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Interesting. Do you know if `multiprocessing` forks the Python interpreter? Have you looked at what happens to the clinet's background threads? I've had multiple problems with multiprocessing that refused to work in the presence of non-picklable objects even if they were never passed between processes. Mutli-threading deadlocks with a lot of C extensions, I've seen `numpy` break if it was used on unrelated arrays in different threads.

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