|
"""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) |
|
|