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Python SpatialPooler.getPermanence方法代码示例

本文整理汇总了Python中nupic.bindings.algorithms.SpatialPooler.getPermanence方法的典型用法代码示例。如果您正苦于以下问题:Python SpatialPooler.getPermanence方法的具体用法?Python SpatialPooler.getPermanence怎么用?Python SpatialPooler.getPermanence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nupic.bindings.algorithms.SpatialPooler的用法示例。


在下文中一共展示了SpatialPooler.getPermanence方法的2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: testUpdatePermanencesForColumn

# 需要导入模块: from nupic.bindings.algorithms import SpatialPooler [as 别名]
# 或者: from nupic.bindings.algorithms.SpatialPooler import getPermanence [as 别名]
  def testUpdatePermanencesForColumn(self):
    sp = SpatialPooler(inputDimensions = [5],
                       columnDimensions = [5])
    sp.setSynPermTrimThreshold(0.05)

    permanencesList = [
      [ -0.10, 0.500, 0.400, 0.010, 0.020 ],
      [ 0.300, 0.010, 0.020, 0.120, 0.090 ],
      [ 0.070, 0.050, 1.030, 0.190, 0.060 ],
      [ 0.180, 0.090, 0.110, 0.010, 0.030 ],
      [ 0.200, 0.101, 0.050, -0.09, 1.100 ]]

    expectedPermanencesList = [
      [ 0.000, 0.500, 0.400, 0.000, 0.000],
       # Clip     -     -      Trim   Trim
      [0.300, 0.000, 0.000, 0.120, 0.090],
       # -    Trim   Trim   -     -
      [0.070, 0.050, 1.000, 0.190, 0.060],
       # -     -   Clip   -     -
      [0.180, 0.090, 0.110, 0.000, 0.000],
       # -     -    -      Trim   Trim
      [0.200, 0.101, 0.050, 0.000, 1.000]]
       # -      -     -      Clip   Clip

    expectedConnectedSynapsesList = [
      [0, 1, 1, 0, 0],
      [1, 0, 0, 1, 0],
      [0, 0, 1, 1, 0],
      [1, 0, 1, 0, 0],
      [1, 1, 0, 0, 1]]

    expectedConnectedCounts = [2, 2, 2, 2, 3]

    for i in xrange(5):
      permanences = np.array(permanencesList[i], dtype=realDType)
      expectedPermanences = np.array(expectedPermanencesList[i],
                                     dtype=realDType)
      expectedConnectedSynapses = expectedConnectedSynapsesList[i]

      sp._updatePermanencesForColumn(permanences, i, False)

      updatedPermanences = np.zeros(5, dtype=realDType)
      connectedSynapses = np.zeros(5, dtype=uintDType)
      connectedCounts = np.zeros(5, dtype=uintDType)

      sp.getPermanence(i, updatedPermanences)
      sp.getConnectedSynapses(i, connectedSynapses)
      sp.getConnectedCounts(connectedCounts)

      np.testing.assert_almost_equal(updatedPermanences, expectedPermanences)
      self.assertEqual(list(connectedSynapses), expectedConnectedSynapses)
      self.assertEqual(connectedCounts[i], expectedConnectedCounts[i])
开发者ID:Erichy94,项目名称:nupic,代码行数:54,代码来源:spatial_pooler_cpp_unit_test.py

示例2: SpatialPoolerAPITest

# 需要导入模块: from nupic.bindings.algorithms import SpatialPooler [as 别名]
# 或者: from nupic.bindings.algorithms.SpatialPooler import getPermanence [as 别名]

#.........这里部分代码省略.........

  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
    self.sp.initialize(columnDimensions=[numInputs], 
                       inputDimensions=[numColumns])
开发者ID:gaoxuesong,项目名称:nupic,代码行数:70,代码来源:spatial_pooler_py_api_test.py


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