Created
April 20, 2011 03:20
-
-
Save jcchurch/930276 to your computer and use it in GitHub Desktop.
Compute Pi using Python and MPI4PY
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
""" | |
This code computes pi. It's not the first python | |
pi computation tool that I've written. This program | |
is a good test of the mpi4py library, which is | |
essentially a python wrapper to the C MPI library. | |
To execute this code: | |
mpiexec -np NUMBER_OF_PROCESSES -f NODES_FILE python mpipypi.py | |
where.... | |
NUMBER_OF_PROCESSES is the number of desired processes. | |
NODES_FILE is a file which records the location of your nodes. | |
""" | |
from mpi4py import MPI | |
comm = MPI.COMM_WORLD | |
rank = comm.Get_rank() | |
size = comm.Get_size() | |
slice_size = 1000000 | |
total_slices = 50 | |
# This is the master node. | |
if rank == 0: | |
pi = 0 | |
slice = 0 | |
process = 1 | |
print size | |
# Send the first batch of processes to the nodes. | |
while process < size and slice < total_slices: | |
comm.send(slice, dest=process, tag=1) | |
print "Sending slice",slice,"to process",process | |
slice += 1 | |
process += 1 | |
# Wait for the data to come back | |
received_processes = 0 | |
while received_processes < total_slices: | |
pi += comm.recv(source=MPI.ANY_SOURCE, tag=1) | |
process = comm.recv(source=MPI.ANY_SOURCE, tag=2) | |
print "Recieved data from process", process | |
received_processes += 1 | |
if slice < total_slices: | |
comm.send(slice, dest=process, tag=1) | |
print "Sending slice",slice,"to process",process | |
slice += 1 | |
# Send the shutdown signal | |
for process in range(1,size): | |
comm.send(-1, dest=process, tag=1) | |
print "Pi is ", 4.0 * pi | |
# These are the slave nodes, where rank > 0. They do the real work | |
else: | |
while True: | |
start = comm.recv(source=0, tag=1) | |
if start == -1: break | |
i = 0 | |
slice_value = 0 | |
while i < slice_size: | |
if i%2 == 0: | |
slice_value += 1.0 / (2*(start*slice_size+i)+1) | |
else: | |
slice_value -= 1.0 / (2*(start*slice_size+i)+1) | |
i += 1 | |
comm.send(slice_value, dest=0, tag=1) | |
comm.send(rank, dest=0, tag=2) |
Nope, it's Liebniz formula https://en.wikipedia.org/wiki/Leibniz_formula_for_%CF%80
Well that is arctan(1) using a maclaurin expansion!
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
This program sums the series for pi/4=arctan x |x=1 , in parallel by partitioning the domain across processors.