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Can you provide your fuzzing script so we can see the issue?
Also, use interactive Python on your system to see what cPickle.HIGHEST_PROTOCOL is defined as. On my system, it is 2:
$ python
Python 2.7.10 (default, Jun 1 2015, 18:05:38)
[GCC 4.9.2] on cygwin
Type "help", "copyright", "credits" or "license" for more information.
>>> import cPickle
>>> cPickle.HIGHEST_PROTOCOL
2
>>>
Apparently on 32-bit python it has a 2GB limit for un-compressed data going in. That sucks.
joblib/joblib#122
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