def main():
x = 10
y = 10
steps = 10000
world = np.array([i for i in xrange(625)])
world.resize((25, 25))
spInputSize = 21*21
sp = SpatialPooler(
inputDimensions=(spInputSize,),
columnDimensions=(25,),
potentialRadius=spInputSize,
numActiveColumnsPerInhArea=1,
synPermActiveInc=0.1,
synPermInactiveDec=0.5,
boostStrength=1.0,
)
csFields = generateCenterSurroundFields()
output = np.zeros((25,), dtype=np.uint32)
for _ in xrange(steps):
active = getActive(world, x, y)
assert len(active) == 25, "{}, {}: {}".format(x, y, active)
activeInput = np.zeros((625,), dtype=np.uint32)
for v in active:
activeInput[v] = 1
centerSurround = processCenterSurround(csFields, activeInput)
print centerSurround
sp.compute(centerSurround, True, output)
x, y = getNewLocation(x, y, 25, 2, False)
for i in xrange(25):
permanence = np.zeros((spInputSize,))
sp.getPermanence(i, permanence)
plt.imshow(permanence.reshape((21, 21)), cmap="hot", interpolation="nearest")
plt.show()
def main():
x = 10
y = 10
steps = 10000
history = []
world = np.array([i for i in xrange(625)])
world.resize((25, 25))
sp = SpatialPooler(
inputDimensions=(625, ),
columnDimensions=(25, ),
potentialRadius=625,
numActiveColumnsPerInhArea=1,
)
output = np.zeros((25, ), dtype=np.uint32)
for _ in xrange(steps):
active = getActive(world, x, y)
assert len(active) == 25, "{}, {}: {}".format(x, y, active)
activeInput = np.zeros((625, ), dtype=np.uint32)
for v in active:
activeInput[v] = 1
history.append(active)
sp.compute(activeInput, True, output)
x, y = getNewLocation(x, y, 25, 2, False)
for i in xrange(25):
permanence = np.zeros((625, ))
sp.getPermanence(i, permanence)
plt.imshow(permanence.reshape((25, 25)),
cmap="hot",
interpolation="nearest")
plt.show()
def main():
x = 10
y = 10
steps = 10000
world = np.array([i for i in xrange(625)])
world.resize((25, 25))
spInputSize = 21 * 21
sp = SpatialPooler(
inputDimensions=(spInputSize, ),
columnDimensions=(25, ),
potentialRadius=spInputSize,
numActiveColumnsPerInhArea=1,
synPermActiveInc=0.1,
synPermInactiveDec=0.5,
boostStrength=1.0,
)
csFields = generateCenterSurroundFields()
output = np.zeros((25, ), dtype=np.uint32)
for _ in xrange(steps):
active = getActive(world, x, y)
assert len(active) == 25, "{}, {}: {}".format(x, y, active)
activeInput = np.zeros((625, ), dtype=np.uint32)
for v in active:
activeInput[v] = 1
centerSurround = processCenterSurround(csFields, activeInput)
print centerSurround
sp.compute(centerSurround, True, output)
x, y = getNewLocation(x, y, 25, 2, False)
for i in xrange(25):
permanence = np.zeros((spInputSize, ))
sp.getPermanence(i, permanence)
plt.imshow(permanence.reshape((21, 21)),
cmap="hot",
interpolation="nearest")
plt.show()
