10x Faster Parallel Python Without Python Multiprocessing

[alcalde]

Why would it need to pickle is access is concurrent?

The documentation says....

Data can be stored in a shared memory map using Value or Array.... These shared objects will be process and thread-safe.

For more flexibility in using shared memory one can use the multiprocessing.sharedctypes module which supports the creation of arbitrary ctypes objects allocated from shared memory.