peacock-data-public-datasets-idc-llm_eval
/
llmeval-env
/lib
/python3.10
/site-packages
/dill
/detect.py
#!/usr/bin/env python | |
# | |
# Author: Mike McKerns (mmckerns @caltech and @uqfoundation) | |
# Copyright (c) 2008-2016 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 | |
""" | |
Methods for detecting objects leading to pickling failures. | |
""" | |
import dis | |
from inspect import ismethod, isfunction, istraceback, isframe, iscode | |
from .pointers import parent, reference, at, parents, children | |
from .logger import trace | |
__all__ = ['baditems','badobjects','badtypes','code','errors','freevars', | |
'getmodule','globalvars','nestedcode','nestedglobals','outermost', | |
'referredglobals','referrednested','trace','varnames'] | |
def getmodule(object, _filename=None, force=False): | |
"""get the module of the object""" | |
from inspect import getmodule as getmod | |
module = getmod(object, _filename) | |
if module or not force: return module | |
import builtins | |
from .source import getname | |
name = getname(object, force=True) | |
return builtins if name in vars(builtins).keys() else None | |
def outermost(func): # is analogous to getsource(func,enclosing=True) | |
"""get outermost enclosing object (i.e. the outer function in a closure) | |
NOTE: this is the object-equivalent of getsource(func, enclosing=True) | |
""" | |
if ismethod(func): | |
_globals = func.__func__.__globals__ or {} | |
elif isfunction(func): | |
_globals = func.__globals__ or {} | |
else: | |
return #XXX: or raise? no matches | |
_globals = _globals.items() | |
# get the enclosing source | |
from .source import getsourcelines | |
try: lines,lnum = getsourcelines(func, enclosing=True) | |
except Exception: #TypeError, IOError | |
lines,lnum = [],None | |
code = ''.join(lines) | |
# get all possible names,objects that are named in the enclosing source | |
_locals = ((name,obj) for (name,obj) in _globals if name in code) | |
# now only save the objects that generate the enclosing block | |
for name,obj in _locals: #XXX: don't really need 'name' | |
try: | |
if getsourcelines(obj) == (lines,lnum): return obj | |
except Exception: #TypeError, IOError | |
pass | |
return #XXX: or raise? no matches | |
def nestedcode(func, recurse=True): #XXX: or return dict of {co_name: co} ? | |
"""get the code objects for any nested functions (e.g. in a closure)""" | |
func = code(func) | |
if not iscode(func): return [] #XXX: or raise? no matches | |
nested = set() | |
for co in func.co_consts: | |
if co is None: continue | |
co = code(co) | |
if co: | |
nested.add(co) | |
if recurse: nested |= set(nestedcode(co, recurse=True)) | |
return list(nested) | |
def code(func): | |
"""get the code object for the given function or method | |
NOTE: use dill.source.getsource(CODEOBJ) to get the source code | |
""" | |
if ismethod(func): func = func.__func__ | |
if isfunction(func): func = func.__code__ | |
if istraceback(func): func = func.tb_frame | |
if isframe(func): func = func.f_code | |
if iscode(func): return func | |
return | |
#XXX: ugly: parse dis.dis for name after "<code object" in line and in globals? | |
def referrednested(func, recurse=True): #XXX: return dict of {__name__: obj} ? | |
"""get functions defined inside of func (e.g. inner functions in a closure) | |
NOTE: results may differ if the function has been executed or not. | |
If len(nestedcode(func)) > len(referrednested(func)), try calling func(). | |
If possible, python builds code objects, but delays building functions | |
until func() is called. | |
""" | |
import gc | |
funcs = set() | |
# get the code objects, and try to track down by referrence | |
for co in nestedcode(func, recurse): | |
# look for function objects that refer to the code object | |
for obj in gc.get_referrers(co): | |
# get methods | |
_ = getattr(obj, '__func__', None) # ismethod | |
if getattr(_, '__code__', None) is co: funcs.add(obj) | |
# get functions | |
elif getattr(obj, '__code__', None) is co: funcs.add(obj) | |
# get frame objects | |
elif getattr(obj, 'f_code', None) is co: funcs.add(obj) | |
# get code objects | |
elif hasattr(obj, 'co_code') and obj is co: funcs.add(obj) | |
# frameobjs => func.__code__.co_varnames not in func.__code__.co_cellvars | |
# funcobjs => func.__code__.co_cellvars not in func.__code__.co_varnames | |
# frameobjs are not found, however funcobjs are... | |
# (see: test_mixins.quad ... and test_mixins.wtf) | |
# after execution, code objects get compiled, and then may be found by gc | |
return list(funcs) | |
def freevars(func): | |
"""get objects defined in enclosing code that are referred to by func | |
returns a dict of {name:object}""" | |
if ismethod(func): func = func.__func__ | |
if isfunction(func): | |
closures = func.__closure__ or () | |
func = func.__code__.co_freevars # get freevars | |
else: | |
return {} | |
def get_cell_contents(): | |
for name, c in zip(func, closures): | |
try: | |
cell_contents = c.cell_contents | |
except ValueError: # cell is empty | |
continue | |
yield name, c.cell_contents | |
return dict(get_cell_contents()) | |
# thanks to Davies Liu for recursion of globals | |
def nestedglobals(func, recurse=True): | |
"""get the names of any globals found within func""" | |
func = code(func) | |
if func is None: return list() | |
import sys | |
from .temp import capture | |
CAN_NULL = sys.hexversion >= 0x30b00a7 # NULL may be prepended >= 3.11a7 | |
names = set() | |
with capture('stdout') as out: | |
dis.dis(func) #XXX: dis.dis(None) disassembles last traceback | |
for line in out.getvalue().splitlines(): | |
if '_GLOBAL' in line: | |
name = line.split('(')[-1].split(')')[0] | |
if CAN_NULL: | |
names.add(name.replace('NULL + ', '').replace(' + NULL', '')) | |
else: | |
names.add(name) | |
for co in getattr(func, 'co_consts', tuple()): | |
if co and recurse and iscode(co): | |
names.update(nestedglobals(co, recurse=True)) | |
return list(names) | |
def referredglobals(func, recurse=True, builtin=False): | |
"""get the names of objects in the global scope referred to by func""" | |
return globalvars(func, recurse, builtin).keys() | |
def globalvars(func, recurse=True, builtin=False): | |
"""get objects defined in global scope that are referred to by func | |
return a dict of {name:object}""" | |
if ismethod(func): func = func.__func__ | |
if isfunction(func): | |
globs = vars(getmodule(sum)).copy() if builtin else {} | |
# get references from within closure | |
orig_func, func = func, set() | |
for obj in orig_func.__closure__ or {}: | |
try: | |
cell_contents = obj.cell_contents | |
except ValueError: # cell is empty | |
pass | |
else: | |
_vars = globalvars(cell_contents, recurse, builtin) or {} | |
func.update(_vars) #XXX: (above) be wary of infinte recursion? | |
globs.update(_vars) | |
# get globals | |
globs.update(orig_func.__globals__ or {}) | |
# get names of references | |
if not recurse: | |
func.update(orig_func.__code__.co_names) | |
else: | |
func.update(nestedglobals(orig_func.__code__)) | |
# find globals for all entries of func | |
for key in func.copy(): #XXX: unnecessary...? | |
nested_func = globs.get(key) | |
if nested_func is orig_func: | |
#func.remove(key) if key in func else None | |
continue #XXX: globalvars(func, False)? | |
func.update(globalvars(nested_func, True, builtin)) | |
elif iscode(func): | |
globs = vars(getmodule(sum)).copy() if builtin else {} | |
#globs.update(globals()) | |
if not recurse: | |
func = func.co_names # get names | |
else: | |
orig_func = func.co_name # to stop infinite recursion | |
func = set(nestedglobals(func)) | |
# find globals for all entries of func | |
for key in func.copy(): #XXX: unnecessary...? | |
if key is orig_func: | |
#func.remove(key) if key in func else None | |
continue #XXX: globalvars(func, False)? | |
nested_func = globs.get(key) | |
func.update(globalvars(nested_func, True, builtin)) | |
else: | |
return {} | |
#NOTE: if name not in __globals__, then we skip it... | |
return dict((name,globs[name]) for name in func if name in globs) | |
def varnames(func): | |
"""get names of variables defined by func | |
returns a tuple (local vars, local vars referrenced by nested functions)""" | |
func = code(func) | |
if not iscode(func): | |
return () #XXX: better ((),())? or None? | |
return func.co_varnames, func.co_cellvars | |
def baditems(obj, exact=False, safe=False): #XXX: obj=globals() ? | |
"""get items in object that fail to pickle""" | |
if not hasattr(obj,'__iter__'): # is not iterable | |
return [j for j in (badobjects(obj,0,exact,safe),) if j is not None] | |
obj = obj.values() if getattr(obj,'values',None) else obj | |
_obj = [] # can't use a set, as items may be unhashable | |
[_obj.append(badobjects(i,0,exact,safe)) for i in obj if i not in _obj] | |
return [j for j in _obj if j is not None] | |
def badobjects(obj, depth=0, exact=False, safe=False): | |
"""get objects that fail to pickle""" | |
from dill import pickles | |
if not depth: | |
if pickles(obj,exact,safe): return None | |
return obj | |
return dict(((attr, badobjects(getattr(obj,attr),depth-1,exact,safe)) \ | |
for attr in dir(obj) if not pickles(getattr(obj,attr),exact,safe))) | |
def badtypes(obj, depth=0, exact=False, safe=False): | |
"""get types for objects that fail to pickle""" | |
from dill import pickles | |
if not depth: | |
if pickles(obj,exact,safe): return None | |
return type(obj) | |
return dict(((attr, badtypes(getattr(obj,attr),depth-1,exact,safe)) \ | |
for attr in dir(obj) if not pickles(getattr(obj,attr),exact,safe))) | |
def errors(obj, depth=0, exact=False, safe=False): | |
"""get errors for objects that fail to pickle""" | |
from dill import pickles, copy | |
if not depth: | |
try: | |
pik = copy(obj) | |
if exact: | |
assert pik == obj, \ | |
"Unpickling produces %s instead of %s" % (pik,obj) | |
assert type(pik) == type(obj), \ | |
"Unpickling produces %s instead of %s" % (type(pik),type(obj)) | |
return None | |
except Exception: | |
import sys | |
return sys.exc_info()[1] | |
_dict = {} | |
for attr in dir(obj): | |
try: | |
_attr = getattr(obj,attr) | |
except Exception: | |
import sys | |
_dict[attr] = sys.exc_info()[1] | |
continue | |
if not pickles(_attr,exact,safe): | |
_dict[attr] = errors(_attr,depth-1,exact,safe) | |
return _dict | |
# EOF | |