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Update info in parallel docs.
Update info in parallel docs.

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throughput.py
63 lines | 1.5 KiB | text/x-python | PythonLexer
import time
import numpy as np
from IPython import parallel
nlist = map(int, np.logspace(2,9,16,base=2))
nlist2 = map(int, np.logspace(2,8,15,base=2))
tlist = map(int, np.logspace(7,22,16,base=2))
nt = 16
def wait(t=0):
import time
time.sleep(t)
def echo(s=''):
return s
def time_throughput(nmessages, t=0, f=wait):
client = parallel.Client()
view = client.load_balanced_view()
# do one ping before starting timing
if f is echo:
t = np.random.random(t/8)
view.apply_sync(echo, '')
client.spin()
tic = time.time()
for i in xrange(nmessages):
view.apply(f, t)
lap = time.time()
client.wait()
toc = time.time()
return lap-tic, toc-tic
def do_runs(nlist,t=0,f=wait, trials=2, runner=time_throughput):
A = np.zeros((len(nlist),2))
for i,n in enumerate(nlist):
t1 = t2 = 0
for _ in range(trials):
time.sleep(.25)
ts = runner(n,t,f)
t1 += ts[0]
t2 += ts[1]
t1 /= trials
t2 /= trials
A[i] = (t1,t2)
A[i] = n/A[i]
print n,A[i]
return A
def do_echo(n,tlist=[0],f=echo, trials=2, runner=time_throughput):
A = np.zeros((len(tlist),2))
for i,t in enumerate(tlist):
t1 = t2 = 0
for _ in range(trials):
time.sleep(.25)
ts = runner(n,t,f)
t1 += ts[0]
t2 += ts[1]
t1 /= trials
t2 /= trials
A[i] = (t1,t2)
A[i] = n/A[i]
print t,A[i]
return A