qualia_core package

Subpackages

• qualia_core.assets package
  • Module contents
• qualia_core.command package
  • Submodules
    • qualia_core.command.DeployAndEvaluate module
      • DeployAndEvaluate
    • qualia_core.command.ParameterResearch module
      • ParameterResearchLoggerFields
      • ParameterResearch
    • qualia_core.command.PrepareDeploy module
      • PrepareDeployLoggerFields
      • PrepareDeploy
    • qualia_core.command.PreprocessData module
      • PreprocessData
    • qualia_core.command.Train module
      • LearningModelLoggerFields
      • Train
  • Module contents
    • DeployAndEvaluate
    • ParameterResearch
    • PrepareDeploy
    • PreprocessData
    • Train
• qualia_core.dataaugmentation package
  • Subpackages
    • qualia_core.dataaugmentation.pytorch package
      • Submodules
      • Module contents
  • Submodules
    • qualia_core.dataaugmentation.DataAugmentation module
  • Module contents
• qualia_core.datamodel package
  • Subpackages
    • qualia_core.datamodel.har package
      • Submodules
      • Module contents
    • qualia_core.datamodel.sensor package
      • Submodules
      • Module contents
  • Submodules
    • qualia_core.datamodel.DataModel module
      • DataModel
    • qualia_core.datamodel.FeatureSample module
      • FeatureSample
    • qualia_core.datamodel.Info module
      • Info
    • qualia_core.datamodel.RawDataModel module
      • RawData
      • RawDataSets
      • RawDataModel
    • qualia_core.datamodel.TimeSample module
      • TimeSample
    • qualia_core.datamodel.WindowedSample module
      • WindowedSample
  • Module contents
    • DataModel
      • DataModel.Sets
      • DataModel.sets
      • DataModel.name
      • DataModel.export()
    • FeatureSample
      • FeatureSample.get_raw_array()
    • RawDataModel
      • RawDataModel.sets
      • RawDataModel.import_data()
    • TimeSample
      • TimeSample.t
      • TimeSample.sensors
      • TimeSample.get_raw_array()
    • WindowedSample
      • WindowedSample.get_raw_array()
• qualia_core.dataset package
  • Submodules
    • qualia_core.dataset.BrainMIX module
      • BrainMIX
    • qualia_core.dataset.CIFAR10 module
      • CIFAR10File
      • CIFAR10
    • qualia_core.dataset.CORe50 module
      • CORe50
    • qualia_core.dataset.Dataset module
      • Dataset
    • qualia_core.dataset.EZBirds module
      • EZBirds
    • qualia_core.dataset.EllcieHAR module
      • EllcieHAR
    • qualia_core.dataset.GSC module
      • GSC
    • qualia_core.dataset.GTSRB module
      • GTSRB
    • qualia_core.dataset.HARDataset module
      • HARDataset
    • qualia_core.dataset.HD module
      • HD
    • qualia_core.dataset.RawDataset module
      • RawDataset
    • qualia_core.dataset.UCI_HAR module
      • UCI_HAR
    • qualia_core.dataset.WSMNIST module
      • WSMNIST
  • Module contents
    • BrainMIX
    • CIFAR10
    • CORe50
      • CORe50.Info
      • CORe50.Info_dtype
      • CORe50.test_list
      • CORe50.class_list
      • CORe50.name
    • EllcieHAR
      • EllcieHAR.Row
      • EllcieHAR.activitylist
      • EllcieHAR.name
    • EZBirds
      • EZBirds.name
    • GSC
      • GSC.class_list_no_background_noise
      • GSC.class_list_digits
      • GSC.load_wave()
      • GSC.name
    • GTSRB
      • GTSRB.Row
    • HD
      • HD.name
    • UCI_HAR
      • UCI_HAR.activitylist
      • UCI_HAR.name
    • WSMNIST
      • WSMNIST.name
• qualia_core.deployment package
  • Subpackages
    • qualia_core.deployment.keras package
      • Submodules
      • Module contents
    • qualia_core.deployment.qualia_codegen package
      • Submodules
      • Module contents
    • qualia_core.deployment.stm32cubeai package
      • Submodules
      • Module contents
    • qualia_core.deployment.tflite package
      • Submodules
      • Module contents
    • qualia_core.deployment.tflitemicro package
      • Submodules
      • Module contents
    • qualia_core.deployment.toolchain package
      • Submodules
      • Module contents
  • Submodules
    • qualia_core.deployment.Deploy module
      • Deploy
    • qualia_core.deployment.Deployer module
      • Deployer
  • Module contents
    • Deployer
      • Deployer.evaluator
      • Deployer.prepare()
      • Deployer.deploy()
• qualia_core.evaluation package
  • Subpackages
    • qualia_core.evaluation.host package
      • Submodules
      • Module contents
    • qualia_core.evaluation.target package
      • Submodules
      • Module contents
  • Submodules
    • qualia_core.evaluation.Evaluator module
      • Evaluator
    • qualia_core.evaluation.STM32CubeAI module
      • STM32CubeAI
    • qualia_core.evaluation.Stats module
      • StatsFields
      • Stats
  • Module contents
    • Evaluator
      • Evaluator.apply_dataaugmentations()
      • Evaluator.shuffle_dataset()
      • Evaluator.limit_dataset()
      • Evaluator.compute_accuracy()
      • Evaluator.evaluate()
    • Stats
      • Stats.name
      • Stats.i
      • Stats.quantization
      • Stats.params
      • Stats.mem_params
      • Stats.accuracy
      • Stats.avg_time
      • Stats.rom_size
      • Stats.ram_size
      • Stats.metrics
      • Stats.fieldnames()
      • Stats.asdict()
      • Stats.astuple()
      • Stats.asnamedtuple()
    • STM32CubeAI
      • STM32CubeAI.evaluate()
• qualia_core.experimenttracking package
  • Subpackages
    • qualia_core.experimenttracking.keras package
      • Submodules
      • Module contents
    • qualia_core.experimenttracking.pytorch package
      • Submodules
      • Module contents
  • Submodules
    • qualia_core.experimenttracking.ExperimentTracking module
      • ExperimentTracking
    • qualia_core.experimenttracking.NeptuneBase module
      • NeptuneBase
  • Module contents
    • NeptuneBase
      • NeptuneBase.project_name
      • NeptuneBase.api_key
      • NeptuneBase.project_namespace
      • NeptuneBase.source_files
• qualia_core.learningframework package
  • Subpackages
    • qualia_core.learningframework.pytorch package
      • Submodules
      • Module contents
  • Submodules
    • qualia_core.learningframework.CustomScheduler module
    • qualia_core.learningframework.DummyOptimizer module
    • qualia_core.learningframework.Keras module
    • qualia_core.learningframework.LearningFramework module
      • LearningFramework
    • qualia_core.learningframework.PyTorch module
  • Module contents
• qualia_core.learningmodel package
  • Subpackages
    • qualia_core.learningmodel.keras package
      • Submodules
      • Module contents
    • qualia_core.learningmodel.pytorch package
      • Subpackages
      • Submodules
      • Module contents
  • Submodules
    • qualia_core.learningmodel.LearningModel module
      • LearningModel
  • Module contents
• qualia_core.postprocessing package
  • Submodules
    • qualia_core.postprocessing.Converter module
      • Converter
    • qualia_core.postprocessing.Distribution module
    • qualia_core.postprocessing.FuseBatchNorm module
    • qualia_core.postprocessing.Keras2TFLite module
    • qualia_core.postprocessing.PostProcessing module
      • PostProcessing
    • qualia_core.postprocessing.QualiaCodeGen module
      • QualiaCodeGen
    • qualia_core.postprocessing.QuantizationAwareTraining module
    • qualia_core.postprocessing.QuantizationAwareTrainingFX module
    • qualia_core.postprocessing.RemoveKerasSoftmax module
    • qualia_core.postprocessing.Torch2Keras module
    • qualia_core.postprocessing.VisualizeFeatureMaps module
  • Module contents
    • PostProcessing
      • PostProcessing.process_name()
      • PostProcessing.process_framework()
      • PostProcessing.process_mem_params()
      • PostProcessing.process_model()
    • QualiaCodeGen
      • QualiaCodeGen.deployers
      • QualiaCodeGen.convert_model_to_modelgraph()
      • QualiaCodeGen.convert_modelgraph_to_c()
      • QualiaCodeGen.convert_metrics_to_cpp()
      • QualiaCodeGen.convert()
      • QualiaCodeGen.h
      • QualiaCodeGen.name
      • QualiaCodeGen.directory
      • QualiaCodeGen.process_mem_params()
• qualia_core.preprocessing package
  • Submodules
    • qualia_core.preprocessing.BandPassFilter module
      • BandPassFilter
    • qualia_core.preprocessing.Class2BinMatrix module
      • Class2BinMatrix
    • qualia_core.preprocessing.CopySet module
      • CopySet
    • qualia_core.preprocessing.DatamodelConverter module
      • DatamodelConverter
    • qualia_core.preprocessing.DatasetSplitter module
      • DatasetSplitter
    • qualia_core.preprocessing.DatasetSplitterBySubjects module
      • DatasetSplitterBySubjects
    • qualia_core.preprocessing.MFCC module
      • MFCC
    • qualia_core.preprocessing.Normalize module
      • Normalize
    • qualia_core.preprocessing.Preprocessing module
      • Preprocessing
    • qualia_core.preprocessing.PrintHARDataModelSummary module
      • PrintHARDataModelSummary
    • qualia_core.preprocessing.RemoveActivity module
      • RemoveActivity
    • qualia_core.preprocessing.RemoveSensor module
      • RemoveSensor
    • qualia_core.preprocessing.Reshape2DTo1D module
      • Reshape2DTo1D
    • qualia_core.preprocessing.VisualizeActivities module
    • qualia_core.preprocessing.VisualizeWindows module
    • qualia_core.preprocessing.Window module
      • Window
  • Module contents
    • BandPassFilter
    • Class2BinMatrix
    • CopySet
      • CopySet.import_data()
    • DatamodelConverter
      • DatamodelConverter.import_data()
    • DatasetSplitterBySubjects
      • DatasetSplitterBySubjects.import_data()
    • DatasetSplitter
      • DatasetSplitter.import_data()
    • MFCC
    • Normalize
      • Normalize.z_score()
      • Normalize.min_max()
      • Normalize.methods
    • PrintHARDataModelSummary
      • PrintHARDataModelSummary.log
    • RemoveActivity
    • RemoveSensor
    • Reshape2DTo1D
    • Window
• qualia_core.utils package
  • Subpackages
    • qualia_core.utils.file package
      • Submodules
      • Module contents
    • qualia_core.utils.logger package
      • Submodules
      • Module contents
    • qualia_core.utils.process package
      • Submodules
      • Module contents
  • Submodules
    • qualia_core.utils.Git module
      • Git
    • qualia_core.utils.StrEnum module
      • StrEnum
    • qualia_core.utils.TensorFlowInitializer module
      • TensorFlowInitializer
    • qualia_core.utils.args module
      • parse_args()
    • qualia_core.utils.config module
      • validate_config_dict()
      • parse_config()
    • qualia_core.utils.merge_dict module
      • merge_dict()
    • qualia_core.utils.path module
      • resources_to_path()
    • qualia_core.utils.plugin module
      • QualiaComponent
      • import_package_from_plugin()
      • load_plugin()
      • load_plugins()
  • Module contents
    • Git
      • Git.short_hash
    • StrEnum
    • TensorFlowInitializer
      • TensorFlowInitializer.set_seed()

Submodules

• qualia_core.main module
  • qualia()
  • main()
• qualia_core.qualia module
  • TrainResult
    • TrainResult.name
    • TrainResult.i
    • TrainResult.model
    • TrainResult.params
    • TrainResult.mem_params
    • TrainResult.acc
    • TrainResult.metrics
    • TrainResult.datamodel
    • TrainResult.trainset
    • TrainResult.testset
    • TrainResult.framework
    • TrainResult.batch_size
    • TrainResult.optimizer
    • TrainResult.log
    • TrainResult.dataaugmentations
    • TrainResult.experimenttracking
  • gen_tag()
  • instantiate_model()
  • train()
  • prepare_deploy()
  • deploy()
  • evaluate()
• qualia_core.random module
• qualia_core.typing module

Module contents