Created
May 29, 2016 21:44
-
-
Save arbennett/9ae36959038f05cf5a86a9354ab6fd2a to your computer and use it in GitHub Desktop.
Just testing for efficiency across various synchronization schemes for multiprocessing datastructures
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
""" | |
Just testing for efficiency across various synchronization schemes | |
for multiprocessing datastructures | |
""" | |
import time | |
import queue | |
import multiprocessing as mp | |
def dict_increments(d, q, s): | |
""" Incrementally add to a dictionary """ | |
t0 = time.clock() | |
d["First"] = dict() | |
for i in range(s): | |
d["First"][str(i)] = i | |
t1 = time.clock() | |
q.put("Incremental Dict: " + str(t1-t0) + " seconds\n") | |
def dict_batch(d, q, s): | |
""" Create a new dictionary and then add it as a sub-dict """ | |
t0 = time.clock() | |
the_dict = dict() | |
for i in range(s): | |
the_dict[str(i)] = i | |
d["First"] = the_dict | |
t1 = time.clock() | |
q.put("Batch Dict: " + str(t1-t0) + " seconds\n") | |
def list_increments(l, q, s): | |
""" Incrementally add to a list """ | |
t0 = time.clock() | |
for i in range(s): | |
l.append(i) | |
t1 = time.clock() | |
q.put("Incremental List: " + str(t1-t0) + " seconds\n") | |
def list_batch(l, q, s): | |
""" Create a new list and then add it to an existing list """ | |
t0 = time.clock() | |
nl = [] | |
for i in range(s): | |
nl.append(i) | |
l += nl | |
t1 = time.clock() | |
q.put("Batch List: " + str(t1-t0) + " seconds\n") | |
def main(): | |
print("") | |
SIZE = 10000 | |
manager = mp.Manager() | |
q = mp.Queue() | |
inc_dict = manager.dict() | |
bat_dict = manager.dict() | |
inc_list = manager.list() | |
bat_list = manager.list() | |
print("===================== Testing Multiprocesssing ======================") | |
process_handles = [ | |
mp.Process(target=dict_increments, args=(inc_dict, q, SIZE)), | |
mp.Process(target=dict_batch, args=(bat_dict, q, SIZE)), | |
mp.Process(target=list_increments, args=(inc_list, q, SIZE)), | |
mp.Process(target=list_batch, args=(bat_list, q, SIZE)) | |
] | |
for p in process_handles: | |
p.start() | |
for p in process_handles: | |
p.join() | |
while not q.empty(): | |
print(q.get()) | |
print("========================= Testing Serial ============================") | |
q = queue.Queue() | |
dict_increments(dict(), q, SIZE) | |
dict_batch(dict(), q, SIZE) | |
list_increments([], q, SIZE) | |
list_batch([], q, SIZE) | |
while not q.empty(): | |
print(q.get()) | |
if __name__ == "__main__": | |
main() |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment