#!/usr/bin/env python __author__ = "bt3" import time import numpy as np def testing_numpy(): ''' tests many features of numpy ''' ax = np.array([1,2,3]) ay = np.array([3,4,5]) print(ax) print(ax*2) print(ax+10) print(np.sqrt(ax)) print(np.cos(ax)) print(ax-ay) print(np.where(ax<2, ax, 10)) m = np.matrix([ax, ay, ax]) print(m) print(m.T) grid1 = np.zeros(shape=(10,10), dtype=float) grid2 = np.ones(shape=(10,10), dtype=float) print(grid1) print(grid2) print(grid1[1]+10) print(grid2[:,2]*2) def trad_version(): t1 = time.time() X = range(10000000) Y = range(10000000) Z = [] for i in range(len(X)): Z.append(X[i] + Y[i]) return time.time() - t1 def numpy_version(): t1 = time.time() X = np.arange(10000000) Y = np.arange(10000000) Z = X + Y return time.time() - t1 if __name__ == '__main__': testing_numpy() print(trad_version()) print(numpy_version()) ''' 3.23564291 0.0714290142059 '''