如何在Python中获得对象在内存中占用的大小?
当前回答
你可以序列化对象,以获得与对象大小密切相关的度量值:
import pickle
## let o be the object whose size you want to measure
size_estimate = len(pickle.dumps(o))
如果您想测量无法pickle的对象(例如,由于lambda表达式),dill或cloudpickle可以是一种解决方案。
其他回答
如果性能不是问题,最简单的解决方案是pickle和测量:
import pickle
data = ...
len(pickle.dumps(data))
下面是我根据之前对所有变量的列表大小的回答编写的一个快速脚本
for i in dir():
print (i, sys.getsizeof(eval(i)) )
这可能不是最相关的答案,但我只对对象存储和检索感兴趣。因此将对象转储为pickle并检查pickle的大小就足够了
我自己也遇到过很多次这个问题,我写了一个小函数(受到@aaron-hall的回答的启发)和测试,它完成了我所期望的sys。Getsizeof to do:
https://github.com/bosswissam/pysize
如果你对背景故事感兴趣,这就是
编辑:附上下面的代码以方便参考。要查看最新的代码,请检查github链接。
import sys
def get_size(obj, seen=None):
"""Recursively finds size of objects"""
size = sys.getsizeof(obj)
if seen is None:
seen = set()
obj_id = id(obj)
if obj_id in seen:
return 0
# Important mark as seen *before* entering recursion to gracefully handle
# self-referential objects
seen.add(obj_id)
if isinstance(obj, dict):
size += sum([get_size(v, seen) for v in obj.values()])
size += sum([get_size(k, seen) for k in obj.keys()])
elif hasattr(obj, '__dict__'):
size += get_size(obj.__dict__, seen)
elif hasattr(obj, '__iter__') and not isinstance(obj, (str, bytes, bytearray)):
size += sum([get_size(i, seen) for i in obj])
return size
用系统就行了。sys模块中定义的Getsizeof函数。
sys.getsizeof(object[, default]): Return the size of an object in bytes. The object can be any type of object. All built-in objects will return correct results, but this does not have to hold true for third-party extensions as it is implementation specific. Only the memory consumption directly attributed to the object is accounted for, not the memory consumption of objects it refers to. The default argument allows to define a value which will be returned if the object type does not provide means to retrieve the size and would cause a TypeError. getsizeof calls the object’s __sizeof__ method and adds an additional garbage collector overhead if the object is managed by the garbage collector. See recursive sizeof recipe for an example of using getsizeof() recursively to find the size of containers and all their contents.
python 3.0中的用法示例:
>>> import sys
>>> x = 2
>>> sys.getsizeof(x)
24
>>> sys.getsizeof(sys.getsizeof)
32
>>> sys.getsizeof('this')
38
>>> sys.getsizeof('this also')
48
如果你在python < 2.6并且没有sys. exe。Getsizeof可以使用这个扩展模块。但从来没用过。
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