def _allocateSpatialFDR(self, rfInput):
"""Allocate the spatial pooler instance."""
if self._sfdr:
return
# Retrieve the necessary extra arguments that were handled automatically
autoArgs = dict((name, getattr(self, name))
for name in self._spatialArgNames)
# Instantiate the spatial pooler class.
if ( (self._FDRCSpatialClass == CPPSpatialPooler) or
(self._FDRCSpatialClass == PYSpatialPooler) ):
autoArgs['columnDimensions'] = [self.columnCount]
autoArgs['inputDimensions'] = [self.inputWidth]
autoArgs['potentialRadius'] = self.inputWidth
self._sfdr = self._FDRCSpatialClass(
**autoArgs
)
else:
# Backward compatibility
autoArgs.pop('coincidencesShape')
autoArgs.pop('inputShape')
autoArgs.pop('inputBorder')
autoArgs.pop('coincInputRadius')
autoArgs.pop('cloneMap')
autoArgs.pop('numCloneMasters')
coincidencesShape = (self.columnCount, 1)
inputShape = (1, self.inputWidth)
inputBorder = inputShape[1]/2
if inputBorder*2 >= inputShape[1]:
inputBorder -= 1
coincInputRadius = inputShape[1]/2
cloneMap, numCloneMasters = fdru.makeCloneMap(
columnsShape=coincidencesShape,
outputCloningWidth=coincidencesShape[1],
outputCloningHeight=coincidencesShape[0]
)
self._sfdr = self._FDRCSpatialClass(
# These parameters are standard defaults for SPRegion
# They can be overridden by explicit calls to
# getParameter
cloneMap=cloneMap,
numCloneMasters=numCloneMasters,
coincidencesShape=coincidencesShape,
inputShape=inputShape,
inputBorder=inputBorder,
coincInputRadius = coincInputRadius,
**autoArgs)
def _allocateSpatialFDR(self, rfInput):
"""Allocate the spatial pooler instance."""
if self._sfdr:
return
# Retrieve the necessary extra arguments that were handled automatically
autoArgs = dict(
(name, getattr(self, name)) for name in self._spatialArgNames)
# Instantiate the spatial pooler class.
if ((self._FDRCSpatialClass == CPPSpatialPooler)
or (self._FDRCSpatialClass == PYSpatialPooler)):
autoArgs['columnDimensions'] = [self.columnCount]
autoArgs['inputDimensions'] = [self.inputWidth]
autoArgs['potentialRadius'] = self.inputWidth
self._sfdr = self._FDRCSpatialClass(**autoArgs)
else:
# Backward compatibility
autoArgs.pop('coincidencesShape')
autoArgs.pop('inputShape')
autoArgs.pop('inputBorder')
autoArgs.pop('coincInputRadius')
autoArgs.pop('cloneMap')
autoArgs.pop('numCloneMasters')
coincidencesShape = (self.columnCount, 1)
inputShape = (1, self.inputWidth)
inputBorder = inputShape[1] / 2
if inputBorder * 2 >= inputShape[1]:
inputBorder -= 1
coincInputRadius = inputShape[1] / 2
cloneMap, numCloneMasters = fdru.makeCloneMap(
columnsShape=coincidencesShape,
outputCloningWidth=coincidencesShape[1],
outputCloningHeight=coincidencesShape[0])
self._sfdr = self._FDRCSpatialClass(
# These parameters are standard defaults for SPRegion
# They can be overridden by explicit calls to
# getParameter
cloneMap=cloneMap,
numCloneMasters=numCloneMasters,
coincidencesShape=coincidencesShape,
inputShape=inputShape,
inputBorder=inputBorder,
coincInputRadius=coincInputRadius,
**autoArgs)
def _allocateSpatialFDR(self, rfInput):
"""Allocate the spatial pooler instance."""
if self._sfdr:
return
# Retrieve the necessary extra arguments that were handled automatically
autoArgs = dict((name, getattr(self, name))
for name in self._spatialArgNames)
autoArgs.pop('coincidencesShape')
autoArgs.pop('inputShape')
autoArgs.pop('inputBorder')
autoArgs.pop('coincInputRadius')
autoArgs.pop('cloneMap')
autoArgs.pop('numCloneMasters')
coincidencesShape = (self.columnCount, 1)
inputShape = (1, self.inputWidth)
inputBorder = inputShape[1]/2
if inputBorder*2 >= inputShape[1]:
inputBorder -= 1
coincInputRadius = inputShape[1]/2
cloneMap, numCloneMasters = fdru.makeCloneMap(
columnsShape=coincidencesShape,
outputCloningWidth=coincidencesShape[1],
outputCloningHeight=coincidencesShape[0]
)
self._sfdr = FDRCSpatial2.FDRCSpatial2(
# These parameters are standard defaults for SPRegion
# They can be overridden by explicit calls to
# getParameter
cloneMap=cloneMap,
numCloneMasters=numCloneMasters,
coincidencesShape=coincidencesShape,
inputShape=inputShape,
inputBorder=inputBorder,
coincInputRadius = coincInputRadius,
**autoArgs)
self._sfdr.setStoreDenseOutput(self.storeDenseOutput)