| """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 |
|
|
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
|
|
| |
| |
| |
|
|
| 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 |
|
|
| |
| |
| |
|
|
|
|
| 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): |
| |
| self.failed = {} |
| |
| self.modules = {} |
| |
| self.skip_modules = {} |
| |
| self.old_objects = {} |
| |
| self.modules_mtimes = {} |
| self.shell = shell |
|
|
| |
| self._report = lambda msg: None |
|
|
| |
| self.check(check_all=True, do_reload=False) |
|
|
| |
| 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__"]: |
| |
| 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 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 |
|
|
|
|
| |
| |
| |
|
|
|
|
| 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) |
| |
| |
| if (old_obj == new_obj) is True: |
| continue |
| except AttributeError: |
| |
| try: |
| delattr(old, key) |
| except (AttributeError, TypeError): |
| pass |
| continue |
| except ValueError: |
| |
| |
| pass |
|
|
| if update_generic(old_obj, new_obj): |
| continue |
|
|
| try: |
| setattr(old, key, getattr(new, key)) |
| except (AttributeError, TypeError): |
| pass |
|
|
| 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 |
|
|
| |
| 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: |
| |
| 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 = {} |
|
|
| |
| 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 |
|
|
| |
| try: |
| |
| 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: |
| |
| module.__dict__.update(old_dict) |
| raise |
|
|
| |
| for name, new_obj in list(module.__dict__.items()): |
| key = (module.__name__, name) |
| if key not in old_objects: |
| |
| 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 |
|
|
|
|
| |
| |
| |
|
|
|
|
| @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) |
|
|
| |
| self.shell.push({top_name: top_module}) |
|
|
| def pre_run_cell(self, info): |
| 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) |
|
|