本文整理汇总了Python中nupic.bindings.algorithms.SpatialPooler.setPermanence方法的典型用法代码示例。如果您正苦于以下问题：Python SpatialPooler.setPermanence方法的具体用法？Python SpatialPooler.setPermanence怎么用？Python SpatialPooler.setPermanence使用的例子？那么恭喜您, 这里精选的方法代码示例或许可以为您提供帮助。您也可以进一步了解该方法所在类nupic.bindings.algorithms.SpatialPooler的用法示例。
在下文中一共展示了SpatialPooler.setPermanence方法的3个代码示例，这些例子默认根据受欢迎程度排序。您可以为喜欢或者感觉有用的代码点赞，您的评价将有助于系统推荐出更棒的Python代码示例。
示例1: testCalculateOverlap
# 需要导入模块: from nupic.bindings.algorithms import SpatialPooler [as 别名]
# 或者: from nupic.bindings.algorithms.SpatialPooler import setPermanence [as 别名]
def testCalculateOverlap(self):
sp = SpatialPooler(inputDimensions = [10],
columnDimensions = [5])
permanences = [
[1, 1, 1, 1, 1, 1, 1, 1, 1, 1],
[0, 0, 1, 1, 1, 1, 1, 1, 1, 1],
[0, 0, 0, 0, 1, 1, 1, 1, 1, 1],
[0, 0, 0, 0, 0, 0, 1, 1, 1, 1],
[0, 0, 0, 0, 0, 0, 0, 0, 1, 1]
]
inputVectors = [
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
[1, 1, 1, 1, 1, 1, 1, 1, 1, 1],
[0, 1, 0, 1, 0, 1, 0, 1, 0, 1],
[1, 1, 1, 1, 1, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 1]
]
expectedOverlaps = [
[0, 0, 0, 0, 0],
[10, 8, 6, 4, 2],
[5, 4, 3, 2, 1],
[5, 3, 1, 0, 0],
[1, 1, 1, 1, 1]
]
for column, permanence in enumerate(permanences):
sp.setPermanence(column, np.array(permanence, dtype=realDType))
for inputVector, expectedOverlap in zip(inputVectors, expectedOverlaps):
inputVector = np.array(inputVector, dtype=uintDType)
overlap = set(sp._calculateOverlap(inputVector))
expected = set(expectedOverlap)
self.assertSetEqual(overlap, expected,
"Input: {0}\tExpected: {1}\tActual: {2}".format(
inputVector, expected, overlap))示例2: convertSP
# 需要导入模块: from nupic.bindings.algorithms import SpatialPooler [as 别名]
# 或者: from nupic.bindings.algorithms.SpatialPooler import setPermanence [as 别名]
def convertSP(self, pySp, newSeed):
columnDim = pySp._columnDimensions
inputDim = pySp._inputDimensions
numInputs = pySp.getNumInputs()
numColumns = pySp.getNumColumns()
cppSp = CPPSpatialPooler(inputDim,columnDim)
cppSp.setPotentialRadius(pySp.getPotentialRadius())
cppSp.setPotentialPct(pySp.getPotentialPct())
cppSp.setGlobalInhibition(pySp.getGlobalInhibition())
numActiveColumnsPerInhArea = pySp.getNumActiveColumnsPerInhArea()
localAreaDensity = pySp.getLocalAreaDensity()
if (numActiveColumnsPerInhArea > 0):
cppSp.setNumActiveColumnsPerInhArea(numActiveColumnsPerInhArea)
else:
cppSp.setLocalAreaDensity(localAreaDensity)
cppSp.setStimulusThreshold(pySp.getStimulusThreshold())
cppSp.setInhibitionRadius(pySp.getInhibitionRadius())
cppSp.setDutyCyclePeriod(pySp.getDutyCyclePeriod())
cppSp.setMaxBoost(pySp.getMaxBoost())
cppSp.setIterationNum(pySp.getIterationNum())
cppSp.setIterationLearnNum(pySp.getIterationLearnNum())
cppSp.setSpVerbosity(pySp.getSpVerbosity())
cppSp.setUpdatePeriod(pySp.getUpdatePeriod())
cppSp.setSynPermTrimThreshold(pySp.getSynPermTrimThreshold())
cppSp.setSynPermActiveInc(pySp.getSynPermActiveInc())
cppSp.setSynPermInactiveDec(pySp.getSynPermInactiveDec())
cppSp.setSynPermBelowStimulusInc(pySp.getSynPermBelowStimulusInc())
cppSp.setSynPermConnected(pySp.getSynPermConnected())
cppSp.setMinPctOverlapDutyCycles(pySp.getMinPctOverlapDutyCycles())
cppSp.setMinPctActiveDutyCycles(pySp.getMinPctActiveDutyCycles())
boostFactors = numpy.zeros(numColumns).astype(realType)
pySp.getBoostFactors(boostFactors)
cppSp.setBoostFactors(boostFactors)
overlapDuty = numpy.zeros(numColumns).astype(realType)
pySp.getOverlapDutyCycles(overlapDuty)
cppSp.setOverlapDutyCycles(overlapDuty)
activeDuty = numpy.zeros(numColumns).astype(realType)
pySp.getActiveDutyCycles(activeDuty)
cppSp.setActiveDutyCycles(activeDuty)
minOverlapDuty = numpy.zeros(numColumns).astype(realType)
pySp.getMinOverlapDutyCycles(minOverlapDuty)
cppSp.setMinOverlapDutyCycles(minOverlapDuty)
minActiveDuty = numpy.zeros(numColumns).astype(realType)
pySp.getMinActiveDutyCycles(minActiveDuty)
cppSp.setMinActiveDutyCycles(minActiveDuty)
for i in xrange(numColumns):
potential = numpy.zeros(numInputs).astype(uintType)
pySp.getPotential(i, potential)
cppSp.setPotential(i, potential)
perm = numpy.zeros(numInputs).astype(realType)
pySp.getPermanence(i, perm)
cppSp.setPermanence(i, perm)
pySp._random = NupicRandom(newSeed)
cppSp.seed_(newSeed)
return cppSp示例3: SpatialPoolerAPITest
# 需要导入模块: from nupic.bindings.algorithms import SpatialPooler [as 别名]
# 或者: from nupic.bindings.algorithms.SpatialPooler import setPermanence [as 别名]
#.........这里部分代码省略.........
self.assertAlmostEqual(inParam, outParam)
def testGetSynPermBelowStimulusInc(self):
inParam = 0.0898
self.sp.setSynPermBelowStimulusInc(inParam)
outParam = self.sp.getSynPermBelowStimulusInc()
self.assertAlmostEqual(inParam, outParam)
def testGetSynPermConnected(self):
inParam = 0.514
self.sp.setSynPermConnected(inParam)
outParam = self.sp.getSynPermConnected()
self.assertAlmostEqual(inParam, outParam)
def testGetMinPctOverlapDutyCycles(self):
inParam = 0.11122
self.sp.setMinPctOverlapDutyCycles(inParam)
outParam = self.sp.getMinPctOverlapDutyCycles()
self.assertAlmostEqual(inParam, outParam)
def testGetPermanence(self):
numInputs = 5
numColumns = 5
self.sp.initialize(columnDimensions=[numInputs],
inputDimensions=[numColumns],
potentialRadius=1,
potentialPct=1)
inParam = numpy.array(
[0.06, 0.07, 0.08, 0.12, 0.13]).astype(realType)
self.sp.setPermanence(0,inParam)
outParam = numpy.zeros(numInputs).astype(realType)
self.sp.getPermanence(0, outParam)
self.assertListEqual(list(inParam),list(outParam))
def testGetBoostFactors(self):
numInputs = 3
numColumns = 3
self.sp.initialize(columnDimensions=[numInputs],
inputDimensions=[numColumns])
inParam = numpy.array([1, 1.2, 1.3, ]).astype(realType)
self.sp.setBoostFactors(inParam)
outParam = numpy.zeros(numInputs).astype(realType)
self.sp.getBoostFactors(outParam)
self.assertListEqual(list(inParam),list(outParam))
def testGetOverlapDutyCycles(self):
numInputs = 3
numColumns = 3
self.sp.initialize(columnDimensions=[numInputs],
inputDimensions=[numColumns])
inParam = numpy.array([0.9, 0.3, 0.1]).astype(realType)
self.sp.setOverlapDutyCycles(inParam)
outParam = numpy.zeros(numInputs).astype(realType)
self.sp.getOverlapDutyCycles(outParam)
self.assertListEqual(list(inParam),list(outParam))
def testGetActiveDutyCycles(self):
numInputs = 3
numColumns = 3