) except: # restore module dictionary on failed reload module.__dict__.update(old_dict) raise # iterate over all objects and update functions & classes for name, new_obj in list(module.__dict__.items()): key = (module.__name__, name) if key not in old_objects: # here 'shell' acts both as a flag and as an output var if ( shell is None or name == "Enum" or not append_obj(module, old_objects, name, new_obj, True) ): continue shell.user_ns[name] = new_obj new_refs = [] for old_ref in old_objects[key]: old_obj = old_ref() if old_obj is None: continue new_refs.append(old_ref) update_generic(old_obj, new_obj) if new_refs: old_objects[key] = new_refs else: del old_objects[key] return module # ------------------------------------------------------------------------------ # IPython connectivity # ------------------------------------------------------------------------------ @magics_class class AutoreloadMagics(Magics): def __init__(self, *a, **kw): super().__init__(*a, **kw) self._reloader = ModuleReloader(self.shell) self._reloader.check_all = False self._reloader.autoload_obj = False self.loaded_modules = set(sys.modules) @line_magic @magic_arguments.magic_arguments() @magic_arguments.argument( "mode", type=str, default="now", nargs="?", help="""blank or 'now' - Reload all modules (except those excluded by %%aimport) automatically now. '0' or 'off' - Disable automatic reloading. '1' or 'explicit' - Reload only modules imported with %%aimport every time before executing the Python code typed. '2' or 'all' - Reload all modules (except those excluded by %%aimport) every time before executing the Python code typed. '3' or 'complete' - Same as 2/all, but also but also adds any new objects in the module. """, ) @magic_arguments.argument( "-p", "--print", action="store_true", default=False, help="Show autoreload activity using `print` statements", ) @magic_arguments.argument( "-l", "--log", action="store_true", default=False, help="Show autoreload activity using the logger", ) @magic_arguments.argument( "--hide-errors", action="store_true", default=False, help="Hide autoreload errors", ) def autoreload(self, line=""): r"""%autoreload => Reload modules automatically %autoreload or %autoreload now Reload all modules (except those excluded by %aimport) automatically now. %autoreload 0 or %autoreload off Disable automatic reloading. %autoreload 1 or %autoreload explicit Reload only modules imported with %aimport every time before executing the Python code typed. %autoreload 2 or %autoreload all Reload all modules (except those excluded by %aimport) every time before executing the Python code typed. %autoreload 3 or %autoreload complete Same as 2/all, but also but also adds any new objects in the module. See unit test at IPython/extensions/tests/test_autoreload.py::test_autoload_newly_added_objects The optional arguments --print and --log control display of autoreload activity. The default is to act silently; --print (or -p) will print out the names of modules that are being reloaded, and --log (or -l) outputs them to the log at INFO level. The optional argument --hide-errors hides any errors that can happen when trying to reload code. Reloading Python modules in a reliable way is in general difficult, and unexpected things may occur. %autoreload tries to work around common pitfalls by replacing function code objects and parts of classes previously in the module with new versions. This makes the following things to work: - Functions and classes imported via 'from xxx import foo' are upgraded to new versions when 'xxx' is reloaded. - Methods and properties of classes are upgraded on reload, so that calling 'c.foo()' on an object 'c' created before the reload causes the new code for 'foo' to be executed. Some of the known remaining caveats are: - Replacing code objects does not always succeed: changing a @property in a class to an ordinary method or a method to a member variable can cause problems (but in old objects only). - Functions that are removed (eg. via monkey-patching) from a module before it is reloaded are not upgraded. - C extension modules cannot be reloaded, and so cannot be autoreloaded. """ args = magic_arguments.parse_argstring(self.autoreload, line) mode = args.mode.lower() p = print logger = logging.getLogger("autoreload") l = logger.info def pl(msg): p(msg) l(msg) if args.print is False and args.log is False: self._reloader._report = lambda msg: None elif args.print is True: if args.log is True: self._reloader._report = pl else: self._reloader._report = p elif args.log is True: self._reloader._report = l self._reloader.hide_errors = args.hide_errors if mode == "" or mode == "now": self._reloader.check(True) elif mode == "0" or mode == "off": self._reloader.enabled = False elif mode == "1" or mode == "explicit": self._reloader.enabled = True self._reloader.check_all = False self._reloader.autoload_obj = False elif mode == "2" or mode == "all": self._reloader.enabled = True self._reloader.check_all = True self._reloader.autoload_obj = False elif mode == "3" or mode == "complete": self._reloader.enabled = True self._reloader.check_all = True self._reloader.autoload_obj = True else: raise ValueError(f'Unrecognized autoreload mode "{mode}".') @line_magic def aimport(self, parameter_s="", stream=None): """%aimport => Import modules for automatic reloading. %aimport List modules to automatically import and not to import. %aimport foo Import module 'foo' and mark it to be autoreloaded for %autoreload explicit %aimport foo, bar Import modules 'foo', 'bar' and mark them to be autoreloaded for %autoreload explicit %aimport -foo, bar Mark module 'foo' to not be autoreloaded for %autoreload explicit, all, or complete, and 'bar' to be autoreloaded for mode explicit. """ modname = parameter_s if not modname: to_reload = sorted(self._reloader.modules.keys()) to_skip = sorted(self._reloader.skip_modules.keys()) if stream is None: stream = sys.stdout if self._reloader.check_all: stream.write("Modules to reload:\nall-except-skipped\n") else: stream.write("Modules to reload:\n%s\n" % " ".join(to_reload)) stream.write("\nModules to skip:\n%s\n" % " ".join(to_skip)) else: for _module in [_.strip() for _ in modname.split(",")]: if _module.startswith("-"): _module = _module[1:].strip() self._reloader.mark_module_skipped(_module) else: top_module, top_name = self._reloader.aimport_module(_module) # Inject module to user namespace self.shell.push({top_name: top_module}) def pre_run_cell(self): if self._reloader.enabled: try: self._reloader.check() except: pass def post_execute_hook(self): """Cache the modification times of any modules imported in this execution""" newly_loaded_modules = set(sys.modules) - self.loaded_modules for modname in newly_loaded_modules: _, pymtime = self._reloader.filename_and_mtime(sys.modules[modname]) if pymtime is not None: self._reloader.modules_mtimes[modname] = pymtime self.loaded_modules.update(newly_loaded_modules) def load_ipython_extension(ip): """Load the extension in IPython.""" auto_reload = AutoreloadMagics(ip) ip.register_magics(auto_reload) ip.events.register("pre_run_cell", auto_reload.pre_run_cell) ip.events.register("post_execute", auto_reload.post_execute_hook)