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May 21, 2015 06:47
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Nupic Coordinate Encoder Union percentage
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#!python | |
import numpy as np | |
import random as r | |
import nupic | |
from nupic.encoders.coordinate import CoordinateEncoder as Enc | |
e=Enc(w=25, n=1000) | |
print e | |
output = np.zeros(e.getWidth()) | |
coord = np.array([3, 9]) | |
radius = 1 | |
print e.encodeIntoArray((coord, radius), output) | |
print output | |
print e.encodeIntoArray((np.array([4, 9]), radius), output) | |
print output | |
print e.encodeIntoArray((np.array([4, 9]), 3), output) | |
print output | |
D=128 | |
N=D*D | |
p=0.1 | |
res = np.zeros(e.getWidth()) | |
for i in range(1,int(N*p)): | |
x=r.randint(1,D) | |
y=r.randint(1,D) | |
e.encodeIntoArray((np.array([x, y]), 1), output) | |
# print i | |
# print output, len(output), sum(output) | |
res = np.logical_or(res, output) | |
print res | |
#print np.logical_or(np.array([0,0,1]),np.array([1,0,0])) |
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Q1: I try to encode XY-board (2D, with eucl. distance), is CoordinateEncoder my right choice?
--if so, can I take an advantage of the limited board? (128x128 only)
Q2: on line 29 I visit & encode 10% of the positions, I create a union of the encodings...but then in
res
I get a "full 1s" encoding, instead of ~10% 1s, as I'd expect! Why is that?