qualia_plugin_snn package

Subpackages

• qualia_plugin_snn.datamodel package
  • Submodules
    • qualia_plugin_snn.datamodel.EventDataModel module
      • EventDataInfoRecord
      • EventData
      • EventDataChunks
      • EventDataSets
      • EventDataModel
      • EventDataChunksSets
      • EventDataChunksModel
  • Module contents
• qualia_plugin_snn.dataset package
  • Submodules
    • qualia_plugin_snn.dataset.DVSGesture module
      • DVSGesture
    • qualia_plugin_snn.dataset.DVSGestureWithPreprocessing module
      • DVSGestureWithPreprocessing
    • qualia_plugin_snn.dataset.EventDataset module
      • EventDataset
      • EventDatasetChunks
    • qualia_plugin_snn.dataset.SHD module
      • SHD
    • qualia_plugin_snn.dataset.SSC module
      • SSC
  • Module contents
    • SHD
      • SHD.h
      • SHD.w
      • SHD.__init__()
      • SHD.__call__()
    • SSC
      • SSC.__init__()
      • SSC.__call__()
    • DVSGesture
      • DVSGesture.h
      • DVSGesture.w
      • DVSGesture.dtype
      • DVSGesture.__init__()
      • DVSGesture.__call__()
      • DVSGesture.name
    • DVSGestureWithPreprocessing
      • DVSGestureWithPreprocessing.__init__()
      • DVSGestureWithPreprocessing.__call__()
      • DVSGestureWithPreprocessing.name
• qualia_plugin_snn.deployment package
  • Subpackages
    • qualia_plugin_snn.deployment.qualia_codegen package
      • Submodules
      • Module contents
  • Module contents
• qualia_plugin_snn.experimenttracking package
  • Subpackages
    • qualia_plugin_snn.experimenttracking.pytorch package
      • Module contents
  • Submodules
    • qualia_plugin_snn.experimenttracking.QualiaDatabase module
      • QualiaDatabase
  • Module contents
• qualia_plugin_snn.learningframework package
  • Submodules
    • qualia_plugin_snn.learningframework.SpikingJelly module
      • SpikingJelly
    • qualia_plugin_snn.learningframework.SpikingJellyMultiStep module
      • SpikingJellyMultiStep
    • qualia_plugin_snn.learningframework.SpikingJellyMultiStepTimeStepsInData module
      • SpikingJellyMultiStepTimeStepsInData
    • qualia_plugin_snn.learningframework.SpikingJellyTimeStepsInData module
      • SpikingJellyTimeStepsInData
  • Module contents
    • SpikingJelly
      • SpikingJelly.experimenttrackings
      • SpikingJelly.learningmodels
      • SpikingJelly.TrainerModule
      • SpikingJelly.trace_model()
    • SpikingJellyMultiStep
      • SpikingJellyMultiStep.TrainerModule
    • SpikingJellyMultiStepTimeStepsInData
      • SpikingJellyMultiStepTimeStepsInData.TrainerModule
    • SpikingJellyTimeStepsInData
      • SpikingJellyTimeStepsInData.TrainerModule
      • SpikingJellyTimeStepsInData.channels_last_to_channels_first()
      • SpikingJellyTimeStepsInData.channels_first_to_channels_last()
      • SpikingJellyTimeStepsInData.DatasetFromArray
• qualia_plugin_snn.learningmodel package
  • Subpackages
    • qualia_plugin_snn.learningmodel.pytorch package
      • Subpackages
      • Submodules
      • Module contents
  • Module contents
• qualia_plugin_snn.postprocessing package
  • Submodules
    • qualia_plugin_snn.postprocessing.EnergyEstimationMetric module
      • SpikeCounter
      • EnergyEstimationMetricLoggerFields
      • EnergyMetrics
      • EnergyEstimationMetric
    • qualia_plugin_snn.postprocessing.FuseBatchNorm module
      • GraphModuleStepModule
      • FuseBatchNorm
    • qualia_plugin_snn.postprocessing.OperationCounter module
      • OperationCounterLoggerFields
      • OperationMetrics
      • OperationCounter
    • qualia_plugin_snn.postprocessing.QualiaCodeGen module
      • QualiaCodeGen
  • Module contents
    • EnergyEstimationMetric
      • EnergyEstimationMetric.energy_values
      • EnergyEstimationMetric.__init__()
      • EnergyEstimationMetric._set_op_estimation_type()
      • EnergyEstimationMetric._set_energy_values()
      • EnergyEstimationMetric._rdin_conv_fnn()
      • EnergyEstimationMetric._e_rdin_conv_fnn()
      • EnergyEstimationMetric._rdin_fc_fnn()
      • EnergyEstimationMetric._e_rdin_fc_fnn()
      • EnergyEstimationMetric._rdin_add_fnn()
      • EnergyEstimationMetric._e_rdin_add_fnn()
      • EnergyEstimationMetric._rdweights_conv_fnn()
      • EnergyEstimationMetric._e_rdweights_conv_fnn()
      • EnergyEstimationMetric._rdbias_conv_fnn()
      • EnergyEstimationMetric._e_rdbias_conv_fnn()
      • EnergyEstimationMetric._rdweights_fc_fnn()
      • EnergyEstimationMetric._e_rdweights_fc_fnn()
      • EnergyEstimationMetric._rdbias_fc_fnn()
      • EnergyEstimationMetric._e_rdbias_fc_fnn()
      • EnergyEstimationMetric._wrout_conv_fnn()
      • EnergyEstimationMetric._e_wrout_conv_fnn()
      • EnergyEstimationMetric._wrout_fc_fnn()
      • EnergyEstimationMetric._e_wrout_fc_fnn()
      • EnergyEstimationMetric._wrout_add_fnn()
      • EnergyEstimationMetric._e_wrout_add_fnn()
      • EnergyEstimationMetric._mac_ops_conv_fnn()
      • EnergyEstimationMetric._e_ops_conv_fnn()
      • EnergyEstimationMetric._mac_ops_fc_fnn()
      • EnergyEstimationMetric._acc_ops_fc_fnn()
      • EnergyEstimationMetric._e_ops_fc_fnn()
      • EnergyEstimationMetric._mac_ops_add_fnn()
      • EnergyEstimationMetric._acc_ops_add_fnn()
      • EnergyEstimationMetric._e_ops_add_fnn()
      • EnergyEstimationMetric._mac_addr_conv_fnn()
      • EnergyEstimationMetric._acc_addr_conv_fnn()
      • EnergyEstimationMetric._e_addr_conv_fnn()
      • EnergyEstimationMetric._mac_addr_fc_fnn()
      • EnergyEstimationMetric._acc_addr_fc_fnn()
      • EnergyEstimationMetric._e_addr_fc_fnn()
      • EnergyEstimationMetric._mac_addr_add_fnn()
      • EnergyEstimationMetric._acc_addr_add_fnn()
      • EnergyEstimationMetric._e_addr_add_fnn()
      • EnergyEstimationMetric._compute_model_energy_fnn()
      • EnergyEstimationMetric._rdin_snn()
      • EnergyEstimationMetric._e_rdin_snn()
      • EnergyEstimationMetric._rdweights_conv_snn()
      • EnergyEstimationMetric._e_rdweights_conv_snn()
      • EnergyEstimationMetric._rdbias_conv_snn()
      • EnergyEstimationMetric._e_rdbias_conv_snn()
      • EnergyEstimationMetric._rdweights_fc_snn()
      • EnergyEstimationMetric._e_rdweights_fc_snn()
      • EnergyEstimationMetric._rdbias_fc_snn()
      • EnergyEstimationMetric._e_rdbias_fc_snn()
      • EnergyEstimationMetric._wrout_snn()
      • EnergyEstimationMetric._e_wrout_snn()
      • EnergyEstimationMetric._wrpot_conv_snn()
      • EnergyEstimationMetric._e_wrpot_conv_snn()
      • EnergyEstimationMetric._wrpot_fc_snn()
      • EnergyEstimationMetric._e_wrpot_fc_snn()
      • EnergyEstimationMetric._rdpot_conv_snn()
      • EnergyEstimationMetric._e_rdpot_conv_snn()
      • EnergyEstimationMetric._rdpot_fc_snn()
      • EnergyEstimationMetric._e_rdpot_fc_snn()
      • EnergyEstimationMetric._mac_ops_conv_snn()
      • EnergyEstimationMetric._acc_ops_conv_snn()
      • EnergyEstimationMetric._e_ops_conv_snn()
      • EnergyEstimationMetric._mac_ops_fc_snn()
      • EnergyEstimationMetric._acc_ops_fc_snn()
      • EnergyEstimationMetric._e_ops_fc_snn()
      • EnergyEstimationMetric._mac_addr_conv_snn()
      • EnergyEstimationMetric._acc_addr_conv_snn()
      • EnergyEstimationMetric._e_addr_conv_snn()
      • EnergyEstimationMetric._mac_addr_fc_snn()
      • EnergyEstimationMetric._acc_addr_fc_snn()
      • EnergyEstimationMetric._e_addr_fc_snn()
      • EnergyEstimationMetric._compute_model_energy_snn()
      • EnergyEstimationMetric._energy_summary()
      • EnergyEstimationMetric._record_spike_count()
      • EnergyEstimationMetric._process_model()
      • EnergyEstimationMetric.__call__()
      • EnergyEstimationMetric._e_ram()
      • EnergyEstimationMetric._e_add
      • EnergyEstimationMetric._e_mul
    • FuseBatchNorm
      • FuseBatchNorm.extra_custom_layers
      • FuseBatchNorm.__init__()
      • FuseBatchNorm.fuse()
    • OperationCounter
      • OperationCounter.__init__()
      • OperationCounter._compute_model_operations_fnn()
      • OperationCounter._compute_model_operations_snn()
      • OperationCounter._operations_summary()
      • OperationCounter.__call__()
    • QualiaCodeGen
      • QualiaCodeGen.deployers
      • QualiaCodeGen.__init__()
      • QualiaCodeGen.convert_model_to_modelgraph()
      • QualiaCodeGen.convert_modelgraph_to_c()
• qualia_plugin_snn.preprocessing package
  • Submodules
    • qualia_plugin_snn.preprocessing.Group2TimeStepsBySample module
      • Group2TimeStepsBySample
    • qualia_plugin_snn.preprocessing.IntegrateEventsByFixedDuration module
      • IntegrateEventsByFixedDuration
    • qualia_plugin_snn.preprocessing.IntegrateEventsByFixedFramesNumber module
      • IntegrateEventsByFixedFramesNumber
    • qualia_plugin_snn.preprocessing.Split2TimeSteps module
      • Split2TimeSteps
  • Module contents
    • Group2TimeStepsBySample
      • Group2TimeStepsBySample.__init__()
      • Group2TimeStepsBySample.__call__()
    • IntegrateEventsByFixedDuration
      • IntegrateEventsByFixedDuration.__init__()
      • IntegrateEventsByFixedDuration.__call__()
      • IntegrateEventsByFixedDuration.import_data()
    • IntegrateEventsByFixedFramesNumber
      • IntegrateEventsByFixedFramesNumber.__init__()
      • IntegrateEventsByFixedFramesNumber.__call__()
    • Split2TimeSteps
      • Split2TimeSteps.__init__()
      • Split2TimeSteps.__call__()

Module contents

Qualia-Plugin-SNN plugin.

When Qualia’s configuration file contains:

[bench]
plugin = ['qualia_plugin_snn']

The following subpackages are imported:

• qualia_plugin_snn.preprocessing

• qualia_plugin_snn.learningframework

• qualia_plugin_snn.postprocessing

Subpackage qualia_plugin_snn.deployment contains deployers for Qualia-CodeGen referenced in qualia_plugin_snn.postprocessing.QualiaCodeGen.QualiaCodeGen.deployers.

Subpackage qualia_plugin_snn.learningframework contains the LearningFramework implementation for SpikingJelly.

Subpackage qualia_plugin_snn.learningmodel contains the spiking neural network templates referenced in qualia_plugin_snn.learningframework.SpikingJelly.SpikingJelly.learningmodels, made available when the SpikingJelly learningframework is used.

Subpackage qualia_plugin_snn.preprocessing contains preprocessing modules adapted for or dedicated to Spiking Neural Networks.

Subpackage qualia_plugin_snn.postprocessing contains postprocessing modules adapted for or dedicated to Spiking Neural Networks, in particular the Qualia-CodeGen interface relying on qualia_codegen_plugin_snn, part of Qualia-CodeGen-Plugin-SNN.