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#!/usr/bin/env python
#
# Author: Mike McKerns (mmckerns @caltech and @uqfoundation)
# Author: Leonardo Gama (@leogama)
# Copyright (c) 2008-2015 California Institute of Technology.
# Copyright (c) 2016-2023 The Uncertainty Quantification Foundation.
# License: 3-clause BSD. The full license text is available at:
# - https://github.com/uqfoundation/dill/blob/master/LICENSE
"""
Pickle and restore the intepreter session.
"""
__all__ = [
'dump_module', 'load_module', 'load_module_asdict',
'dump_session', 'load_session' # backward compatibility
]
import re
import os
import sys
import warnings
from dill import _dill, Pickler, Unpickler
from ._dill import (
BuiltinMethodType, FunctionType, MethodType, ModuleType, TypeType,
_import_module, _is_builtin_module, _is_imported_module, _main_module,
_reverse_typemap, __builtin__,
)
# Type hints.
from typing import Optional, Union
import pathlib
import tempfile
TEMPDIR = pathlib.PurePath(tempfile.gettempdir())
def _module_map():
"""get map of imported modules"""
from collections import defaultdict
from types import SimpleNamespace
modmap = SimpleNamespace(
by_name=defaultdict(list),
by_id=defaultdict(list),
top_level={},
)
for modname, module in sys.modules.items():
if modname in ('__main__', '__mp_main__') or not isinstance(module, ModuleType):
continue
if '.' not in modname:
modmap.top_level[id(module)] = modname
for objname, modobj in module.__dict__.items():
modmap.by_name[objname].append((modobj, modname))
modmap.by_id[id(modobj)].append((modobj, objname, modname))
return modmap
IMPORTED_AS_TYPES = (ModuleType, TypeType, FunctionType, MethodType, BuiltinMethodType)
if 'PyCapsuleType' in _reverse_typemap:
IMPORTED_AS_TYPES += (_reverse_typemap['PyCapsuleType'],)
IMPORTED_AS_MODULES = ('ctypes', 'typing', 'subprocess', 'threading',
r'concurrent\.futures(\.\w+)?', r'multiprocessing(\.\w+)?')
IMPORTED_AS_MODULES = tuple(re.compile(x) for x in IMPORTED_AS_MODULES)
def _lookup_module(modmap, name, obj, main_module):
"""lookup name or id of obj if module is imported"""
for modobj, modname in modmap.by_name[name]:
if modobj is obj and sys.modules[modname] is not main_module:
return modname, name
__module__ = getattr(obj, '__module__', None)
if isinstance(obj, IMPORTED_AS_TYPES) or (__module__ is not None
and any(regex.fullmatch(__module__) for regex in IMPORTED_AS_MODULES)):
for modobj, objname, modname in modmap.by_id[id(obj)]:
if sys.modules[modname] is not main_module:
return modname, objname
return None, None
def _stash_modules(main_module):
modmap = _module_map()
newmod = ModuleType(main_module.__name__)
imported = []
imported_as = []
imported_top_level = [] # keep separated for backward compatibility
original = {}
for name, obj in main_module.__dict__.items():
if obj is main_module:
original[name] = newmod # self-reference
elif obj is main_module.__dict__:
original[name] = newmod.__dict__
# Avoid incorrectly matching a singleton value in another package (ex.: __doc__).
elif any(obj is singleton for singleton in (None, False, True)) \
or isinstance(obj, ModuleType) and _is_builtin_module(obj): # always saved by ref
original[name] = obj
else:
source_module, objname = _lookup_module(modmap, name, obj, main_module)
if source_module is not None:
if objname == name:
imported.append((source_module, name))
else:
imported_as.append((source_module, objname, name))
else:
try:
imported_top_level.append((modmap.top_level[id(obj)], name))
except KeyError:
original[name] = obj
if len(original) < len(main_module.__dict__):
newmod.__dict__.update(original)
newmod.__dill_imported = imported
newmod.__dill_imported_as = imported_as
newmod.__dill_imported_top_level = imported_top_level
if getattr(newmod, '__loader__', None) is None and _is_imported_module(main_module):
# Trick _is_imported_module() to force saving as an imported module.
newmod.__loader__ = True # will be discarded by save_module()
return newmod
else:
return main_module
def _restore_modules(unpickler, main_module):
try:
for modname, name in main_module.__dict__.pop('__dill_imported'):
main_module.__dict__[name] = unpickler.find_class(modname, name)
for modname, objname, name in main_module.__dict__.pop('__dill_imported_as'):
main_module.__dict__[name] = unpickler.find_class(modname, objname)
for modname, name in main_module.__dict__.pop('__dill_imported_top_level'):
main_module.__dict__[name] = __import__(modname)
except KeyError:
pass
#NOTE: 06/03/15 renamed main_module to main
def dump_module(
filename: Union[str, os.PathLike] = None,
module: Optional[Union[ModuleType, str]] = None,
refimported: bool = False,
**kwds
) -> None:
"""Pickle the current state of :py:mod:`__main__` or another module to a file.
Save the contents of :py:mod:`__main__` (e.g. from an interactive
interpreter session), an imported module, or a module-type object (e.g.
built with :py:class:`~types.ModuleType`), to a file. The pickled
module can then be restored with the function :py:func:`load_module`.
Args:
filename: a path-like object or a writable stream. If `None`
(the default), write to a named file in a temporary directory.
module: a module object or the name of an importable module. If `None`
(the default), :py:mod:`__main__` is saved.
refimported: if `True`, all objects identified as having been imported
into the module's namespace are saved by reference. *Note:* this is
similar but independent from ``dill.settings[`byref`]``, as
``refimported`` refers to virtually all imported objects, while
``byref`` only affects select objects.
**kwds: extra keyword arguments passed to :py:class:`Pickler()`.
Raises:
:py:exc:`PicklingError`: if pickling fails.
Examples:
- Save current interpreter session state:
>>> import dill
>>> squared = lambda x: x*x
>>> dill.dump_module() # save state of __main__ to /tmp/session.pkl
- Save the state of an imported/importable module:
>>> import dill
>>> import pox
>>> pox.plus_one = lambda x: x+1
>>> dill.dump_module('pox_session.pkl', module=pox)
- Save the state of a non-importable, module-type object:
>>> import dill
>>> from types import ModuleType
>>> foo = ModuleType('foo')
>>> foo.values = [1,2,3]
>>> import math
>>> foo.sin = math.sin
>>> dill.dump_module('foo_session.pkl', module=foo, refimported=True)
- Restore the state of the saved modules:
>>> import dill
>>> dill.load_module()
>>> squared(2)
4
>>> pox = dill.load_module('pox_session.pkl')
>>> pox.plus_one(1)
2
>>> foo = dill.load_module('foo_session.pkl')
>>> [foo.sin(x) for x in foo.values]
[0.8414709848078965, 0.9092974268256817, 0.1411200080598672]
- Use `refimported` to save imported objects by reference:
>>> import dill
>>> from html.entities import html5
>>> type(html5), len(html5)
(dict, 2231)
>>> import io
>>> buf = io.BytesIO()
>>> dill.dump_module(buf) # saves __main__, with html5 saved by value
>>> len(buf.getvalue()) # pickle size in bytes
71665
>>> buf = io.BytesIO()
>>> dill.dump_module(buf, refimported=True) # html5 saved by reference
>>> len(buf.getvalue())
438
*Changed in version 0.3.6:* Function ``dump_session()`` was renamed to
``dump_module()``. Parameters ``main`` and ``byref`` were renamed to
``module`` and ``refimported``, respectively.
Note:
Currently, ``dill.settings['byref']`` and ``dill.settings['recurse']``
don't apply to this function.
"""
for old_par, par in [('main', 'module'), ('byref', 'refimported')]:
if old_par in kwds:
message = "The argument %r has been renamed %r" % (old_par, par)
if old_par == 'byref':
message += " to distinguish it from dill.settings['byref']"
warnings.warn(message + ".", PendingDeprecationWarning)
if locals()[par]: # the defaults are None and False
raise TypeError("both %r and %r arguments were used" % (par, old_par))
refimported = kwds.pop('byref', refimported)
module = kwds.pop('main', module)
from .settings import settings
protocol = settings['protocol']
main = module
if main is None:
main = _main_module
elif isinstance(main, str):
main = _import_module(main)
if not isinstance(main, ModuleType):
raise TypeError("%r is not a module" % main)
if hasattr(filename, 'write'):
file = filename
else:
if filename is None:
filename = str(TEMPDIR/'session.pkl')
file = open(filename, 'wb')
try:
pickler = Pickler(file, protocol, **kwds)
pickler._original_main = main
if refimported:
main = _stash_modules(main)
pickler._main = main #FIXME: dill.settings are disabled
pickler._byref = False # disable pickling by name reference
pickler._recurse = False # disable pickling recursion for globals
pickler._session = True # is best indicator of when pickling a session
pickler._first_pass = True
pickler._main_modified = main is not pickler._original_main
pickler.dump(main)
finally:
if file is not filename: # if newly opened file
file.close()
return
# Backward compatibility.
def dump_session(filename=None, main=None, byref=False, **kwds):
warnings.warn("dump_session() has been renamed dump_module()", PendingDeprecationWarning)
dump_module(filename, module=main, refimported=byref, **kwds)
dump_session.__doc__ = dump_module.__doc__
class _PeekableReader:
"""lightweight stream wrapper that implements peek()"""
def __init__(self, stream):
self.stream = stream
def read(self, n):
return self.stream.read(n)
def readline(self):
return self.stream.readline()
def tell(self):
return self.stream.tell()
def close(self):
return self.stream.close()
def peek(self, n):
stream = self.stream
try:
if hasattr(stream, 'flush'): stream.flush()
position = stream.tell()
stream.seek(position) # assert seek() works before reading
chunk = stream.read(n)
stream.seek(position)
return chunk
except (AttributeError, OSError):
raise NotImplementedError("stream is not peekable: %r", stream) from None
def _make_peekable(stream):
"""return stream as an object with a peek() method"""
import io
if hasattr(stream, 'peek'):
return stream
if not (hasattr(stream, 'tell') and hasattr(stream, 'seek')):
try:
return io.BufferedReader(stream)
except Exception:
pass
return _PeekableReader(stream)
def _identify_module(file, main=None):
"""identify the name of the module stored in the given file-type object"""
from pickletools import genops
UNICODE = {'UNICODE', 'BINUNICODE', 'SHORT_BINUNICODE'}
found_import = False
try:
for opcode, arg, pos in genops(file.peek(256)):
if not found_import:
if opcode.name in ('GLOBAL', 'SHORT_BINUNICODE') and \
arg.endswith('_import_module'):
found_import = True
else:
if opcode.name in UNICODE:
return arg
else:
raise UnpicklingError("reached STOP without finding main module")
except (NotImplementedError, ValueError) as error:
# ValueError occours when the end of the chunk is reached (without a STOP).
if isinstance(error, NotImplementedError) and main is not None:
# file is not peekable, but we have main.
return None
raise UnpicklingError("unable to identify main module") from error
def load_module(
filename: Union[str, os.PathLike] = None,
module: Optional[Union[ModuleType, str]] = None,
**kwds
) -> Optional[ModuleType]:
"""Update the selected module (default is :py:mod:`__main__`) with
the state saved at ``filename``.
Restore a module to the state saved with :py:func:`dump_module`. The
saved module can be :py:mod:`__main__` (e.g. an interpreter session),
an imported module, or a module-type object (e.g. created with
:py:class:`~types.ModuleType`).
When restoring the state of a non-importable module-type object, the
current instance of this module may be passed as the argument ``main``.
Otherwise, a new instance is created with :py:class:`~types.ModuleType`
and returned.
Args:
filename: a path-like object or a readable stream. If `None`
(the default), read from a named file in a temporary directory.
module: a module object or the name of an importable module;
the module name and kind (i.e. imported or non-imported) must
match the name and kind of the module stored at ``filename``.
**kwds: extra keyword arguments passed to :py:class:`Unpickler()`.
Raises:
:py:exc:`UnpicklingError`: if unpickling fails.
:py:exc:`ValueError`: if the argument ``main`` and module saved
at ``filename`` are incompatible.
Returns:
A module object, if the saved module is not :py:mod:`__main__` or
a module instance wasn't provided with the argument ``main``.
Examples:
- Save the state of some modules:
>>> import dill
>>> squared = lambda x: x*x
>>> dill.dump_module() # save state of __main__ to /tmp/session.pkl
>>>
>>> import pox # an imported module
>>> pox.plus_one = lambda x: x+1
>>> dill.dump_module('pox_session.pkl', module=pox)
>>>
>>> from types import ModuleType
>>> foo = ModuleType('foo') # a module-type object
>>> foo.values = [1,2,3]
>>> import math
>>> foo.sin = math.sin
>>> dill.dump_module('foo_session.pkl', module=foo, refimported=True)
- Restore the state of the interpreter:
>>> import dill
>>> dill.load_module() # updates __main__ from /tmp/session.pkl
>>> squared(2)
4
- Load the saved state of an importable module:
>>> import dill
>>> pox = dill.load_module('pox_session.pkl')
>>> pox.plus_one(1)
2
>>> import sys
>>> pox in sys.modules.values()
True
- Load the saved state of a non-importable module-type object:
>>> import dill
>>> foo = dill.load_module('foo_session.pkl')
>>> [foo.sin(x) for x in foo.values]
[0.8414709848078965, 0.9092974268256817, 0.1411200080598672]
>>> import math
>>> foo.sin is math.sin # foo.sin was saved by reference
True
>>> import sys
>>> foo in sys.modules.values()
False
- Update the state of a non-importable module-type object:
>>> import dill
>>> from types import ModuleType
>>> foo = ModuleType('foo')
>>> foo.values = ['a','b']
>>> foo.sin = lambda x: x*x
>>> dill.load_module('foo_session.pkl', module=foo)
>>> [foo.sin(x) for x in foo.values]
[0.8414709848078965, 0.9092974268256817, 0.1411200080598672]
*Changed in version 0.3.6:* Function ``load_session()`` was renamed to
``load_module()``. Parameter ``main`` was renamed to ``module``.
See also:
:py:func:`load_module_asdict` to load the contents of module saved
with :py:func:`dump_module` into a dictionary.
"""
if 'main' in kwds:
warnings.warn(
"The argument 'main' has been renamed 'module'.",
PendingDeprecationWarning
)
if module is not None:
raise TypeError("both 'module' and 'main' arguments were used")
module = kwds.pop('main')
main = module
if hasattr(filename, 'read'):
file = filename
else:
if filename is None:
filename = str(TEMPDIR/'session.pkl')
file = open(filename, 'rb')
try:
file = _make_peekable(file)
#FIXME: dill.settings are disabled
unpickler = Unpickler(file, **kwds)
unpickler._session = True
# Resolve unpickler._main
pickle_main = _identify_module(file, main)
if main is None and pickle_main is not None:
main = pickle_main
if isinstance(main, str):
if main.startswith('__runtime__.'):
# Create runtime module to load the session into.
main = ModuleType(main.partition('.')[-1])
else:
main = _import_module(main)
if main is not None:
if not isinstance(main, ModuleType):
raise TypeError("%r is not a module" % main)
unpickler._main = main
else:
main = unpickler._main
# Check against the pickle's main.
is_main_imported = _is_imported_module(main)
if pickle_main is not None:
is_runtime_mod = pickle_main.startswith('__runtime__.')
if is_runtime_mod:
pickle_main = pickle_main.partition('.')[-1]
error_msg = "can't update{} module{} %r with the saved state of{} module{} %r"
if is_runtime_mod and is_main_imported:
raise ValueError(
error_msg.format(" imported", "", "", "-type object")
% (main.__name__, pickle_main)
)
if not is_runtime_mod and not is_main_imported:
raise ValueError(
error_msg.format("", "-type object", " imported", "")
% (pickle_main, main.__name__)
)
if main.__name__ != pickle_main:
raise ValueError(error_msg.format("", "", "", "") % (main.__name__, pickle_main))
# This is for find_class() to be able to locate it.
if not is_main_imported:
runtime_main = '__runtime__.%s' % main.__name__
sys.modules[runtime_main] = main
loaded = unpickler.load()
finally:
if not hasattr(filename, 'read'): # if newly opened file
file.close()
try:
del sys.modules[runtime_main]
except (KeyError, NameError):
pass
assert loaded is main
_restore_modules(unpickler, main)
if main is _main_module or main is module:
return None
else:
return main
# Backward compatibility.
def load_session(filename=None, main=None, **kwds):
warnings.warn("load_session() has been renamed load_module().", PendingDeprecationWarning)
load_module(filename, module=main, **kwds)
load_session.__doc__ = load_module.__doc__
def load_module_asdict(
filename: Union[str, os.PathLike] = None,
update: bool = False,
**kwds
) -> dict:
"""
Load the contents of a saved module into a dictionary.
``load_module_asdict()`` is the near-equivalent of::
lambda filename: vars(dill.load_module(filename)).copy()
however, does not alter the original module. Also, the path of
the loaded module is stored in the ``__session__`` attribute.
Args:
filename: a path-like object or a readable stream. If `None`
(the default), read from a named file in a temporary directory.
update: if `True`, initialize the dictionary with the current state
of the module prior to loading the state stored at filename.
**kwds: extra keyword arguments passed to :py:class:`Unpickler()`
Raises:
:py:exc:`UnpicklingError`: if unpickling fails
Returns:
A copy of the restored module's dictionary.
Note:
If ``update`` is True, the corresponding module may first be imported
into the current namespace before the saved state is loaded from
filename to the dictionary. Note that any module that is imported into
the current namespace as a side-effect of using ``update`` will not be
modified by loading the saved module in filename to a dictionary.
Example:
>>> import dill
>>> alist = [1, 2, 3]
>>> anum = 42
>>> dill.dump_module()
>>> anum = 0
>>> new_var = 'spam'
>>> main = dill.load_module_asdict()
>>> main['__name__'], main['__session__']
('__main__', '/tmp/session.pkl')
>>> main is globals() # loaded objects don't reference globals
False
>>> main['alist'] == alist
True
>>> main['alist'] is alist # was saved by value
False
>>> main['anum'] == anum # changed after the session was saved
False
>>> new_var in main # would be True if the option 'update' was set
False
"""
if 'module' in kwds:
raise TypeError("'module' is an invalid keyword argument for load_module_asdict()")
if hasattr(filename, 'read'):
file = filename
else:
if filename is None:
filename = str(TEMPDIR/'session.pkl')
file = open(filename, 'rb')
try:
file = _make_peekable(file)
main_name = _identify_module(file)
old_main = sys.modules.get(main_name)
main = ModuleType(main_name)
if update:
if old_main is None:
old_main = _import_module(main_name)
main.__dict__.update(old_main.__dict__)
else:
main.__builtins__ = __builtin__
sys.modules[main_name] = main
load_module(file, **kwds)
finally:
if not hasattr(filename, 'read'): # if newly opened file
file.close()
try:
if old_main is None:
del sys.modules[main_name]
else:
sys.modules[main_name] = old_main
except NameError: # failed before setting old_main
pass
main.__session__ = str(filename)
return main.__dict__
# Internal exports for backward compatibility with dill v0.3.5.1
# Can't be placed in dill._dill because of circular import problems.
for name in (
'_lookup_module', '_module_map', '_restore_modules', '_stash_modules',
'dump_session', 'load_session' # backward compatibility functions
):
setattr(_dill, name, globals()[name])
del name
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