peacock-data-public-datasets-idc-llm_eval
/
env-llmeval
/lib
/python3.10
/site-packages
/dill
/session.py
#!/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) 2016-2024 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 | |