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Home/ Questions/Q 7520563
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Editorial Team
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Editorial Team
Asked: May 30, 20262026-05-30T02:05:33+00:00 2026-05-30T02:05:33+00:00

I have written a little class to persistently memoize some expensive functions that do

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I have written a little class to persistently memoize some expensive functions that do various statistical analyses of random networks.

These are all pure functions; all the data is immutable. However, some of the functions take functions as arguments.

Making keys based on these arguments is a small problem, since in Python function object equality is equivalent to function object identity, which does not persist between sessions, even if the function implementation does not change.

I am hacking around this for the time being by using the function name as a string, but this raises its own swarm of issues when one starts thinking about changing the implementation of the function or anonymous functions and so on. But I am probably not the first to worry about such things.

Does anybody have any strategies for persistently memoizing functions with function arguments in Python?

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  1. Editorial Team
    Editorial Team
    2026-05-30T02:05:34+00:00Added an answer on May 30, 2026 at 2:05 am

    Have a look at using this as the identity of the function

    [getattr(func.__code__,s) 
     for s in ['co_argcount', 'co_cellvars', 'co_code', 'co_consts', 
               'co_filename', 'co_firstlineno', 'co_flags', 'co_freevars',
               'co_lnotab', 'co_name', 'co_names', 'co_nlocals', 'co_stacksize',
               'co_varnames']
    ]
    

    that should correctly handle changing the implementation in any way…

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