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MPI Pool similar to futures

Project description

About

mpipool offers a Pool class similar multiprocessing.Pool from the standard library.

mpipool uses MPIPool implementation of schwimmbad library and circumvents some of its limitations:

  • A series of mpipool.Pool.map calls do not crash,
  • In case a worker raises an exception, the MPI tasks are shut down properly so that the full program halts and does not hang.

Example usage

from mpipool import Pool

def add(a, b):
    return a + b

p = Pool()

sums = p.map(add, [(ai, bi) for ai in range(10) for bi in range(10)])

assert len(sums) == 100
assert sums[0] == 0
assert sums[-1] == 18

sums = p.map(add, [(ai, bi) for ai in range(10) for bi in range(10)])

assert len(sums) == 100
assert sums[0] == 0
assert sums[-1] == 18

The program must be run on the commandline like:

$ mpirun -n 4 python example.py

Currently mpipool.Pool only implements a map method.

Contrary to the MPIPool implementation of schwimmbad the statements after pool = Pool() are only executed by the MPI process with rank 0.

Credits

mpipool uses of the MPIPool implementation of schwimmbad library.

Project details


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