예제 #1
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  def testDestroySegment(self):
    """ Creates a segment, destroys it, and makes sure it got destroyed along
        with all of its synapses.
    """
    connections = Connections(1024)

    connections.createSegment(10)
    segment2 = connections.createSegment(20)
    connections.createSegment(30)
    connections.createSegment(40)

    connections.createSynapse(segment2, 80, 0.85)
    connections.createSynapse(segment2, 81, 0.85)
    connections.createSynapse(segment2, 82, 0.15)

    self.assertEqual(4, connections.numSegments())
    self.assertEqual(3, connections.numSynapses())

    connections.destroySegment(segment2)

    self.assertEqual(3, connections.numSegments())
    self.assertEqual(0, connections.numSynapses())

    (numActiveConnected,
     numActivePotential) = connections.computeActivity([80, 81, 82], 0.5)

    self.assertEqual(0, numActiveConnected[segment2.flatIdx])
    self.assertEqual(0, numActivePotential[segment2.flatIdx])
예제 #2
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  def testComputeActivity(self):
    """ Creates a sample set of connections, and makes sure that computing the
        activity for a collection of cells with no activity returns the right
        activity data.
    """
    connections = Connections(1024)

    # Cell with 1 segment.
    # Segment with:
    # - 1 connected synapse: active
    # - 2 matching synapses
    segment1a = connections.createSegment(10)
    connections.createSynapse(segment1a, 150, .85)
    connections.createSynapse(segment1a, 151, .15)

    # Cell with 1 segment.
    # Segment with:
    # - 2 connected synapse: 2 active
    # - 3 matching synapses: 3 active
    segment2a = connections.createSegment(20)
    connections.createSynapse(segment2a, 80, .85)
    connections.createSynapse(segment2a, 81, .85)
    synapse = connections.createSynapse(segment2a, 82, .85)
    connections.updateSynapsePermanence(synapse, .15)

    inputVec = [50, 52, 53, 80, 81, 82, 150, 151]
    (numActiveConnected,
     numActivePotential) = connections.computeActivity(inputVec, .5)

    self.assertEqual(1, numActiveConnected[segment1a.flatIdx])
    self.assertEqual(2, numActivePotential[segment1a.flatIdx])

    self.assertEqual(2, numActiveConnected[segment2a.flatIdx])
    self.assertEqual(3, numActivePotential[segment2a.flatIdx])
예제 #3
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    def testDestroySegment(self):
        """ Creates a segment, destroys it, and makes sure it got destroyed along
        with all of its synapses.
    """
        connections = Connections(1024)

        connections.createSegment(10)
        segment2 = connections.createSegment(20)
        connections.createSegment(30)
        connections.createSegment(40)

        connections.createSynapse(segment2, 80, 0.85)
        connections.createSynapse(segment2, 81, 0.85)
        connections.createSynapse(segment2, 82, 0.15)

        self.assertEqual(4, connections.numSegments())
        self.assertEqual(3, connections.numSynapses())

        connections.destroySegment(segment2)

        self.assertEqual(3, connections.numSegments())
        self.assertEqual(0, connections.numSynapses())

        (numActiveConnected,
         numActivePotential) = connections.computeActivity([80, 81, 82], 0.5)

        self.assertEqual(0, numActiveConnected[segment2.flatIdx])
        self.assertEqual(0, numActivePotential[segment2.flatIdx])
예제 #4
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    def testComputeActivity(self):
        """ Creates a sample set of connections, and makes sure that computing the
        activity for a collection of cells with no activity returns the right
        activity data.
    """
        connections = Connections(1024)

        # Cell with 1 segment.
        # Segment with:
        # - 1 connected synapse: active
        # - 2 matching synapses
        segment1a = connections.createSegment(10)
        connections.createSynapse(segment1a, 150, .85)
        connections.createSynapse(segment1a, 151, .15)

        # Cell with 1 segment.
        # Segment with:
        # - 2 connected synapse: 2 active
        # - 3 matching synapses: 3 active
        segment2a = connections.createSegment(20)
        connections.createSynapse(segment2a, 80, .85)
        connections.createSynapse(segment2a, 81, .85)
        synapse = connections.createSynapse(segment2a, 82, .85)
        connections.updateSynapsePermanence(synapse, .15)

        inputVec = [50, 52, 53, 80, 81, 82, 150, 151]
        (numActiveConnected,
         numActivePotential) = connections.computeActivity(inputVec, .5)

        self.assertEqual(1, numActiveConnected[segment1a.flatIdx])
        self.assertEqual(2, numActivePotential[segment1a.flatIdx])

        self.assertEqual(2, numActiveConnected[segment2a.flatIdx])
        self.assertEqual(3, numActivePotential[segment2a.flatIdx])
예제 #5
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  def testDestroySynapse(self):
    """ Creates a segment, creates a number of synapses on it, destroys a
        synapse, and makes sure it got destroyed.
    """
    connections = Connections(1024)

    segment = connections.createSegment(20)
    synapse1 = connections.createSynapse(segment, 80, .85)
    synapse2 = connections.createSynapse(segment, 81, .85)
    synapse3 = connections.createSynapse(segment, 82, .15)

    self.assertEqual(3, connections.numSynapses())

    connections.destroySynapse(synapse2)

    self.assertEqual(2, connections.numSynapses())
    self.assertEqual(set([synapse1, synapse3]),
                     connections.synapsesForSegment(segment))
    (numActiveConnected,
     numActivePotential) = connections.computeActivity([80, 81, 82], .5)

    self.assertEqual(1, numActiveConnected[segment.flatIdx])
    self.assertEqual(2, numActivePotential[segment.flatIdx])
예제 #6
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    def testDestroySynapse(self):
        """ Creates a segment, creates a number of synapses on it, destroys a
        synapse, and makes sure it got destroyed.
    """
        connections = Connections(1024)

        segment = connections.createSegment(20)
        synapse1 = connections.createSynapse(segment, 80, .85)
        synapse2 = connections.createSynapse(segment, 81, .85)
        synapse3 = connections.createSynapse(segment, 82, .15)

        self.assertEqual(3, connections.numSynapses())

        connections.destroySynapse(synapse2)

        self.assertEqual(2, connections.numSynapses())
        self.assertEqual(set([synapse1, synapse3]),
                         connections.synapsesForSegment(segment))
        (numActiveConnected,
         numActivePotential) = connections.computeActivity([80, 81, 82], .5)

        self.assertEqual(1, numActiveConnected[segment.flatIdx])
        self.assertEqual(2, numActivePotential[segment.flatIdx])