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phistogram.py
33 lines | 985 B | text/x-python | PythonLexer
"""Parallel histogram function"""
import numpy
def phistogram(rc, a, bins=10, rng=None, normed=False):
"""Compute the histogram of a remote array a.
:Parameters:
rc
IPython RemoteController instance
a : str
String name of the remote array
bins : int
Number of histogram bins
rng : (float, float)
Tuple of min, max of the range to histogram
normed : boolean
Should the histogram counts be normalized to 1
"""
nengines = len(rc)
rc.push(dict(bins=bins, rng=rng))
rc.execute('import numpy')
rc.execute('hist, lower_edges = numpy.histogram(%s, bins, rng)' % a)
lower_edges = rc.pull('lower_edges', targets=0)
hist_array = rc.gather('hist')
hist_array.shape = (nengines,-1)
total_hist = numpy.sum(hist_array, 0)
if normed:
total_hist = total_hist/numpy.sum(total_hist,dtype=float)
return total_hist, lower_edges