问题
I have a complex Python data structure (if it matters, it's a large music21 Score object) which will not pickle due to the presence of a weakref somewhere deep inside the object structure. I've debugged such problems with the stack trace and python debugger before, but it's always a big pain. Is there a tool which runs dir() recursively on all attributes of an object, finding objects hidden in lists, tuples, dicts, etc., and returns those that match a certain value (a lambda function or something like that). A big problem is recursive references, so some sort of memo function (like copy.deepcopy uses) is needed. I tried:
import weakref
def findWeakRef(streamObj, memo=None):
weakRefList = []
if memo is None:
memo = {}
for x in dir(streamObj):
xValue = getattr(streamObj, x)
if id(xValue) in memo:
continue
else:
memo[id(xValue)] = True
if type(xValue) is weakref.ref:
weakRefList.append(x, xValue, streamObj)
if hasattr(xValue, "__iter__"):
for i in xValue:
if id(i) in memo:
pass
else:
memo[id(i)] = True
weakRefList.extend(findWeakRef(i), memo)
else:
weakRefList.extend(findWeakRef(xValue), memo)
return weakRefList
I can probably continue plugging holes in this (the iter isn't what I'd want for dicts, for instance), but before I throw more time into it, wondering if someone knows an easier answer. It could be a pretty useful general tool.
回答1:
This seems to be the start of an answer. I had to backport some items from the Python 3.2 inspect.getattr_static to make it work so it didn't call properties that just kept generating new objects. Here's the code I came up with:
#-------------------------------------------------------------------------------
# Name: treeYield.py
# Purpose: traverse a complex datastructure and yield elements
# that fit a given criteria
#
# Authors: Michael Scott Cuthbert
#
# Copyright: Copyright © 2012 Michael Scott Cuthbert
# License: CC-BY
#-------------------------------------------------------------------------------
import types
class TreeYielder(object):
def __init__(self, yieldValue = None):
'''
`yieldValue` should be a lambda function that
returns True/False or a function/method call that
will be passed the value of a current attribute
'''
self.currentStack = []
self.yieldValue = yieldValue
self.stackVals = []
t = types
self.nonIterables = [t.IntType, t.StringType, t.UnicodeType, t.LongType,
t.FloatType, t.NoneType, t.BooleanType]
def run(self, obj, memo = None):
'''
traverse all attributes of an object looking
for subObjects that meet a certain criteria.
yield them.
`memo` is a dictionary to keep track of objects
that have already been seen
The original object is added to the memo and
also checked for yieldValue
'''
if memo is None:
memo = {}
self.memo = memo
if id(obj) in self.memo:
self.memo[id(obj)] += 1
return
else:
self.memo[id(obj)] = 1
if self.yieldValue(obj) is True:
yield obj
### now check for sub values...
self.currentStack.append(obj)
tObj = type(obj)
if tObj in self.nonIterables:
pass
elif tObj == types.DictType:
for keyX in obj:
dictTuple = ('dict', keyX)
self.stackVals.append(dictTuple)
x = obj[keyX]
for z in self.run(x, memo=memo):
yield z
self.stackVals.pop()
elif tObj in [types.ListType, types.TupleType]:
for i,x in enumerate(obj):
listTuple = ('listLike', i)
self.stackVals.append(listTuple)
for z in self.run(x, memo=memo):
yield z
self.stackVals.pop()
else: # objects or uncaught types...
### from http://bugs.python.org/file18699/static.py
try:
instance_dict = object.__getattribute__(obj, "__dict__")
except AttributeError:
## probably uncaught static object
return
for x in instance_dict:
try:
gotValue = object.__getattribute__(obj, x)
except: # ?? property that relies on something else being set.
continue
objTuple = ('getattr', x)
self.stackVals.append(objTuple)
try:
for z in self.run(gotValue, memo=memo):
yield z
except RuntimeError:
raise Exception("Maximum recursion on:\n%s" % self.currentLevel())
self.stackVals.pop()
self.currentStack.pop()
def currentLevel(self):
currentStr = ""
for stackType, stackValue in self.stackVals:
if stackType == 'dict':
if isinstance(stackValue, str):
currentStr += "['" + stackValue + "']"
elif isinstance(stackValue, unicode):
currentStr += "[u'" + stackValue + "']"
else: # numeric key...
currentStr += "[" + str(stackValue) + "]"
elif stackType == 'listLike':
currentStr += "[" + str(stackValue) + "]"
elif stackType == 'getattr':
currentStr += ".__getattribute__('" + stackValue + "')"
else:
raise Exception("Cannot get attribute of type %s" % stackType)
return currentStr
This code lets you run something like this:
class Mock(object):
def __init__(self, mockThing, embedMock = True):
self.abby = 30
self.mocker = mockThing
self.mockList = [mockThing, mockThing, 40]
self.embeddedMock = None
if embedMock is True:
self.embeddedMock = Mock(mockThing, embedMock = False)
mockType = lambda x: x.__class__.__name__ == 'Mock'
subList = [100, 60, -2]
myList = [5, 20, [5, 12, 17], 30, {'hello': 10, 'goodbye': 22, 'mock': Mock(subList)}, -20, Mock(subList)]
myList.append(myList)
ty = TreeYielder(mockType)
for val in ty.run(myList):
print(val, ty.currentLevel())
And get:
(<__main__.Mock object at 0x01DEBD10>, "[4]['mock']")
(<__main__.Mock object at 0x01DEF370>, "[4]['mock'].__getattribute__('embeddedMock')")
(<__main__.Mock object at 0x01DEF390>, '[6]')
(<__main__.Mock object at 0x01DEF3B0>, "[6].__getattribute__('embeddedMock')")
Or run:
high = lambda x: isinstance(x, (int, float)) and x > 10
ty = TreeYielder(high)
for val in ty.run(myList):
print(val, ty.currentLevel())
And get:
(20, '[1]')
(12, '[2][1]')
(17, '[2][2]')
(30, '[3]')
(22, "[4]['goodbye']")
(100, "[4]['mock'].__getattribute__('embeddedMock').__getattribute__('mocker')[0]")
(60, "[4]['mock'].__getattribute__('embeddedMock').__getattribute__('mocker')[1]")
(40, "[4]['mock'].__getattribute__('embeddedMock').__getattribute__('mockList')[2]")
I'm still trying to figure out why .abby isn't found, but I figure it's worth posting even at this point, since it's much more on the right track than I was when I started.
回答2:
Here is a simpler solution that is somewhat naive. I.e. just a depth first search under the attribute tree. If its a primitive then stop , otherwise go deeper in the tree. It will get you the call tree and the value at the leaf.
def recursive_dir(obj, path):
if ((obj!=None) and (not isinstance(obj, (str,float,int,list,dict,set)))):
for attr, val in obj.__dict__.iteritems():
temp_path = path[:]
temp_path.append(attr)
recursive_dir(getattr(obj, attr), temp_path)
else:
print (path, "--->", obj)
print("")
recursive_dir(x,[])
来源：https://stackoverflow.com/questions/12611337/recursively-dir-a-python-object-to-find-values-of-a-certain-type-or-with-a-cer