#!/usr/bin/env python
#
# Author: Mike McKerns (mmckerns @caltech and @uqfoundation)
# Copyright (c) 2008-2016 California Institute of Technology.
# Copyright (c) 2016-2019 The Uncertainty Quantification Foundation.
# License: 3-clause BSD. The full license text is available at:
# - https://github.com/uqfoundation/dill/blob/master/LICENSE
"""
Module to show if an object has changed since it was memorised
"""
import os
import sys
import types
try:
import numpy
HAS_NUMPY = True
except:
HAS_NUMPY = False
try:
import builtins
except ImportError:
import __builtin__ as builtins
# pypy doesn't use reference counting
getrefcount = getattr(sys, 'getrefcount', lambda x:0)
# memo of objects indexed by id to a tuple (attributes, sequence items)
# attributes is a dict indexed by attribute name to attribute id
# sequence items is either a list of ids, of a dictionary of keys to ids
memo = {}
id_to_obj = {}
# types that cannot have changing attributes
builtins_types = set((str, list, dict, set, frozenset, int))
dont_memo = set(id(i) for i in (memo, sys.modules, sys.path_importer_cache,
os.environ, id_to_obj))
def get_attrs(obj):
"""
Gets all the attributes of an object though its __dict__ or return None
"""
if type(obj) in builtins_types \
or type(obj) is type and obj in builtins_types:
return
try:
return obj.__dict__
except:
return
def get_seq(obj, cache={str: False, frozenset: False, list: True, set: True,
dict: True, tuple: True, type: False,
types.ModuleType: False, types.FunctionType: False,
types.BuiltinFunctionType: False}):
"""
Gets all the items in a sequence or return None
"""
o_type = type(obj)
hsattr = hasattr
if o_type in cache:
if cache[o_type]:
if hsattr(obj, "copy"):
return obj.copy()
return obj
elif HAS_NUMPY and o_type in (numpy.ndarray, numpy.ma.core.MaskedConstant):
if obj.shape and obj.size:
return obj
else:
return []
elif hsattr(obj, "__contains__") and hsattr(obj, "__iter__") \
and hsattr(obj, "__len__") and hsattr(o_type, "__contains__") \
and hsattr(o_type, "__iter__") and hsattr(o_type, "__len__"):
cache[o_type] = True
if hsattr(obj, "copy"):
return obj.copy()
return obj
else:
cache[o_type] = False
return None
def memorise(obj, force=False):
"""
Adds an object to the memo, and recursively adds all the objects
attributes, and if it is a container, its items. Use force=True to update
an object already in the memo. Updating is not recursively done.
"""
obj_id = id(obj)
if obj_id in memo and not force or obj_id in dont_memo:
return
id_ = id
g = get_attrs(obj)
if g is None:
attrs_id = None
else:
attrs_id = dict((key,id_(value)) for key, value in g.items())
s = get_seq(obj)
if s is None:
seq_id = None
elif hasattr(s, "items"):
seq_id = dict((id_(key),id_(value)) for key, value in s.items())
elif not hasattr(s, "__len__"): #XXX: avoid TypeError from unexpected case
seq_id = None
else:
seq_id = [id_(i) for i in s]
memo[obj_id] = attrs_id, seq_id
id_to_obj[obj_id] = obj
mem = memorise
if g is not None:
[mem(value) for key, value in g.items()]
if s is not None:
if hasattr(s, "items"):
[(mem(key), mem(item))
for key, item in s.items()]
else:
if hasattr(s, '__len__'):
[mem(item) for item in s]
else: mem(s)
def release_gone():
itop, mp, src = id_to_obj.pop, memo.pop, getrefcount
[(itop(id_), mp(id_)) for id_, obj in list(id_to_obj.items())
if src(obj) < 4] #XXX: correct for pypy?
def whats_changed(obj, seen=None, simple=False, first=True):
"""
Check an object against the memo. Returns a list in the form
(attribute changes, container changed). Attribute changes is a dict of
attribute name to attribute value. container changed is a boolean.
If simple is true, just returns a boolean. None for either item means
that it has not been checked yet
"""
# Special cases
if first:
# ignore the _ variable, which only appears in interactive sessions
if "_" in builtins.__dict__:
del builtins._
if seen is None:
seen = {}
obj_id = id(obj)
if obj_id in seen:
if simple:
return any(seen[obj_id])
return seen[obj_id]
# Safety checks
if obj_id in dont_memo:
seen[obj_id] = [{}, False]
if simple:
return False
return seen[obj_id]
elif obj_id not in memo:
if simple:
return True
else:
raise RuntimeError("Object not memorised " + str(obj))
seen[obj_id] = ({}, False)
chngd = whats_changed
id_ = id
# compare attributes
attrs = get_attrs(obj)
if attrs is None:
changed = {}
else:
obj_attrs = memo[obj_id][0]
obj_get = obj_attrs.get
changed = dict((key,None) for key in obj_attrs if key not in attrs)
for key, o in attrs.items():
if id_(o) != obj_get(key, None) or chngd(o, seen, True, False):
changed[key] = o
# compare sequence
items = get_seq(obj)
seq_diff = False
if (items is not None) and (hasattr(items, '__len__')):
obj_seq = memo[obj_id][1]
if (len(items) != len(obj_seq)):
seq_diff = True
elif hasattr(obj, "items"): # dict type obj
obj_get = obj_seq.get
for key, item in items.items():
if id_(item) != obj_get(id_(key)) \
or chngd(key, seen, True, False) \
or chngd(item, seen, True, False):
seq_diff = True
break
else:
for i, j in zip(items, obj_seq): # list type obj
if id_(i) != j or chngd(i, seen, True, False):
seq_diff = True
break
seen[obj_id] = changed, seq_diff
if simple:
return changed or seq_diff
return changed, seq_diff
def has_changed(*args, **kwds):
kwds['simple'] = True # ignore simple if passed in
return whats_changed(*args, **kwds)
__import__ = __import__
def _imp(*args, **kwds):
"""
Replaces the default __import__, to allow a module to be memorised
before the user can change it
"""
before = set(sys.modules.keys())
mod = __import__(*args, **kwds)
after = set(sys.modules.keys()).difference(before)
for m in after:
memorise(sys.modules[m])
return mod
builtins.__import__ = _imp
if hasattr(builtins, "_"):
del builtins._
# memorise all already imported modules. This implies that this must be
# imported first for any changes to be recorded
for mod in sys.modules.values():
memorise(mod)
release_gone()