params.py

MODEL_PARAMS = \
{'inferenceArgs': {'inputPredictedField': 'auto',
                    'predictedField': 'packets',
                    'predictionSteps': [1]},
 'modelConfig': {'aggregationInfo': {'days': 0,
                                       'fields': [],
                                       'hours': 0,
                                       'microseconds': 0,
                                       'milliseconds': 0,
                                       'minutes': 0,
                                       'months': 0,
                                       'seconds': 0,
                                       'weeks': 0,
                                       'years': 0},
                  'model': 'CLA',
                  'modelParams': {'anomalyParams': {'anomalyCacheRecords': None,
                                                      'autoDetectThreshold': None,
                                                      'autoDetectWaitRecords': 5030},
                                   'clEnable': False,
                                   'clParams': {'alpha': 0.035828933612158,
                                                 'clVerbosity': 0,
                                                 'regionName': 'CLAClassifierRegion',
                                                 'steps': '1'},
                                   'inferenceType': 'TemporalAnomaly',
                                   'sensorParams': {'encoders': {'packets': {'fieldname': 'packets',
                                                                           'name': 'packets',
                                                                           'resolution': 153.83846153846153,
                                                                           'seed': 42,
                                                                           'type': 'RandomDistributedScalarEncoder'},
                                                                   'bytes': {'fieldname': 'bytes',
                                                                           'name': 'bytes',
                                                                           'resolution': 2307692.0,
                                                                           'seed': 42,
                                                                           'type': 'RandomDistributedScalarEncoder'},
                                                                    'duration': {'fieldname': 'duration',
                                                                           'name': 'duration',
                                                                           'resolution': 0.4230769230769231,
                                                                           'seed': 42,
                                                                           'type': 'RandomDistributedScalarEncoder'}},
                                                     'sensorAutoReset': None,
                                                     'verbosity': 0},
                                   'spEnable': True,
                                   'spParams': {'columnCount': 2048,
                                                 'globalInhibition': 1,
                                                 'inputWidth': 0,
                                                 'maxBoost': 1.0,
                                                 'numActiveColumnsPerInhArea': 40,
                                                 'potentialPct': 0.8,
                                                 'seed': 1956,
                                                 'spVerbosity': 0,
                                                 'spatialImp': 'cpp',
                                                 'synPermActiveInc': 0.003,
                                                 'synPermConnected': 0.2,
                                                 'synPermInactiveDec': 0.0005},
                                   'tpEnable': True,
                                   'tpParams': {'activationThreshold': 13,
                                                 'cellsPerColumn': 32,
                                                 'columnCount': 2048,
                                                 'globalDecay': 0.0,
                                                 'initialPerm': 0.21,
                                                 'inputWidth': 2048,
                                                 'maxAge': 0,
                                                 'maxSegmentsPerCell': 128,
                                                 'maxSynapsesPerSegment': 32,
                                                 'minThreshold': 10,
                                                 'newSynapseCount': 20,
                                                 'outputType': 'normal',
                                                 'pamLength': 3,
                                                 'permanenceDec': 0.1,
                                                 'permanenceInc': 0.1,
                                                 'seed': 1960,
                                                 'temporalImp': 'cpp',
                                                 'verbosity': 0},
                                   'trainSPNetOnlyIfRequested': False},
                  'predictAheadTime': None,
                  'version': 1}}