Last active
November 22, 2017 22:24
-
-
Save pedrovanzella/62bbffd79e994920d30e to your computer and use it in GitHub Desktop.
Sort a number of random arrays using MPI
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
#!/usr/bin/ENV python | |
import numpy | |
from mpi4py import MPI | |
NUMARRAYS = 100 | |
ARRAYSIZE = 10000 | |
ASK_FOR_WORK_TAG = 1 | |
WORK_TAG = 2 | |
WORK_DONE_TAG = 3 | |
DIE_TAG = 4 | |
comm = MPI.COMM_WORLD | |
rank = comm.Get_rank() | |
size = comm.Get_size() | |
status = MPI.Status() | |
# Master | |
if rank == 0: | |
data = numpy.empty(ARRAYSIZE, dtype=numpy.int32) | |
sorted_data = numpy.empty([NUMARRAYS, ARRAYSIZE], dtype=numpy.int32) | |
sorted_arrays = 0 | |
dead_workers = 0 | |
while dead_workers < size - 1: | |
print "[Master] Probing" | |
comm.Recv([data, ARRAYSIZE, MPI.INT], source=MPI.ANY_SOURCE, tag=MPI.ANY_TAG, status=status) | |
print "[Master] Probed" | |
dest = status.Get_source() | |
if status.Get_tag() == ASK_FOR_WORK_TAG: | |
if sorted_arrays <= NUMARRAYS - 1: | |
print "[Master] got request for work from worker %d" % dest | |
data = numpy.random.random_integers(0, ARRAYSIZE, ARRAYSIZE).astype(numpy.int32) | |
print "[Master] sending work to Worker %d" % dest | |
comm.Send([data, ARRAYSIZE, MPI.INT], dest=dest, tag=WORK_TAG) | |
print "[Master] sent work to Worker %d" % dest | |
else: | |
# Someone did more work than they should have | |
print "[Master] Telling worker %d to DIE DIE DIE" % dest | |
comm.Send([data, ARRAYSIZE, MPI.INT], dest=dest, tag=DIE_TAG) | |
dead_workers += 1 | |
print "[Master] Already killed %d workers" % dead_workers | |
elif status.Get_tag() == WORK_DONE_TAG: | |
if sorted_arrays <= NUMARRAYS - 1: | |
print "[Master] got results from Worker %d. Storing in line %d" % (status.Get_source(), sorted_arrays) | |
sorted_data[sorted_arrays] = numpy.copy(data) | |
numpy.savetxt("sample", data, newline=" ", fmt="%d") | |
sorted_arrays += 1 | |
# Slave | |
else: | |
# Ask for work | |
data = numpy.empty(ARRAYSIZE, dtype=numpy.int32) | |
while True: | |
print "[Worker %d] asking for work" % rank | |
comm.Send([data, ARRAYSIZE, MPI.INT], dest=0, tag=ASK_FOR_WORK_TAG) | |
print "[Worker %d] sent request for work" % rank | |
comm.Recv([data, ARRAYSIZE, MPI.INT], source=0, tag=MPI.ANY_TAG, status=status) | |
if status.Get_tag() == WORK_TAG: | |
print "[Worker %d] got work" % rank | |
print "[Worker %d] is sorting the array" % rank | |
data.sort() | |
print "[Worker %d] finished work. Sending it back" % rank | |
comm.Send([data, ARRAYSIZE, MPI.INT], dest=0, tag=WORK_DONE_TAG) | |
elif status.Get_tag() == DIE_TAG: | |
print "[Worker %d] DIE DIE DIE" % rank | |
break | |
else: | |
print "[Worker %d] Doesn't know what to to with tag %d right now" % (rank, status.Get_tag()) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment