Index

_

__add__() (hybrid_learning.datasets.caching.Cache method) (hybrid_learning.datasets.caching.NoCache method) (hybrid_learning.datasets.transforms.common.Transform method) (hybrid_learning.datasets.transforms.tuple_transforms.Identity method) (hybrid_learning.fuzzy_logic.logic_base.logic.Logic method) __call__() (hybrid_learning.concepts.analysis.analysis_handle.EmbeddingReduction method) (hybrid_learning.concepts.train_eval.base_handles.resettable_optimizer.ResettableOptimizer method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.BatchReduction method) (hybrid_learning.datasets.transforms.common.Transform method) (hybrid_learning.datasets.transforms.dict_transforms.DictTransform method) (hybrid_learning.datasets.transforms.image_transforms.ImageTransform method) (hybrid_learning.datasets.transforms.tuple_transforms.TupleTransforms method) (hybrid_learning.datasets.transforms.tuple_transforms.TwoTupleTransforms method) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge method) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.MergeBuilder method) (hybrid_learning.fuzzy_logic.logic_base.parsing.FormulaParser method) __copy__() (hybrid_learning.concepts.models.embeddings.ConceptEmbedding method) (hybrid_learning.datasets.transforms.common.Transform method) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge method) __deepcopy__() (hybrid_learning.concepts.models.embeddings.ConceptEmbedding method) __del__() (hybrid_learning.concepts.models.model_extension.HooksHandle method) __delitem__() (hybrid_learning.fuzzy_logic.logic_base.logic.Logic method) __eq__() (hybrid_learning.concepts.concepts.Concept method) (hybrid_learning.concepts.concepts.SegmentationConcept2D method) (hybrid_learning.concepts.models.embeddings.ConceptEmbedding method) (hybrid_learning.datasets.base.DataTriple method) (hybrid_learning.datasets.transforms.common.Transform method) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge method) __getattr__() (hybrid_learning.concepts.models.embeddings.ConceptEmbedding method) (hybrid_learning.datasets.transforms.tuple_transforms.ReduceTuple method) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.MergeBuilder method) __getitem__() (hybrid_learning.concepts.train_eval.callbacks.Callback method) (hybrid_learning.datasets.base.BaseDataset method) (hybrid_learning.datasets.base.DataTriple method) (hybrid_learning.datasets.transforms.common.Compose method) (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval.ResultsIterator method) (hybrid_learning.fuzzy_logic.logic_base.logic.Logic method) __getnewargs__() (hybrid_learning.datasets.custom.broden.BrodenLabel method) (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.FormulaIDInfo method) __hash__ (hybrid_learning.concepts.concepts.Concept attribute) (hybrid_learning.concepts.concepts.SegmentationConcept2D attribute) (hybrid_learning.concepts.models.embeddings.ConceptEmbedding attribute) (hybrid_learning.datasets.base.DataTriple attribute) (hybrid_learning.datasets.transforms.common.Transform attribute) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge attribute) __init__() (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis method) (hybrid_learning.concepts.analysis.analysis_handle.EmbeddingReduction method) (hybrid_learning.concepts.analysis.results.AnalysisResult method) (hybrid_learning.concepts.analysis.results.BestEmbeddingResult method) (hybrid_learning.concepts.concepts.Concept method) (hybrid_learning.concepts.concepts.SegmentationConcept2D method) (hybrid_learning.concepts.models.concept_models.concept_classification.ConceptClassification2DTrainTestHandle method) (hybrid_learning.concepts.models.concept_models.concept_classification.ConceptClassificationModel2D method) (hybrid_learning.concepts.models.concept_models.concept_detection.ConceptDetection2DTrainTestHandle method) (hybrid_learning.concepts.models.concept_models.concept_detection.ConceptDetectionModel2D method) (hybrid_learning.concepts.models.concept_models.concept_segmentation.ConceptSegmentationModel2D method) (hybrid_learning.concepts.models.embeddings.ConceptEmbedding method) (hybrid_learning.concepts.models.model_extension.ActivationMapGrabber method) (hybrid_learning.concepts.models.model_extension.ExtendedModelStump method) (hybrid_learning.concepts.models.model_extension.HooksHandle method) (hybrid_learning.concepts.models.model_extension.ModelExtender method) (hybrid_learning.concepts.models.model_extension.ModelStump method) (hybrid_learning.concepts.train_eval.base_handles.early_stopping.EarlyStoppingHandle method) (hybrid_learning.concepts.train_eval.base_handles.resettable_optimizer.ResettableOptimizer method) (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle method) (hybrid_learning.concepts.train_eval.callbacks.CsvLoggingCallback method) (hybrid_learning.concepts.train_eval.callbacks.LoggingCallback method) (hybrid_learning.concepts.train_eval.callbacks.ProgressBarUpdater method) (hybrid_learning.concepts.train_eval.callbacks.TensorboardLogger method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.AggregatingKpi method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ApproximateVariance method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.CalibrationCurve method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ConfusionMatrix method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ECE method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Extremum method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Histogram method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Mean method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.PrecisionRecallCurve method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.SetIoU method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.SetIoUThresholdCurve method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Variance method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.AbstractIoULoss method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.AbstractIoUMetric method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.BalancedBCELoss method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.BalancedPenaltyReducedFocalLoss method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.IoU method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.Net2VecLoss method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.TverskyLoss method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.WeightedLossSum method) (hybrid_learning.datasets.activations_handle.ActivationDatasetWrapper method) (hybrid_learning.datasets.activations_handle.DatasetWrapper method) (hybrid_learning.datasets.base.BaseDataset method) (hybrid_learning.datasets.base.DataTriple method) (hybrid_learning.datasets.caching.CacheCascade method) (hybrid_learning.datasets.caching.CacheDict method) (hybrid_learning.datasets.caching.CacheTuple method) (hybrid_learning.datasets.caching.DictCache method) (hybrid_learning.datasets.caching.FileCache method) (hybrid_learning.datasets.caching.JPGCache method) (hybrid_learning.datasets.caching.PTCache method) (hybrid_learning.datasets.caching.TensorDictCache method) (hybrid_learning.datasets.custom.broden.BrodenHandle method) (hybrid_learning.datasets.custom.coco.base.COCODataset method) (hybrid_learning.datasets.custom.coco.keypoints_dataset.KeypointsDataset method) (hybrid_learning.datasets.custom.coco.keypoints_dataset.PadAndScaleAnnotatedImg method) (hybrid_learning.datasets.custom.coco.mask_dataset.ConceptDataset method) (hybrid_learning.datasets.custom.fasseg.FASSEGHandle method) (hybrid_learning.datasets.transforms.common.Compose method) (hybrid_learning.datasets.transforms.common.Lambda method) (hybrid_learning.datasets.transforms.dict_transforms.DropAnn method) (hybrid_learning.datasets.transforms.dict_transforms.FlattenDict method) (hybrid_learning.datasets.transforms.dict_transforms.OnValues method) (hybrid_learning.datasets.transforms.dict_transforms.RestrictDict method) (hybrid_learning.datasets.transforms.dict_transforms.SameSizeTensorValues method) (hybrid_learning.datasets.transforms.encoder.BatchBoxBloat method) (hybrid_learning.datasets.transforms.encoder.BatchIntersectDecode2D method) (hybrid_learning.datasets.transforms.encoder.BatchIntersectEncode2D method) (hybrid_learning.datasets.transforms.encoder.BatchIoUEncode2D method) (hybrid_learning.datasets.transforms.image_transforms.AsBatch method) (hybrid_learning.datasets.transforms.image_transforms.BatchWiseImageTransform method) (hybrid_learning.datasets.transforms.image_transforms.BinarizeByQuantile method) (hybrid_learning.datasets.transforms.image_transforms.ConvOpWrapper method) (hybrid_learning.datasets.transforms.image_transforms.IntersectDecode method) (hybrid_learning.datasets.transforms.image_transforms.IntersectEncode method) (hybrid_learning.datasets.transforms.image_transforms.IoUEncode method) (hybrid_learning.datasets.transforms.image_transforms.RecursiveLambda method) (hybrid_learning.datasets.transforms.image_transforms.Threshold method) (hybrid_learning.datasets.transforms.image_transforms.ToActMap method) (hybrid_learning.datasets.transforms.image_transforms.ToBBoxes method) (hybrid_learning.datasets.transforms.image_transforms.ToFixedDims method) (hybrid_learning.datasets.transforms.image_transforms.ToTensor method) (hybrid_learning.datasets.transforms.image_transforms.WithThresh method) (hybrid_learning.datasets.transforms.tuple_transforms.OnIndex method) (hybrid_learning.datasets.transforms.tuple_transforms.ReduceTuple method) (hybrid_learning.datasets.transforms.tuple_transforms.SameSize method) (hybrid_learning.datasets.transforms.tuple_transforms.TupleTransforms method) (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval.ResultsIterator method) (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.FormulaEvaluator method) (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.KeypointsDatasetWithDesc method) (hybrid_learning.experimentation.model_registry.custom_model_postproc.efficientdet_extension.EfficientDetToSegMask method) (hybrid_learning.experimentation.model_registry.custom_model_postproc.mask_rcnn_extensions.MaskRCNNBoxToSegMask method) (hybrid_learning.experimentation.model_registry.custom_model_postproc.mask_rcnn_extensions.MaskRCNNToSegMask method) (hybrid_learning.fuzzy_logic.logic_base.logic.Logic method) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge method) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.MergeBuilder method) (hybrid_learning.fuzzy_logic.logic_base.parsing.FormulaParser method) (hybrid_learning.fuzzy_logic.predicates.custom_ops.AbstractFuzzyIntersect method) (hybrid_learning.fuzzy_logic.predicates.custom_ops.AllNeighbors method) (hybrid_learning.fuzzy_logic.predicates.custom_ops.BestIoUWith method) (hybrid_learning.fuzzy_logic.predicates.custom_ops.IsPartOfA method) (hybrid_learning.fuzzy_logic.predicates.custom_ops.LambdaOp method) (hybrid_learning.fuzzy_logic.quantifiers.AbstractQuantifier method) (hybrid_learning.fuzzy_logic.quantifiers.WHERE method) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.BoolTorchOrNumpyOperation method)

__iter__() (hybrid_learning.concepts.train_eval.callbacks.Callback method) __len__() (hybrid_learning.concepts.train_eval.callbacks.Callback method) (hybrid_learning.datasets.activations_handle.DatasetWrapper method) (hybrid_learning.datasets.base.BaseDataset method) (hybrid_learning.datasets.custom.broden.BrodenHandle method) (hybrid_learning.datasets.custom.coco.base.COCODataset method) (hybrid_learning.datasets.custom.fasseg.FASSEGHandle method) (hybrid_learning.datasets.transforms.common.Compose method) (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval.ResultsIterator method) (hybrid_learning.fuzzy_logic.logic_base.logic.Logic method) __orig_bases__ (hybrid_learning.concepts.train_eval.callbacks.Callback attribute) __parameters__ (hybrid_learning.concepts.train_eval.callbacks.Callback attribute) (hybrid_learning.concepts.train_eval.callbacks.CsvLoggingCallback attribute) (hybrid_learning.concepts.train_eval.callbacks.LoggingCallback attribute) (hybrid_learning.concepts.train_eval.callbacks.ProgressBarUpdater attribute) (hybrid_learning.concepts.train_eval.callbacks.TensorboardLogger attribute) (hybrid_learning.datasets.activations_handle.ActivationDatasetWrapper attribute) (hybrid_learning.datasets.activations_handle.DatasetWrapper attribute) (hybrid_learning.datasets.base.BaseDataset attribute) (hybrid_learning.datasets.custom.broden.BrodenHandle attribute) (hybrid_learning.datasets.custom.coco.base.COCODataset attribute) (hybrid_learning.datasets.custom.coco.heatmap_dataset.HeatmapDataset attribute) (hybrid_learning.datasets.custom.coco.keypoints_dataset.KeypointsDataset attribute) (hybrid_learning.datasets.custom.coco.mask_dataset.ConceptDataset attribute) (hybrid_learning.datasets.custom.fasseg.FASSEGHandle attribute) (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.KeypointsDatasetWithDesc attribute) __radd__() (hybrid_learning.datasets.caching.Cache method) (hybrid_learning.datasets.caching.NoCache method) (hybrid_learning.datasets.transforms.common.Transform method) (hybrid_learning.datasets.transforms.tuple_transforms.Identity method) (hybrid_learning.datasets.transforms.tuple_transforms.ReduceTuple method) (hybrid_learning.fuzzy_logic.logic_base.logic.Logic method) __repr__() (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis method) (hybrid_learning.concepts.analysis.results.ResultsHandle method) (hybrid_learning.concepts.concepts.Concept method) (hybrid_learning.concepts.models.embeddings.ConceptEmbedding method) (hybrid_learning.concepts.train_eval.base_handles.early_stopping.EarlyStoppingHandle method) (hybrid_learning.concepts.train_eval.base_handles.resettable_optimizer.ResettableOptimizer method) (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.AbstractIoULike method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.BalancedBCELoss method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.BalancedPenaltyReducedFocalLoss method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.WeightedLossSum method) (hybrid_learning.datasets.base.BaseDataset method) (hybrid_learning.datasets.base.DataTriple method) (hybrid_learning.datasets.caching.Cache method) (hybrid_learning.datasets.caching.CacheCascade method) (hybrid_learning.datasets.caching.CacheDict method) (hybrid_learning.datasets.caching.CacheTuple method) (hybrid_learning.datasets.caching.FileCache method) (hybrid_learning.datasets.caching.PTCache method) (hybrid_learning.datasets.custom.broden.BrodenLabel method) (hybrid_learning.datasets.transforms.common.Lambda method) (hybrid_learning.datasets.transforms.common.Transform method) (hybrid_learning.datasets.transforms.encoder.BatchIntersectEncode2D method) (hybrid_learning.datasets.transforms.encoder.BatchWindowOp method) (hybrid_learning.datasets.transforms.image_transforms.RecursiveLambda method) (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.FormulaIDInfo method) (hybrid_learning.fuzzy_logic.logic_base.logic.Logic method) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge method) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.MergeBuilder method) __setitem__() (hybrid_learning.fuzzy_logic.logic_base.logic.Logic method) __slots__ (hybrid_learning.datasets.custom.broden.BrodenLabel attribute) (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.FormulaIDInfo attribute) __str__() (hybrid_learning.concepts.train_eval.base_handles.early_stopping.EarlyStoppingHandle method) (hybrid_learning.concepts.train_eval.base_handles.resettable_optimizer.ResettableOptimizer method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.AbstractIoULike method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.BalancedBCELoss method) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge method) _lr_kwargs (hybrid_learning.concepts.train_eval.base_handles.resettable_optimizer.ResettableOptimizer attribute) _lr_scheduler_type (hybrid_learning.concepts.train_eval.base_handles.resettable_optimizer.ResettableOptimizer attribute) _optim_kwargs (hybrid_learning.concepts.train_eval.base_handles.resettable_optimizer.ResettableOptimizer attribute) _optim_type (hybrid_learning.concepts.train_eval.base_handles.resettable_optimizer.ResettableOptimizer attribute) _to_cat_info() (hybrid_learning.datasets.custom.broden.BrodenHandle static method) _validate_dataset() (hybrid_learning.concepts.concepts.Concept static method)

A

AbstractAND (class in hybrid_learning.fuzzy_logic.logic_base.connectives) AbstractFuzzyIntersect (class in hybrid_learning.fuzzy_logic.predicates.custom_ops) AbstractIMPLIEDBY (class in hybrid_learning.fuzzy_logic.logic_base.connectives) AbstractIMPLIES (class in hybrid_learning.fuzzy_logic.logic_base.connectives) AbstractIoULike (class in hybrid_learning.concepts.train_eval.kpis.batch_kpis) AbstractIoULoss (class in hybrid_learning.concepts.train_eval.kpis.batch_kpis) AbstractIoUMetric (class in hybrid_learning.concepts.train_eval.kpis.batch_kpis) AbstractNOT (class in hybrid_learning.fuzzy_logic.logic_base.connectives) AbstractOR (class in hybrid_learning.fuzzy_logic.logic_base.connectives) AbstractQuantifier (class in hybrid_learning.fuzzy_logic.quantifiers) AbstractTorchOrNumpyQuantifier (class in hybrid_learning.fuzzy_logic.quantifiers) Accuracy (class in hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) act_map_exists() (hybrid_learning.datasets.activations_handle.ActivationDatasetWrapper method) act_map_filepath() (hybrid_learning.datasets.activations_handle.ActivationDatasetWrapper method) act_map_gen (hybrid_learning.datasets.transforms.image_transforms.ToActMap attribute) act_maps_cache (hybrid_learning.datasets.activations_handle.ActivationDatasetWrapper attribute) activation (hybrid_learning.concepts.models.concept_models.concept_detection.ConceptDetectionModel2D attribute) (hybrid_learning.concepts.models.concept_models.concept_segmentation.ConceptSegmentationModel2D attribute) ActivationDatasetWrapper (class in hybrid_learning.datasets.activations_handle) ActivationMapGrabber (class in hybrid_learning.concepts.models.model_extension) activations_root (hybrid_learning.datasets.activations_handle.ActivationDatasetWrapper property) adaptive (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ECE attribute) add_callbacks() (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle method) add_cols_to_metrics_pd() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval) add_gaussian_peak() (in module hybrid_learning.datasets.base) add_param_group() (hybrid_learning.concepts.train_eval.base_handles.resettable_optimizer.ResettableOptimizer method) additional_args (hybrid_learning.fuzzy_logic.logic_base.merge_operation.MergeBuilder property) AFTER_BATCH_EVAL (hybrid_learning.concepts.train_eval.callbacks.CallbackEvents attribute) after_batch_eval() (hybrid_learning.concepts.train_eval.callbacks.ProgressBarUpdater static method) AFTER_BATCH_TRAIN (hybrid_learning.concepts.train_eval.callbacks.CallbackEvents attribute) after_batch_train() (hybrid_learning.concepts.train_eval.callbacks.LoggingCallback method) (hybrid_learning.concepts.train_eval.callbacks.ProgressBarUpdater method) (hybrid_learning.concepts.train_eval.callbacks.TensorboardLogger method) after_cache_transforms (hybrid_learning.datasets.base.BaseDataset attribute) (hybrid_learning.datasets.custom.coco.keypoints_dataset.KeypointsDataset attribute) (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.KeypointsDatasetWithDesc attribute) AFTER_EPOCH (hybrid_learning.concepts.train_eval.callbacks.CallbackEvents attribute) after_epoch() (hybrid_learning.concepts.train_eval.callbacks.LoggingCallback method) (hybrid_learning.concepts.train_eval.callbacks.ProgressBarUpdater static method) AFTER_EPOCH_EVAL (hybrid_learning.concepts.train_eval.callbacks.CallbackEvents attribute) after_epoch_eval() (hybrid_learning.concepts.train_eval.callbacks.CsvLoggingCallback method) (hybrid_learning.concepts.train_eval.callbacks.ProgressBarUpdater method) (hybrid_learning.concepts.train_eval.callbacks.TensorboardLogger method) AFTER_EPOCH_TRAIN (hybrid_learning.concepts.train_eval.callbacks.CallbackEvents attribute) after_epoch_train() (hybrid_learning.concepts.train_eval.callbacks.CsvLoggingCallback method) (hybrid_learning.concepts.train_eval.callbacks.ProgressBarUpdater method) (hybrid_learning.concepts.train_eval.callbacks.TensorboardLogger method) after_layer_hook (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis attribute) after_load (hybrid_learning.datasets.caching.JPGCache attribute) (hybrid_learning.datasets.caching.PTCache attribute) AFTER_SECOND_STAGE_TRAIN (hybrid_learning.concepts.train_eval.callbacks.CallbackEvents attribute) AFTER_TRAIN (hybrid_learning.concepts.train_eval.callbacks.CallbackEvents attribute) AggregatingKpi (class in hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) aggregation (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ECE attribute) ALEXNET_LAYERS (in module hybrid_learning.experimentation.ca_exp_eval) ALL (class in hybrid_learning.fuzzy_logic.quantifiers) (hybrid_learning.datasets.base.DatasetSplit attribute) all_children (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge property) all_in_keys (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge property) all_keypts_visible() (in module hybrid_learning.datasets.custom.coco.keypoints_processing) all_out_keys (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge property) AllNeighbors (class in hybrid_learning.fuzzy_logic.predicates.custom_ops) allowed_chars (hybrid_learning.fuzzy_logic.logic_base.parsing.FormulaParser attribute) alpha (hybrid_learning.concepts.train_eval.kpis.batch_kpis.BalancedPenaltyReducedFocalLoss attribute) analysis() (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis method) analysis_for_layer() (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis method) analysis_root() (in module hybrid_learning.experimentation.ca_exp_eval) AnalysisResult (class in hybrid_learning.concepts.analysis.results) AND (class in hybrid_learning.fuzzy_logic.tnorm_connectives.boolean) (class in hybrid_learning.fuzzy_logic.tnorm_connectives.goedel) (class in hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz) (class in hybrid_learning.fuzzy_logic.tnorm_connectives.product) ANNOTATION_FP_TEMPL (hybrid_learning.datasets.custom.coco.base.COCODataset attribute) annotation_to_sizes() (in module hybrid_learning.datasets.custom.coco.keypoints_processing) annotation_to_tot_height() (in module hybrid_learning.datasets.custom.coco.keypoints_processing) ANNOTATION_TRANSFORM() (hybrid_learning.datasets.custom.coco.heatmap_dataset.HeatmapDataset method) (hybrid_learning.datasets.custom.coco.mask_dataset.ConceptDataset method) annotations (hybrid_learning.datasets.custom.broden.BrodenHandle attribute) annotations_fp (hybrid_learning.datasets.custom.coco.base.COCODataset attribute)

annotations_root (hybrid_learning.datasets.custom.fasseg.FASSEGHandle attribute) annotations_to_heatmap() (in module hybrid_learning.datasets.custom.coco.keypoints_processing) annotations_to_mask() (hybrid_learning.datasets.custom.coco.mask_dataset.ConceptDataset method) (in module hybrid_learning.datasets.custom.coco.keypoints_processing) ANY (class in hybrid_learning.fuzzy_logic.quantifiers) any_keypts_visible() (in module hybrid_learning.datasets.custom.coco.keypoints_processing) append() (hybrid_learning.datasets.caching.CacheCascade method) (hybrid_learning.datasets.transforms.common.Compose method) apply() (hybrid_learning.fuzzy_logic.logic_base.parsing.FormulaParser method) apply_mask() (in module hybrid_learning.datasets.data_visualization) apply_masks() (in module hybrid_learning.datasets.data_visualization) apply_padding (hybrid_learning.concepts.models.concept_models.concept_detection.ConceptDetectionModel2D property) apply_sigmoid (hybrid_learning.concepts.models.concept_models.concept_detection.ConceptDetectionModel2D property) apply_to() (hybrid_learning.datasets.custom.coco.keypoints_dataset.PadAndScaleAnnotatedImg method) (hybrid_learning.datasets.transforms.common.Compose method) (hybrid_learning.datasets.transforms.common.Lambda method) (hybrid_learning.datasets.transforms.common.Transform method) (hybrid_learning.datasets.transforms.dict_transforms.DictTransform method) (hybrid_learning.datasets.transforms.dict_transforms.DropAnn method) (hybrid_learning.datasets.transforms.dict_transforms.FlattenDict method) (hybrid_learning.datasets.transforms.dict_transforms.OnValues method) (hybrid_learning.datasets.transforms.dict_transforms.RestrictDict method) (hybrid_learning.datasets.transforms.dict_transforms.SameSizeTensorValues method) (hybrid_learning.datasets.transforms.image_transforms.BatchWiseImageTransform method) (hybrid_learning.datasets.transforms.image_transforms.BinarizeByQuantile method) (hybrid_learning.datasets.transforms.image_transforms.ImageTransform method) (hybrid_learning.datasets.transforms.image_transforms.NoGrad method) (hybrid_learning.datasets.transforms.image_transforms.PadAndResize method) (hybrid_learning.datasets.transforms.image_transforms.RecursiveLambda method) (hybrid_learning.datasets.transforms.image_transforms.Threshold method) (hybrid_learning.datasets.transforms.image_transforms.ToActMap method) (hybrid_learning.datasets.transforms.image_transforms.ToFixedDims method) (hybrid_learning.datasets.transforms.image_transforms.ToTensor method) (hybrid_learning.datasets.transforms.tuple_transforms.ApplyMask method) (hybrid_learning.datasets.transforms.tuple_transforms.FlattenTuple method) (hybrid_learning.datasets.transforms.tuple_transforms.Identity method) (hybrid_learning.datasets.transforms.tuple_transforms.OnAll method) (hybrid_learning.datasets.transforms.tuple_transforms.OnBothSides method) (hybrid_learning.datasets.transforms.tuple_transforms.OnIndex method) (hybrid_learning.datasets.transforms.tuple_transforms.OnInput method) (hybrid_learning.datasets.transforms.tuple_transforms.OnTarget method) (hybrid_learning.datasets.transforms.tuple_transforms.PackMask method) (hybrid_learning.datasets.transforms.tuple_transforms.ReduceTuple method) (hybrid_learning.datasets.transforms.tuple_transforms.SameSize method) (hybrid_learning.datasets.transforms.tuple_transforms.SubsetTuple method) (hybrid_learning.datasets.transforms.tuple_transforms.TupleTransforms method) (hybrid_learning.datasets.transforms.tuple_transforms.TwoTupleTransforms method) (hybrid_learning.datasets.transforms.tuple_transforms.UnfoldTuple method) (hybrid_learning.datasets.transforms.tuple_transforms.UnpackMask method) (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.SwapTupleArgs method) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge method) apply_to_batch() (hybrid_learning.datasets.transforms.image_transforms.AsBatch method) (hybrid_learning.datasets.transforms.image_transforms.BatchWiseImageTransform method) (hybrid_learning.datasets.transforms.image_transforms.ToBBoxes method) (hybrid_learning.datasets.transforms.image_transforms.WithThresh method) ApplyMask (class in hybrid_learning.datasets.transforms.tuple_transforms) ApproximateMean (class in hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) ApproximateStdDev (class in hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) ApproximateVariance (class in hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) AREA_DIMS (hybrid_learning.datasets.transforms.encoder.BatchWindowOp attribute) area_proto_shape (hybrid_learning.datasets.transforms.encoder.BatchIoUEncode2D attribute) ARITY (hybrid_learning.fuzzy_logic.logic_base.connectives.AbstractIMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.logic_base.connectives.AbstractIMPLIES attribute) (hybrid_learning.fuzzy_logic.logic_base.connectives.AbstractNOT attribute) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge attribute) (hybrid_learning.fuzzy_logic.predicates.arithmetic.Equals attribute) (hybrid_learning.fuzzy_logic.predicates.arithmetic.GreaterEqualsThan attribute) (hybrid_learning.fuzzy_logic.predicates.arithmetic.GreaterThan attribute) (hybrid_learning.fuzzy_logic.predicates.arithmetic.LowerEqualsThan attribute) (hybrid_learning.fuzzy_logic.predicates.arithmetic.LowerThan attribute) (hybrid_learning.fuzzy_logic.predicates.custom_ops.AbstractFuzzyIntersect attribute) (hybrid_learning.fuzzy_logic.predicates.custom_ops.AllNeighbors attribute) (hybrid_learning.fuzzy_logic.predicates.custom_ops.IsPartOfA attribute) (hybrid_learning.fuzzy_logic.quantifiers.AbstractQuantifier attribute) (hybrid_learning.fuzzy_logic.quantifiers.WHERE attribute) as_dict() (hybrid_learning.datasets.base.DataTriple method) (hybrid_learning.datasets.caching.Cache method) AsBatch (class in hybrid_learning.datasets.transforms.image_transforms) auc() (in module hybrid_learning.experimentation.exp_eval_common) auc_for() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval)

B

BACKGROUND (hybrid_learning.datasets.custom.fasseg.FASSEGParts attribute) balance() (hybrid_learning.datasets.custom.broden.BrodenHandle method) BalancedBCELoss (class in hybrid_learning.concepts.train_eval.kpis.batch_kpis) BalancedPenaltyReducedFocalLoss (class in hybrid_learning.concepts.train_eval.kpis.batch_kpis) BaseDataset (class in hybrid_learning.datasets.base) batch_dims (hybrid_learning.fuzzy_logic.predicates.custom_ops.BestIoUWith attribute) batch_size (hybrid_learning.concepts.models.concept_models.concept_segmentation.ConceptSegmentation2DTrainTestHandle attribute) (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle attribute) batch_size_hessian (hybrid_learning.concepts.models.concept_models.concept_segmentation.ConceptSegmentation2DTrainTestHandle attribute) (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle attribute) batch_size_val (hybrid_learning.concepts.models.concept_models.concept_segmentation.ConceptSegmentation2DTrainTestHandle attribute) (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle attribute) batch_update_lr (hybrid_learning.concepts.train_eval.base_handles.resettable_optimizer.ResettableOptimizer attribute) batch_wise (hybrid_learning.datasets.transforms.image_transforms.BatchWiseImageTransform attribute) (hybrid_learning.datasets.transforms.image_transforms.ConvOpWrapper attribute) (hybrid_learning.datasets.transforms.image_transforms.IntersectDecode attribute) (hybrid_learning.datasets.transforms.image_transforms.IntersectEncode attribute) (hybrid_learning.datasets.transforms.image_transforms.IoUEncode attribute) (hybrid_learning.datasets.transforms.image_transforms.ToBBoxes attribute) (hybrid_learning.datasets.transforms.image_transforms.WithThresh attribute) BatchBoxBloat (class in hybrid_learning.datasets.transforms.encoder) BatchConvOp (class in hybrid_learning.datasets.transforms.encoder) BatchIntersectDecode2D (class in hybrid_learning.datasets.transforms.encoder) BatchIntersectEncode2D (class in hybrid_learning.datasets.transforms.encoder) BatchIoUEncode2D (class in hybrid_learning.datasets.transforms.encoder) BatchPeakDetection (class in hybrid_learning.datasets.transforms.encoder) BatchReduction (class in hybrid_learning.concepts.train_eval.kpis.batch_kpis) BatchWindowOp (class in hybrid_learning.datasets.transforms.encoder) BatchWiseImageTransform (class in hybrid_learning.datasets.transforms.image_transforms) BBOX (hybrid_learning.concepts.concepts.ConceptTypes attribute) bbox_size (hybrid_learning.datasets.transforms.image_transforms.ToBBoxes property) bbox_to_segmask() (in module hybrid_learning.experimentation.model_registry.custom_model_postproc.models_common) BEFORE_EPOCH_TRAIN (hybrid_learning.concepts.train_eval.callbacks.CallbackEvents attribute) before_epoch_train() (hybrid_learning.concepts.train_eval.callbacks.TensorboardLogger method) before_put (hybrid_learning.datasets.caching.JPGCache attribute) (hybrid_learning.datasets.caching.PTCache attribute)

best_embedding() (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis method) best_embedding_with_logging() (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis method) best_layer_from_stats() (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis static method) BestEmbeddingResult (class in hybrid_learning.concepts.analysis.results) BestIoUWith (class in hybrid_learning.fuzzy_logic.predicates.custom_ops) beta (hybrid_learning.concepts.train_eval.kpis.batch_kpis.BalancedPenaltyReducedFocalLoss attribute) BETWEEN_EPOCHS (hybrid_learning.concepts.train_eval.callbacks.CallbackEvents attribute) bias (hybrid_learning.concepts.models.embeddings.ConceptEmbedding property) bias_name (hybrid_learning.concepts.models.embeddings.ConceptEmbedding attribute) bin_centers (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ApproximateMean property) Binarize (class in hybrid_learning.datasets.transforms.image_transforms) binarize() (hybrid_learning.concepts.train_eval.kpis.batch_kpis.AbstractIoULike static method) BinarizeByQuantile (class in hybrid_learning.datasets.transforms.image_transforms) bloater (hybrid_learning.datasets.transforms.image_transforms.ToBBoxes attribute) body_parts (hybrid_learning.datasets.custom.coco.mask_dataset.ConceptDataset attribute) BodyParts (class in hybrid_learning.datasets.custom.coco.body_parts) bool_numpy_operation() (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.AND static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.BoolTorchOrNumpyOperation static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.IMPLIEDBY static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.IMPLIES static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.NOT static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.OR static method) bool_thresh (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.BoolTorchOrNumpyOperation attribute) bool_torch_operation() (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.AND static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.BoolTorchOrNumpyOperation static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.IMPLIEDBY static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.IMPLIES static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.NOT static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.OR static method) BooleanLogic (class in hybrid_learning.fuzzy_logic.tnorm_connectives.boolean) BoolTorchOrNumpyOperation (class in hybrid_learning.fuzzy_logic.tnorm_connectives.boolean) brackets (hybrid_learning.fuzzy_logic.logic_base.parsing.FormulaParser attribute) BrodenHandle (class in hybrid_learning.datasets.custom.broden) BrodenLabel (class in hybrid_learning.datasets.custom.broden)

C

Cache (class in hybrid_learning.datasets.caching) cache_at() (in module hybrid_learning.experimentation.exp_eval_common) cache_dict (hybrid_learning.datasets.caching.CacheDict property) cache_duplicates (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge attribute) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.TorchOperation attribute) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.TorchOrNumpyOperation attribute) (hybrid_learning.fuzzy_logic.predicates.custom_ops.LambdaOp attribute) (hybrid_learning.fuzzy_logic.quantifiers.AbstractTorchOrNumpyQuantifier attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.BoolTorchOrNumpyOperation attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.NOT attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.OR attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.fuzzy_common.NOT attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.OR attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.OR attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.OR attribute) cache_root (hybrid_learning.datasets.caching.FileCache attribute) CacheCascade (class in hybrid_learning.datasets.caching) cached_eval() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers) CacheDict (class in hybrid_learning.datasets.caching) caches (hybrid_learning.datasets.caching.CacheCascade attribute) (hybrid_learning.datasets.caching.CacheTuple attribute) CacheTuple (class in hybrid_learning.datasets.caching) calc_result_for() (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.FormulaEvaluator method) calc_results_for() (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.FormulaEvaluator method) CalibrationCurve (class in hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) Callback (class in hybrid_learning.concepts.train_eval.callbacks) callback_context (hybrid_learning.concepts.models.concept_models.concept_segmentation.ConceptSegmentation2DTrainTestHandle attribute) (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle attribute) CallbackEvents (class in hybrid_learning.concepts.train_eval.callbacks) callbacks (hybrid_learning.concepts.models.concept_models.concept_segmentation.ConceptSegmentation2DTrainTestHandle attribute) (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle attribute) CAT_SEP (hybrid_learning.datasets.custom.broden.BrodenHandle attribute) category (hybrid_learning.datasets.custom.broden.BrodenLabel attribute) children (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge property) class_conditional (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ECE attribute) clear() (hybrid_learning.datasets.caching.Cache method) (hybrid_learning.datasets.caching.CacheCascade method) (hybrid_learning.datasets.caching.CacheTuple method) (hybrid_learning.datasets.caching.DictCache method) (hybrid_learning.datasets.caching.FileCache method) (hybrid_learning.datasets.caching.NoCache method) CLS_CATS (hybrid_learning.datasets.custom.broden.BrodenHandle attribute) coco (hybrid_learning.datasets.custom.coco.base.COCODataset attribute) (hybrid_learning.datasets.custom.coco.keypoints_dataset.KeypointsDataset attribute) (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.KeypointsDatasetWithDesc attribute)

COCO_STD_KEYPOINT_NAMES (in module hybrid_learning.datasets.custom.coco.keypoints_processing) COCOBoxToSegMask (class in hybrid_learning.datasets.custom.coco.keypoints_dataset) COCODataset (class in hybrid_learning.datasets.custom.coco.base) COCOSegToSegMask (class in hybrid_learning.datasets.custom.coco.keypoints_dataset) COMMERCIAL_LICENSE_IDS (hybrid_learning.datasets.custom.coco.base.COCODataset attribute) compare_masks() (in module hybrid_learning.datasets.data_visualization) compare_orig_wt_masks() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_vis) Compose (class in hybrid_learning.datasets.transforms.common) Concept (class in hybrid_learning.concepts.concepts) concept (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis attribute) (hybrid_learning.concepts.models.concept_models.concept_detection.ConceptDetectionModel2D property) concept_model_args (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis attribute) concept_model_for_layer() (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis method) concept_model_from_embedding() (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis method) concept_model_handle() (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis method) concept_name (hybrid_learning.concepts.models.concept_models.concept_detection.ConceptDetectionModel2D property) ConceptAnalysis (class in hybrid_learning.concepts.analysis.analysis_handle) ConceptClassification2DTrainTestHandle (class in hybrid_learning.concepts.models.concept_models.concept_classification) ConceptClassificationModel2D (class in hybrid_learning.concepts.models.concept_models.concept_classification) ConceptDataset (class in hybrid_learning.datasets.custom.coco.mask_dataset) ConceptDetection2DTrainTestHandle (class in hybrid_learning.concepts.models.concept_models.concept_detection) ConceptDetectionModel2D (class in hybrid_learning.concepts.models.concept_models.concept_detection) ConceptEmbedding (class in hybrid_learning.concepts.models.embeddings) ConceptSegmentation2DTrainTestHandle (class in hybrid_learning.concepts.models.concept_models.concept_segmentation) ConceptSegmentationModel2D (class in hybrid_learning.concepts.models.concept_models.concept_segmentation) ConceptTypes (class in hybrid_learning.concepts.concepts) conf (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.FormulaEvaluator attribute) conf_to_fn() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_vis) ConfusionMatrix (class in hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) constants (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.FormulaEvaluator attribute) constrain_pd() (in module hybrid_learning.experimentation.exp_eval_common) consts (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge property) conv_hang_front (hybrid_learning.fuzzy_logic.predicates.custom_ops.IsPartOfA property) conv_op() (hybrid_learning.datasets.transforms.encoder.BatchBoxBloat method) (hybrid_learning.datasets.transforms.encoder.BatchIntersectDecode2D method) (hybrid_learning.datasets.transforms.encoder.BatchIntersectEncode2D method) (hybrid_learning.datasets.transforms.encoder.BatchIoUEncode2D method) (hybrid_learning.datasets.transforms.encoder.BatchPeakDetection method) (hybrid_learning.datasets.transforms.encoder.BatchWindowOp method) ConvOpWrapper (class in hybrid_learning.datasets.transforms.image_transforms) copy_to() (hybrid_learning.datasets.custom.coco.base.COCODataset method) correct_sum (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ECE attribute) count (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ApproximateStdDev attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ApproximateVariance attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.CalibrationCurve attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ECE attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Histogram attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.StandardDev attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Variance attribute) CoveredBy (class in hybrid_learning.fuzzy_logic.predicates.custom_ops) create_ispartof_kernel() (hybrid_learning.fuzzy_logic.predicates.custom_ops.IsPartOfA static method) cross_val_runs (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis attribute) cross_validate() (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle method) cross_validation_splits() (in module hybrid_learning.datasets.base) CsvLoggingCallback (class in hybrid_learning.concepts.train_eval.callbacks) custom_label() (hybrid_learning.datasets.custom.broden.BrodenHandle class method) cut_to() (hybrid_learning.datasets.custom.broden.BrodenHandle method)

D

data (hybrid_learning.concepts.concepts.Concept attribute) (hybrid_learning.concepts.concepts.SegmentationConcept2D attribute) (hybrid_learning.concepts.models.concept_models.concept_segmentation.ConceptSegmentation2DTrainTestHandle attribute) (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle attribute) (hybrid_learning.datasets.base.DataTriple property) data_args (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis attribute) data_for_concept_model() (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis method) (in module hybrid_learning.concepts.analysis.analysis_handle) dataset (hybrid_learning.datasets.activations_handle.DatasetWrapper property) dataset_root (hybrid_learning.datasets.base.BaseDataset attribute) (hybrid_learning.datasets.custom.coco.keypoints_dataset.KeypointsDataset attribute) (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.KeypointsDatasetWithDesc attribute) DATASET_ROOT_TEMPL (hybrid_learning.datasets.custom.coco.base.COCODataset attribute) DatasetSplit (class in hybrid_learning.datasets.base) DatasetWrapper (class in hybrid_learning.datasets.activations_handle) DataTriple (class in hybrid_learning.datasets.base) ddof (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ApproximateVariance attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Variance attribute) decoder_conv (hybrid_learning.datasets.transforms.encoder.BatchIntersectDecode2D attribute) decoding_proto_shape (hybrid_learning.datasets.transforms.encoder.BatchIntersectDecode2D property) DEFAULT (hybrid_learning.concepts.analysis.analysis_handle.EmbeddingReduction attribute) default_act_cache_root() (in module hybrid_learning.concepts.analysis.analysis_handle) default_cache_roots() (in module hybrid_learning.concepts.analysis.analysis_handle) DEFAULT_CONNECTIVES (hybrid_learning.fuzzy_logic.logic_base.logic.Logic attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.BooleanLogic attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.GoedelLogic attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.LukasiewiczLogic attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.ProductLogic attribute) DEFAULT_DESC (hybrid_learning.concepts.train_eval.callbacks.CsvLoggingCallback attribute) DEFAULT_IMG_SIZE (hybrid_learning.datasets.custom.coco.base.COCODataset attribute) default_logdir() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers) default_mask_cache_root() (in module hybrid_learning.concepts.analysis.analysis_handle) DEFAULT_MASK_INTERPOLATION (hybrid_learning.concepts.models.concept_models.concept_detection.ConceptDetection2DTrainTestHandle attribute) default_masks_root() (hybrid_learning.datasets.custom.coco.mask_dataset.ConceptDataset class method) DEFAULT_REDUCTION (hybrid_learning.fuzzy_logic.quantifiers.AbstractQuantifier attribute) (hybrid_learning.fuzzy_logic.quantifiers.ALL attribute) (hybrid_learning.fuzzy_logic.quantifiers.ANY attribute)

default_uncollate() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers) DEFAULT_VAL_SPLIT (hybrid_learning.datasets.base.DataTriple attribute) descriptor() (hybrid_learning.datasets.activations_handle.DatasetWrapper method) (hybrid_learning.datasets.base.BaseDataset method) (hybrid_learning.datasets.custom.broden.BrodenHandle method) (hybrid_learning.datasets.custom.coco.base.COCODataset method) (hybrid_learning.datasets.custom.fasseg.FASSEGHandle method) descriptor_to_fp() (hybrid_learning.datasets.caching.FileCache method) descriptors() (hybrid_learning.datasets.caching.Cache method) (hybrid_learning.datasets.caching.CacheCascade method) (hybrid_learning.datasets.caching.CacheTuple method) (hybrid_learning.datasets.caching.DictCache method) (hybrid_learning.datasets.caching.FileCache method) (hybrid_learning.datasets.caching.NoCache method) detached_state_dict() (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle static method) device (hybrid_learning.concepts.models.concept_models.concept_segmentation.ConceptSegmentation2DTrainTestHandle attribute) (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle attribute) (hybrid_learning.datasets.caching.PTCache attribute) (hybrid_learning.datasets.transforms.image_transforms.ToActMap attribute) (hybrid_learning.datasets.transforms.image_transforms.ToTensor attribute) (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.FormulaEvaluator attribute) device_of() (in module hybrid_learning.concepts.train_eval.train_eval_funs) DictCache (class in hybrid_learning.datasets.caching) DictTransform (class in hybrid_learning.datasets.transforms.dict_transforms) dim (hybrid_learning.fuzzy_logic.quantifiers.AbstractQuantifier attribute) (hybrid_learning.fuzzy_logic.quantifiers.WHERE attribute) dir (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.FormulaIDInfo attribute) display_overview() (in module hybrid_learning.experimentation.ca_exp_eval) distance() (hybrid_learning.concepts.models.embeddings.ConceptEmbedding method) do_for() (in module hybrid_learning.experimentation.exp_eval_common) drop_key (hybrid_learning.datasets.transforms.dict_transforms.DropAnn attribute) DropAnn (class in hybrid_learning.datasets.transforms.dict_transforms) dtype (hybrid_learning.datasets.transforms.image_transforms.ToTensor attribute) DTYPE_SIZES (hybrid_learning.datasets.transforms.image_transforms.ToTensor attribute) dummy_output() (in module hybrid_learning.concepts.models.model_extension)

E

early_stopping_handle (hybrid_learning.concepts.models.concept_models.concept_segmentation.ConceptSegmentation2DTrainTestHandle attribute) (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle attribute) EarlyStoppingHandle (class in hybrid_learning.concepts.train_eval.base_handles.early_stopping) ECE (class in hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) EfficientDetToSegMask (class in hybrid_learning.experimentation.model_registry.custom_model_postproc.efficientdet_extension) emb_info_to_pandas() (hybrid_learning.concepts.analysis.results.ResultsHandle static method) emb_info_to_string() (hybrid_learning.concepts.analysis.results.ResultsHandle class method) emb_reduction (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis attribute) embedding_reduction() (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis method) EmbeddingReduction (class in hybrid_learning.concepts.analysis.analysis_handle) ensemble_count (hybrid_learning.concepts.models.concept_models.concept_detection.ConceptDetectionModel2D attribute) (hybrid_learning.concepts.models.concept_models.concept_segmentation.ConceptSegmentationModel2D attribute) epoch_end() (hybrid_learning.concepts.train_eval.base_handles.resettable_optimizer.ResettableOptimizer method) epochs (hybrid_learning.concepts.models.concept_models.concept_segmentation.ConceptSegmentation2DTrainTestHandle attribute) (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle attribute)

Equals (class in hybrid_learning.fuzzy_logic.predicates.arithmetic) evaluate() (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle method) (in module hybrid_learning.concepts.train_eval.train_eval_funs) evaluate_embedding() (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis method) exact_hessian() (in module hybrid_learning.concepts.train_eval.hessian) ExtendedModelStump (class in hybrid_learning.concepts.models.model_extension) extension_models (hybrid_learning.concepts.models.model_extension.ModelExtender attribute) extension_names (hybrid_learning.concepts.models.model_extension.ModelExtender property) extensions (hybrid_learning.concepts.models.model_extension.ModelExtender property) Extremum (class in hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) extremum (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Maximum attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Minimum attribute) EYES (hybrid_learning.datasets.custom.fasseg.FASSEGParts attribute)

F

F1Score (class in hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) f_beta() (in module hybrid_learning.experimentation.exp_eval_common) FACE (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) factor_false_positives (hybrid_learning.concepts.train_eval.kpis.batch_kpis.TverskyLoss attribute) factor_pos_class (hybrid_learning.concepts.train_eval.kpis.batch_kpis.BalancedBCELoss attribute) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.BalancedPenaltyReducedFocalLoss attribute) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.Net2VecLoss attribute) FASSEGHandle (class in hybrid_learning.datasets.custom.fasseg) FASSEGParts (class in hybrid_learning.datasets.custom.fasseg) FILE_ENDING (hybrid_learning.datasets.caching.FileCache attribute) (hybrid_learning.datasets.caching.JPGCache attribute) (hybrid_learning.datasets.caching.NPYCache attribute) (hybrid_learning.datasets.caching.NPZCache attribute) (hybrid_learning.datasets.caching.PTCache attribute) file_path_for() (hybrid_learning.concepts.train_eval.callbacks.CsvLoggingCallback method) file_paths_in() (hybrid_learning.concepts.train_eval.callbacks.CsvLoggingCallback class method) FileCache (class in hybrid_learning.datasets.caching) fill_cache() (hybrid_learning.datasets.activations_handle.ActivationDatasetWrapper method) fill_train_data_infos() (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis method) filter_aggregating_kpi_keys() (in module hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) FIRST (hybrid_learning.concepts.analysis.analysis_handle.EmbeddingReduction attribute) first() (hybrid_learning.concepts.models.embeddings.ConceptEmbedding class method) fix_formula_obj() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers) flatten_cols() (in module hybrid_learning.experimentation.exp_eval_common) FlattenDict (class in hybrid_learning.datasets.transforms.dict_transforms) FlattenTuple (class in hybrid_learning.datasets.transforms.tuple_transforms) flush_writers() (hybrid_learning.concepts.train_eval.callbacks.TensorboardLogger method) for_neg_class (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.CalibrationCurve attribute) forget_scaling() (hybrid_learning.concepts.models.embeddings.ConceptEmbedding method) formula_caches (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.FormulaEvaluator attribute) formula_spec_to_dir() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers) formula_spec_to_idinfo() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers) formula_to_display_name() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval) formula_trafo_caches_for() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers) FormulaEvaluator (class in hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers) FormulaIDInfo (class in hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers)

FormulaParser (class in hybrid_learning.fuzzy_logic.logic_base.parsing) formulas (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.FormulaEvaluator attribute) forward() (hybrid_learning.concepts.models.concept_models.concept_classification.ConceptClassificationModel2D method) (hybrid_learning.concepts.models.concept_models.concept_detection.ConceptDetectionModel2D method) (hybrid_learning.concepts.models.model_extension.ActivationMapGrabber method) (hybrid_learning.concepts.models.model_extension.ExtendedModelStump method) (hybrid_learning.concepts.models.model_extension.HooksHandle method) (hybrid_learning.concepts.models.model_extension.ModelExtender method) (hybrid_learning.concepts.models.model_extension.ModelStump method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.AggregatingKpi method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.AbstractIoULike method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.AbstractIoULoss method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.AbstractIoUMetric method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.BalancedBCELoss method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.BalancedPenaltyReducedFocalLoss method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.IoU method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.MaskRCNNLoss method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.Net2VecLoss method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.TverskyLoss method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.WeightedLossSum method) (hybrid_learning.datasets.transforms.encoder.BatchWindowOp method) (hybrid_learning.experimentation.model_registry.custom_model_postproc.efficientdet_extension.EfficientDetToSegMask method) (hybrid_learning.experimentation.model_registry.custom_model_postproc.mask_rcnn_extensions.MaskRCNNToSegMask method) from_cache() (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval.ResultsIterator method) from_csv() (hybrid_learning.concepts.train_eval.callbacks.CsvLoggingCallback method) from_descriptor() (hybrid_learning.concepts.train_eval.callbacks.Callback static method) from_dict() (hybrid_learning.datasets.base.DataTriple class method) from_embedding() (hybrid_learning.concepts.models.concept_models.concept_detection.ConceptDetectionModel2D static method) from_logit (hybrid_learning.concepts.train_eval.kpis.batch_kpis.BalancedBCELoss attribute) fun (hybrid_learning.datasets.transforms.common.Lambda attribute) (hybrid_learning.datasets.transforms.image_transforms.RecursiveLambda attribute) function (hybrid_learning.concepts.analysis.analysis_handle.EmbeddingReduction attribute) functional_apply() (hybrid_learning.fuzzy_logic.logic_base.parsing.FormulaParser class method) functional_is_normal_form() (hybrid_learning.fuzzy_logic.logic_base.parsing.FormulaParser class method) functional_is_pure() (hybrid_learning.fuzzy_logic.logic_base.parsing.FormulaParser class method) functional_parse() (hybrid_learning.fuzzy_logic.logic_base.parsing.FormulaParser class method) functional_to_str() (hybrid_learning.fuzzy_logic.logic_base.parsing.FormulaParser class method)

G

gather_aucs() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval) gather_exp_stats() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval) gather_results() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval) gather_stats() (in module hybrid_learning.experimentation.ca_exp_eval) general_add() (in module hybrid_learning.datasets.transforms.common) general_or() (hybrid_learning.fuzzy_logic.tnorm_connectives.product.OR class method) general_or_binary() (hybrid_learning.fuzzy_logic.tnorm_connectives.product.OR static method) generate_act_map (hybrid_learning.datasets.activations_handle.ActivationDatasetWrapper attribute) generate_masks() (hybrid_learning.datasets.custom.coco.mask_dataset.ConceptDataset method) get_all_best_emb_stats() (in module hybrid_learning.experimentation.ca_exp_eval) get_all_masks() (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval.ResultsIterator method) get_all_stats() (in module hybrid_learning.experimentation.ca_exp_eval) get_area_axes() (hybrid_learning.concepts.train_eval.kpis.batch_kpis.AbstractIoULike static method) get_best_emb() (in module hybrid_learning.experimentation.ca_exp_eval) get_best_emb_stats() (in module hybrid_learning.experimentation.ca_exp_eval) get_caches() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval) get_common_concepts() (in module hybrid_learning.experimentation.ca_exp_eval) get_concepts() (in module hybrid_learning.experimentation.ca_exp_eval) get_data() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers) get_data_loader_for() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers) get_default_transforms() (hybrid_learning.datasets.custom.coco.base.COCODataset class method) (hybrid_learning.datasets.custom.coco.heatmap_dataset.HeatmapDataset class method) (hybrid_learning.datasets.custom.coco.keypoints_dataset.KeypointsDataset class method) (hybrid_learning.datasets.custom.coco.mask_dataset.ConceptDataset class method) get_efficientdet() (in module hybrid_learning.experimentation.model_registry.fuzzy_exp_models) get_efficientdet_config() (in module hybrid_learning.experimentation.model_registry.fuzzy_exp_models) get_efficientdet_trafo() (in module hybrid_learning.experimentation.model_registry.fuzzy_exp_models)

get_embs() (in module hybrid_learning.experimentation.ca_exp_eval) get_exp_conf() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval) get_formula() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers) get_formula_obj() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers) get_layers() (in module hybrid_learning.experimentation.ca_exp_eval) get_logic() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers) get_logic_from_conf() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers) get_maskrcnn_box_trafo() (in module hybrid_learning.experimentation.model_registry.fuzzy_exp_models) get_metrics() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval) get_model() (in module hybrid_learning.experimentation.model_registry.model_registry) get_module_by_id() (hybrid_learning.concepts.models.model_extension.HooksHandle method) get_predicates() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers) get_stats() (in module hybrid_learning.experimentation.ca_exp_eval) get_vis_best_embedding() (in module hybrid_learning.experimentation.ca_exp_eval) getitem() (hybrid_learning.datasets.activations_handle.ActivationDatasetWrapper method) (hybrid_learning.datasets.activations_handle.DatasetWrapper method) (hybrid_learning.datasets.base.BaseDataset method) (hybrid_learning.datasets.custom.broden.BrodenHandle method) (hybrid_learning.datasets.custom.coco.base.COCODataset method) (hybrid_learning.datasets.custom.coco.keypoints_dataset.KeypointsDataset method) (hybrid_learning.datasets.custom.coco.mask_dataset.ConceptDataset method) (hybrid_learning.datasets.custom.fasseg.FASSEGHandle method) (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.KeypointsDatasetWithDesc method) GoedelLogic (class in hybrid_learning.fuzzy_logic.tnorm_connectives.goedel) grad_2nd() (in module hybrid_learning.concepts.train_eval.hessian) GreaterEqualsThan (class in hybrid_learning.fuzzy_logic.predicates.arithmetic) GreaterThan (class in hybrid_learning.fuzzy_logic.predicates.arithmetic)

H

HAIR (hybrid_learning.datasets.custom.fasseg.FASSEGParts attribute) hash (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.FormulaIDInfo attribute) HEAD (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) HeatmapDataset (class in hybrid_learning.datasets.custom.coco.heatmap_dataset) high_bound (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.CalibrationCurve attribute) highlight_max_blue() (in module hybrid_learning.experimentation.ca_exp_eval) HIP (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) Histogram (class in hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) hook_handles (hybrid_learning.concepts.models.model_extension.HooksHandle attribute) (hybrid_learning.concepts.models.model_extension.ModelExtender attribute) (hybrid_learning.concepts.models.model_extension.ModelStump attribute) HooksHandle (class in hybrid_learning.concepts.models.model_extension) hybrid_learning.concepts module hybrid_learning.concepts.analysis module hybrid_learning.concepts.analysis.analysis_handle module hybrid_learning.concepts.analysis.results module hybrid_learning.concepts.analysis.visualization module hybrid_learning.concepts.concepts module hybrid_learning.concepts.models module hybrid_learning.concepts.models.concept_models module hybrid_learning.concepts.models.concept_models.concept_classification module hybrid_learning.concepts.models.concept_models.concept_detection module hybrid_learning.concepts.models.concept_models.concept_segmentation module hybrid_learning.concepts.models.embeddings module hybrid_learning.concepts.models.model_extension module hybrid_learning.concepts.train_eval module hybrid_learning.concepts.train_eval.base_handles module hybrid_learning.concepts.train_eval.base_handles.early_stopping module hybrid_learning.concepts.train_eval.base_handles.resettable_optimizer module hybrid_learning.concepts.train_eval.base_handles.train_test_handle module hybrid_learning.concepts.train_eval.callbacks module hybrid_learning.concepts.train_eval.hessian module hybrid_learning.concepts.train_eval.kpis module hybrid_learning.concepts.train_eval.kpis.aggregating_kpis module hybrid_learning.concepts.train_eval.kpis.batch_kpis module hybrid_learning.concepts.train_eval.train_eval_funs module hybrid_learning.datasets module hybrid_learning.datasets.activations_handle module hybrid_learning.datasets.base module hybrid_learning.datasets.caching module hybrid_learning.datasets.custom module hybrid_learning.datasets.custom.broden module hybrid_learning.datasets.custom.coco module hybrid_learning.datasets.custom.coco.base module hybrid_learning.datasets.custom.coco.body_parts module hybrid_learning.datasets.custom.coco.heatmap_dataset module hybrid_learning.datasets.custom.coco.keypoints_dataset module

hybrid_learning.datasets.custom.coco.keypoints_processing module hybrid_learning.datasets.custom.coco.mask_dataset module hybrid_learning.datasets.custom.fasseg module hybrid_learning.datasets.custom.person_size_estimation module hybrid_learning.datasets.data_visualization module hybrid_learning.datasets.transforms module hybrid_learning.datasets.transforms.common module hybrid_learning.datasets.transforms.dict_transforms module hybrid_learning.datasets.transforms.encoder module hybrid_learning.datasets.transforms.image_transforms module hybrid_learning.datasets.transforms.tuple_transforms module hybrid_learning.experimentation module hybrid_learning.experimentation.ca_exp_eval module hybrid_learning.experimentation.exp_eval_common module hybrid_learning.experimentation.fuzzy_exp module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_vis module hybrid_learning.experimentation.model_registry module hybrid_learning.experimentation.model_registry.custom_model_postproc module hybrid_learning.experimentation.model_registry.custom_model_postproc.efficientdet_extension module hybrid_learning.experimentation.model_registry.custom_model_postproc.mask_rcnn_extensions module hybrid_learning.experimentation.model_registry.custom_model_postproc.models_common module hybrid_learning.experimentation.model_registry.fuzzy_exp_models module hybrid_learning.experimentation.model_registry.model_registry module hybrid_learning.fuzzy_logic module hybrid_learning.fuzzy_logic.logic_base module hybrid_learning.fuzzy_logic.logic_base.connectives module hybrid_learning.fuzzy_logic.logic_base.logic module hybrid_learning.fuzzy_logic.logic_base.merge_operation module hybrid_learning.fuzzy_logic.logic_base.parsing module hybrid_learning.fuzzy_logic.predicates module hybrid_learning.fuzzy_logic.predicates.arithmetic module hybrid_learning.fuzzy_logic.predicates.custom_ops module hybrid_learning.fuzzy_logic.quantifiers module hybrid_learning.fuzzy_logic.tnorm_connectives module hybrid_learning.fuzzy_logic.tnorm_connectives.boolean module hybrid_learning.fuzzy_logic.tnorm_connectives.fuzzy_common module hybrid_learning.fuzzy_logic.tnorm_connectives.goedel module hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz module hybrid_learning.fuzzy_logic.tnorm_connectives.product module

I

id (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.FormulaIDInfo attribute) Identity (class in hybrid_learning.datasets.transforms.tuple_transforms) IDENTITY_CLASS (hybrid_learning.datasets.transforms.common.Transform attribute) image_attribution() (hybrid_learning.datasets.custom.coco.base.COCODataset method) image_filepath() (hybrid_learning.datasets.custom.broden.BrodenHandle method) (hybrid_learning.datasets.custom.coco.base.COCODataset method) (hybrid_learning.datasets.custom.fasseg.FASSEGHandle method) IMAGE_LEVEL (hybrid_learning.concepts.concepts.ConceptTypes attribute) image_meta() (hybrid_learning.datasets.custom.coco.base.COCODataset method) image_size (hybrid_learning.experimentation.model_registry.custom_model_postproc.efficientdet_extension.EfficientDetToSegMask attribute) (hybrid_learning.experimentation.model_registry.custom_model_postproc.mask_rcnn_extensions.MaskRCNNBoxToSegMask attribute) IMAGES_ROOT (hybrid_learning.datasets.custom.broden.BrodenHandle attribute) ImageTransform (class in hybrid_learning.datasets.transforms.image_transforms) img_ann_ids (hybrid_learning.datasets.custom.coco.base.COCODataset attribute) (hybrid_learning.datasets.custom.coco.keypoints_dataset.KeypointsDataset attribute) (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.KeypointsDatasetWithDesc attribute) img_fns (hybrid_learning.datasets.custom.fasseg.FASSEGHandle attribute) img_id_iterator() (hybrid_learning.datasets.custom.coco.base.COCODataset class method) img_size (hybrid_learning.datasets.custom.coco.keypoints_dataset.PadAndScaleAnnotatedImg attribute) IMPLIEDBY (class in hybrid_learning.fuzzy_logic.tnorm_connectives.boolean) (class in hybrid_learning.fuzzy_logic.tnorm_connectives.goedel) (class in hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz) (class in hybrid_learning.fuzzy_logic.tnorm_connectives.product) IMPLIES (class in hybrid_learning.fuzzy_logic.tnorm_connectives.boolean) (class in hybrid_learning.fuzzy_logic.tnorm_connectives.goedel) (class in hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz) (class in hybrid_learning.fuzzy_logic.tnorm_connectives.product) in_channels (hybrid_learning.concepts.models.concept_models.concept_detection.ConceptDetectionModel2D property) in_key (hybrid_learning.fuzzy_logic.logic_base.connectives.AbstractNOT property) in_keys (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge attribute) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.TorchOperation attribute) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.TorchOrNumpyOperation attribute) (hybrid_learning.fuzzy_logic.predicates.custom_ops.LambdaOp attribute) (hybrid_learning.fuzzy_logic.quantifiers.AbstractTorchOrNumpyQuantifier attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.BoolTorchOrNumpyOperation attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.NOT attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.OR attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.fuzzy_common.NOT attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.OR attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.OR attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.OR attribute)

INDEX_CSV_FILE (hybrid_learning.datasets.custom.broden.BrodenHandle attribute) info (hybrid_learning.datasets.base.DataTriple property) init() (hybrid_learning.concepts.train_eval.base_handles.resettable_optimizer.ResettableOptimizer method) insert() (hybrid_learning.datasets.caching.CacheCascade method) (hybrid_learning.datasets.transforms.common.Compose method) (hybrid_learning.fuzzy_logic.logic_base.logic.Logic method) intersect_conv (hybrid_learning.datasets.transforms.encoder.BatchIntersectEncode2D attribute) IntersectDecode (class in hybrid_learning.datasets.transforms.image_transforms) IntersectEncode (class in hybrid_learning.datasets.transforms.image_transforms) IoU (class in hybrid_learning.concepts.train_eval.kpis.batch_kpis) iou_threshold (hybrid_learning.datasets.transforms.image_transforms.ToBBoxes attribute) IoUEncode (class in hybrid_learning.datasets.transforms.image_transforms) IoUWith (class in hybrid_learning.fuzzy_logic.predicates.custom_ops) IS_COMMUTATIVE (hybrid_learning.fuzzy_logic.logic_base.connectives.AbstractAND attribute) (hybrid_learning.fuzzy_logic.logic_base.connectives.AbstractOR attribute) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge attribute) (hybrid_learning.fuzzy_logic.predicates.custom_ops.IoUWith attribute) is_normal_form() (hybrid_learning.fuzzy_logic.logic_base.parsing.FormulaParser method) is_pure() (hybrid_learning.fuzzy_logic.logic_base.logic.Logic method) (hybrid_learning.fuzzy_logic.logic_base.parsing.FormulaParser method) is_sparse_smaller() (hybrid_learning.datasets.transforms.image_transforms.ToTensor class method) is_variadic (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge property) IsPartOfA (class in hybrid_learning.fuzzy_logic.predicates.custom_ops) items() (hybrid_learning.concepts.analysis.results.AnalysisResult method) (hybrid_learning.datasets.base.DataTriple method)

J

JPGCache (class in hybrid_learning.datasets.caching)

K

keep_dims (hybrid_learning.fuzzy_logic.predicates.custom_ops.AbstractFuzzyIntersect attribute) keep_keys (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge attribute) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.TorchOperation attribute) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.TorchOrNumpyOperation attribute) (hybrid_learning.fuzzy_logic.predicates.custom_ops.LambdaOp attribute) (hybrid_learning.fuzzy_logic.quantifiers.AbstractTorchOrNumpyQuantifier attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.BoolTorchOrNumpyOperation attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.NOT attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.OR attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.fuzzy_common.NOT attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.OR attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.OR attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.OR attribute)

kernel_size (hybrid_learning.concepts.models.concept_models.concept_detection.ConceptDetectionModel2D property) (hybrid_learning.concepts.models.embeddings.ConceptEmbedding attribute) (hybrid_learning.datasets.transforms.encoder.BatchBoxBloat property) (hybrid_learning.datasets.transforms.encoder.BatchConvOp property) (hybrid_learning.datasets.transforms.encoder.BatchWindowOp property) (hybrid_learning.datasets.transforms.image_transforms.ConvOpWrapper property) (hybrid_learning.fuzzy_logic.predicates.custom_ops.AllNeighbors property) (hybrid_learning.fuzzy_logic.predicates.custom_ops.IsPartOfA property) keypoints_to_lengths() (in module hybrid_learning.datasets.custom.person_size_estimation) KeypointsDataset (class in hybrid_learning.datasets.custom.coco.keypoints_dataset) KeypointsDatasetWithDesc (class in hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers) keys (hybrid_learning.datasets.caching.CacheDict attribute) keys() (hybrid_learning.concepts.train_eval.callbacks.Callback method) (hybrid_learning.datasets.base.DataTriple method) kpi_fns (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle property)

L

LABEL_CSV_FILE (hybrid_learning.datasets.custom.broden.BrodenHandle attribute) label_info_for() (hybrid_learning.datasets.custom.broden.BrodenHandle static method) label_thresh (hybrid_learning.concepts.train_eval.kpis.batch_kpis.AbstractIoUMetric attribute) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.IoU attribute) labels (hybrid_learning.datasets.custom.broden.BrodenHandle attribute) Lambda (class in hybrid_learning.datasets.transforms.common) LambdaOp (class in hybrid_learning.fuzzy_logic.predicates.custom_ops) layer_id (hybrid_learning.concepts.models.concept_models.concept_detection.ConceptDetectionModel2D property) layer_infos (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis attribute) lazy_format() (in module hybrid_learning.datasets.transforms.common) LEFT_ANKLE (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) LEFT_ARM (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) LEFT_EAR (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) LEFT_ELBOW (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) LEFT_EYE (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) LEFT_FOOT (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) LEFT_HAND (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) LEFT_HIP (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) LEFT_KNEE (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) LEFT_LEG (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) LEFT_LOWER_ARM (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) LEFT_LOWER_LEG (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) LEFT_SHOULDER (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) LEFT_UPPER_ARM (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) LEFT_UPPER_LEG (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) LEFT_WRIST (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) lengths_to_body_size() (in module hybrid_learning.datasets.custom.person_size_estimation) license_mapping (hybrid_learning.datasets.custom.coco.base.COCODataset property) load() (hybrid_learning.concepts.analysis.results.AnalysisResult class method) (hybrid_learning.concepts.analysis.results.BestEmbeddingResult class method) (hybrid_learning.concepts.analysis.results.ResultsHandle class method) (hybrid_learning.concepts.models.embeddings.ConceptEmbedding class method) (hybrid_learning.datasets.caching.Cache method) (hybrid_learning.datasets.caching.CacheCascade method) (hybrid_learning.datasets.caching.CacheDict method) (hybrid_learning.datasets.caching.CacheTuple method) (hybrid_learning.datasets.caching.DictCache method) (hybrid_learning.datasets.caching.FileCache method) (hybrid_learning.datasets.caching.NoCache method) (hybrid_learning.datasets.caching.TensorDictCache method) load_ann() (hybrid_learning.datasets.custom.broden.BrodenHandle method) load_annotations_table() (hybrid_learning.datasets.custom.broden.BrodenHandle class method) load_anns() (hybrid_learning.datasets.custom.broden.BrodenHandle method)

load_batch() (hybrid_learning.datasets.caching.Cache method) load_file() (hybrid_learning.datasets.caching.FileCache method) (hybrid_learning.datasets.caching.JPGCache method) (hybrid_learning.datasets.caching.NPYCache method) (hybrid_learning.datasets.caching.NPZCache method) (hybrid_learning.datasets.caching.PTCache method) load_image() (hybrid_learning.datasets.activations_handle.ActivationDatasetWrapper method) load_orig_and_masks() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval) load_orig_image() (hybrid_learning.datasets.custom.coco.base.COCODataset method) load_orig_mask() (hybrid_learning.datasets.custom.coco.mask_dataset.ConceptDataset method) loader() (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle method) (in module hybrid_learning.concepts.train_eval.train_eval_funs) log_dir (hybrid_learning.concepts.train_eval.callbacks.CsvLoggingCallback attribute) (hybrid_learning.concepts.train_eval.callbacks.TensorboardLogger attribute) log_level (hybrid_learning.concepts.train_eval.callbacks.LoggingCallback attribute) log_per_batch (hybrid_learning.concepts.train_eval.callbacks.LoggingCallback attribute) log_sample_inputs (hybrid_learning.concepts.train_eval.callbacks.TensorboardLogger attribute) log_sample_targets (hybrid_learning.concepts.train_eval.callbacks.TensorboardLogger attribute) logger (hybrid_learning.concepts.train_eval.callbacks.LoggingCallback attribute) LoggingCallback (class in hybrid_learning.concepts.train_eval.callbacks) Logic (class in hybrid_learning.fuzzy_logic.logic_base.logic) logic (hybrid_learning.fuzzy_logic.logic_base.parsing.FormulaParser attribute) Logic (in module hybrid_learning.fuzzy_logic.tnorm_connectives.boolean) (in module hybrid_learning.fuzzy_logic.tnorm_connectives.goedel) (in module hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz) (in module hybrid_learning.fuzzy_logic.tnorm_connectives.product) logic_by_name() (in module hybrid_learning.fuzzy_logic) logical_() (hybrid_learning.fuzzy_logic.logic_base.logic.Logic method) logical_and (hybrid_learning.fuzzy_logic.predicates.custom_ops.AbstractFuzzyIntersect attribute) (hybrid_learning.fuzzy_logic.predicates.custom_ops.IsPartOfA attribute) logical_or (hybrid_learning.experimentation.model_registry.custom_model_postproc.efficientdet_extension.EfficientDetToSegMask attribute) (hybrid_learning.experimentation.model_registry.custom_model_postproc.mask_rcnn_extensions.MaskRCNNToSegMask attribute) (hybrid_learning.fuzzy_logic.predicates.custom_ops.AbstractFuzzyIntersect attribute) loss_fn (hybrid_learning.concepts.models.concept_models.concept_segmentation.ConceptSegmentation2DTrainTestHandle attribute) (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle attribute) LOSS_KEY (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle attribute) losses (hybrid_learning.concepts.train_eval.kpis.batch_kpis.WeightedLossSum attribute) low_bound (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.CalibrationCurve attribute) LowerEqualsThan (class in hybrid_learning.fuzzy_logic.predicates.arithmetic) LowerThan (class in hybrid_learning.fuzzy_logic.predicates.arithmetic) lr (hybrid_learning.concepts.train_eval.base_handles.resettable_optimizer.ResettableOptimizer property) lr_scheduler (hybrid_learning.concepts.train_eval.base_handles.resettable_optimizer.ResettableOptimizer attribute) LukasiewiczLogic (class in hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz)

M

main_model (hybrid_learning.concepts.models.concept_models.concept_detection.ConceptDetectionModel2D property) main_model_stump (hybrid_learning.concepts.models.concept_models.concept_detection.ConceptDetectionModel2D property) mask_cache() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers) mask_dims (hybrid_learning.fuzzy_logic.predicates.custom_ops.AbstractFuzzyIntersect attribute) mask_exists() (hybrid_learning.datasets.custom.coco.mask_dataset.ConceptDataset method) mask_filepath() (hybrid_learning.datasets.custom.coco.mask_dataset.ConceptDataset method) (hybrid_learning.datasets.custom.fasseg.FASSEGHandle method) MASK_RCNN_LAYERS (in module hybrid_learning.experimentation.ca_exp_eval) mask_size (hybrid_learning.datasets.custom.coco.mask_dataset.ConceptDataset attribute) MaskRCNNBoxToSegMask (class in hybrid_learning.experimentation.model_registry.custom_model_postproc.mask_rcnn_extensions) MaskRCNNLoss (class in hybrid_learning.concepts.train_eval.kpis.batch_kpis) MaskRCNNToSegMask (class in hybrid_learning.experimentation.model_registry.custom_model_postproc.mask_rcnn_extensions) masks_root (hybrid_learning.datasets.custom.coco.mask_dataset.ConceptDataset attribute) MASKS_ROOT_ROOT (hybrid_learning.datasets.custom.coco.heatmap_dataset.HeatmapDataset attribute) (hybrid_learning.datasets.custom.coco.mask_dataset.ConceptDataset attribute) matrix (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ConfusionMatrix attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.F1Score attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.NegativePredictiveValue attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Precision attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Recall attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Specificity attribute) max_prob (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ECE attribute) Maximum (class in hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) Mean (class in hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) mean (hybrid_learning.concepts.train_eval.kpis.batch_kpis.BatchReduction attribute) mean() (hybrid_learning.concepts.models.embeddings.ConceptEmbedding class method) MEAN_ANGLE (hybrid_learning.concepts.analysis.analysis_handle.EmbeddingReduction attribute) mean_by_angle() (hybrid_learning.concepts.models.embeddings.ConceptEmbedding class method) mean_by_distance() (hybrid_learning.concepts.models.embeddings.ConceptEmbedding class method) MEAN_DIST (hybrid_learning.concepts.analysis.analysis_handle.EmbeddingReduction attribute) MEAN_NORMALIZED_DIST (hybrid_learning.concepts.analysis.analysis_handle.EmbeddingReduction attribute) mean_proportion_pos_px() (in module hybrid_learning.datasets.data_visualization) Merge (class in hybrid_learning.fuzzy_logic.logic_base.merge_operation) merge_class (hybrid_learning.fuzzy_logic.logic_base.merge_operation.MergeBuilder attribute) merge_to_overview() (in module hybrid_learning.experimentation.ca_exp_eval) MergeBuilder (class in hybrid_learning.fuzzy_logic.logic_base.merge_operation) meta_info (hybrid_learning.concepts.models.embeddings.ConceptEmbedding attribute) metric_fns (hybrid_learning.concepts.models.concept_models.concept_segmentation.ConceptSegmentation2DTrainTestHandle attribute) (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle attribute) min_delta (hybrid_learning.concepts.train_eval.base_handles.early_stopping.EarlyStoppingHandle attribute) min_score (hybrid_learning.experimentation.model_registry.custom_model_postproc.mask_rcnn_extensions.MaskRCNNToSegMask attribute) Minimum (class in hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) mode (hybrid_learning.datasets.caching.JPGCache attribute) (hybrid_learning.datasets.transforms.dict_transforms.SameSizeTensorValues attribute) model (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis attribute) (hybrid_learning.concepts.models.concept_models.concept_segmentation.ConceptSegmentation2DTrainTestHandle attribute) (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle attribute) model_hash() (in module hybrid_learning.concepts.analysis.analysis_handle) ModelExtender (class in hybrid_learning.concepts.models.model_extension) ModelStump (class in hybrid_learning.concepts.models.model_extension) module hybrid_learning.concepts hybrid_learning.concepts.analysis hybrid_learning.concepts.analysis.analysis_handle hybrid_learning.concepts.analysis.results hybrid_learning.concepts.analysis.visualization hybrid_learning.concepts.concepts hybrid_learning.concepts.models hybrid_learning.concepts.models.concept_models hybrid_learning.concepts.models.concept_models.concept_classification hybrid_learning.concepts.models.concept_models.concept_detection hybrid_learning.concepts.models.concept_models.concept_segmentation hybrid_learning.concepts.models.embeddings hybrid_learning.concepts.models.model_extension hybrid_learning.concepts.train_eval hybrid_learning.concepts.train_eval.base_handles hybrid_learning.concepts.train_eval.base_handles.early_stopping hybrid_learning.concepts.train_eval.base_handles.resettable_optimizer hybrid_learning.concepts.train_eval.base_handles.train_test_handle hybrid_learning.concepts.train_eval.callbacks hybrid_learning.concepts.train_eval.hessian hybrid_learning.concepts.train_eval.kpis hybrid_learning.concepts.train_eval.kpis.aggregating_kpis hybrid_learning.concepts.train_eval.kpis.batch_kpis hybrid_learning.concepts.train_eval.train_eval_funs hybrid_learning.datasets hybrid_learning.datasets.activations_handle hybrid_learning.datasets.base hybrid_learning.datasets.caching hybrid_learning.datasets.custom hybrid_learning.datasets.custom.broden hybrid_learning.datasets.custom.coco hybrid_learning.datasets.custom.coco.base hybrid_learning.datasets.custom.coco.body_parts hybrid_learning.datasets.custom.coco.heatmap_dataset hybrid_learning.datasets.custom.coco.keypoints_dataset hybrid_learning.datasets.custom.coco.keypoints_processing hybrid_learning.datasets.custom.coco.mask_dataset hybrid_learning.datasets.custom.fasseg hybrid_learning.datasets.custom.person_size_estimation hybrid_learning.datasets.data_visualization hybrid_learning.datasets.transforms hybrid_learning.datasets.transforms.common hybrid_learning.datasets.transforms.dict_transforms hybrid_learning.datasets.transforms.encoder hybrid_learning.datasets.transforms.image_transforms hybrid_learning.datasets.transforms.tuple_transforms hybrid_learning.experimentation hybrid_learning.experimentation.ca_exp_eval hybrid_learning.experimentation.exp_eval_common hybrid_learning.experimentation.fuzzy_exp hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_vis hybrid_learning.experimentation.model_registry hybrid_learning.experimentation.model_registry.custom_model_postproc hybrid_learning.experimentation.model_registry.custom_model_postproc.efficientdet_extension hybrid_learning.experimentation.model_registry.custom_model_postproc.mask_rcnn_extensions hybrid_learning.experimentation.model_registry.custom_model_postproc.models_common hybrid_learning.experimentation.model_registry.fuzzy_exp_models hybrid_learning.experimentation.model_registry.model_registry hybrid_learning.fuzzy_logic hybrid_learning.fuzzy_logic.logic_base hybrid_learning.fuzzy_logic.logic_base.connectives hybrid_learning.fuzzy_logic.logic_base.logic hybrid_learning.fuzzy_logic.logic_base.merge_operation hybrid_learning.fuzzy_logic.logic_base.parsing hybrid_learning.fuzzy_logic.predicates hybrid_learning.fuzzy_logic.predicates.arithmetic hybrid_learning.fuzzy_logic.predicates.custom_ops hybrid_learning.fuzzy_logic.quantifiers hybrid_learning.fuzzy_logic.tnorm_connectives hybrid_learning.fuzzy_logic.tnorm_connectives.boolean hybrid_learning.fuzzy_logic.tnorm_connectives.fuzzy_common hybrid_learning.fuzzy_logic.tnorm_connectives.goedel hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz hybrid_learning.fuzzy_logic.tnorm_connectives.product

MOUTH (hybrid_learning.datasets.custom.fasseg.FASSEGParts attribute)

N

n_bins (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ApproximateStdDev attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ApproximateVariance attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ECE attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Histogram attribute) name (hybrid_learning.concepts.concepts.Concept attribute) (hybrid_learning.concepts.concepts.SegmentationConcept2D attribute) (hybrid_learning.datasets.custom.broden.BrodenLabel attribute) name_registrations (hybrid_learning.concepts.models.model_extension.ModelExtender property) neg_pixel_prop() (in module hybrid_learning.datasets.data_visualization) NegativePredictiveValue (class in hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) Net2VecLoss (class in hybrid_learning.concepts.train_eval.kpis.batch_kpis) new() (hybrid_learning.concepts.concepts.Concept class method) nll_fn (hybrid_learning.concepts.models.concept_models.concept_segmentation.ConceptSegmentation2DTrainTestHandle attribute) (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle attribute) NLL_KEY (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle attribute) nms_bloating (hybrid_learning.datasets.transforms.encoder.BatchBoxBloat attribute) (hybrid_learning.datasets.transforms.encoder.BatchPeakDetection attribute) NoCache (class in hybrid_learning.datasets.caching) NoGrad (class in hybrid_learning.datasets.transforms.image_transforms) normal_vec (hybrid_learning.concepts.models.embeddings.ConceptEmbedding property) normal_vec_name (hybrid_learning.concepts.models.embeddings.ConceptEmbedding attribute) normalize() (hybrid_learning.concepts.models.embeddings.ConceptEmbedding method) normalize_by (hybrid_learning.datasets.transforms.encoder.BatchIntersectEncode2D attribute) NOSE (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) (hybrid_learning.datasets.custom.fasseg.FASSEGParts attribute) NOT (class in hybrid_learning.fuzzy_logic.tnorm_connectives.boolean) (class in hybrid_learning.fuzzy_logic.tnorm_connectives.fuzzy_common) NPYCache (class in hybrid_learning.datasets.caching)

NPZCache (class in hybrid_learning.datasets.caching) num_pixels (hybrid_learning.datasets.transforms.image_transforms.BinarizeByQuantile attribute) num_runs (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis property) num_val_splits (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis attribute) num_workers (hybrid_learning.concepts.models.concept_models.concept_segmentation.ConceptSegmentation2DTrainTestHandle attribute) (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle attribute) number (hybrid_learning.datasets.custom.broden.BrodenLabel attribute) numpy_operation() (hybrid_learning.fuzzy_logic.logic_base.merge_operation.TorchOrNumpyOperation static method) (hybrid_learning.fuzzy_logic.predicates.arithmetic.Equals static method) (hybrid_learning.fuzzy_logic.predicates.arithmetic.GreaterEqualsThan static method) (hybrid_learning.fuzzy_logic.predicates.arithmetic.GreaterThan static method) (hybrid_learning.fuzzy_logic.predicates.arithmetic.LowerEqualsThan static method) (hybrid_learning.fuzzy_logic.predicates.arithmetic.LowerThan static method) (hybrid_learning.fuzzy_logic.quantifiers.AbstractTorchOrNumpyQuantifier method) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.BoolTorchOrNumpyOperation method) (hybrid_learning.fuzzy_logic.tnorm_connectives.fuzzy_common.NOT static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.AND static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.IMPLIEDBY static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.IMPLIES static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.OR static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.AND static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.IMPLIEDBY static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.IMPLIES static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.OR static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.AND static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.IMPLIEDBY static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.IMPLIES static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.OR class method) numpy_reduction_by_key() (hybrid_learning.fuzzy_logic.quantifiers.AbstractTorchOrNumpyQuantifier static method)

O

obj (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.FormulaIDInfo attribute) OBJ_KEY (hybrid_learning.datasets.caching.NPZCache attribute) OnAll (class in hybrid_learning.datasets.transforms.tuple_transforms) OnBothSides (class in hybrid_learning.datasets.transforms.tuple_transforms) OnIndex (class in hybrid_learning.datasets.transforms.tuple_transforms) OnInput (class in hybrid_learning.datasets.transforms.tuple_transforms) only_class (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ECE attribute) only_two_tuples (hybrid_learning.datasets.transforms.tuple_transforms.SameSize attribute) OnTarget (class in hybrid_learning.datasets.transforms.tuple_transforms) OnValues (class in hybrid_learning.datasets.transforms.dict_transforms) op() (hybrid_learning.fuzzy_logic.logic_base.logic.Logic method) operation() (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge method) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.TorchOperation method) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.TorchOrNumpyOperation method) (hybrid_learning.fuzzy_logic.predicates.custom_ops.LambdaOp method) operation_keys (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge property) operators (hybrid_learning.fuzzy_logic.logic_base.logic.Logic attribute) optimizer (hybrid_learning.concepts.models.concept_models.concept_segmentation.ConceptSegmentation2DTrainTestHandle attribute) (hybrid_learning.concepts.train_eval.base_handles.resettable_optimizer.ResettableOptimizer attribute) (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle attribute) OR (class in hybrid_learning.fuzzy_logic.tnorm_connectives.boolean) (class in hybrid_learning.fuzzy_logic.tnorm_connectives.goedel) (class in hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz) (class in hybrid_learning.fuzzy_logic.tnorm_connectives.product) OTHER_KPI_NAME (hybrid_learning.concepts.train_eval.callbacks.CsvLoggingCallback attribute) out_key (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge attribute) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.TorchOperation attribute) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.TorchOrNumpyOperation attribute) (hybrid_learning.fuzzy_logic.predicates.custom_ops.LambdaOp attribute) (hybrid_learning.fuzzy_logic.quantifiers.AbstractTorchOrNumpyQuantifier attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.BoolTorchOrNumpyOperation attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.NOT attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.OR attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.fuzzy_common.NOT attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.OR attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.OR attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.OR attribute)

output_size() (in module hybrid_learning.concepts.models.model_extension) output_sizes() (in module hybrid_learning.concepts.models.model_extension) output_thresh (hybrid_learning.concepts.train_eval.kpis.batch_kpis.AbstractIoUMetric attribute) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.IoU attribute) overwrite (hybrid_learning.concepts.train_eval.callbacks.CsvLoggingCallback attribute) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge attribute) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.TorchOperation attribute) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.TorchOrNumpyOperation attribute) (hybrid_learning.fuzzy_logic.predicates.custom_ops.LambdaOp attribute) (hybrid_learning.fuzzy_logic.quantifiers.AbstractTorchOrNumpyQuantifier attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.BoolTorchOrNumpyOperation attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.NOT attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.OR attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.fuzzy_common.NOT attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.OR attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.OR attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.OR attribute)

P

PackMask (class in hybrid_learning.datasets.transforms.tuple_transforms) pad_and_resize() (in module hybrid_learning.datasets.transforms.image_transforms) pad_and_scale_annotation() (in module hybrid_learning.datasets.custom.coco.keypoints_processing) pad_to_ratio() (in module hybrid_learning.datasets.transforms.image_transforms) PadAndResize (class in hybrid_learning.datasets.transforms.image_transforms) PadAndScaleAnnotatedImg (class in hybrid_learning.datasets.custom.coco.keypoints_dataset) padding (hybrid_learning.concepts.models.concept_models.concept_detection.ConceptDetectionModel2D attribute) (hybrid_learning.concepts.models.concept_models.concept_segmentation.ConceptSegmentationModel2D attribute) (hybrid_learning.datasets.transforms.encoder.BatchBoxBloat attribute) (hybrid_learning.datasets.transforms.encoder.BatchIntersectDecode2D attribute) (hybrid_learning.datasets.transforms.encoder.BatchIntersectEncode2D attribute) padding_for_ratio() (in module hybrid_learning.datasets.transforms.image_transforms) pairwise_cosines() (in module hybrid_learning.concepts.analysis.visualization) parse() (hybrid_learning.fuzzy_logic.logic_base.parsing.FormulaParser method) parse_label() (hybrid_learning.datasets.custom.broden.BrodenHandle method) parser() (hybrid_learning.fuzzy_logic.logic_base.logic.Logic method) part (hybrid_learning.datasets.custom.fasseg.FASSEGHandle attribute) part_name (hybrid_learning.datasets.custom.fasseg.FASSEGHandle property) patience (hybrid_learning.concepts.train_eval.base_handles.early_stopping.EarlyStoppingHandle attribute) person_has_rel_size() (in module hybrid_learning.datasets.custom.coco.keypoints_processing) plot_best_iou_comparison() (in module hybrid_learning.experimentation.ca_exp_eval) plot_best_ious_wt_std() (in module hybrid_learning.experimentation.ca_exp_eval) plot_curve() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_vis) plot_metric() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_vis) plot_overview() (in module hybrid_learning.experimentation.ca_exp_eval) plot_overview_for_concept() (in module hybrid_learning.experimentation.ca_exp_eval) plot_summaries() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_vis) post_thresholder (hybrid_learning.datasets.transforms.image_transforms.IntersectDecode attribute) (hybrid_learning.datasets.transforms.image_transforms.IntersectEncode attribute) (hybrid_learning.datasets.transforms.image_transforms.IoUEncode attribute) (hybrid_learning.datasets.transforms.image_transforms.WithThresh attribute) pre_thresholder (hybrid_learning.datasets.transforms.image_transforms.IntersectDecode attribute) (hybrid_learning.datasets.transforms.image_transforms.IntersectEncode attribute) (hybrid_learning.datasets.transforms.image_transforms.IoUEncode attribute) (hybrid_learning.datasets.transforms.image_transforms.WithThresh attribute)

Precision (class in hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) PrecisionRecallCurve (class in hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) predicates (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.FormulaEvaluator attribute) predicates_cache (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.FormulaEvaluator attribute) predicates_cache_for() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers) predict_laplace() (in module hybrid_learning.concepts.train_eval.train_eval_funs) prefix_by() (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle class method) pretty_op_symb (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge property) pretty_spec (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.FormulaIDInfo attribute) prob_sum (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.CalibrationCurve attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ECE attribute) process_seg_mask() (hybrid_learning.datasets.custom.broden.BrodenHandle method) ProductLogic (class in hybrid_learning.fuzzy_logic.tnorm_connectives.product) ProgressBarUpdater (class in hybrid_learning.concepts.train_eval.callbacks) proto_shape (hybrid_learning.datasets.transforms.encoder.BatchConvOp property) (hybrid_learning.datasets.transforms.encoder.BatchIntersectDecode2D property) (hybrid_learning.datasets.transforms.encoder.BatchIntersectEncode2D property) (hybrid_learning.datasets.transforms.encoder.BatchIoUEncode2D property) (hybrid_learning.datasets.transforms.image_transforms.ConvOpWrapper property) prune() (hybrid_learning.datasets.custom.broden.BrodenHandle method) pt_radius (hybrid_learning.datasets.custom.coco.mask_dataset.ConceptDataset attribute) PTCache (class in hybrid_learning.datasets.caching) put() (hybrid_learning.datasets.caching.Cache method) (hybrid_learning.datasets.caching.CacheCascade method) (hybrid_learning.datasets.caching.CacheDict method) (hybrid_learning.datasets.caching.CacheTuple method) (hybrid_learning.datasets.caching.DictCache method) (hybrid_learning.datasets.caching.FileCache method) (hybrid_learning.datasets.caching.NoCache method) (hybrid_learning.datasets.caching.TensorDictCache method) put_batch() (hybrid_learning.datasets.caching.Cache method) put_file() (hybrid_learning.datasets.caching.FileCache method) (hybrid_learning.datasets.caching.JPGCache method) (hybrid_learning.datasets.caching.NPYCache method) (hybrid_learning.datasets.caching.NPZCache method) (hybrid_learning.datasets.caching.PTCache method)

Q

quantile (hybrid_learning.datasets.transforms.image_transforms.BinarizeByQuantile attribute)

R

raw_anns() (hybrid_learning.datasets.custom.coco.base.COCODataset method) recalc_formula_masks() (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval.ResultsIterator method) (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval) recalc_predicate_masks() (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval.ResultsIterator method) Recall (class in hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) RecursiveLambda (class in hybrid_learning.datasets.transforms.image_transforms) ReduceTuple (class in hybrid_learning.datasets.transforms.tuple_transforms) reduction (hybrid_learning.concepts.train_eval.kpis.batch_kpis.AbstractIoULoss attribute) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.BalancedBCELoss attribute) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.IoU attribute) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.Net2VecLoss attribute) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.TverskyLoss attribute) (hybrid_learning.datasets.transforms.tuple_transforms.ReduceTuple attribute) (hybrid_learning.fuzzy_logic.quantifiers.AbstractQuantifier attribute) reduction() (hybrid_learning.fuzzy_logic.quantifiers.AbstractTorchOrNumpyQuantifier method) reduction_by_op() (hybrid_learning.fuzzy_logic.quantifiers.AbstractTorchOrNumpyQuantifier static method) register_all_model_builders() (in module hybrid_learning.experimentation.model_registry.fuzzy_exp_models) register_extension() (hybrid_learning.concepts.models.model_extension.ModelExtender method) register_extensions() (hybrid_learning.concepts.models.model_extension.ModelExtender method) register_model_builder() (in module hybrid_learning.experimentation.model_registry.model_registry) register_submodule() (hybrid_learning.concepts.models.model_extension.HooksHandle method) (hybrid_learning.concepts.models.model_extension.ModelStump method) registered_model_keys() (in module hybrid_learning.experimentation.model_registry.model_registry) registered_submodules (hybrid_learning.concepts.models.model_extension.HooksHandle property) rel_size (hybrid_learning.concepts.concepts.SegmentationConcept2D attribute) remove() (hybrid_learning.datasets.caching.CacheCascade method) remove_callback() (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle method) replace_none (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge attribute) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.TorchOperation attribute) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.TorchOrNumpyOperation attribute) (hybrid_learning.fuzzy_logic.predicates.custom_ops.LambdaOp attribute) (hybrid_learning.fuzzy_logic.quantifiers.AbstractTorchOrNumpyQuantifier attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.BoolTorchOrNumpyOperation attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.NOT attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.OR attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.fuzzy_common.NOT attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.OR attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.OR attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.OR attribute)

require_stop (hybrid_learning.concepts.train_eval.base_handles.early_stopping.EarlyStoppingHandle attribute) requires_grad (hybrid_learning.datasets.transforms.image_transforms.ToActMap attribute) (hybrid_learning.datasets.transforms.image_transforms.ToTensor attribute) reset() (hybrid_learning.concepts.train_eval.base_handles.early_stopping.EarlyStoppingHandle method) (hybrid_learning.concepts.train_eval.base_handles.resettable_optimizer.ResettableOptimizer method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.AggregatingKpi method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.CalibrationCurve method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ConfusionMatrix method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ECE method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Extremum method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Histogram method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Mean method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.PrecisionRecallCurve method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.SetIoU method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.SetIoUThresholdCurve method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Variance method) reset_kpis() (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle method) reset_optimizer() (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle method) reset_parameters() (hybrid_learning.concepts.models.concept_models.concept_detection.ConceptDetectionModel2D method) reset_training_handles() (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle method) ResettableOptimizer (class in hybrid_learning.concepts.train_eval.base_handles.resettable_optimizer) resize() (in module hybrid_learning.datasets.transforms.image_transforms) resize_to_index (hybrid_learning.datasets.transforms.tuple_transforms.SameSize attribute) restrict_to_used_constants() (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.FormulaEvaluator method) RestrictDict (class in hybrid_learning.datasets.transforms.dict_transforms) result_for() (hybrid_learning.concepts.analysis.results.AnalysisResult method) results (hybrid_learning.concepts.analysis.results.AnalysisResult attribute) (hybrid_learning.concepts.analysis.results.BestEmbeddingResult attribute) ResultsHandle (class in hybrid_learning.concepts.analysis.results) ResultsIterator (class in hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval) return_none_if (hybrid_learning.datasets.caching.CacheTuple attribute) return_orig_out (hybrid_learning.concepts.models.model_extension.ModelExtender attribute) RIGHT_ANKLE (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) RIGHT_ARM (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) RIGHT_EAR (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) RIGHT_ELBOW (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) RIGHT_EYE (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) RIGHT_FOOT (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) RIGHT_HAND (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) RIGHT_HIP (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) RIGHT_KNEE (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) RIGHT_LEG (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) RIGHT_LOWER_ARM (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) RIGHT_LOWER_LEG (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) RIGHT_SHOULDER (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) RIGHT_UPPER_ARM (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) RIGHT_UPPER_LEG (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) RIGHT_WRIST (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) run_callbacks() (in module hybrid_learning.concepts.train_eval.callbacks)

S

same_padding() (in module hybrid_learning.datasets.transforms.encoder) SameSize (class in hybrid_learning.datasets.transforms.tuple_transforms) SameSizeTensorValues (class in hybrid_learning.datasets.transforms.dict_transforms) save() (hybrid_learning.concepts.analysis.results.AnalysisResult method) (hybrid_learning.concepts.analysis.results.BestEmbeddingResult method) (hybrid_learning.concepts.analysis.results.ResultsHandle method) (hybrid_learning.concepts.models.embeddings.ConceptEmbedding method) save_annotations_table() (hybrid_learning.datasets.custom.broden.BrodenHandle method) save_division() (in module hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) save_image() (hybrid_learning.datasets.caching.JPGCache static method) save_mask() (hybrid_learning.datasets.custom.coco.mask_dataset.ConceptDataset method) save_metrics_to() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers) scale() (hybrid_learning.concepts.models.embeddings.ConceptEmbedding method) scaling_factor (hybrid_learning.concepts.models.embeddings.ConceptEmbedding attribute) second_stage_train() (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle method) (in module hybrid_learning.concepts.train_eval.train_eval_funs) SEG_CATS (hybrid_learning.datasets.custom.broden.BrodenHandle attribute) SEGMENTATION (hybrid_learning.concepts.concepts.ConceptTypes attribute) SegmentationConcept2D (class in hybrid_learning.concepts.concepts) selected_key (hybrid_learning.datasets.transforms.dict_transforms.FlattenDict attribute) selected_keys (hybrid_learning.datasets.transforms.dict_transforms.RestrictDict attribute) SetIoU (class in hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) SetIoUThresholdCurve (class in hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) setting_defaults (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge property) (hybrid_learning.fuzzy_logic.predicates.custom_ops.AbstractFuzzyIntersect property) (hybrid_learning.fuzzy_logic.predicates.custom_ops.AllNeighbors property) (hybrid_learning.fuzzy_logic.predicates.custom_ops.IsPartOfA property) (hybrid_learning.fuzzy_logic.predicates.custom_ops.LambdaOp property) (hybrid_learning.fuzzy_logic.quantifiers.AbstractQuantifier property) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.BoolTorchOrNumpyOperation property) settings (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis property) (hybrid_learning.concepts.concepts.Concept property) (hybrid_learning.concepts.concepts.SegmentationConcept2D property) (hybrid_learning.concepts.models.concept_models.concept_detection.ConceptDetectionModel2D property) (hybrid_learning.concepts.models.embeddings.ConceptEmbedding property) (hybrid_learning.concepts.train_eval.base_handles.early_stopping.EarlyStoppingHandle property) (hybrid_learning.concepts.train_eval.base_handles.resettable_optimizer.ResettableOptimizer property) (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle property) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.AbstractIoULoss property) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.AbstractIoUMetric property) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.BalancedBCELoss property) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.BalancedPenaltyReducedFocalLoss property) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.IoU property) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.Net2VecLoss property) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.TverskyLoss property) (hybrid_learning.datasets.base.BaseDataset property) (hybrid_learning.datasets.custom.coco.base.COCODataset property) (hybrid_learning.datasets.custom.coco.keypoints_dataset.PadAndScaleAnnotatedImg property) (hybrid_learning.datasets.custom.coco.mask_dataset.ConceptDataset property) (hybrid_learning.datasets.transforms.common.Compose property) (hybrid_learning.datasets.transforms.common.Lambda property) (hybrid_learning.datasets.transforms.common.Transform property) (hybrid_learning.datasets.transforms.dict_transforms.DictTransform property) (hybrid_learning.datasets.transforms.dict_transforms.DropAnn property) (hybrid_learning.datasets.transforms.dict_transforms.FlattenDict property) (hybrid_learning.datasets.transforms.dict_transforms.OnValues property) (hybrid_learning.datasets.transforms.dict_transforms.RestrictDict property) (hybrid_learning.datasets.transforms.dict_transforms.SameSizeTensorValues property) (hybrid_learning.datasets.transforms.encoder.BatchConvOp property) (hybrid_learning.datasets.transforms.encoder.BatchIntersectEncode2D property) (hybrid_learning.datasets.transforms.encoder.BatchIoUEncode2D property) (hybrid_learning.datasets.transforms.encoder.BatchWindowOp property) (hybrid_learning.datasets.transforms.image_transforms.BatchWiseImageTransform property) (hybrid_learning.datasets.transforms.image_transforms.BinarizeByQuantile property) (hybrid_learning.datasets.transforms.image_transforms.ConvOpWrapper property) (hybrid_learning.datasets.transforms.image_transforms.RecursiveLambda property) (hybrid_learning.datasets.transforms.image_transforms.Threshold property) (hybrid_learning.datasets.transforms.image_transforms.ToActMap property) (hybrid_learning.datasets.transforms.image_transforms.ToBBoxes property) (hybrid_learning.datasets.transforms.image_transforms.ToTensor property) (hybrid_learning.datasets.transforms.image_transforms.WithThresh property) (hybrid_learning.datasets.transforms.tuple_transforms.OnIndex property) (hybrid_learning.datasets.transforms.tuple_transforms.ReduceTuple property) (hybrid_learning.datasets.transforms.tuple_transforms.SameSize property) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge property) (hybrid_learning.fuzzy_logic.predicates.custom_ops.AbstractFuzzyIntersect property) (hybrid_learning.fuzzy_logic.predicates.custom_ops.AllNeighbors property) (hybrid_learning.fuzzy_logic.predicates.custom_ops.IsPartOfA property) (hybrid_learning.fuzzy_logic.predicates.custom_ops.LambdaOp property) (hybrid_learning.fuzzy_logic.quantifiers.AbstractQuantifier property) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.BoolTorchOrNumpyOperation property) settings_to_repr() (in module hybrid_learning.datasets.transforms.common) settings_to_str() (hybrid_learning.datasets.custom.coco.mask_dataset.ConceptDataset class method) SHOULDER (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute)

show_and_save_plot() (in module hybrid_learning.experimentation.exp_eval_common) show_progress_bars (hybrid_learning.concepts.models.concept_models.concept_segmentation.ConceptSegmentation2DTrainTestHandle attribute) (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle attribute) shuffle() (hybrid_learning.datasets.custom.broden.BrodenHandle method) (hybrid_learning.datasets.custom.coco.base.COCODataset method) SKIN (hybrid_learning.datasets.custom.fasseg.FASSEGParts attribute) skip_none (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge attribute) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.TorchOperation attribute) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.TorchOrNumpyOperation attribute) (hybrid_learning.fuzzy_logic.predicates.custom_ops.LambdaOp attribute) (hybrid_learning.fuzzy_logic.quantifiers.AbstractTorchOrNumpyQuantifier attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.BoolTorchOrNumpyOperation attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.NOT attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.OR attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.fuzzy_common.NOT attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.OR attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.OR attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.AND attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.IMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.IMPLIES attribute) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.OR attribute) smooth (hybrid_learning.concepts.train_eval.kpis.batch_kpis.AbstractIoUMetric attribute) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.IoU attribute) (hybrid_learning.datasets.transforms.encoder.BatchIoUEncode2D attribute) smooth_division() (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.SetIoU method) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.AbstractIoUMetric method) (hybrid_learning.datasets.transforms.encoder.BatchIoUEncode2D method) sparse (hybrid_learning.datasets.transforms.image_transforms.ToTensor attribute) spec (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.FormulaIDInfo attribute) Specificity (class in hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) split (hybrid_learning.datasets.base.BaseDataset attribute) (hybrid_learning.datasets.custom.coco.keypoints_dataset.KeypointsDataset attribute) (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.KeypointsDatasetWithDesc attribute) split_dataset() (hybrid_learning.datasets.base.DataTriple static method) split_train_val() (hybrid_learning.datasets.base.DataTriple class method) split_trainval_test() (hybrid_learning.datasets.base.DataTriple class method) stack_tensors() (in module hybrid_learning.fuzzy_logic.logic_base.merge_operation) standard_prune() (hybrid_learning.datasets.custom.broden.BrodenHandle method) StandardDev (class in hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) state_dict (hybrid_learning.concepts.models.embeddings.ConceptEmbedding attribute) std_deviation() (hybrid_learning.concepts.models.embeddings.ConceptEmbedding class method) step() (hybrid_learning.concepts.train_eval.base_handles.early_stopping.EarlyStoppingHandle method) (hybrid_learning.concepts.train_eval.base_handles.resettable_optimizer.ResettableOptimizer method) stump() (hybrid_learning.concepts.models.model_extension.ActivationMapGrabber method) stump_head (hybrid_learning.concepts.models.model_extension.ModelStump property) subset() (hybrid_learning.datasets.custom.coco.base.COCODataset method) SubsetTuple (class in hybrid_learning.datasets.transforms.tuple_transforms) sum (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.StandardDev attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Variance attribute) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.BatchReduction attribute) summarize_exp_stats() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval) summarize_plot_visualize_exp() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_vis) support_factor (hybrid_learning.concepts.models.embeddings.ConceptEmbedding property) SwapTupleArgs (class in hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers) SYMB (hybrid_learning.fuzzy_logic.logic_base.connectives.AbstractAND attribute) (hybrid_learning.fuzzy_logic.logic_base.connectives.AbstractIMPLIEDBY attribute) (hybrid_learning.fuzzy_logic.logic_base.connectives.AbstractIMPLIES attribute) (hybrid_learning.fuzzy_logic.logic_base.connectives.AbstractNOT attribute) (hybrid_learning.fuzzy_logic.logic_base.connectives.AbstractOR attribute) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge attribute) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.MergeBuilder attribute) (hybrid_learning.fuzzy_logic.predicates.arithmetic.Equals attribute) (hybrid_learning.fuzzy_logic.predicates.arithmetic.GreaterEqualsThan attribute) (hybrid_learning.fuzzy_logic.predicates.arithmetic.GreaterThan attribute) (hybrid_learning.fuzzy_logic.predicates.arithmetic.LowerEqualsThan attribute) (hybrid_learning.fuzzy_logic.predicates.arithmetic.LowerThan attribute) (hybrid_learning.fuzzy_logic.predicates.custom_ops.AllNeighbors attribute) (hybrid_learning.fuzzy_logic.predicates.custom_ops.BestIoUWith attribute) (hybrid_learning.fuzzy_logic.predicates.custom_ops.CoveredBy attribute) (hybrid_learning.fuzzy_logic.predicates.custom_ops.IoUWith attribute) (hybrid_learning.fuzzy_logic.predicates.custom_ops.IsPartOfA attribute) (hybrid_learning.fuzzy_logic.quantifiers.ALL attribute) (hybrid_learning.fuzzy_logic.quantifiers.ANY attribute) (hybrid_learning.fuzzy_logic.quantifiers.WHERE attribute) symb_() (hybrid_learning.fuzzy_logic.logic_base.merge_operation.MergeBuilder method) sync_by (hybrid_learning.datasets.caching.CacheCascade attribute)

T

target_class (hybrid_learning.experimentation.model_registry.custom_model_postproc.efficientdet_extension.EfficientDetToSegMask attribute) (hybrid_learning.experimentation.model_registry.custom_model_postproc.mask_rcnn_extensions.MaskRCNNToSegMask attribute) target_thresh (hybrid_learning.concepts.train_eval.kpis.batch_kpis.AbstractIoULoss attribute) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.Net2VecLoss attribute) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.TverskyLoss attribute) TensorboardLogger (class in hybrid_learning.concepts.train_eval.callbacks) TensorDictCache (class in hybrid_learning.datasets.caching) TEST (hybrid_learning.datasets.base.DatasetSplit attribute) test (hybrid_learning.datasets.base.DataTriple property) test_() (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle class method) test_data (hybrid_learning.concepts.concepts.Concept property) test_split (hybrid_learning.datasets.base.DataTriple property) thresh (hybrid_learning.fuzzy_logic.predicates.custom_ops.IsPartOfA property) Threshold (class in hybrid_learning.datasets.transforms.image_transforms) threshold (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.CalibrationCurve attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ConfusionMatrix attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ECE attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.F1Score attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.NegativePredictiveValue attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Precision attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Recall attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Specificity attribute) (hybrid_learning.datasets.transforms.image_transforms.Threshold attribute) threshold_discard (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ECE attribute) to_bool_predicates() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers) to_custom_displayable_masks() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_vis) to_descriptor() (hybrid_learning.concepts.train_eval.callbacks.Callback static method) to_displayable_masks() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_vis) to_embedding() (hybrid_learning.concepts.models.concept_models.concept_detection.ConceptDetectionModel2D method) to_fig_for() (in module hybrid_learning.experimentation.exp_eval_common) to_formula_attrs() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval) to_formula_attrs_str() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval) to_img() (in module hybrid_learning.datasets.data_visualization) to_infix_notation() (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge method) to_keypoint_idxs() (in module hybrid_learning.datasets.custom.coco.keypoints_processing) to_logic_dirs() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_eval) to_masks() (hybrid_learning.datasets.custom.coco.keypoints_dataset.COCOBoxToSegMask method) (hybrid_learning.datasets.custom.coco.keypoints_dataset.COCOSegToSegMask method) to_monochrome_img() (in module hybrid_learning.datasets.data_visualization) to_pandas() (hybrid_learning.concepts.analysis.results.AnalysisResult method) (hybrid_learning.concepts.analysis.results.BestEmbeddingResult method) (hybrid_learning.concepts.analysis.results.ResultsHandle method) to_pos_scaling() (hybrid_learning.concepts.models.embeddings.ConceptEmbedding method) to_pretty_str() (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge method) to_raw_anns() (hybrid_learning.datasets.custom.coco.base.COCODataset method) to_repr() (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge method) to_seg_mask() (hybrid_learning.datasets.custom.broden.BrodenHandle static method) (hybrid_learning.experimentation.model_registry.custom_model_postproc.mask_rcnn_extensions.MaskRCNNBoxToSegMask method) (hybrid_learning.experimentation.model_registry.custom_model_postproc.mask_rcnn_extensions.MaskRCNNToSegMask method) to_sparse() (hybrid_learning.datasets.transforms.image_transforms.ToTensor static method) to_str() (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge method) (hybrid_learning.fuzzy_logic.logic_base.parsing.FormulaParser method) to_tens() (hybrid_learning.datasets.transforms.image_transforms.ToTensor class method) ToActMap (class in hybrid_learning.datasets.transforms.image_transforms) ToBBoxes (class in hybrid_learning.datasets.transforms.image_transforms) ToFixedDims (class in hybrid_learning.datasets.transforms.image_transforms) torch_intersect() (hybrid_learning.fuzzy_logic.predicates.custom_ops.AbstractFuzzyIntersect method) torch_intersect_proportion() (hybrid_learning.fuzzy_logic.predicates.custom_ops.AbstractFuzzyIntersect method) torch_operation() (hybrid_learning.fuzzy_logic.logic_base.merge_operation.TorchOperation static method) (hybrid_learning.fuzzy_logic.predicates.arithmetic.Equals static method) (hybrid_learning.fuzzy_logic.predicates.arithmetic.GreaterEqualsThan static method) (hybrid_learning.fuzzy_logic.predicates.arithmetic.GreaterThan static method) (hybrid_learning.fuzzy_logic.predicates.arithmetic.LowerEqualsThan static method) (hybrid_learning.fuzzy_logic.predicates.arithmetic.LowerThan static method) (hybrid_learning.fuzzy_logic.predicates.custom_ops.AllNeighbors method) (hybrid_learning.fuzzy_logic.predicates.custom_ops.BestIoUWith method) (hybrid_learning.fuzzy_logic.predicates.custom_ops.CoveredBy method) (hybrid_learning.fuzzy_logic.predicates.custom_ops.IoUWith method) (hybrid_learning.fuzzy_logic.predicates.custom_ops.IsPartOfA method) (hybrid_learning.fuzzy_logic.quantifiers.AbstractTorchOrNumpyQuantifier method) (hybrid_learning.fuzzy_logic.quantifiers.WHERE method) (hybrid_learning.fuzzy_logic.tnorm_connectives.boolean.BoolTorchOrNumpyOperation method) (hybrid_learning.fuzzy_logic.tnorm_connectives.fuzzy_common.NOT static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.AND static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.IMPLIEDBY static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.IMPLIES static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.goedel.OR static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.AND static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.IMPLIEDBY static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.IMPLIES static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.lukasiewicz.OR static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.AND static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.IMPLIEDBY static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.IMPLIES static method) (hybrid_learning.fuzzy_logic.tnorm_connectives.product.OR class method) torch_reduction_by_key() (hybrid_learning.fuzzy_logic.quantifiers.AbstractTorchOrNumpyQuantifier static method) torch_union() (hybrid_learning.fuzzy_logic.predicates.custom_ops.AbstractFuzzyIntersect method) TorchOperation (class in hybrid_learning.fuzzy_logic.logic_base.merge_operation)

TorchOrNumpyOperation (class in hybrid_learning.fuzzy_logic.logic_base.merge_operation) TORSO (hybrid_learning.datasets.custom.coco.body_parts.BodyParts attribute) ToTensor (class in hybrid_learning.datasets.transforms.image_transforms) tp_sum (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.CalibrationCurve attribute) trafo (hybrid_learning.datasets.transforms.dict_transforms.OnValues attribute) (hybrid_learning.datasets.transforms.image_transforms.AsBatch attribute) (hybrid_learning.datasets.transforms.image_transforms.IntersectDecode attribute) (hybrid_learning.datasets.transforms.image_transforms.IntersectEncode attribute) (hybrid_learning.datasets.transforms.image_transforms.IoUEncode attribute) (hybrid_learning.datasets.transforms.image_transforms.WithThresh attribute) (hybrid_learning.datasets.transforms.tuple_transforms.ReduceTuple attribute) (hybrid_learning.fuzzy_logic.predicates.custom_ops.LambdaOp attribute) TRAIN (hybrid_learning.datasets.base.DatasetSplit attribute) train (hybrid_learning.datasets.base.DataTriple property) train() (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle method) train_() (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle class method) train_data (hybrid_learning.concepts.concepts.Concept property) train_kpis (hybrid_learning.concepts.train_eval.callbacks.ProgressBarUpdater attribute) train_one_epoch() (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle method) (in module hybrid_learning.concepts.train_eval.train_eval_funs) TRAIN_VAL (hybrid_learning.datasets.base.DatasetSplit attribute) train_val (hybrid_learning.datasets.base.DataTriple property) train_val_args (hybrid_learning.concepts.analysis.analysis_handle.ConceptAnalysis attribute) train_val_data (hybrid_learning.concepts.concepts.Concept property) train_val_one_epoch() (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle method) TrainEvalHandle (class in hybrid_learning.concepts.train_eval.base_handles.train_test_handle) training (hybrid_learning.concepts.models.concept_models.concept_classification.ConceptClassificationModel2D attribute) (hybrid_learning.concepts.models.concept_models.concept_detection.ConceptDetectionModel2D attribute) (hybrid_learning.concepts.models.concept_models.concept_segmentation.ConceptSegmentationModel2D attribute) (hybrid_learning.concepts.models.model_extension.ActivationMapGrabber attribute) (hybrid_learning.concepts.models.model_extension.ExtendedModelStump attribute) (hybrid_learning.concepts.models.model_extension.HooksHandle attribute) (hybrid_learning.concepts.models.model_extension.ModelExtender attribute) (hybrid_learning.concepts.models.model_extension.ModelStump attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Accuracy attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.AggregatingKpi attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ApproximateMean attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ApproximateStdDev attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ApproximateVariance attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.CalibrationCurve attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ConfusionMatrix attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ECE attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Extremum attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.F1Score attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Histogram attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Maximum attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Mean attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Minimum attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.NegativePredictiveValue attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Precision attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.PrecisionRecallCurve attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Recall attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.SetIoU attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.SetIoUThresholdCurve attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Specificity attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.StandardDev attribute) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Variance attribute) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.AbstractIoULike attribute) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.AbstractIoULoss attribute) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.AbstractIoUMetric attribute) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.BalancedBCELoss attribute) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.BalancedPenaltyReducedFocalLoss attribute) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.IoU attribute) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.MaskRCNNLoss attribute) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.Net2VecLoss attribute) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.TverskyLoss attribute) (hybrid_learning.concepts.train_eval.kpis.batch_kpis.WeightedLossSum attribute) (hybrid_learning.datasets.transforms.encoder.BatchIntersectDecode2D attribute) (hybrid_learning.datasets.transforms.encoder.BatchIntersectEncode2D attribute) (hybrid_learning.datasets.transforms.encoder.BatchIoUEncode2D attribute) (hybrid_learning.datasets.transforms.encoder.BatchPeakDetection attribute) (hybrid_learning.experimentation.model_registry.custom_model_postproc.efficientdet_extension.EfficientDetToSegMask attribute) (hybrid_learning.experimentation.model_registry.custom_model_postproc.mask_rcnn_extensions.MaskRCNNBoxToSegMask attribute) (hybrid_learning.experimentation.model_registry.custom_model_postproc.mask_rcnn_extensions.MaskRCNNToSegMask attribute) Transform (class in hybrid_learning.datasets.transforms.common) transforms (hybrid_learning.datasets.base.BaseDataset attribute) (hybrid_learning.datasets.custom.coco.keypoints_dataset.KeypointsDataset attribute) (hybrid_learning.datasets.transforms.common.Compose attribute) (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.KeypointsDatasetWithDesc attribute) transforms_cache (hybrid_learning.datasets.base.BaseDataset attribute) (hybrid_learning.datasets.custom.coco.keypoints_dataset.KeypointsDataset attribute) (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.KeypointsDatasetWithDesc attribute) treerecurse() (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge method) treerecurse_replace_keys() (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge method) TupleTransforms (class in hybrid_learning.datasets.transforms.tuple_transforms) TverskyLoss (class in hybrid_learning.concepts.train_eval.kpis.batch_kpis) TwoTupleTransforms (class in hybrid_learning.datasets.transforms.tuple_transforms) type (hybrid_learning.concepts.concepts.Concept property) (hybrid_learning.concepts.concepts.SegmentationConcept2D property)

U

UnfoldTuple (class in hybrid_learning.datasets.transforms.tuple_transforms) unique() (hybrid_learning.concepts.models.embeddings.ConceptEmbedding method) unique_upper_sphere() (hybrid_learning.concepts.models.embeddings.ConceptEmbedding method) UnpackMask (class in hybrid_learning.datasets.transforms.tuple_transforms) unregister_extension() (hybrid_learning.concepts.models.model_extension.ModelExtender method) unregister_submodule() (hybrid_learning.concepts.models.model_extension.HooksHandle method) (hybrid_learning.concepts.models.model_extension.ModelStump method) update() (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.AggregatingKpi method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.CalibrationCurve method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ConfusionMatrix method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ECE method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Extremum method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Histogram method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Maximum method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Mean method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Minimum method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.PrecisionRecallCurve method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.SetIoU method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.SetIoUThresholdCurve method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Variance method)

update_dict() (in module hybrid_learning.experimentation.exp_eval_common) use_bias (hybrid_learning.concepts.models.concept_models.concept_detection.ConceptDetectionModel2D attribute) (hybrid_learning.concepts.models.concept_models.concept_segmentation.ConceptSegmentationModel2D attribute) use_laplace (hybrid_learning.concepts.models.concept_models.concept_detection.ConceptDetectionModel2D attribute) (hybrid_learning.concepts.models.concept_models.concept_segmentation.ConceptSegmentationModel2D attribute) used_constants (hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_helpers.FormulaEvaluator property)

V

VAL (hybrid_learning.datasets.base.DatasetSplit attribute) val (hybrid_learning.datasets.base.DataTriple property) val_() (hybrid_learning.concepts.train_eval.base_handles.train_test_handle.TrainEvalHandle class method) val_data (hybrid_learning.concepts.concepts.Concept property) val_high_class (hybrid_learning.datasets.transforms.image_transforms.Threshold attribute) val_low_class (hybrid_learning.datasets.transforms.image_transforms.Threshold attribute) val_split (hybrid_learning.datasets.base.DataTriple property) validate_by() (hybrid_learning.datasets.base.DataTriple method) value() (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Accuracy method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.AggregatingKpi method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ApproximateMean method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ApproximateStdDev method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ApproximateVariance method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.CalibrationCurve method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.ECE method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Extremum method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.F1Score method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Histogram method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Mean method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.NegativePredictiveValue method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Precision method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.PrecisionRecallCurve method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Recall method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.SetIoU method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.SetIoUThresholdCurve method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Specificity method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.StandardDev method) (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.Variance method)

value_and_reset() (hybrid_learning.concepts.train_eval.kpis.aggregating_kpis.AggregatingKpi method) variadic_() (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge class method) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.MergeBuilder method) variadic_apply_to() (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge method) Variance (class in hybrid_learning.concepts.train_eval.kpis.aggregating_kpis) variance() (hybrid_learning.concepts.models.embeddings.ConceptEmbedding class method) verbose (hybrid_learning.concepts.train_eval.base_handles.early_stopping.EarlyStoppingHandle attribute) VGG16_LAYERS (in module hybrid_learning.experimentation.ca_exp_eval) visualize_classification_data() (in module hybrid_learning.datasets.data_visualization) visualize_concept_model() (in module hybrid_learning.concepts.analysis.visualization) visualize_concept_models() (in module hybrid_learning.concepts.analysis.visualization) visualize_mask_transforms() (in module hybrid_learning.datasets.data_visualization) visualize_most_interesting_samples() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_vis) visualize_random_samples() (in module hybrid_learning.experimentation.fuzzy_exp.fuzzy_exp_vis) visualize_segmentation_data() (in module hybrid_learning.datasets.data_visualization)

W

WeightedLossSum (class in hybrid_learning.concepts.train_eval.kpis.batch_kpis) weights (hybrid_learning.concepts.train_eval.kpis.batch_kpis.WeightedLossSum attribute) WHERE (class in hybrid_learning.fuzzy_logic.quantifiers) with_() (hybrid_learning.fuzzy_logic.logic_base.merge_operation.Merge class method) (hybrid_learning.fuzzy_logic.logic_base.merge_operation.MergeBuilder method)

WithThresh (class in hybrid_learning.datasets.transforms.image_transforms) wrap() (hybrid_learning.datasets.caching.Cache method) wrapped_model (hybrid_learning.concepts.models.model_extension.HooksHandle attribute) (hybrid_learning.concepts.models.model_extension.ModelExtender attribute) (hybrid_learning.concepts.models.model_extension.ModelStump attribute) writers (hybrid_learning.concepts.train_eval.callbacks.TensorboardLogger attribute)

Z

zero_grad() (hybrid_learning.concepts.train_eval.base_handles.resettable_optimizer.ResettableOptimizer method)