Index

_

__call__() (clustering.postproc.cluster_enveloper.ClusterEnveloper method) (clustering.postproc.cluster_marker.ClusterMarker method) (clustering.postproc.cluster_selector.ClusterSelector method) (clustering.postproc.clustering_post_processor.ClusteringPostProcessor method) (eval.advanced_classification_evaluator.AdvancedClassificationEvaluator method) (eval.classification_evaluator.ClassificationEvaluator method) (eval.classification_uncertainty_evaluator.ClassificationUncertaintyEvaluator method) (eval.deeplearn.dl_model_evaluator.DLModelEvaluator method) (eval.evaluator.Evaluator method) (eval.raster_grid_evaluator.RasterGridEvaluator method) (eval.regression_evaluator.RegressionEvaluator method) (model.deeplearn.dlrun.furthest_point_subsampling_post_processor.FurthestPointSubsamplingPostProcessor method) (model.deeplearn.dlrun.furthest_point_subsampling_pre_processor.FurthestPointSubsamplingPreProcessor method) (model.deeplearn.dlrun.furthest_point_subsampling_pre_processorpp.FurthestPointSubsamplingPreProcessorPP method) (model.deeplearn.dlrun.grid_subsampling_post_processor.GridSubsamplingPostProcessor method) (model.deeplearn.dlrun.grid_subsampling_pre_processor.GridSubsamplingPreProcessor method) (model.deeplearn.dlrun.hierarchical_fps_post_processor.HierarchicalFPSPostProcessor method) (model.deeplearn.dlrun.hierarchical_fps_pre_processor.HierarchicalFPSPreProcessor method) (model.deeplearn.dlrun.hierarchical_fps_pre_processorpp.HierarchicalFPSPreProcessorPP method) (model.deeplearn.dlrun.hierarchical_post_processor.HierarchicalPostProcessor method) (model.deeplearn.dlrun.hierarchical_pre_processor.HierarchicalPreProcessor method) (model.deeplearn.dlrun.hierarchical_sg_post_processorpp.HierarchicalSGPostProcessorPP method) (model.deeplearn.dlrun.hierarchical_sg_pre_processorpp.HierarchicalSGPreProcessorPP method) (model.deeplearn.dlrun.point_net_post_processor.PointNetPostProcessor method) (model.deeplearn.dlrun.point_net_pre_processor.PointNetPreProcessor method) (model.deeplearn.dlrun.receptive_field_pre_processor.ReceptiveFieldPreProcessor method) (model.deeplearn.handle.dl_training_handler.DLTrainingHandler method) (model.deeplearn.initializer.fibonacci_shell_initializer.FibonacciShellInitializer method) (model.deeplearn.initializer.initializer.Initializer method) (model.deeplearn.initializer.kernel_point_ball_initializer.KernelPointBallInitializer method) (model.deeplearn.initializer.kernel_point_structure_initializer.KernelPointStructureInitializer method) (model.deeplearn.regularizer.features_orthogonal_regularizer.FeaturesOrthogonalRegularizer method) (model.deeplearn.regularizer.regularizer.Regularizer method) (model.model_op.ModelOp method) (model.tdcomp.classwise_sampler.ClasswiseSampler method) (model.tdcomp.smote.SMOTE method) (model.tdcomp.training_data_component.TrainingDataComponent method) (pipeline.pipeline_executor.PipelineExecutor method) (ui.catacloud.cacl_cmd_handler.CaClCMDHandler method) (utils.raster.dem_generator.DEMGenerator method) (utils.raster.grid_interpolator_2d.GridInterpolator2D method) __init__() (api.api_exception.APIException method) (api.catacloud.caclmodel_ops.CaClModelOps method) (api.catacloud.caclop.CaClOp method) (api.catacloud.caclpcloud_ops.CaClPcloudOps method) (api.catacloud.caclpipeline_ops.CaClPipelineOps method) (api.catacloud.caclsession.CaClSession method) (clustering.bivariate_critical_clusterer.BivariateCriticalClusterer method) (clustering.clusterer.Clusterer method) (clustering.clusterer.ClusteringException method) (clustering.dbscan_clusterer.DBScanClusterer method) (clustering.fps_decorated_clusterer.FPSDecoratedClusterer method) (clustering.min_dist_decorated_clusterer.MinDistDecoratedClusterer method) (clustering.postproc.cluster_enveloper.ClusterEnveloper method) (clustering.postproc.cluster_marker.ClusterMarker method) (clustering.postproc.cluster_selector.ClusterSelector method) (clustering.postproc.clustering_post_processor.ClusteringPostProcessor method) (clustering.sampling_decorated_clusterer.SamplingDecoratedClusterer method) (eval.advanced_classification_evaluation.AdvancedClassificationEvaluation method) (eval.advanced_classification_evaluator.AdvancedClassificationEvaluator method) (eval.classification_evaluation.ClassificationEvaluation method) (eval.classification_evaluator.ClassificationEvaluator method) (eval.classification_uncertainty_evaluation.ClassificationUncertaintyEvaluation method) (eval.classification_uncertainty_evaluator.ClassificationUncertaintyEvaluator method) (eval.deeplearn.dl_model_evaluation.DLModelEvaluation method) (eval.deeplearn.dl_model_evaluator.DLModelEvaluator method) (eval.evaluation.Evaluation method) (eval.evaluation.EvaluationException method) (eval.evaluator.Evaluator method) (eval.evaluator.EvaluatorException method) (eval.kfold_evaluation.KFoldEvaluation method) (eval.kfold_evaluator.KFoldEvaluator method) (eval.rand_forest_evaluation.RandForestEvaluation method) (eval.rand_forest_evaluator.RandForestEvaluator method) (eval.raster_grid_evaluation.RasterGridEvaluation method) (eval.raster_grid_evaluator.RasterGridEvaluator method) (eval.regression_evaluation.RegressionEvaluation method) (eval.regression_evaluator.RegressionEvaluator method) (geometry.OrientedBoundingBox.OrientedBoundingBox method) (inout.classified_pcloud_writer.ClassifiedPcloudWriter method) (inout.model_writer.ModelWriter method) (inout.predictions_writer.PredictionsWriter method) (inout.predictive_pipeline_writer.PredictivePipelineWriter method) (inout.writer.Writer method) (inout.writer.WriterException method) (main.vl3d_exception.VL3DException method) (mining.decorated_miner.DecoratedMiner method) (mining.fps_decorated_miner.FPSDecoratedMiner method) (mining.geom_feats_miner.GeomFeatsMiner method) (mining.geom_feats_minerpp.GeomFeatsMinerPP method) (mining.height_feats_miner.HeightFeatsMiner method) (mining.height_feats_minerpp.HeightFeatsMinerPP method) (mining.hsv_from_rgb_miner.HSVFromRGBMiner method) (mining.min_dist_decorated_miner.MinDistDecoratedMiner method) (mining.miner.Miner method) (mining.miner.MinerException method) (mining.recount_miner.RecountMiner method) (mining.recount_minerpp.RecountMinerPP method) (mining.sampling_decorated_miner.SamplingDecoratedMiner method) (mining.simple_smooth_decorated_miner.SimpleSmoothDecoratedMiner method) (mining.smooth_feats_miner.SmoothFeatsMiner method) (mining.smooth_feats_minerpp.SmoothFeatsMinerPP method) (mining.take_closest_miner.TakeClosestMiner method) (model.classification_model.ClassificationModel method) (model.decorated_model.DecoratedModel method) (model.deeplearn.arch.architecture.Architecture method) (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) (model.deeplearn.arch.point_net.PointNet method) (model.deeplearn.arch.point_net_pwise_classif.PointNetPwiseClassif method) (model.deeplearn.arch.rbfnet.RBFNet method) (model.deeplearn.arch.rbfnet_pwise_classif.RBFNetPwiseClassif method) (model.deeplearn.arch.spconv3d_pwise_classif.SpConv3DPwiseClassif method) (model.deeplearn.conv_autoenc_pwise_classif_model.ConvAutoencPwiseClassifModel method) (model.deeplearn.deep_learning_exception.DeepLearningException method) (model.deeplearn.dlrun.furthest_point_subsampling_post_processor.FurthestPointSubsamplingPostProcessor method) (model.deeplearn.dlrun.furthest_point_subsampling_post_processorpp.FurthestPointSubsamplingPostProcessorPP method) (model.deeplearn.dlrun.furthest_point_subsampling_pre_processor.FurthestPointSubsamplingPreProcessor method) (model.deeplearn.dlrun.furthest_point_subsampling_pre_processorpp.FurthestPointSubsamplingPreProcessorPP method) (model.deeplearn.dlrun.grid_subsampling_post_processor.GridSubsamplingPostProcessor method) (model.deeplearn.dlrun.grid_subsampling_pre_processor.GridSubsamplingPreProcessor method) (model.deeplearn.dlrun.hierarchical_fps_post_processor.HierarchicalFPSPostProcessor method) (model.deeplearn.dlrun.hierarchical_fps_post_processorpp.HierarchicalFPSPostProcessorPP method) (model.deeplearn.dlrun.hierarchical_fps_pre_processor.HierarchicalFPSPreProcessor method) (model.deeplearn.dlrun.hierarchical_fps_pre_processorpp.HierarchicalFPSPreProcessorPP method) (model.deeplearn.dlrun.hierarchical_post_processor.HierarchicalPostProcessor method) (model.deeplearn.dlrun.hierarchical_pre_processor.HierarchicalPreProcessor method) (model.deeplearn.dlrun.hierarchical_sg_post_processorpp.HierarchicalSGPostProcessorPP method) (model.deeplearn.dlrun.hierarchical_sg_pre_processorpp.HierarchicalSGPreProcessorPP method) (model.deeplearn.dlrun.point_net_post_processor.PointNetPostProcessor method) (model.deeplearn.dlrun.point_net_pre_processor.PointNetPreProcessor method) (model.deeplearn.dlrun.receptive_field_pre_processor.ReceptiveFieldPreProcessor method) (model.deeplearn.handle.dl_callback_builder.DLCallbackBuilder method) (model.deeplearn.handle.dl_class_weighter.DLClassWeighter method) (model.deeplearn.handle.dl_label_formatter.DLLabelFormatter method) (model.deeplearn.handle.dl_model_compiler.DLModelCompiler method) (model.deeplearn.handle.dl_model_handler.DLModelHandler method) (model.deeplearn.handle.dl_model_reporter.DLModelReporter method) (model.deeplearn.handle.dl_path_manager.DLPathManager method) (model.deeplearn.handle.dl_pretrained_handler.DLPretrainedHandler method) (model.deeplearn.handle.dl_sequencer_builder.DLSequencerBuilder method) (model.deeplearn.handle.dl_training_handler.DLTrainingHandler method) (model.deeplearn.handle.dl_transfer_handler.DLTransferHandler method) (model.deeplearn.handle.simple_dl_model_handler.SimpleDLModelHandler method) (model.deeplearn.initializer.fibonacci_shell_initializer.FibonacciShellInitializer method) (model.deeplearn.initializer.initializer.Initializer method) (model.deeplearn.initializer.kernel_point_ball_initializer.KernelPointBallInitializer method) (model.deeplearn.initializer.kernel_point_structure_initializer.KernelPointStructureInitializer method) (model.deeplearn.layer.contextual_point_layer.ContextualPointLayer method) (model.deeplearn.layer.downsampling_spconv3d_layer.DownsamplingSpConv3DCache method) (model.deeplearn.layer.downsampling_spconv3d_layer.DownsamplingSpConv3DLayer method) (model.deeplearn.layer.expansion_layer.ExpansionLayer method) (model.deeplearn.layer.features_downsampling_layer.FeaturesDownsamplingLayer method) (model.deeplearn.layer.features_structuring_layer.FeaturesStructuringLayer method) (model.deeplearn.layer.features_upsampling_layer.FeaturesUpsamplingLayer method) (model.deeplearn.layer.geometric_affine_layer.GeometricAffineLayer method) (model.deeplearn.layer.grouped_point_transformer_layer.GroupedPointTransformerLayer method) (model.deeplearn.layer.grouping_point_net_layer.GroupingPointNetLayer method) (model.deeplearn.layer.hourglass_layer.HourglassLayer method) (model.deeplearn.layer.interdimensional_point_transformer_layer.InterdimensionalPointTransformerLayer method) (model.deeplearn.layer.kpconv_layer.KPConvLayer method) (model.deeplearn.layer.kpconvx_layer.KPConvXLayer method) (model.deeplearn.layer.layer.Layer method) (model.deeplearn.layer.light_kpconv_layer.LightKPConvLayer method) (model.deeplearn.layer.point_mlp_layer.PointMLPLayer method) (model.deeplearn.layer.point_transformer_layer.PointTransformerLayer method) (model.deeplearn.layer.rbf_feat_extract_layer.RBFFeatExtractLayer method) (model.deeplearn.layer.rbf_feat_processing_layer.RBFFeatProcessingLayer method) (model.deeplearn.layer.shadow_activation_layer.ShadowActivationLayer method) (model.deeplearn.layer.shadow_batch_normalization_layer.ShadowBatchNormalizationLayer method) (model.deeplearn.layer.shadow_conv1d_layer.ShadowConv1DLayer method) (model.deeplearn.layer.shadow_dense_layer.ShadowDenseLayer method) (model.deeplearn.layer.sparse_indexing_map_layer.SparseIndexingMapLayer method) (model.deeplearn.layer.spconv3d_decoding_layer.SpConv3DDecodingLayer method) (model.deeplearn.layer.spconv3d_encoding_layer.SpConv3DEncodingLayer method) (model.deeplearn.layer.strided_kpconv_layer.StridedKPConvLayer method) (model.deeplearn.layer.strided_light_kpconv_layer.StridedLightKPConvLayer method) (model.deeplearn.layer.submanifold_spconv3d_layer.SubmanifoldSpConv3DCache method) (model.deeplearn.layer.submanifold_spconv3d_layer.SubmanifoldSpConv3DLayer method) (model.deeplearn.layer.upsampling_spconv3d_layer.UpsamplingSpConv3DCache method) (model.deeplearn.layer.upsampling_spconv3d_layer.UpsamplingSpConv3DLayer method) (model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel method) (model.deeplearn.rbf_net_pwise_classif_model.RBFNetPwiseClassifModel method) (model.deeplearn.regularizer.features_orthogonal_regularizer.FeaturesOrthogonalRegularizer method) (model.deeplearn.regularizer.regularizer.Regularizer method) (model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) (model.deeplearn.sequencer.dl_sequencer.DLSequencer method) (model.deeplearn.sequencer.dl_sparse_shadow_sequencer.DLSparseShadowSequencer method) (model.deeplearn.spconv3d_pwise_classif_model.SpConv3DPwiseClassifModel method) (model.fps_decorated_model.FPSDecoratedModel method) (model.mindist_decorated_model.MinDistDecoratedModel method) (model.model.Model method) (model.model.ModelException method) (model.model_op.ModelOp method) (model.random_forest_classification_model.RandomForestClassificationModel method) (model.tdcomp.classwise_sampler.ClasswiseSampler method) (model.tdcomp.smote.SMOTE method) (model.tdcomp.training_data_component.TrainingDataComponent method) (model.tdcomp.training_data_component.TrainingDataComponentException method) (pcloud.factory.point_cloud_arrays_factory.PointCloudArraysFactory method) (pcloud.factory.point_cloud_factory.PointCloudFactory method) (pcloud.factory.point_cloud_factory.PointCloudFactoryException method) (pcloud.factory.point_cloud_file_factory.PointCloudFileFactory method) (pcloud.mem_to_file_proxy.MemToFileProxy method) (pcloud.point_cloud.PointCloud method) (pcloud.point_cloud.PointCloudException method) (pcloud.point_cloud_filter.PointCloudFilter method) (pipeline.handle.pcloud_concat_handler.PcloudConcatHandler method) (pipeline.handle.pipeline_decoration_handler.PipelineDecorationHandler method) (pipeline.pipeline.Pipeline method) (pipeline.pipeline.PipelineException method) (pipeline.pipeline_executor.PipelineExecutor method) (pipeline.pipeline_executor.PipelineExecutorException method) (pipeline.pps.pipeline_predictive_strategy.PipelinePredictiveStrategy method) (pipeline.pps.pipeline_predictive_strategy.PipelinePredictiveStrategyException method) (pipeline.pps.pps_sequential.PpsSequential method) (pipeline.predictive_pipeline.PredictivePipeline method) (pipeline.sequential_pipeline.SequentialPipeline method) (pipeline.state.pipeline_state.PipelineState method) (pipeline.state.pipeline_state.PipelineStateException method) (pipeline.state.simple_pipeline_state.SimplePipelineState method) (plot.advanced_classification_plot.AdvancedClassificationPlot method) (plot.class_reduction_plot.ClassReductionPlot method) (plot.classification_plot.ClassificationPlot method) (plot.classification_uncertainty_plot.ClassificationUncertaintyPlot method) (plot.distance_reclassification_plot.DistanceReclassificationPlot method) (plot.feature_processing_layer_plot.FeatureProcessingLayerPlot method) (plot.features_structuring_layer_plot.FeaturesStructuringLayerPlot method) (plot.kfold_plot.KFoldPlot method) (plot.kpconv_layer_plot.KPConvLayerPlot method) (plot.light_kpconv_layer_plot.LightKPConvLayerPlot method) (plot.mpl_plot.MplPlot method) (plot.pca_variance_plot.PCAVariancePlot method) (plot.plot.Plot method) (plot.plot.PlotException method) (plot.rand_forest_plot.RandForestPlot method) (plot.raster_grid_plot.RasterGridPlot method) (plot.receptive_fields_distribution_plot.ReceptiveFieldsDistributionPlot method) (plot.regression_plot.RegressionPlot method) (plot.training_history_plot.TrainingHistoryPlot method) (report.advanced_classification_report.AdvancedClassificationReport method) (report.best_score_selection_report.BestScoreSelectionReport method) (report.class_reduction_report.ClassReductionReport method) (report.classification_report.ClassificationReport method) (report.classification_uncertainty_report.ClassificationUncertaintyReport method) (report.classified_pcloud_report.ClassifiedPcloudReport method) (report.deep_learning_model_summary_report.DeepLearningModelSummaryReport method) (report.distance_reclassification_report.DistanceReclassificationReport method) (report.feature_processing_layer_report.FeatureProcessingLayerReport method) (report.features_structuring_layer_report.FeaturesStructuringLayerReport method) (report.hyper_search_report.HyperSearchReport method) (report.kfold_report.KFoldReport method) (report.kpconv_layer_report.KPConvLayerReport method) (report.light_kpconv_layer_report.LightKPConvLayerReport method) (report.meta_report.MetaReport method) (report.minmax_normalization_report.MinmaxNormalizationReport method) (report.pca_projection_report.PCAProjectionReport method) (report.pwise_activations_report.PwiseActivationsReport method) (report.rand_forest_report.RandForestReport method) (report.receptive_field_oversampling_report.ReceptiveFieldOversamplingReport method) (report.receptive_fields_distribution_report.ReceptiveFieldsDistributionReport method) (report.receptive_fields_report.ReceptiveFieldsReport method) (report.regression_report.RegressionReport method) (report.report.Report method) (report.report.ReportException method) (report.standardization_report.StandardizationReport method) (report.training_history_report.TrainingHistoryReport method) (report.variance_selection_report.VarianceSelectionReport method) (tests.contextual_point_layer_test.ContextualPointLayerTest method) (tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) (tests.dl_offline_sequencer_test.DLOfflineSequencerTest.MockArchitecture method) (tests.dl_sparse_shadow_sequencer_test.DLSparseShadowSequencerTest method) (tests.downsampling_spconv3d_layer_test.DownsamplingSpConv3DLayerTest method) (tests.features_downsampling_layer_test.FeaturesDownsamplingLayerTest method) (tests.features_structuring_layer_test.FeaturesStructuringLayerTest method) (tests.features_upsampling_layer_test.FeaturesUpsamplingLayerTest method) (tests.fps_decorator_test.FPSDecoratorTest method) (tests.fps_pre_processing_test.FPSPreProcessingTest method) (tests.freeze_training_test.FreezeTrainingTest method) (tests.geometric_affine_layer_test.GeometricAffineLayerTest method) (tests.grouped_point_transformer_layer_test.GroupedPointTransformerLayerTest method) (tests.grouping_point_net_layer_test.GroupingPointNetLayerTest method) (tests.hierarchical_receptive_field_test.HierarchicalReceptiveFieldTest method) (tests.hourglass_layer_test.HourglassLayerTest method) (tests.hsv_from_rgb_test.HSVFromRGBTest method) (tests.interdimensional_point_transformer_layer_test.InterdimensionalPointTransformerLayerTest method) (tests.keras_test.KerasTest method) (tests.kpconv_layer_test.KPConvLayerTest method) (tests.kpconvx_layer_test.KPConvXLayerTest method) (tests.las_inout_test.LASInoutTest method) (tests.light_kpconv_layer_test.LightKPConvLayerTest method) (tests.min_dist_decimator_test.MinDistDecimatorTest method) (tests.model_serialization_test.ModelSerializationTest method) (tests.point_mlp_layer_test.PointMLPLayerTest method) (tests.point_transformer_layer_test.PointTransformerLayerTest method) (tests.prediction_reducer_test.PredictionReducerTest method) (tests.ragged_losses_test.RaggedLossesTest method) (tests.rbf_feat_extract_layer_test.RBFFeatExtractLayerTest method) (tests.rbf_feat_processing_layer_test.RBFFeatProcessingLayerTest method) (tests.receptive_field_test.ReceptiveFieldTest method) (tests.shadow_activation_layer_test.ShadowActivationLayerTest method) (tests.shadow_batch_normalization_layer_test.ShadowBatchNormalizationLayerTest method) (tests.shadow_conv1d_layer_test.ShadowConv1DLayerTest method) (tests.shadow_dense_layer_test.ShadowDenseLayerTest method) (tests.simple_smoother_decorator_test.SimpleSmootherDecoratorTest method) (tests.spconv3d_arch_test.SpConv3DArchTest method) (tests.spconv3d_decoding_layer_test.SpConv3DDecodingLayerTest method) (tests.spconv3d_encoding_layer_test.SpConv3DEncodingLayerTest method) (tests.strided_kpconv_layer_test.StridedKPConvLayerTest method) (tests.strided_light_kpconv_layer_test.StridedLightKPConvLayerTest method) (tests.submanifold_spconv3d_layer_test.SubmanifoldSpConv3DLayerTest method) (tests.upsampling_spconv3d_layer_test.UpsamplingSpConv3DLayerTest method) (tests.vl3d_test.VL3DTest method) (tests.vl3d_test.VL3DTestException method) (tests.vl3dpp_backend_test.VL3DPPBackendTest method) (tests.vl3dpp_binding_test.VL3DPPBindingTest method) (tests.vl3dpp_dl_fps_pre_proc_test.VL3DPPDLFPSPreProcTest method) (tests.vl3dpp_dl_hierarchical_fps_pre_proc_test.VL3DPPDLHierarchicalFPSPreProcTest method) (tests.vl3dpp_dl_hierarchical_sg_post_proc_test.VL3DPPDLHierarchicalSGPostProcTest method) (tests.vl3dpp_dl_hierarchical_sg_pre_proc_test.VL3DPPDLHierarchicalSGPreProcTest method) (tests.vl3dpp_dl_label_reduction_test.VL3DPPDLLabelReductionTest method) (tests.vl3dpp_dl_post_proc_test.VL3DPPDLPostProcTest method) (tests.vl3dpp_hierarchical_sparse_grid_test.VL3DPPHierarchicalSparseGridTest method) (tests.vl3dpp_oversampler_test.VL3DPPOversamplerTest method) (tests.vl3dpp_support_neighborhoods_test.VL3DPPSupportNeighborhoodsTest method) (ui.catacloud.cacl_cmd_handler.CaClCMDHandler method) (ui.ui_exception.UIException method) (utils.ctransf.class_reducer.ClassReducer method) (utils.ctransf.class_setter.ClassSetter method) (utils.ctransf.class_transformer.ClassTransformer method) (utils.ctransf.class_transformer.ClassTransformerException method) (utils.ctransf.distance_reclassifier.DistanceReclassifier method) (utils.ftransf.explicit_selector.ExplicitSelector method) (utils.ftransf.feature_transformer.FeatureTransformer method) (utils.ftransf.feature_transformer.FeatureTransformerException method) (utils.ftransf.kbest_selector.KBestSelector method) (utils.ftransf.minmax_normalizer.MinmaxNormalizer method) (utils.ftransf.pca_transformer.PCATransformer method) (utils.ftransf.percentile_selector.PercentileSelector method) (utils.ftransf.standardizer.Standardizer method) (utils.ftransf.variance_selector.VarianceSelector method) (utils.imput.imputer.Imputer method) (utils.imput.imputer.ImputerException method) (utils.imput.removal_imputer.RemovalImputer method) (utils.imput.univariate_imputer.UnivariateImputer method) (utils.neighborhood.support_neighborhoods.SupportNeighborhoods method) (utils.neighborhood.support_neighborhoodspp.SupportNeighborhoodsPP method) (utils.preds.argmax_pred_select_strategy.ArgMaxPredSelectStrategy method) (utils.preds.entropic_pred_reduce_strategy.EntropicPredReduceStrategy method) (utils.preds.max_pred_reduce_strategy.MaxPredReduceStrategy method) (utils.preds.mean_pred_reduce_strategy.MeanPredReduceStrategy method) (utils.preds.pred_reduce_strategy.PredReduceStrategy method) (utils.preds.pred_select_strategy.PredSelectStrategy method) (utils.preds.prediction_reducer.PredictionReducer method) (utils.preds.prediction_reducer.PredictionReducerException method) (utils.preds.sum_pred_reduce_strategy.SumPredReduceStrategy method) (utils.ptransf.data_augmentor.DataAugmentor method) (utils.ptransf.fps_decorator_transformer.FPSDecoratorTransformer method) (utils.ptransf.min_dist_decimator_decorator.MinDistDecimatorDecorator method) (utils.ptransf.point_cloud_sampler.PointCloudSampler method) (utils.ptransf.point_cloud_sampler_decorator.PointCloudSamplerDecorator method) (utils.ptransf.point_transformer.PointTransformer method) (utils.ptransf.point_transformer.PointTransformerException method) (utils.ptransf.receptive_field.ReceptiveField method) (utils.ptransf.receptive_field_fps.ReceptiveFieldFPS method) (utils.ptransf.receptive_field_fpspp.ReceptiveFieldFPSPP method) (utils.ptransf.receptive_field_gs.ReceptiveFieldGS method) (utils.ptransf.receptive_field_hierarchical_fps.ReceptiveFieldHierarchicalFPS method) (utils.ptransf.receptive_field_hierarchical_fpspp.ReceptiveFieldHierarchicalFPSPP method) (utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) (utils.ptransf.simple_data_augmentor.SimpleDataAugmentor method) (utils.ptransf.simple_smoother_decorator_transformer.SimpleSmootherDecoratorTransformer method) (utils.ptransf.simple_structure_smootherpp.SimpleStructureSmootherPP method) (utils.raster.dem_generator.DEMGenerator method) (utils.raster.grid_interpolator_2d.GridInterpolator2D method) (utils.tuning.hyper_grid_search.HyperGridSearch method) (utils.tuning.hyper_random_search.HyperRandomSearch method) (utils.tuning.hyper_tuner.HyperTuner method) (utils.tuning.tuner.Tuner method) (utils.tuning.tuner.TunerException method)

A

activation_layer_from_name() (utils.dl_utils.DLUtils static method) active_lookup() (model.deeplearn.layer.downsampling_spconv3d_layer.DownsamplingSpConv3DLayer static method) (model.deeplearn.layer.submanifold_spconv3d_layer.SubmanifoldSpConv3DLayer static method) (model.deeplearn.layer.upsampling_spconv3d_layer.UpsamplingSpConv3DLayer static method) add_cluster_labels_to_point_cloud() (clustering.clusterer.Clusterer method) add_critical_labels_to_point_cloud() (clustering.bivariate_critical_clusterer.BivariateCriticalClusterer method) add_defaults() (utils.dict_utils.DictUtils static method) add_features() (pcloud.point_cloud.PointCloud method) add_to_state() (model.deeplearn.handle.dl_path_manager.DLPathManager method) AdvancedClassificationEvaluation (class in eval.advanced_classification_evaluation) AdvancedClassificationEvaluator (class in eval.advanced_classification_evaluator) AdvancedClassificationPlot (class in plot.advanced_classification_plot) AdvancedClassificationReport (class in report.advanced_classification_report) aggregate() (model.deeplearn.layer.contextual_point_layer.ContextualPointLayer method) api module api.api_exception module api.catacloud module api.catacloud.caclmodel_ops module api.catacloud.caclop module api.catacloud.caclpcloud_ops module api.catacloud.caclpipeline_ops module api.catacloud.caclsession module APIException apply_condition() (eval.advanced_classification_evaluator.AdvancedClassificationEvaluator method) (mining.recount_miner.RecountMiner static method) (utils.ptransf.point_cloud_sampler.PointCloudSampler method)

apply_conditions() (mining.recount_miner.RecountMiner static method) (utils.ctransf.distance_reclassifier.DistanceReclassifier method) apply_distance_filters() (utils.ctransf.distance_reclassifier.DistanceReclassifier method) apply_filter() (eval.advanced_classification_evaluator.AdvancedClassificationEvaluator method) apply_first_stage_correction() (clustering.bivariate_critical_clusterer.BivariateCriticalClusterer static method) apply_global_filter() (eval.raster_grid_evaluator.RasterGridEvaluator method) apply_jitter() (utils.ptransf.simple_data_augmentor.SimpleDataAugmentor static method) apply_neighborhood_sampling() (utils.ptransf.point_cloud_sampler.PointCloudSampler method) apply_postwrap() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) apply_prewrap() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) apply_random_indices() (model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) (model.deeplearn.sequencer.dl_sequencer.DLSequencer method) (model.deeplearn.sequencer.dl_sparse_shadow_sequencer.DLSparseShadowSequencer method) apply_relational() (pcloud.point_cloud_filter.PointCloudFilter method) apply_rotation() (utils.ptransf.simple_data_augmentor.SimpleDataAugmentor static method) apply_scale() (utils.ptransf.simple_data_augmentor.SimpleDataAugmentor static method) apply_selection_mask() (clustering.postproc.cluster_selector.ClusterSelector method) apply_transformation() (utils.ptransf.simple_data_augmentor.SimpleDataAugmentor static method) Architecture (class in model.deeplearn.arch.architecture) are_pclouds_loaded_in_offline_storage() (model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) ArgMaxPredSelectStrategy (class in utils.preds.argmax_pred_select_strategy) ArgsParser (class in main.main_args) assign_concatf() (model.deeplearn.layer.features_structuring_layer.FeaturesStructuringLayer method) augment() (model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (model.deeplearn.sequencer.dl_sequencer.DLSequencer method) (utils.ptransf.data_augmentor.DataAugmentor method) (utils.ptransf.simple_data_augmentor.SimpleDataAugmentor method) autoval() (model.classification_model.ClassificationModel method) (model.decorated_model.DecoratedModel method) (model.model.Model method) autoval_metrics_from_names() (model.classification_model.ClassificationModel static method)

B

BestScoreSelectionReport (class in report.best_score_selection_report) binarize_labels() (tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) BivariateCriticalClusterer (class in clustering.bivariate_critical_clusterer) botk_outlier_filter() (eval.regression_evaluator.RegressionEvaluator method) botp_outlier_filter() (eval.regression_evaluator.RegressionEvaluator method) build() (model.deeplearn.arch.architecture.Architecture method) (model.deeplearn.handle.dl_callback_builder.DLCallbackBuilder method) (model.deeplearn.handle.dl_sequencer_builder.DLSequencerBuilder method) (model.deeplearn.layer.contextual_point_layer.ContextualPointLayer method) (model.deeplearn.layer.downsampling_spconv3d_layer.DownsamplingSpConv3DCache method) (model.deeplearn.layer.downsampling_spconv3d_layer.DownsamplingSpConv3DLayer method) (model.deeplearn.layer.features_downsampling_layer.FeaturesDownsamplingLayer method) (model.deeplearn.layer.features_structuring_layer.FeaturesStructuringLayer method) (model.deeplearn.layer.features_upsampling_layer.FeaturesUpsamplingLayer method) (model.deeplearn.layer.geometric_affine_layer.GeometricAffineLayer method) (model.deeplearn.layer.grouped_point_transformer_layer.GroupedPointTransformerLayer method) (model.deeplearn.layer.grouping_point_net_layer.GroupingPointNetLayer method) (model.deeplearn.layer.hourglass_layer.HourglassLayer method) (model.deeplearn.layer.interdimensional_point_transformer_layer.InterdimensionalPointTransformerLayer method) (model.deeplearn.layer.kpconv_layer.KPConvLayer method) (model.deeplearn.layer.kpconvx_layer.KPConvXLayer method) (model.deeplearn.layer.layer.Layer method) (model.deeplearn.layer.light_kpconv_layer.LightKPConvLayer method) (model.deeplearn.layer.point_mlp_layer.PointMLPLayer method) (model.deeplearn.layer.point_transformer_layer.PointTransformerLayer method) (model.deeplearn.layer.rbf_feat_extract_layer.RBFFeatExtractLayer method) (model.deeplearn.layer.rbf_feat_processing_layer.RBFFeatProcessingLayer method) (model.deeplearn.layer.shadow_activation_layer.ShadowActivationLayer method) (model.deeplearn.layer.shadow_batch_normalization_layer.ShadowBatchNormalizationLayer method) (model.deeplearn.layer.shadow_conv1d_layer.ShadowConv1DLayer method) (model.deeplearn.layer.shadow_dense_layer.ShadowDenseLayer method) (model.deeplearn.layer.sparse_indexing_map_layer.SparseIndexingMapLayer method) (model.deeplearn.layer.spconv3d_decoding_layer.SpConv3DDecodingLayer method) (model.deeplearn.layer.spconv3d_encoding_layer.SpConv3DEncodingLayer method) (model.deeplearn.layer.strided_kpconv_layer.StridedKPConvLayer method) (model.deeplearn.layer.strided_light_kpconv_layer.StridedLightKPConvLayer method) (model.deeplearn.layer.submanifold_spconv3d_layer.SubmanifoldSpConv3DCache method) (model.deeplearn.layer.submanifold_spconv3d_layer.SubmanifoldSpConv3DLayer method) (model.deeplearn.layer.upsampling_spconv3d_layer.UpsamplingSpConv3DCache method) (model.deeplearn.layer.upsampling_spconv3d_layer.UpsamplingSpConv3DLayer method) build_callbacks() (model.deeplearn.handle.dl_model_handler.DLModelHandler method) (model.deeplearn.handle.simple_dl_model_handler.SimpleDLModelHandler method) build_compilation_args() (model.deeplearn.handle.dl_model_compiler.DLModelCompiler static method) build_component() (model.tdcomp.training_data_component.TrainingDataComponent static method) build_conv_block() (model.deeplearn.arch.point_net.PointNet static method) build_decoder_layer_upsampling_hierarchy() (model.deeplearn.arch.spconv3d_pwise_classif.SpConv3DPwiseClassif method) build_decoding_kpconvx() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_distributions() (utils.tuning.hyper_random_search.HyperRandomSearch static method) build_downsampling_contextual_hierarchy() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_downsampling_gpttransf_hierarchy() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_downsampling_hierarchy() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_downsampling_kpconv_hierarchy() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_downsampling_kpconvx_hierarchy() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_downsampling_layer() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method)

build_downsampling_lightkpconv_hierarchy() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_downsampling_pnet_hierarchy() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_downsampling_pointmlp_hierarchy() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_downsampling_pttransf_hierarchy() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_encoder_layer_downsampling_hierarchy() (model.deeplearn.arch.spconv3d_pwise_classif.SpConv3DPwiseClassif method) build_encoding_contextual_block() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_encoding_gpttransf_block() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_encoding_kpconvx_block() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_encoding_pointmlp_block() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_feature_processing_block() (model.deeplearn.arch.rbfnet_pwise_classif.RBFNetPwiseClassif method) build_features_structuring_layer() (model.deeplearn.arch.point_net_pwise_classif.PointNetPwiseClassif method) build_fgrid_from_pcloud() (inout.geotiff_io.GeoTiffIO static method) build_FSL_block() (model.deeplearn.arch.rbfnet.RBFNet method) build_hidden() (model.deeplearn.arch.architecture.Architecture method) (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) (model.deeplearn.arch.point_net.PointNet method) (model.deeplearn.arch.point_net_pwise_classif.PointNetPwiseClassif method) (model.deeplearn.arch.rbfnet.RBFNet method) (model.deeplearn.arch.rbfnet_pwise_classif.RBFNetPwiseClassif method) (model.deeplearn.arch.spconv3d_pwise_classif.SpConv3DPwiseClassif method) build_hidden_pointnet() (model.deeplearn.arch.point_net.PointNet static method) build_input() (model.deeplearn.arch.architecture.Architecture method) (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) (model.deeplearn.arch.point_net.PointNet method) (model.deeplearn.arch.rbfnet.RBFNet method) (model.deeplearn.arch.spconv3d_pwise_classif.SpConv3DPwiseClassif method) build_layer_by_layer_downsampling_hierarchy() (model.deeplearn.arch.spconv3d_pwise_classif.SpConv3DPwiseClassif method) build_layer_by_layer_upsampling_hierarchy() (model.deeplearn.arch.spconv3d_pwise_classif.SpConv3DPwiseClassif method) build_mlp_block() (model.deeplearn.arch.point_net.PointNet static method) build_mock_model_handler() (tests.freeze_training_test.FreezeTrainingTest static method) build_new_las_header() (utils.ctransf.class_transformer.ClassTransformer method) (utils.ftransf.feature_transformer.FeatureTransformer method) (utils.ftransf.minmax_normalizer.MinmaxNormalizer method) (utils.ftransf.pca_transformer.PCATransformer method) build_nonresidual_spconv_block() (model.deeplearn.arch.spconv3d_pwise_classif.SpConv3DPwiseClassif method) build_output() (model.deeplearn.arch.architecture.Architecture method) (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) (model.deeplearn.arch.point_net_pwise_classif.PointNetPwiseClassif method) (model.deeplearn.arch.rbfnet_pwise_classif.RBFNetPwiseClassif method) (model.deeplearn.arch.spconv3d_pwise_classif.SpConv3DPwiseClassif method) build_pipeline() (model.tdcomp.training_data_component.TrainingDataComponent static method) build_point_net_input() (model.deeplearn.arch.point_net.PointNet static method) build_post_processor() (clustering.postproc.clustering_post_processor.ClusteringPostProcessor static method) build_res_block() (model.deeplearn.layer.point_mlp_layer.PointMLPLayer method) build_residual_conv1d_block() (model.deeplearn.arch.spconv3d_pwise_classif.SpConv3DPwiseClassif method) build_residual_spconv_block() (model.deeplearn.arch.spconv3d_pwise_classif.SpConv3DPwiseClassif method) build_sequencer() (model.deeplearn.handle.simple_dl_model_handler.SimpleDLModelHandler method) build_spconv_hierarchy() (model.deeplearn.arch.spconv3d_pwise_classif.SpConv3DPwiseClassif method) build_support_points() (model.deeplearn.dlrun.grid_subsampling_pre_processor.GridSubsamplingPreProcessor static method) build_transformation_block() (model.deeplearn.arch.point_net.PointNet static method) build_transformation_net() (model.deeplearn.arch.point_net.PointNet static method) build_upsampling_hierarchy() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_upsampling_layer() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_W() (model.deeplearn.layer.kpconv_layer.KPConvLayer method) (model.deeplearn.layer.light_kpconv_layer.LightKPConvLayer method)

C

CaClCMDHandler (class in ui.catacloud.cacl_cmd_handler) CaClModelOps (class in api.catacloud.caclmodel_ops) CaClOp (class in api.catacloud.caclop) CaClPcloudOps (class in api.catacloud.caclpcloud_ops) CaClPipelineOps (class in api.catacloud.caclpipeline_ops) CaClSession (class in api.catacloud.caclsession) calc_full_dimensionality() (model.deeplearn.layer.grouping_point_net_layer.GroupingPointNetLayer method) call() (model.deeplearn.layer.contextual_point_layer.ContextualPointLayer method) (model.deeplearn.layer.downsampling_spconv3d_layer.DownsamplingSpConv3DLayer method) (model.deeplearn.layer.expansion_layer.ExpansionLayer method) (model.deeplearn.layer.features_downsampling_layer.FeaturesDownsamplingLayer method) (model.deeplearn.layer.features_structuring_layer.FeaturesStructuringLayer method) (model.deeplearn.layer.features_upsampling_layer.FeaturesUpsamplingLayer method) (model.deeplearn.layer.geometric_affine_layer.GeometricAffineLayer method) (model.deeplearn.layer.grouped_point_transformer_layer.GroupedPointTransformerLayer method) (model.deeplearn.layer.grouping_point_net_layer.GroupingPointNetLayer method) (model.deeplearn.layer.hourglass_layer.HourglassLayer method) (model.deeplearn.layer.interdimensional_point_transformer_layer.InterdimensionalPointTransformerLayer method) (model.deeplearn.layer.kpconv_layer.KPConvLayer method) (model.deeplearn.layer.kpconvx_layer.KPConvXLayer method) (model.deeplearn.layer.layer.Layer method) (model.deeplearn.layer.point_mlp_layer.PointMLPLayer method) (model.deeplearn.layer.point_transformer_layer.PointTransformerLayer method) (model.deeplearn.layer.rbf_feat_extract_layer.RBFFeatExtractLayer method) (model.deeplearn.layer.rbf_feat_processing_layer.RBFFeatProcessingLayer method) (model.deeplearn.layer.shadow_activation_layer.ShadowActivationLayer method) (model.deeplearn.layer.shadow_batch_normalization_layer.ShadowBatchNormalizationLayer method) (model.deeplearn.layer.shadow_conv1d_layer.ShadowConv1DLayer method) (model.deeplearn.layer.shadow_dense_layer.ShadowDenseLayer method) (model.deeplearn.layer.sparse_indexing_map_layer.SparseIndexingMapLayer method) (model.deeplearn.layer.spconv3d_decoding_layer.SpConv3DDecodingLayer method) (model.deeplearn.layer.spconv3d_encoding_layer.SpConv3DEncodingLayer method) (model.deeplearn.layer.strided_kpconv_layer.StridedKPConvLayer method) (model.deeplearn.layer.strided_light_kpconv_layer.StridedLightKPConvLayer method) (model.deeplearn.layer.submanifold_spconv3d_layer.SubmanifoldSpConv3DLayer method) (model.deeplearn.layer.upsampling_spconv3d_layer.UpsamplingSpConv3DLayer method) can_plot() (eval.advanced_classification_evaluation.AdvancedClassificationEvaluation method) (eval.classification_evaluation.ClassificationEvaluation method) (eval.classification_uncertainty_evaluation.ClassificationUncertaintyEvaluation method) (eval.evaluation.Evaluation method) (eval.kfold_evaluation.KFoldEvaluation method) (eval.rand_forest_evaluation.RandForestEvaluation method) (eval.raster_grid_evaluation.RasterGridEvaluation method) (eval.regression_evaluation.RegressionEvaluation method) can_report() (eval.advanced_classification_evaluation.AdvancedClassificationEvaluation method) (eval.classification_evaluation.ClassificationEvaluation method) (eval.classification_uncertainty_evaluation.ClassificationUncertaintyEvaluation method) (eval.deeplearn.dl_model_evaluation.DLModelEvaluation method) (eval.evaluation.Evaluation method) (eval.kfold_evaluation.KFoldEvaluation method) (eval.rand_forest_evaluation.RandForestEvaluation method) (eval.regression_evaluation.RegressionEvaluation method) can_transfer() (model.deeplearn.handle.dl_transfer_handler.DLTransferHandler method) canibalize() (utils.ptransf.receptive_field.ReceptiveField method) (utils.ptransf.receptive_field_fps.ReceptiveFieldFPS method) (utils.ptransf.receptive_field_gs.ReceptiveFieldGS method) (utils.ptransf.receptive_field_hierarchical_fps.ReceptiveFieldHierarchicalFPS method) center_and_scale() (utils.ptransf.receptive_field_fps.ReceptiveFieldFPS method) (utils.ptransf.receptive_field_gs.ReceptiveFieldGS method) (utils.ptransf.receptive_field_hierarchical_fps.ReceptiveFieldHierarchicalFPS method) center_gradients() (model.deeplearn.optimizer.centralized_adam.CentralizedAdam static method) CentralizedAdadelta (class in model.deeplearn.optimizer.centralized_adadelta) CentralizedAdagrad (class in model.deeplearn.optimizer.centralized_adagrad) CentralizedAdam (class in model.deeplearn.optimizer.centralized_adam) CentralizedAdamax (class in model.deeplearn.optimizer.centralized_adamax) CentralizedAdamW (class in model.deeplearn.optimizer.centralized_adamw) CentralizedFTRL (class in model.deeplearn.optimizer.centralized_ftrl) CentralizedLamb (class in model.deeplearn.optimizer.centralized_lamb) CentralizedLion (class in model.deeplearn.optimizer.centralized_lion) CentralizedNadam (class in model.deeplearn.optimizer.centralized_nadam) CentralizedRMSProp (class in model.deeplearn.optimizer.centralized_rmsprop) CentralizedSGD (class in model.deeplearn.optimizer.centralized_sgd) centroids_from_points() (utils.ptransf.receptive_field.ReceptiveField method) (utils.ptransf.receptive_field_fps.ReceptiveFieldFPS method) (utils.ptransf.receptive_field_gs.ReceptiveFieldGS method) (utils.ptransf.receptive_field_hierarchical_fps.ReceptiveFieldHierarchicalFPS method) check_architecture_needs_backup() (model.deeplearn.handle.dl_training_handler.DLTrainingHandler static method) check_feature_structuring() (model.deeplearn.arch.rbfnet.RBFNet method) check_input_needs_backup() (model.deeplearn.handle.dl_training_handler.DLTrainingHandler static method) check_pr() (tests.prediction_reducer_test.PredictionReducerTest method) check_status_code() (api.catacloud.caclop.CaClOp method) check_test_case1() (tests.freeze_training_test.FreezeTrainingTest method) check_test_case2() (tests.freeze_training_test.FreezeTrainingTest method) check_test_case3() (tests.freeze_training_test.FreezeTrainingTest method) check_test_case4() (tests.freeze_training_test.FreezeTrainingTest method) check_test_case5() (tests.freeze_training_test.FreezeTrainingTest method) check_test_case6() (tests.freeze_training_test.FreezeTrainingTest method) check_test_case7() (tests.freeze_training_test.FreezeTrainingTest method) class_metrics_from_names() (eval.classification_evaluator.ClassificationEvaluator static method) ClassificationEvaluation (class in eval.classification_evaluation) ClassificationEvaluator (class in eval.classification_evaluator) ClassificationModel (class in model.classification_model) ClassificationPlot (class in plot.classification_plot) ClassificationReport (class in report.classification_report) ClassificationUncertaintyEvaluation (class in eval.classification_uncertainty_evaluation) ClassificationUncertaintyEvaluator (class in eval.classification_uncertainty_evaluator) ClassificationUncertaintyPlot (class in plot.classification_uncertainty_plot) ClassificationUncertaintyReport (class in report.classification_uncertainty_report) ClassifiedPcloudReport (class in report.classified_pcloud_report) ClassifiedPcloudWriter (class in inout.classified_pcloud_writer) ClassReducer (class in utils.ctransf.class_reducer) ClassReductionPlot (class in plot.class_reduction_plot) ClassReductionReport (class in report.class_reduction_report) ClassSetter (class in utils.ctransf.class_setter) ClassTransformer (class in utils.ctransf.class_transformer) ClassTransformerException ClasswiseSampler (class in model.tdcomp.classwise_sampler) clean_support_neighborhoods() (model.deeplearn.dlrun.furthest_point_subsampling_pre_processor.FurthestPointSubsamplingPreProcessor static method) (model.deeplearn.dlrun.grid_subsampling_pre_processor.GridSubsamplingPreProcessor static method) (model.deeplearn.dlrun.hierarchical_fps_pre_processor.HierarchicalFPSPreProcessor static method) clear_data() (pcloud.point_cloud.PointCloud method) cluster() (clustering.bivariate_critical_clusterer.BivariateCriticalClusterer method) (clustering.clusterer.Clusterer method) (clustering.dbscan_clusterer.DBScanClusterer method) (clustering.sampling_decorated_clusterer.SamplingDecoratedClusterer method) ClusterEnveloper (class in clustering.postproc.cluster_enveloper) Clusterer (class in clustering.clusterer) clustering module clustering.bivariate_critical_clusterer module clustering.clusterer module

clustering.dbscan_clusterer module clustering.fps_decorated_clusterer module clustering.min_dist_decorated_clusterer module clustering.postproc module clustering.postproc.cluster_enveloper module clustering.postproc.cluster_marker module clustering.postproc.cluster_selector module clustering.postproc.clustering_post_processor module clustering.sampling_decorated_clusterer module ClusteringException ClusteringPostProcessor (class in clustering.postproc.clustering_post_processor) ClusterMarker (class in clustering.postproc.cluster_marker) ClusterSelector (class in clustering.postproc.cluster_selector) compile() (model.deeplearn.handle.dl_model_compiler.DLModelCompiler method) (model.deeplearn.handle.dl_model_handler.DLModelHandler method) (model.deeplearn.handle.simple_dl_model_handler.SimpleDLModelHandler method) compute() (utils.neighborhood.support_neighborhoods.SupportNeighborhoods method) (utils.neighborhood.support_neighborhoodspp.SupportNeighborhoodsPP method) compute_aabb_envelope() (clustering.postproc.cluster_enveloper.ClusterEnveloper method) compute_active_centroids() (utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) compute_all_domain() (utils.raster.grid_interpolator_2d.GridInterpolator2D method) compute_attributes() (clustering.postproc.cluster_selector.ClusterSelector method) compute_bbox_envelope() (clustering.postproc.cluster_enveloper.ClusterEnveloper method) compute_centroids() (utils.ctransf.distance_reclassifier.DistanceReclassifier static method) compute_class_ambiguity() (eval.classification_uncertainty_evaluator.ClassificationUncertaintyEvaluator method) compute_classwise_sampling() (model.tdcomp.classwise_sampler.ClasswiseSampler method) compute_cluster_centroid() (clustering.postproc.cluster_marker.ClusterMarker method) compute_cluster_geometric_median() (clustering.postproc.cluster_marker.ClusterMarker method) compute_cluster_medianoid() (clustering.postproc.cluster_marker.ClusterMarker method) compute_cluster_medoid() (clustering.postproc.cluster_marker.ClusterMarker method) compute_cluster_midrange() (clustering.postproc.cluster_marker.ClusterMarker method) compute_cluster_wise_entropy() (eval.classification_uncertainty_evaluator.ClassificationUncertaintyEvaluator method) compute_critical_clusters() (clustering.bivariate_critical_clusterer.BivariateCriticalClusterer method) compute_cylindrical_neighborhoods() (utils.neighborhood.support_neighborhoods.SupportNeighborhoods static method) compute_decimal_scale() (utils.num_utils.NumUtils static method) compute_dilations() (utils.raster.grid_interpolator_2d.GridInterpolator2D method) compute_distribution() (utils.ptransf.simple_data_augmentor.SimpleDataAugmentor static method) compute_domain_mask() (utils.raster.grid_interpolator_2d.GridInterpolator2D method) compute_encoding() (tests.spconv3d_decoding_layer_test.SpConv3DDecodingLayerTest method) compute_erosions() (utils.raster.grid_interpolator_2d.GridInterpolator2D method) compute_expected_output() (tests.features_structuring_layer_test.FeaturesStructuringLayerTest method) (tests.rbf_feat_extract_layer_test.RBFFeatExtractLayerTest method) (tests.rbf_feat_processing_layer_test.RBFFeatProcessingLayerTest method) compute_filter() (mining.recount_miner.RecountMiner method) compute_fps_on_3D_pcloud() (utils.ptransf.receptive_field_fps.ReceptiveFieldFPS static method) compute_gaussian_kernel() (model.deeplearn.layer.rbf_feat_extract_layer.RBFFeatExtractLayer method) (model.deeplearn.layer.rbf_feat_processing_layer.RBFFeatProcessingLayer method) compute_height_features() (mining.height_feats_miner.HeightFeatsMiner method) (mining.height_feats_minerpp.HeightFeatsMinerPP method) compute_height_features_on_support() (mining.height_feats_miner.HeightFeatsMiner method) compute_interpolation() (utils.raster.grid_interpolator_2d.GridInterpolator2D method) compute_layer_by_layer_decoder() (tests.spconv3d_decoding_layer_test.SpConv3DDecodingLayerTest method) compute_layer_by_layer_encoder() (tests.spconv3d_encoding_layer_test.SpConv3DEncodingLayerTest method) compute_markov_kernel() (model.deeplearn.layer.rbf_feat_extract_layer.RBFFeatExtractLayer method) (model.deeplearn.layer.rbf_feat_processing_layer.RBFFeatProcessingLayer method) compute_metrics() (eval.regression_evaluator.RegressionEvaluator method) compute_nearest_neighbor_method() (clustering.bivariate_critical_clusterer.BivariateCriticalClusterer method) compute_neighborhoods() (utils.ptransf.point_cloud_sampler.PointCloudSampler static method) compute_num_kernel_points() (model.deeplearn.initializer.kernel_point_structure_initializer.KernelPointStructureInitializer method) compute_number_of_points() (clustering.postproc.cluster_selector.ClusterSelector method) compute_outer_correlations() (eval.regression_evaluator.RegressionEvaluator method) compute_output_features() (model.deeplearn.layer.geometric_affine_layer.GeometricAffineLayer method) (model.deeplearn.layer.kpconv_layer.KPConvLayer method) (model.deeplearn.layer.light_kpconv_layer.LightKPConvLayer method) compute_PCA() (in module geometry.PCA) compute_polygonal_contour_domain() (utils.raster.grid_interpolator_2d.GridInterpolator2D method) compute_polygonal_contour_target_domain() (utils.raster.grid_interpolator_2d.GridInterpolator2D method) compute_pwise_activations() (model.deeplearn.conv_autoenc_pwise_classif_model.ConvAutoencPwiseClassifModel method) (model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel method) (model.deeplearn.rbf_net_pwise_classif_model.RBFNetPwiseClassifModel method) (model.deeplearn.spconv3d_pwise_classif_model.SpConv3DPwiseClassifModel method) compute_pwise_entropy() (eval.classification_uncertainty_evaluator.ClassificationUncertaintyEvaluator method) compute_pwise_height_features() (mining.height_feats_miner.HeightFeatsMiner method) compute_qq_distribution() (eval.regression_evaluator.RegressionEvaluator method) compute_recount() (mining.recount_miner.RecountMiner method) compute_rectangular2D_neighborhoods() (utils.neighborhood.support_neighborhoods.SupportNeighborhoods static method) compute_rectangular3D_neighborhoods() (utils.neighborhood.support_neighborhoods.SupportNeighborhoods static method) compute_recursive_region_growing() (clustering.bivariate_critical_clusterer.BivariateCriticalClusterer method) compute_region_growing_first_stage() (clustering.bivariate_critical_clusterer.BivariateCriticalClusterer method) compute_region_growing_second_stage() (clustering.bivariate_critical_clusterer.BivariateCriticalClusterer method) compute_relational_mask() (utils.raster.grid_interpolator_2d.GridInterpolator2D static method) compute_selection_mask() (clustering.postproc.cluster_selector.ClusterSelector method) compute_sigma() (model.deeplearn.layer.geometric_affine_layer.GeometricAffineLayer method) compute_smooth_features() (mining.smooth_feats_miner.SmoothFeatsMiner method) compute_spconv3d_decoding_layer() (tests.spconv3d_decoding_layer_test.SpConv3DDecodingLayerTest method) compute_spconv3d_encoding_layer() (tests.spconv3d_encoding_layer_test.SpConv3DEncodingLayerTest method) compute_spectral_approx() (model.deeplearn.layer.hourglass_layer.HourglassLayer method) compute_spectral_safe() (model.deeplearn.layer.hourglass_layer.HourglassLayer method) compute_spectral_unsafe() (model.deeplearn.layer.hourglass_layer.HourglassLayer method) compute_spherical_neighborhoods() (utils.neighborhood.support_neighborhoods.SupportNeighborhoods static method) compute_squared_distances() (model.deeplearn.layer.features_downsampling_layer.FeaturesDownsamplingLayer static method) compute_surface_area() (clustering.postproc.cluster_selector.ClusterSelector method) compute_surface_density() (clustering.postproc.cluster_selector.ClusterSelector method) compute_target_domain() (utils.raster.grid_interpolator_2d.GridInterpolator2D method) compute_volume() (clustering.postproc.cluster_selector.ClusterSelector method) compute_volume_density() (clustering.postproc.cluster_selector.ClusterSelector method) compute_weighted_entropy() (eval.classification_uncertainty_evaluator.ClassificationUncertaintyEvaluator method) compute_x_length() (clustering.postproc.cluster_selector.ClusterSelector method) compute_y_length() (clustering.postproc.cluster_selector.ClusterSelector method) compute_z_length() (clustering.postproc.cluster_selector.ClusterSelector method) concatf_full() (model.deeplearn.layer.features_structuring_layer.FeaturesStructuringLayer static method) concatf_opaque() (model.deeplearn.layer.features_structuring_layer.FeaturesStructuringLayer static method) CONFMAT_SEPARATOR (report.advanced_classification_report.AdvancedClassificationReport attribute) ContextualPointLayer (class in model.deeplearn.layer.contextual_point_layer) ContextualPointLayerTest (class in tests.contextual_point_layer_test) ConvAutoencPwiseClassif (class in model.deeplearn.arch.conv_autoenc_pwise_classif) ConvAutoencPwiseClassifModel (class in model.deeplearn.conv_autoenc_pwise_classif_model) convert_cluster_labels_type() (clustering.bivariate_critical_clusterer.BivariateCriticalClusterer static method) count() (plot.receptive_fields_distribution_plot.ReceptiveFieldsDistributionPlot method) (report.receptive_fields_distribution_report.ReceptiveFieldsDistributionReport static method) craft_header() (api.catacloud.caclsession.CaClSession method) create_from_points() (geometry.OrientedBoundingBox.OrientedBoundingBox class method) CtransfUtils (class in utils.ctransf_utils) cylinder_neighborhood_f() (mining.smooth_feats_miner.SmoothFeatsMiner static method)

D

DataAugmentor (class in utils.ptransf.data_augmentor) DBScanClusterer (class in clustering.dbscan_clusterer) decorate_pcloud() (model.decorated_model.DecoratedModel method) (model.fps_decorated_model.FPSDecoratedModel method) (model.mindist_decorated_model.MinDistDecoratedModel method) DecoratedMiner (class in mining.decorated_miner) DecoratedModel (class in model.decorated_model) DeepLearningException DeepLearningModelSummaryReport (class in report.deep_learning_model_summary_report) delete_by_val() (utils.dict_utils.DictUtils static method) DEMGenerator (class in utils.raster.dem_generator) determine_attributes() (clustering.postproc.cluster_selector.ClusterSelector method) determine_error_measurements() (eval.regression_evaluator.RegressionEvaluator method) determine_fnames() (utils.ctransf.distance_reclassifier.DistanceReclassifier method) devae_fun() (eval.regression_evaluator.RegressionEvaluator static method) deve_fun() (eval.regression_evaluator.RegressionEvaluator static method) devse_fun() (eval.regression_evaluator.RegressionEvaluator static method) DictUtils (class in utils.dict_utils) digest_grid() (eval.raster_grid_evaluator.RasterGridEvaluator static method) digest_grids() (eval.raster_grid_evaluator.RasterGridEvaluator method) digest_standard_grid() (eval.raster_grid_evaluator.RasterGridEvaluator static method) DistanceReclassificationPlot (class in plot.distance_reclassification_plot) DistanceReclassificationReport (class in report.distance_reclassification_report) DistanceReclassifier (class in utils.ctransf.distance_reclassifier) DLAbstractSequencer (class in model.deeplearn.sequencer.dl_abstract_sequencer) DLCallbackBuilder (class in model.deeplearn.handle.dl_callback_builder) DLClassWeighter (class in model.deeplearn.handle.dl_class_weighter) DLLabelFormatter (class in model.deeplearn.handle.dl_label_formatter) DLModelCompiler (class in model.deeplearn.handle.dl_model_compiler) DLModelEvaluation (class in eval.deeplearn.dl_model_evaluation) DLModelEvaluator (class in eval.deeplearn.dl_model_evaluator) DLModelHandler (class in model.deeplearn.handle.dl_model_handler)

DLModelReporter (class in model.deeplearn.handle.dl_model_reporter) DLOfflineSequencer (class in model.deeplearn.sequencer.dl_offline_sequencer) DLOfflineSequencerTest (class in tests.dl_offline_sequencer_test) DLOfflineSequencerTest.MockArchitecture (class in tests.dl_offline_sequencer_test) DLPathManager (class in model.deeplearn.handle.dl_path_manager) DLPretrainedHandler (class in model.deeplearn.handle.dl_pretrained_handler) DLSequencer (class in model.deeplearn.sequencer.dl_sequencer) DLSequencerBuilder (class in model.deeplearn.handle.dl_sequencer_builder) DLSparseShadowSequencer (class in model.deeplearn.sequencer.dl_sparse_shadow_sequencer) DLSparseShadowSequencerTest (class in tests.dl_sparse_shadow_sequencer_test) DLTrainingHandler (class in model.deeplearn.handle.dl_training_handler) DLTransferHandler (class in model.deeplearn.handle.dl_transfer_handler) DLUtils (class in utils.dl_utils) do_class_distributions_subplots() (plot.classification_plot.ClassificationPlot static method) do_confusion_matrix_plot() (plot.classification_plot.ClassificationPlot static method) do_dbscan() (clustering.dbscan_clusterer.DBScanClusterer method) do_hourglass_regularization() (model.deeplearn.layer.hourglass_layer.HourglassLayer method) do_isolated_plot() (plot.training_history_plot.TrainingHistoryPlot method) do_no_regularization() (model.deeplearn.layer.hourglass_layer.HourglassLayer method) do_propagate_values() (utils.ptransf.receptive_field_fps.ReceptiveFieldFPS static method) (utils.ptransf.receptive_field_fpspp.ReceptiveFieldFPSPP static method) do_pwise_activations() (model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel static method) do_receptive_fields_plots_and_reports() (model.deeplearn.handle.dl_model_reporter.DLModelReporter method) do_reduce_values() (utils.ptransf.receptive_field_fps.ReceptiveFieldFPS static method) (utils.ptransf.receptive_field_fpspp.ReceptiveFieldFPSPP static method) do_summary_plot() (plot.training_history_plot.TrainingHistoryPlot method) do_transfer() (model.deeplearn.handle.dl_transfer_handler.DLTransferHandler method) does_file_exist() (inout.io_utils.IOUtils static method) down_spconv3d_on_elem() (model.deeplearn.layer.downsampling_spconv3d_layer.DownsamplingSpConv3DLayer static method) DownsamplingSpConv3DCache (class in model.deeplearn.layer.downsampling_spconv3d_layer) DownsamplingSpConv3DLayer (class in model.deeplearn.layer.downsampling_spconv3d_layer) DownsamplingSpConv3DLayerTest (class in tests.downsampling_spconv3d_layer_test) dump() (pcloud.mem_to_file_proxy.MemToFileProxy method)

E

enable_predict_mode() (model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) enable_training_mode() (model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) encode() (utils.ptransf.point_cloud_sampler_decorator.PointCloudSamplerDecorator method) encode_decode_release_and_export() (utils.ptransf.point_cloud_sampler_decorator.PointCloudSamplerDecorator method) energy_constraint() (model.deeplearn.initializer.fibonacci_shell_initializer.FibonacciShellInitializer method) energy_df() (model.deeplearn.initializer.fibonacci_shell_initializer.FibonacciShellInitializer static method) (model.deeplearn.initializer.kernel_point_ball_initializer.KernelPointBallInitializer static method) energy_f() (model.deeplearn.initializer.fibonacci_shell_initializer.FibonacciShellInitializer method) (model.deeplearn.initializer.kernel_point_ball_initializer.KernelPointBallInitializer static method) EntropicPredReduceStrategy (class in utils.preds.entropic_pred_reduce_strategy) equals() (pcloud.point_cloud.PointCloud method) eval module eval() (eval.advanced_classification_evaluator.AdvancedClassificationEvaluator method) (eval.classification_evaluator.ClassificationEvaluator method) (eval.classification_uncertainty_evaluator.ClassificationUncertaintyEvaluator method) (eval.deeplearn.dl_model_evaluator.DLModelEvaluator method) (eval.evaluator.Evaluator method) (eval.kfold_evaluator.KFoldEvaluator method) (eval.rand_forest_evaluator.RandForestEvaluator method) (eval.raster_grid_evaluator.RasterGridEvaluator method) (eval.regression_evaluator.RegressionEvaluator method) eval.advanced_classification_evaluation module eval.advanced_classification_evaluator module eval.classification_evaluation module eval.classification_evaluator module eval.classification_uncertainty_evaluation module eval.classification_uncertainty_evaluator module eval.deeplearn module eval.deeplearn.dl_model_evaluation module eval.deeplearn.dl_model_evaluator module eval.evaluation module eval.evaluator module eval.kfold_evaluation module eval.kfold_evaluator module eval.rand_forest_evaluation module eval.rand_forest_evaluator module eval.raster_grid_evaluation module eval.raster_grid_evaluator module eval.regression_evaluation module eval.regression_evaluator module eval_args_from_state() (eval.advanced_classification_evaluator.AdvancedClassificationEvaluator method) (eval.classification_uncertainty_evaluator.ClassificationUncertaintyEvaluator method) (eval.deeplearn.dl_model_evaluator.DLModelEvaluator method) (eval.raster_grid_evaluator.RasterGridEvaluator method) (eval.regression_evaluator.RegressionEvaluator method) eval_num_points() (utils.ptransf.fps_decorator_transformer.FPSDecoratorTransformer method) Evaluation (class in eval.evaluation) EvaluationException Evaluator (class in eval.evaluator) EvaluatorException ExpansionLayer (class in model.deeplearn.layer.expansion_layer) ExplicitSelector (class in utils.ftransf.explicit_selector) exponential_filter() (model.deeplearn.layer.features_downsampling_layer.FeaturesDownsamplingLayer static method) (model.deeplearn.layer.features_upsampling_layer.FeaturesUpsamplingLayer static method) export_aabb_envelopes() (clustering.postproc.cluster_enveloper.ClusterEnveloper method) export_bbox_envelopes() (clustering.postproc.cluster_enveloper.ClusterEnveloper method) export_marks() (clustering.postproc.cluster_marker.ClusterMarker method) export_marks_to_csv() (clustering.postproc.cluster_marker.ClusterMarker static method) export_marks_to_shapefile() (clustering.postproc.cluster_marker.ClusterMarker static method) export_predictions() (main.main_predict.MainPredict static method) export_representation() (model.deeplearn.layer.features_structuring_layer.FeaturesStructuringLayer method) (model.deeplearn.layer.kpconv_layer.KPConvLayer method) (model.deeplearn.layer.kpconvx_layer.KPConvXLayer method) (model.deeplearn.layer.light_kpconv_layer.LightKPConvLayer method) (model.deeplearn.layer.rbf_feat_extract_layer.RBFFeatExtractLayer method) (model.deeplearn.layer.rbf_feat_processing_layer.RBFFeatProcessingLayer method) (utils.ptransf.point_cloud_sampler_decorator.PointCloudSamplerDecorator method) export_support_points() (model.deeplearn.dlrun.receptive_field_pre_processor.ReceptiveFieldPreProcessor method) extract_clusterer_class() (main.main_clustering.MainClustering static method) extract_clustering_args() (clustering.bivariate_critical_clusterer.BivariateCriticalClusterer static method) (clustering.clusterer.Clusterer static method) (clustering.dbscan_clusterer.DBScanClusterer static method) (clustering.fps_decorated_clusterer.FPSDecoratedClusterer static method) (clustering.min_dist_decorated_clusterer.MinDistDecoratedClusterer static method) (clustering.sampling_decorated_clusterer.SamplingDecoratedClusterer static method)

extract_component_args() (model.tdcomp.training_data_component.TrainingDataComponent static method) extract_cpp_conditions() (mining.recount_minerpp.RecountMinerPP method) extract_cpp_extra_args() (model.deeplearn.dlrun.furthest_point_subsampling_post_processorpp.FurthestPointSubsamplingPostProcessorPP static method) extract_ctransf_args() (utils.ctransf.class_reducer.ClassReducer static method) (utils.ctransf.class_setter.ClassSetter static method) (utils.ctransf.class_transformer.ClassTransformer static method) (utils.ctransf.distance_reclassifier.DistanceReclassifier static method) extract_ctransf_class() (utils.ctransf_utils.CtransfUtils static method) extract_eval_args() (eval.advanced_classification_evaluator.AdvancedClassificationEvaluator static method) (eval.classification_evaluator.ClassificationEvaluator static method) (eval.classification_uncertainty_evaluator.ClassificationUncertaintyEvaluator static method) (eval.deeplearn.dl_model_evaluator.DLModelEvaluator static method) (eval.raster_grid_evaluator.RasterGridEvaluator static method) (eval.regression_evaluator.RegressionEvaluator static method) extract_eval_class() (main.main_eval.MainEval static method) extract_ftransf_args() (utils.ftransf.explicit_selector.ExplicitSelector static method) (utils.ftransf.feature_transformer.FeatureTransformer static method) (utils.ftransf.kbest_selector.KBestSelector static method) (utils.ftransf.minmax_normalizer.MinmaxNormalizer static method) (utils.ftransf.pca_transformer.PCATransformer static method) (utils.ftransf.percentile_selector.PercentileSelector static method) (utils.ftransf.standardizer.Standardizer static method) (utils.ftransf.variance_selector.VarianceSelector static method) extract_ftransf_class() (utils.ftransf_utils.FtransfUtils static method) extract_imputer_args() (utils.imput.imputer.Imputer static method) (utils.imput.univariate_imputer.UnivariateImputer static method) extract_imputer_class() (utils.imputer_utils.ImputerUtils static method) extract_input_batch() (model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (model.deeplearn.sequencer.dl_sparse_shadow_sequencer.DLSparseShadowSequencer method) extract_input_path() (main.main_clustering.MainClustering static method) (main.main_mine.MainMine static method) (main.main_predict.MainPredict static method) (main.main_train.MainTrain static method) extract_miner_args() (mining.decorated_miner.DecoratedMiner static method) (mining.fps_decorated_miner.FPSDecoratedMiner static method) (mining.geom_feats_miner.GeomFeatsMiner static method) (mining.geom_feats_minerpp.GeomFeatsMinerPP static method) (mining.height_feats_miner.HeightFeatsMiner static method) (mining.height_feats_minerpp.HeightFeatsMinerPP static method) (mining.hsv_from_rgb_miner.HSVFromRGBMiner static method) (mining.min_dist_decorated_miner.MinDistDecoratedMiner static method) (mining.recount_miner.RecountMiner static method) (mining.recount_minerpp.RecountMinerPP static method) (mining.sampling_decorated_miner.SamplingDecoratedMiner static method) (mining.simple_smooth_decorated_miner.SimpleSmoothDecoratedMiner static method) (mining.smooth_feats_miner.SmoothFeatsMiner static method) (mining.smooth_feats_minerpp.SmoothFeatsMinerPP static method) (mining.take_closest_miner.TakeClosestMiner static method) extract_miner_class() (main.main_mine.MainMine static method) extract_model_args() (model.classification_model.ClassificationModel static method) (model.decorated_model.DecoratedModel static method) (model.deeplearn.conv_autoenc_pwise_classif_model.ConvAutoencPwiseClassifModel static method) (model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel static method) (model.deeplearn.rbf_net_pwise_classif_model.RBFNetPwiseClassifModel static method) (model.deeplearn.spconv3d_pwise_classif_model.SpConv3DPwiseClassifModel static method) (model.fps_decorated_model.FPSDecoratedModel static method) (model.mindist_decorated_model.MinDistDecoratedModel static method) (model.model.Model static method) (model.random_forest_classification_model.RandomForestClassificationModel static method) extract_model_class() (main.main_train.MainTrain static method) extract_neural_network_from_model_handler() (model.deeplearn.handle.dl_transfer_handler.DLTransferHandler static method) extract_output_path() (main.main_clustering.MainClustering static method) (main.main_mine.MainMine static method) (main.main_train.MainTrain static method) extract_pcloud_matrix() (utils.imput.imputer.Imputer method) extract_pipeline_class() (main.main_pipeline.MainPipeline static method) extract_pretrained_model() (main.main_train.MainTrain static method) extract_ptransf_args() (utils.ptransf.point_cloud_sampler.PointCloudSampler static method) (utils.ptransf.point_transformer.PointTransformer static method) (utils.ptransf.simple_structure_smootherpp.SimpleStructureSmootherPP static method) extract_ptransf_class() (utils.ptransf_utils.PtransfUtils static method) extract_quantities() (eval.regression_evaluator.RegressionEvaluator method) extract_reference_batch() (model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (model.deeplearn.sequencer.dl_sparse_shadow_sequencer.DLSparseShadowSequencer method) extract_tuner_args() (utils.tuning.hyper_grid_search.HyperGridSearch static method) (utils.tuning.hyper_random_search.HyperRandomSearch static method) (utils.tuning.hyper_tuner.HyperTuner static method) extract_tuner_class() (utils.tuner_utils.TunerUtils static method) extract_variables() (clustering.bivariate_critical_clusterer.BivariateCriticalClusterer method) extract_writer_args() (inout.model_writer.ModelWriter static method) (inout.predictions_writer.PredictionsWriter static method) (inout.predictive_pipeline_writer.PredictivePipelineWriter static method) (inout.writer.Writer static method) extract_writer_class() (inout.writer_utils.WriterUtils static method) extremek_outlier_filter() (eval.regression_evaluator.RegressionEvaluator method) extremep_outlier_filter() (eval.regression_evaluator.RegressionEvaluator method)

F

FeatureProcessingLayerPlot (class in plot.feature_processing_layer_plot) FeatureProcessingLayerReport (class in report.feature_processing_layer_report) FeaturesDownsamplingLayer (class in model.deeplearn.layer.features_downsampling_layer) FeaturesDownsamplingLayerTest (class in tests.features_downsampling_layer_test) FeaturesOrthogonalRegularizer (class in model.deeplearn.regularizer.features_orthogonal_regularizer) FeaturesStructuringLayer (class in model.deeplearn.layer.features_structuring_layer) FeaturesStructuringLayerPlot (class in plot.features_structuring_layer_plot) FeaturesStructuringLayerReport (class in report.features_structuring_layer_report) FeaturesStructuringLayerTest (class in tests.features_structuring_layer_test) FeaturesUpsamplingLayer (class in model.deeplearn.layer.features_upsampling_layer) FeaturesUpsamplingLayerTest (class in tests.features_upsampling_layer_test) FeatureTransformer (class in utils.ftransf.feature_transformer) FeatureTransformerException fibonacci_initialization() (model.deeplearn.initializer.fibonacci_shell_initializer.FibonacciShellInitializer static method) FibonacciShellInitializer (class in model.deeplearn.initializer.fibonacci_shell_initializer) filter() (eval.raster_grid_evaluator.RasterGridEvaluator static method) (pcloud.point_cloud_filter.PointCloudFilter method) filter_outliers() (eval.regression_evaluator.RegressionEvaluator method) filter_support_points() (utils.ptransf.point_cloud_sampler.PointCloudSampler method) filter_values() (plot.training_history_plot.TrainingHistoryPlot method) find_augmentation_elements() (model.deeplearn.sequencer.dl_sequencer.DLSequencer method) find_cpp_postproc_fun() (model.deeplearn.dlrun.furthest_point_subsampling_post_processorpp.FurthestPointSubsamplingPostProcessorPP static method) (model.deeplearn.dlrun.hierarchical_sg_post_processorpp.HierarchicalSGPostProcessorPP static method) find_cpp_reduce_label_function() (model.deeplearn.dlrun.furthest_point_subsampling_pre_processorpp.FurthestPointSubsamplingPreProcessorPP static method) (model.deeplearn.dlrun.hierarchical_sg_pre_processorpp.HierarchicalSGPreProcessorPP static method) find_cpp_reduction_type() (model.deeplearn.dlrun.furthest_point_subsampling_post_processorpp.FurthestPointSubsamplingPostProcessorPP static method) find_criticals() (clustering.bivariate_critical_clusterer.BivariateCriticalClusterer method) find_decimal_scale() (utils.num_utils.NumUtils static method) find_fnames() (utils.imput.imputer.Imputer method) find_ignore_mask() (eval.classification_evaluator.ClassificationEvaluator static method) find_neighborhood() (model.deeplearn.dlrun.furthest_point_subsampling_pre_processor.FurthestPointSubsamplingPreProcessor method) (model.deeplearn.dlrun.grid_subsampling_pre_processor.GridSubsamplingPreProcessor method) (model.deeplearn.dlrun.hierarchical_fps_pre_processor.HierarchicalFPSPreProcessor method) find_target_mask() (utils.imput.removal_imputer.RemovalImputer method) fit() (clustering.bivariate_critical_clusterer.BivariateCriticalClusterer method) (clustering.clusterer.Clusterer method) (clustering.dbscan_clusterer.DBScanClusterer method) (clustering.sampling_decorated_clusterer.SamplingDecoratedClusterer method) (model.deeplearn.handle.dl_model_handler.DLModelHandler method) (model.deeplearn.handle.dl_training_handler.DLTrainingHandler method) (utils.ptransf.receptive_field.ReceptiveField method) (utils.ptransf.receptive_field_fps.ReceptiveFieldFPS method) (utils.ptransf.receptive_field_fpspp.ReceptiveFieldFPSPP method) (utils.ptransf.receptive_field_gs.ReceptiveFieldGS method) (utils.ptransf.receptive_field_hierarchical_fps.ReceptiveFieldHierarchicalFPS method) (utils.ptransf.receptive_field_hierarchical_fpspp.ReceptiveFieldHierarchicalFPSPP method) (utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) fit_cluster_and_post_process() (clustering.clusterer.Clusterer method) (clustering.sampling_decorated_clusterer.SamplingDecoratedClusterer method)

fit_receptive_fields() (model.deeplearn.dlrun.receptive_field_pre_processor.ReceptiveFieldPreProcessor method) fname_to_feature_index() (mining.recount_miner.RecountMiner method) fnames (model.decorated_model.DecoratedModel property) format_plot() (plot.training_history_plot.TrainingHistoryPlot method) FPSDecoratedClusterer (class in clustering.fps_decorated_clusterer) FPSDecoratedMiner (class in mining.fps_decorated_miner) FPSDecoratedModel (class in model.fps_decorated_model) FPSDecoratorTest (class in tests.fps_decorator_test) FPSDecoratorTransformer (class in utils.ptransf.fps_decorator_transformer) FPSPreProcessingTest (class in tests.fps_pre_processing_test) FreezeTrainingTest (class in tests.freeze_training_test) from_config() (model.deeplearn.layer.contextual_point_layer.ContextualPointLayer class method) (model.deeplearn.layer.downsampling_spconv3d_layer.DownsamplingSpConv3DCache class method) (model.deeplearn.layer.downsampling_spconv3d_layer.DownsamplingSpConv3DLayer class method) (model.deeplearn.layer.expansion_layer.ExpansionLayer class method) (model.deeplearn.layer.features_downsampling_layer.FeaturesDownsamplingLayer class method) (model.deeplearn.layer.features_structuring_layer.FeaturesStructuringLayer class method) (model.deeplearn.layer.features_upsampling_layer.FeaturesUpsamplingLayer class method) (model.deeplearn.layer.geometric_affine_layer.GeometricAffineLayer class method) (model.deeplearn.layer.grouped_point_transformer_layer.GroupedPointTransformerLayer class method) (model.deeplearn.layer.grouping_point_net_layer.GroupingPointNetLayer class method) (model.deeplearn.layer.hourglass_layer.HourglassLayer class method) (model.deeplearn.layer.kpconv_layer.KPConvLayer class method) (model.deeplearn.layer.kpconvx_layer.KPConvXLayer class method) (model.deeplearn.layer.layer.Layer class method) (model.deeplearn.layer.light_kpconv_layer.LightKPConvLayer class method) (model.deeplearn.layer.point_mlp_layer.PointMLPLayer class method) (model.deeplearn.layer.point_transformer_layer.PointTransformerLayer class method) (model.deeplearn.layer.rbf_feat_extract_layer.RBFFeatExtractLayer class method) (model.deeplearn.layer.rbf_feat_processing_layer.RBFFeatProcessingLayer class method) (model.deeplearn.layer.shadow_activation_layer.ShadowActivationLayer class method) (model.deeplearn.layer.shadow_batch_normalization_layer.ShadowBatchNormalizationLayer class method) (model.deeplearn.layer.shadow_conv1d_layer.ShadowConv1DLayer class method) (model.deeplearn.layer.shadow_dense_layer.ShadowDenseLayer class method) (model.deeplearn.layer.sparse_indexing_map_layer.SparseIndexingMapLayer class method) (model.deeplearn.layer.spconv3d_decoding_layer.SpConv3DDecodingLayer class method) (model.deeplearn.layer.spconv3d_encoding_layer.SpConv3DEncodingLayer class method) (model.deeplearn.layer.submanifold_spconv3d_layer.SubmanifoldSpConv3DCache class method) (model.deeplearn.layer.submanifold_spconv3d_layer.SubmanifoldSpConv3DLayer class method) (model.deeplearn.layer.upsampling_spconv3d_layer.UpsamplingSpConv3DCache class method) (model.deeplearn.layer.upsampling_spconv3d_layer.UpsamplingSpConv3DLayer class method) (model.deeplearn.regularizer.features_orthogonal_regularizer.FeaturesOrthogonalRegularizer class method) from_temporary_file() (model.deeplearn.dlrun.furthest_point_subsampling_pre_processor.FurthestPointSubsamplingPreProcessor method) (model.deeplearn.dlrun.hierarchical_pre_processor.HierarchicalPreProcessor method) (model.deeplearn.dlrun.receptive_field_pre_processor.ReceptiveFieldPreProcessor method) FtransfUtils (class in utils.ftransf_utils) FurthestPointSubsamplingPostProcessor (class in model.deeplearn.dlrun.furthest_point_subsampling_post_processor) FurthestPointSubsamplingPostProcessorPP (class in model.deeplearn.dlrun.furthest_point_subsampling_post_processorpp) FurthestPointSubsamplingPreProcessor (class in model.deeplearn.dlrun.furthest_point_subsampling_pre_processor) FurthestPointSubsamplingPreProcessorPP (class in model.deeplearn.dlrun.furthest_point_subsampling_pre_processorpp)

G

gather_input_features() (model.deeplearn.layer.features_downsampling_layer.FeaturesDownsamplingLayer static method) gather_neighborhoods() (model.deeplearn.layer.kpconv_layer.KPConvLayer method) gaussian_filter() (model.deeplearn.layer.features_downsampling_layer.FeaturesDownsamplingLayer static method) (model.deeplearn.layer.features_upsampling_layer.FeaturesUpsamplingLayer static method) gaussian_knn_oversample() (utils.ptransf.receptive_field_fps.ReceptiveFieldFPS static method) gaussian_rbf() (mining.smooth_feats_miner.SmoothFeatsMiner method) generate_metric_functions() (eval.regression_evaluator.RegressionEvaluator method) generate_raster() (inout.geotiff_io.GeoTiffIO static method) GeometricAffineLayer (class in model.deeplearn.layer.geometric_affine_layer) GeometricAffineLayerTest (class in tests.geometric_affine_layer_test) geometry module geometry.OrientedBoundingBox module geometry.PCA module GeomFeatsMiner (class in mining.geom_feats_miner) GeomFeatsMinerPP (class in mining.geom_feats_minerpp) GeoTiffIO (class in inout.geotiff_io) get_box_points() (geometry.OrientedBoundingBox.OrientedBoundingBox method) get_center_of_empty_cells() (utils.ptransf.receptive_field_gs.ReceptiveFieldGS method) get_classes_vector() (pcloud.point_cloud.PointCloud method) get_cluster_labels() (clustering.postproc.clustering_post_processor.ClusteringPostProcessor method) get_config() (model.deeplearn.initializer.initializer.Initializer method) (model.deeplearn.layer.contextual_point_layer.ContextualPointLayer method) (model.deeplearn.layer.downsampling_spconv3d_layer.DownsamplingSpConv3DCache method) (model.deeplearn.layer.downsampling_spconv3d_layer.DownsamplingSpConv3DLayer method) (model.deeplearn.layer.expansion_layer.ExpansionLayer method) (model.deeplearn.layer.features_downsampling_layer.FeaturesDownsamplingLayer method) (model.deeplearn.layer.features_structuring_layer.FeaturesStructuringLayer method) (model.deeplearn.layer.features_upsampling_layer.FeaturesUpsamplingLayer method) (model.deeplearn.layer.geometric_affine_layer.GeometricAffineLayer method) (model.deeplearn.layer.grouped_point_transformer_layer.GroupedPointTransformerLayer method) (model.deeplearn.layer.grouping_point_net_layer.GroupingPointNetLayer method) (model.deeplearn.layer.hourglass_layer.HourglassLayer method) (model.deeplearn.layer.kpconv_layer.KPConvLayer method) (model.deeplearn.layer.kpconvx_layer.KPConvXLayer method) (model.deeplearn.layer.layer.Layer method) (model.deeplearn.layer.light_kpconv_layer.LightKPConvLayer method) (model.deeplearn.layer.point_mlp_layer.PointMLPLayer method) (model.deeplearn.layer.point_transformer_layer.PointTransformerLayer method) (model.deeplearn.layer.rbf_feat_extract_layer.RBFFeatExtractLayer method) (model.deeplearn.layer.rbf_feat_processing_layer.RBFFeatProcessingLayer method) (model.deeplearn.layer.shadow_activation_layer.ShadowActivationLayer method) (model.deeplearn.layer.shadow_batch_normalization_layer.ShadowBatchNormalizationLayer method) (model.deeplearn.layer.shadow_conv1d_layer.ShadowConv1DLayer method) (model.deeplearn.layer.shadow_dense_layer.ShadowDenseLayer method) (model.deeplearn.layer.sparse_indexing_map_layer.SparseIndexingMapLayer method) (model.deeplearn.layer.spconv3d_decoding_layer.SpConv3DDecodingLayer method) (model.deeplearn.layer.spconv3d_encoding_layer.SpConv3DEncodingLayer method) (model.deeplearn.layer.submanifold_spconv3d_layer.SubmanifoldSpConv3DCache method) (model.deeplearn.layer.submanifold_spconv3d_layer.SubmanifoldSpConv3DLayer method) (model.deeplearn.layer.upsampling_spconv3d_layer.UpsamplingSpConv3DCache method) (model.deeplearn.layer.upsampling_spconv3d_layer.UpsamplingSpConv3DLayer method) (model.deeplearn.regularizer.features_orthogonal_regularizer.FeaturesOrthogonalRegularizer method) (model.deeplearn.regularizer.regularizer.Regularizer method) get_coordinates_matrix() (pcloud.point_cloud.PointCloud method) get_decorated_fnames() (mining.decorated_miner.DecoratedMiner method) (mining.recount_miner.RecountMiner method) get_decorated_frenames() (mining.decorated_miner.DecoratedMiner method) get_domain_from_cluster_labels() (clustering.postproc.clustering_post_processor.ClusteringPostProcessor method) get_downsampling_matrices() (utils.ptransf.receptive_field_hierarchical_fps.ReceptiveFieldHierarchicalFPS method)

get_downsampling_vectors() (utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) get_downsampling_windows() (utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) get_feature_space_matrix() (mining.miner.Miner static method) get_feature_type() (mining.miner.Miner static method) get_features_matrix() (pcloud.point_cloud.PointCloud method) get_features_names() (pcloud.point_cloud.PointCloud method) get_first_model() (pipeline.predictive_pipeline.PredictivePipeline method) get_fnames_from_filters() (eval.advanced_classification_evaluator.AdvancedClassificationEvaluator method) get_fnames_recursively() (model.decorated_model.DecoratedModel method) get_from_state() (model.deeplearn.handle.dl_path_manager.DLPathManager method) get_header() (pcloud.point_cloud.PointCloud method) get_indices_from_names() (eval.classification_evaluator.ClassificationEvaluator static method) get_input_data() (model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) get_input_from_pcloud() (model.decorated_model.DecoratedModel method) (model.deeplearn.conv_autoenc_pwise_classif_model.ConvAutoencPwiseClassifModel method) (model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel method) (model.deeplearn.rbf_net_pwise_classif_model.RBFNetPwiseClassifModel method) (model.deeplearn.spconv3d_pwise_classif_model.SpConv3DPwiseClassifModel method) (model.model.Model method) get_max_depth() (utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) get_min_point() (utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) get_names_of_transformed_features() (utils.ftransf.feature_transformer.FeatureTransformer method) (utils.ftransf.minmax_normalizer.MinmaxNormalizer method) (utils.ftransf.pca_transformer.PCATransformer method) (utils.ftransf.standardizer.Standardizer method) get_neighborhood_matrices() (utils.ptransf.receptive_field_hierarchical_fps.ReceptiveFieldHierarchicalFPS method) get_num_input_points() (model.deeplearn.dlrun.furthest_point_subsampling_pre_processor.FurthestPointSubsamplingPreProcessor method) (model.deeplearn.dlrun.grid_subsampling_pre_processor.GridSubsamplingPreProcessor method) (model.deeplearn.dlrun.point_net_pre_processor.PointNetPreProcessor method) get_num_output_heads() (model.deeplearn.arch.architecture.Architecture method) (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) get_num_partitions() (utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) get_num_points() (pcloud.point_cloud.PointCloud method) get_predictions_vector() (pcloud.point_cloud.PointCloud method) get_recount_names_from_filter() (mining.recount_miner.RecountMiner method) (mining.recount_minerpp.RecountMinerPP method) get_structure_space_matrix() (mining.miner.Miner static method) get_submanifold_map_as_dict() (utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) get_submanifold_maps() (utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) get_submanifold_windows() (utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) get_sys_mem() (utils.sys_utils.SysUtils static method) get_sys_threads() (utils.sys_utils.SysUtils static method) get_upsampling_matrices() (utils.ptransf.receptive_field_hierarchical_fps.ReceptiveFieldHierarchicalFPS method) get_upsampling_vectors() (utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) get_upsampling_windows() (utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) get_volume() (geometry.OrientedBoundingBox.OrientedBoundingBox method) getitem_predict() (model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) (model.deeplearn.sequencer.dl_sequencer.DLSequencer method) (model.deeplearn.sequencer.dl_sparse_shadow_sequencer.DLSparseShadowSequencer method) getitem_training() (model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) (model.deeplearn.sequencer.dl_sequencer.DLSequencer method) (model.deeplearn.sequencer.dl_sparse_shadow_sequencer.DLSparseShadowSequencer method) getitem_training_from_offline_storage() (model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) GridInterpolator2D (class in utils.raster.grid_interpolator_2d) GridSubsamplingPostProcessor (class in model.deeplearn.dlrun.grid_subsampling_post_processor) GridSubsamplingPreProcessor (class in model.deeplearn.dlrun.grid_subsampling_pre_processor) GroupedPointTransformerLayer (class in model.deeplearn.layer.grouped_point_transformer_layer) GroupedPointTransformerLayerTest (class in tests.grouped_point_transformer_layer_test) GroupingPointNetLayer (class in model.deeplearn.layer.grouping_point_net_layer) GroupingPointNetLayerTest (class in tests.grouping_point_net_layer_test)

H

handle_class_weight() (model.deeplearn.handle.dl_class_weighter.DLClassWeighter method) handle_classwise_sampling() (pipeline.handle.pcloud_concat_handler.PcloudConcatHandler method) handle_decoding_neighbors() (utils.ptransf.point_cloud_sampler_decorator.PointCloudSamplerDecorator method) handle_encoding_neighborhoods_release() (utils.ptransf.point_cloud_sampler_decorator.PointCloudSamplerDecorator method) handle_encoding_neighbors() (utils.ptransf.point_cloud_sampler_decorator.PointCloudSamplerDecorator method) handle_features_reduction() (model.deeplearn.dlrun.receptive_field_pre_processor.ReceptiveFieldPreProcessor method) handle_first_concat() (pipeline.handle.pcloud_concat_handler.PcloudConcatHandler method) handle_fps_transformation() (pipeline.handle.pcloud_concat_handler.PcloudConcatHandler method) handle_h5_layer_rename() (utils.keras_utils.KerasUtils static method) handle_history_plots_and_reports() (model.deeplearn.handle.dl_model_reporter.DLModelReporter method) handle_input_concat() (pipeline.handle.pcloud_concat_handler.PcloudConcatHandler method) handle_input_concats() (pipeline.handle.pcloud_concat_handler.PcloudConcatHandler method) handle_labels_format() (model.deeplearn.handle.dl_label_formatter.DLLabelFormatter method) handle_mindist_decimation() (pipeline.handle.pcloud_concat_handler.PcloudConcatHandler method) handle_model_summary_report() (model.deeplearn.handle.dl_model_reporter.DLModelReporter method) handle_preprocess_decoration() (pipeline.handle.pipeline_decoration_handler.PipelineDecorationHandler method) handle_random_freezing() (model.deeplearn.handle.dl_training_handler.DLTrainingHandler method) handle_receptive_fields_plots_and_reports() (model.deeplearn.handle.dl_model_reporter.DLModelReporter method) handle_round_robin_freezing() (model.deeplearn.handle.dl_training_handler.DLTrainingHandler method) handle_score_from_type() (utils.ftransf.kbest_selector.KBestSelector static method) handle_structure_transform() (pipeline.handle.pcloud_concat_handler.PcloudConcatHandler method) handle_unit_sphere_transform() (model.deeplearn.dlrun.grid_subsampling_pre_processor.GridSubsamplingPreProcessor method) (model.deeplearn.dlrun.receptive_field_pre_processor.ReceptiveFieldPreProcessor method) has_class_distribution() (plot.advanced_classification_plot.AdvancedClassificationPlot method) (plot.classification_plot.ClassificationPlot method) has_class_distribution_info() (report.advanced_classification_report.AdvancedClassificationReport method) (report.classification_report.ClassificationReport method) has_class_eval_info() (report.advanced_classification_report.AdvancedClassificationReport method) (report.classification_report.ClassificationReport method) has_classes() (pcloud.point_cloud.PointCloud method) has_classwise_metrics() (plot.advanced_classification_plot.AdvancedClassificationPlot method) has_confusion_matrices() (plot.advanced_classification_plot.AdvancedClassificationPlot method) has_confusion_matrix() (plot.classification_plot.ClassificationPlot method) (report.advanced_classification_report.AdvancedClassificationReport method) (report.classification_report.ClassificationReport method)

has_given_features() (pcloud.point_cloud.PointCloud method) has_global_eval_info() (report.advanced_classification_report.AdvancedClassificationReport method) (report.classification_report.ClassificationReport method) has_global_metrics() (plot.advanced_classification_plot.AdvancedClassificationPlot method) has_outer_correlation_info() (report.regression_report.RegressionReport method) has_plot_paths() (eval.regression_evaluator.RegressionEvaluator method) has_predictions() (pcloud.point_cloud.PointCloud method) has_QQ_distribution_info() (report.regression_report.RegressionReport method) has_QQ_info() (plot.regression_plot.RegressionPlot method) has_regression_eval_info() (report.regression_report.RegressionReport method) has_report_paths() (eval.regression_evaluator.RegressionEvaluator method) has_residual_info() (plot.regression_plot.RegressionPlot method) has_scatter_info() (plot.regression_plot.RegressionPlot method) has_summary_info() (plot.regression_plot.RegressionPlot method) HeightFeatsMiner (class in mining.height_feats_miner) HeightFeatsMinerPP (class in mining.height_feats_minerpp) HierarchicalFPSPostProcessor (class in model.deeplearn.dlrun.hierarchical_fps_post_processor) HierarchicalFPSPostProcessorPP (class in model.deeplearn.dlrun.hierarchical_fps_post_processorpp) HierarchicalFPSPreProcessor (class in model.deeplearn.dlrun.hierarchical_fps_pre_processor) HierarchicalFPSPreProcessorPP (class in model.deeplearn.dlrun.hierarchical_fps_pre_processorpp) HierarchicalPostProcessor (class in model.deeplearn.dlrun.hierarchical_post_processor) HierarchicalPreProcessor (class in model.deeplearn.dlrun.hierarchical_pre_processor) HierarchicalReceptiveFieldTest (class in tests.hierarchical_receptive_field_test) HierarchicalSGPostProcessorPP (class in model.deeplearn.dlrun.hierarchical_sg_post_processorpp) HierarchicalSGPreProcessorPP (class in model.deeplearn.dlrun.hierarchical_sg_pre_processorpp) hourglass_postwrap() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) hourglass_prewrap() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) HourglassLayer (class in model.deeplearn.layer.hourglass_layer) HourglassLayerTest (class in tests.hourglass_layer_test) HSVFromRGBMiner (class in mining.hsv_from_rgb_miner) HSVFromRGBTest (class in tests.hsv_from_rgb_test) HyperGridSearch (class in utils.tuning.hyper_grid_search) HyperRandomSearch (class in utils.tuning.hyper_random_search) HyperSearchReport (class in report.hyper_search_report) HyperTuner (class in utils.tuning.hyper_tuner)

I

impute() (utils.imput.imputer.Imputer method) (utils.imput.removal_imputer.RemovalImputer method) (utils.imput.univariate_imputer.UnivariateImputer method) impute_pcloud() (utils.imput.imputer.Imputer method) (utils.imput.removal_imputer.RemovalImputer method) Imputer (class in utils.imput.imputer) ImputerException ImputerUtils (class in utils.imputer_utils) init_random_indices() (model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) (model.deeplearn.sequencer.dl_sequencer.DLSequencer method) (model.deeplearn.sequencer.dl_sparse_shadow_sequencer.DLSparseShadowSequencer method) initialize_offline_storage_file() (model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) Initializer (class in model.deeplearn.initializer.initializer) inout module inout.classified_pcloud_writer module inout.geotiff_io module inout.io_utils module inout.json_io module inout.model_io module inout.model_writer module inout.pipeline_io module inout.point_cloud_io module

inout.predictions_writer module inout.predictive_pipeline_writer module inout.writer module inout.writer_utils module insert_chunk_into_offline_storage_file() (model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) InterdimensionalPointTransformerLayer (class in model.deeplearn.layer.interdimensional_point_transformer_layer) InterdimensionalPointTransformerLayerTest (class in tests.interdimensional_point_transformer_layer_test) IOUtils (class in inout.io_utils) iqr_outlier_filter() (eval.regression_evaluator.RegressionEvaluator method) is_built() (model.deeplearn.arch.architecture.Architecture method) is_compiled() (model.deeplearn.handle.dl_model_handler.DLModelHandler method) is_deep_learning_model() (model.decorated_model.DecoratedModel method) (model.deeplearn.conv_autoenc_pwise_classif_model.ConvAutoencPwiseClassifModel method) (model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel method) (model.deeplearn.rbf_net_pwise_classif_model.RBFNetPwiseClassifModel method) (model.deeplearn.spconv3d_pwise_classif_model.SpConv3DPwiseClassifModel method) (model.model.Model method) is_dump_recommended() (pcloud.mem_to_file_proxy.MemToFileProxy method) is_dumped() (pcloud.mem_to_file_proxy.MemToFileProxy method) is_offline_storage_file_initialized() (model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) is_offline_storage_open() (model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) is_single_value() (utils.preds.argmax_pred_select_strategy.ArgMaxPredSelectStrategy static method) is_url() (inout.io_utils.IOUtils static method) is_using_binary_crossentropy() (utils.dl_utils.DLUtils static method) is_using_deep_learning() (pipeline.pipeline.Pipeline method) (pipeline.predictive_pipeline.PredictivePipeline method) (pipeline.sequential_pipeline.SequentialPipeline method)

J

JsonIO (class in inout.json_io)

K

KBestSelector (class in utils.ftransf.kbest_selector) KerasTest (class in tests.keras_test) KerasUtils (class in utils.keras_utils) KernelPointBallInitializer (class in model.deeplearn.initializer.kernel_point_ball_initializer) KernelPointStructureInitializer (class in model.deeplearn.initializer.kernel_point_structure_initializer) KFoldEvaluation (class in eval.kfold_evaluation) KFoldEvaluator (class in eval.kfold_evaluator) KFoldPlot (class in plot.kfold_plot) KFoldReport (class in report.kfold_report) knn_neighborhood_f() (mining.smooth_feats_miner.SmoothFeatsMiner static method)

knn_oversample() (utils.ptransf.receptive_field_fps.ReceptiveFieldFPS static method) KPConvLayer (class in model.deeplearn.layer.kpconv_layer) KPConvLayerPlot (class in plot.kpconv_layer_plot) KPConvLayerReport (class in report.kpconv_layer_report) KPConvLayerTest (class in tests.kpconv_layer_test) KPConvXLayer (class in model.deeplearn.layer.kpconvx_layer) KPConvXLayerTest (class in tests.kpconvx_layer_test) kuae_fun() (eval.regression_evaluator.RegressionEvaluator static method) kue_fun() (eval.regression_evaluator.RegressionEvaluator static method) kuse_fun() (eval.regression_evaluator.RegressionEvaluator static method) kwargs_hyperparameters_from_spec() (utils.tuning.hyper_tuner.HyperTuner static method)

L

LASInoutTest (class in tests.las_inout_test) Layer (class in model.deeplearn.layer.layer) lazy_prepare() (eval.deeplearn.dl_model_evaluator.DLModelEvaluator method) LightKPConvLayer (class in model.deeplearn.layer.light_kpconv_layer) LightKPConvLayerPlot (class in plot.light_kpconv_layer_plot) LightKPConvLayerReport (class in report.light_kpconv_layer_report) LightKPConvLayerTest (class in tests.light_kpconv_layer_test) load() (pcloud.mem_to_file_proxy.MemToFileProxy method) load_backbone_pcloud_in_offline_storage() (model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) load_current_chunk_in_cache() (model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method)

load_input() (pipeline.pipeline_executor.PipelineExecutor method) load_model() (main.main_predict.MainPredict static method) load_pcloud_in_backbone() (model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) load_pclouds_in_offline_storage() (model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) local_axes() (in module geometry.OrientedBoundingBox) local_to_world_coordinates() (in module geometry.OrientedBoundingBox) lookup() (model.deeplearn.layer.sparse_indexing_map_layer.SparseIndexingMapLayer method) ls() (api.catacloud.caclmodel_ops.CaClModelOps method) (api.catacloud.caclpcloud_ops.CaClPcloudOps method) (api.catacloud.caclpipeline_ops.CaClPipelineOps method)

M

mae_fun() (eval.regression_evaluator.RegressionEvaluator static method) main module main() (in module main.main) (main.main_clustering.MainClustering static method) (main.main_eval.MainEval static method) (main.main_mine.MainMine static method) (main.main_pipeline.MainPipeline static method) (main.main_predict.MainPredict static method) (main.main_test.MainTest static method) (main.main_train.MainTrain static method) main.main module main.main_args module main.main_clustering module main.main_config module main.main_eval module main.main_logger module main.main_memcheck module main.main_mine module main.main_pipeline module main.main_predict module main.main_test module main.main_train module main.vl3d_exception module main_config_init() (in module main.main_config) main_config_subdict_init() (in module main.main_config) main_logger_init() (in module main.main_logger) main_test() (in module main.main) main_vl3d() (in module main.main) MainClustering (class in main.main_clustering) MainEval (class in main.main_eval) MainMine (class in main.main_mine) MainPipeline (class in main.main_pipeline) MainPredict (class in main.main_predict) MainTest (class in main.main_test) MainTrain (class in main.main_train) make() (pcloud.factory.point_cloud_arrays_factory.PointCloudArraysFactory method) (pcloud.factory.point_cloud_factory.PointCloudFactory method) (pcloud.factory.point_cloud_file_factory.PointCloudFileFactory method) make_directory() (inout.io_utils.IOUtils static method) make_from_arrays() (pcloud.point_cloud_factory_facade.PointCloudFactoryFacade static method) make_from_dict() (utils.preds.prediction_reducer_factory.PredictionReducerFactory static method) make_from_file() (pcloud.point_cloud_factory_facade.PointCloudFactoryFacade static method) make_from_pcloud() (pcloud.point_cloud_factory_facade.PointCloudFactoryFacade static method) make_reduce_strategy() (utils.preds.prediction_reducer_factory.PredictionReducerFactory static method) make_select_strategy() (utils.preds.prediction_reducer_factory.PredictionReducerFactory static method) MAX_DEPTH (tests.spconv3d_arch_test.SpConv3DArchTest attribute) max_filter() (model.deeplearn.layer.features_downsampling_layer.FeaturesDownsamplingLayer static method) (model.deeplearn.layer.features_upsampling_layer.FeaturesUpsamplingLayer static method) maxae_fun() (eval.regression_evaluator.RegressionEvaluator static method) maxe_fun() (eval.regression_evaluator.RegressionEvaluator static method) MaxPredReduceStrategy (class in utils.preds.max_pred_reduce_strategy) maxse_fun() (eval.regression_evaluator.RegressionEvaluator static method) me_fun() (eval.regression_evaluator.RegressionEvaluator static method) meae_fun() (eval.regression_evaluator.RegressionEvaluator static method) mean_f() (mining.smooth_feats_miner.SmoothFeatsMiner method) mean_filter() (model.deeplearn.layer.features_downsampling_layer.FeaturesDownsamplingLayer static method) (model.deeplearn.layer.features_upsampling_layer.FeaturesUpsamplingLayer static method) MeanPredReduceStrategy (class in utils.preds.mean_pred_reduce_strategy) mee_fun() (eval.regression_evaluator.RegressionEvaluator static method) MemToFileProxy (class in pcloud.mem_to_file_proxy) merge() (utils.dict_utils.DictUtils static method) merge_history() (utils.keras_utils.KerasUtils static method) merge_path() (model.model_op.ModelOp static method) mese_fun() (eval.regression_evaluator.RegressionEvaluator static method) MetaReport (class in report.meta_report) metrics_from_names() (eval.classification_evaluator.ClassificationEvaluator static method) minae_fun() (eval.regression_evaluator.RegressionEvaluator static method) MinDistDecimatorDecorator (class in utils.ptransf.min_dist_decimator_decorator) MinDistDecimatorTest (class in tests.min_dist_decimator_test) MinDistDecoratedClusterer (class in clustering.min_dist_decorated_clusterer) MinDistDecoratedMiner (class in mining.min_dist_decorated_miner) MinDistDecoratedModel (class in model.mindist_decorated_model) mine() (mining.fps_decorated_miner.FPSDecoratedMiner method) (mining.geom_feats_miner.GeomFeatsMiner method) (mining.geom_feats_minerpp.GeomFeatsMinerPP method) (mining.height_feats_miner.HeightFeatsMiner method) (mining.hsv_from_rgb_miner.HSVFromRGBMiner method) (mining.min_dist_decorated_miner.MinDistDecoratedMiner method) (mining.miner.Miner method) (mining.recount_miner.RecountMiner method) (mining.recount_minerpp.RecountMinerPP method) (mining.simple_smooth_decorated_miner.SimpleSmoothDecoratedMiner method) (mining.smooth_feats_miner.SmoothFeatsMiner method) (mining.smooth_feats_minerpp.SmoothFeatsMinerPP method) (mining.take_closest_miner.TakeClosestMiner method) mine_fun() (eval.regression_evaluator.RegressionEvaluator static method) Miner (class in mining.miner) MinerException mining module mining.decorated_miner module mining.fps_decorated_miner module mining.geom_feats_miner module mining.geom_feats_minerpp module mining.height_feats_miner module mining.height_feats_minerpp module mining.hsv_from_rgb_miner module mining.min_dist_decorated_miner module mining.miner module mining.recount_miner module mining.recount_minerpp module mining.sampling_decorated_miner module mining.simple_smooth_decorated_miner module mining.smooth_feats_miner module mining.smooth_feats_minerpp module mining.take_closest_miner module MinmaxNormalizationReport (class in report.minmax_normalization_report) MinmaxNormalizer (class in utils.ftransf.minmax_normalizer) minse_fun() (eval.regression_evaluator.RegressionEvaluator static method) model module Model (class in model.model) model.classification_model module model.decorated_model module model.deeplearn module model.deeplearn.arch module model.deeplearn.arch.architecture module model.deeplearn.arch.conv_autoenc_pwise_classif module model.deeplearn.arch.point_net module model.deeplearn.arch.point_net_pwise_classif module model.deeplearn.arch.rbfnet module model.deeplearn.arch.rbfnet_pwise_classif module model.deeplearn.arch.spconv3d_pwise_classif module model.deeplearn.conv_autoenc_pwise_classif_model module model.deeplearn.deep_learning_exception module model.deeplearn.dlrun module model.deeplearn.dlrun.furthest_point_subsampling_post_processor module model.deeplearn.dlrun.furthest_point_subsampling_post_processorpp module model.deeplearn.dlrun.furthest_point_subsampling_pre_processor module model.deeplearn.dlrun.furthest_point_subsampling_pre_processorpp module model.deeplearn.dlrun.grid_subsampling_post_processor module model.deeplearn.dlrun.grid_subsampling_pre_processor module model.deeplearn.dlrun.hierarchical_fps_post_processor module model.deeplearn.dlrun.hierarchical_fps_post_processorpp module model.deeplearn.dlrun.hierarchical_fps_pre_processor module model.deeplearn.dlrun.hierarchical_fps_pre_processorpp module model.deeplearn.dlrun.hierarchical_post_processor module model.deeplearn.dlrun.hierarchical_pre_processor module model.deeplearn.dlrun.hierarchical_sg_post_processorpp module model.deeplearn.dlrun.hierarchical_sg_pre_processorpp module model.deeplearn.dlrun.point_net_post_processor module model.deeplearn.dlrun.point_net_pre_processor module model.deeplearn.dlrun.receptive_field_pre_processor module model.deeplearn.handle module model.deeplearn.handle.dl_callback_builder module model.deeplearn.handle.dl_class_weighter module model.deeplearn.handle.dl_label_formatter module model.deeplearn.handle.dl_model_compiler module model.deeplearn.handle.dl_model_handler module model.deeplearn.handle.dl_model_reporter module model.deeplearn.handle.dl_path_manager module model.deeplearn.handle.dl_pretrained_handler module model.deeplearn.handle.dl_sequencer_builder module model.deeplearn.handle.dl_training_handler module model.deeplearn.handle.dl_transfer_handler module model.deeplearn.handle.simple_dl_model_handler module model.deeplearn.initializer module model.deeplearn.initializer.fibonacci_shell_initializer module model.deeplearn.initializer.initializer module model.deeplearn.initializer.kernel_point_ball_initializer module model.deeplearn.initializer.kernel_point_structure_initializer module model.deeplearn.layer module model.deeplearn.layer.contextual_point_layer module model.deeplearn.layer.downsampling_spconv3d_layer module model.deeplearn.layer.expansion_layer module model.deeplearn.layer.features_downsampling_layer module model.deeplearn.layer.features_structuring_layer module model.deeplearn.layer.features_upsampling_layer module model.deeplearn.layer.geometric_affine_layer module model.deeplearn.layer.grouped_point_transformer_layer module model.deeplearn.layer.grouping_point_net_layer module model.deeplearn.layer.hourglass_layer module model.deeplearn.layer.interdimensional_point_transformer_layer module model.deeplearn.layer.kpconv_layer module model.deeplearn.layer.kpconvx_layer module model.deeplearn.layer.layer module model.deeplearn.layer.light_kpconv_layer module model.deeplearn.layer.point_mlp_layer module model.deeplearn.layer.point_transformer_layer module model.deeplearn.layer.rbf_feat_extract_layer module model.deeplearn.layer.rbf_feat_processing_layer module model.deeplearn.layer.shadow_activation_layer module model.deeplearn.layer.shadow_batch_normalization_layer module model.deeplearn.layer.shadow_conv1d_layer module model.deeplearn.layer.shadow_dense_layer module model.deeplearn.layer.sparse_indexing_map_layer module model.deeplearn.layer.spconv3d_decoding_layer module model.deeplearn.layer.spconv3d_encoding_layer module model.deeplearn.layer.strided_kpconv_layer module model.deeplearn.layer.strided_light_kpconv_layer module model.deeplearn.layer.submanifold_spconv3d_layer module model.deeplearn.layer.upsampling_spconv3d_layer module model.deeplearn.loss module model.deeplearn.loss.class_weighted_binary_crossentropy module model.deeplearn.loss.class_weighted_categorical_crossentropy module model.deeplearn.loss.multiloss_linear_superposition module model.deeplearn.loss.ragged_binary_crossentropy module model.deeplearn.loss.ragged_categorical_crossentropy module model.deeplearn.loss.ragged_class_weighted_binary_crossentropy module model.deeplearn.loss.ragged_class_weighted_categorical_crossentropy module model.deeplearn.metric module model.deeplearn.metric.multihead_metric module model.deeplearn.metric.vl3d_f1_score module model.deeplearn.optimizer module model.deeplearn.optimizer.centralized_adadelta module model.deeplearn.optimizer.centralized_adagrad module model.deeplearn.optimizer.centralized_adam module model.deeplearn.optimizer.centralized_adamax module model.deeplearn.optimizer.centralized_adamw module model.deeplearn.optimizer.centralized_ftrl module model.deeplearn.optimizer.centralized_lamb module model.deeplearn.optimizer.centralized_lion module model.deeplearn.optimizer.centralized_nadam module model.deeplearn.optimizer.centralized_rmsprop module model.deeplearn.optimizer.centralized_sgd module model.deeplearn.point_net_pwise_classif_model module model.deeplearn.rbf_net_pwise_classif_model module model.deeplearn.regularizer module model.deeplearn.regularizer.features_orthogonal_regularizer module model.deeplearn.regularizer.regularizer module model.deeplearn.sequencer module model.deeplearn.sequencer.dl_abstract_sequencer module model.deeplearn.sequencer.dl_offline_sequencer module model.deeplearn.sequencer.dl_sequencer module model.deeplearn.sequencer.dl_sparse_shadow_sequencer module model.deeplearn.spconv3d_pwise_classif_model module model.fps_decorated_model module model.mindist_decorated_model module model.model module model.model_op module model.random_forest_classification_model module model.tdcomp module model.tdcomp.classwise_sampler module model.tdcomp.smote module model.tdcomp.training_data_component module model_fit() (model.deeplearn.handle.dl_training_handler.DLTrainingHandler method) model_output_validation() (tests.model_serialization_test.ModelSerializationTest static method) model_weights_validation() (tests.model_serialization_test.ModelSerializationTest static method) ModelException ModelIO (class in inout.model_io) ModelOp (class in model.model_op) ModelOp.OP (class in model.model_op) ModelOpException ModelSerializationTest (class in tests.model_serialization_test) ModelWriter (class in inout.model_writer) module api api.api_exception api.catacloud api.catacloud.caclmodel_ops api.catacloud.caclop api.catacloud.caclpcloud_ops api.catacloud.caclpipeline_ops api.catacloud.caclsession clustering clustering.bivariate_critical_clusterer clustering.clusterer clustering.dbscan_clusterer clustering.fps_decorated_clusterer clustering.min_dist_decorated_clusterer clustering.postproc clustering.postproc.cluster_enveloper clustering.postproc.cluster_marker clustering.postproc.cluster_selector clustering.postproc.clustering_post_processor clustering.sampling_decorated_clusterer eval eval.advanced_classification_evaluation eval.advanced_classification_evaluator eval.classification_evaluation eval.classification_evaluator eval.classification_uncertainty_evaluation eval.classification_uncertainty_evaluator eval.deeplearn eval.deeplearn.dl_model_evaluation eval.deeplearn.dl_model_evaluator eval.evaluation eval.evaluator eval.kfold_evaluation eval.kfold_evaluator eval.rand_forest_evaluation eval.rand_forest_evaluator eval.raster_grid_evaluation eval.raster_grid_evaluator eval.regression_evaluation eval.regression_evaluator geometry geometry.OrientedBoundingBox geometry.PCA inout inout.classified_pcloud_writer inout.geotiff_io inout.io_utils inout.json_io inout.model_io inout.model_writer inout.pipeline_io inout.point_cloud_io inout.predictions_writer inout.predictive_pipeline_writer inout.writer inout.writer_utils main main.main main.main_args main.main_clustering main.main_config main.main_eval main.main_logger main.main_memcheck main.main_mine main.main_pipeline main.main_predict main.main_test main.main_train main.vl3d_exception mining mining.decorated_miner mining.fps_decorated_miner mining.geom_feats_miner mining.geom_feats_minerpp mining.height_feats_miner mining.height_feats_minerpp mining.hsv_from_rgb_miner mining.min_dist_decorated_miner mining.miner mining.recount_miner mining.recount_minerpp mining.sampling_decorated_miner mining.simple_smooth_decorated_miner mining.smooth_feats_miner mining.smooth_feats_minerpp mining.take_closest_miner model model.classification_model model.decorated_model model.deeplearn model.deeplearn.arch model.deeplearn.arch.architecture model.deeplearn.arch.conv_autoenc_pwise_classif model.deeplearn.arch.point_net model.deeplearn.arch.point_net_pwise_classif model.deeplearn.arch.rbfnet model.deeplearn.arch.rbfnet_pwise_classif model.deeplearn.arch.spconv3d_pwise_classif model.deeplearn.conv_autoenc_pwise_classif_model model.deeplearn.deep_learning_exception model.deeplearn.dlrun model.deeplearn.dlrun.furthest_point_subsampling_post_processor model.deeplearn.dlrun.furthest_point_subsampling_post_processorpp model.deeplearn.dlrun.furthest_point_subsampling_pre_processor model.deeplearn.dlrun.furthest_point_subsampling_pre_processorpp model.deeplearn.dlrun.grid_subsampling_post_processor model.deeplearn.dlrun.grid_subsampling_pre_processor model.deeplearn.dlrun.hierarchical_fps_post_processor model.deeplearn.dlrun.hierarchical_fps_post_processorpp model.deeplearn.dlrun.hierarchical_fps_pre_processor model.deeplearn.dlrun.hierarchical_fps_pre_processorpp model.deeplearn.dlrun.hierarchical_post_processor model.deeplearn.dlrun.hierarchical_pre_processor model.deeplearn.dlrun.hierarchical_sg_post_processorpp model.deeplearn.dlrun.hierarchical_sg_pre_processorpp model.deeplearn.dlrun.point_net_post_processor model.deeplearn.dlrun.point_net_pre_processor model.deeplearn.dlrun.receptive_field_pre_processor model.deeplearn.handle model.deeplearn.handle.dl_callback_builder model.deeplearn.handle.dl_class_weighter model.deeplearn.handle.dl_label_formatter model.deeplearn.handle.dl_model_compiler model.deeplearn.handle.dl_model_handler model.deeplearn.handle.dl_model_reporter model.deeplearn.handle.dl_path_manager model.deeplearn.handle.dl_pretrained_handler model.deeplearn.handle.dl_sequencer_builder model.deeplearn.handle.dl_training_handler model.deeplearn.handle.dl_transfer_handler model.deeplearn.handle.simple_dl_model_handler model.deeplearn.initializer model.deeplearn.initializer.fibonacci_shell_initializer model.deeplearn.initializer.initializer model.deeplearn.initializer.kernel_point_ball_initializer model.deeplearn.initializer.kernel_point_structure_initializer model.deeplearn.layer model.deeplearn.layer.contextual_point_layer model.deeplearn.layer.downsampling_spconv3d_layer model.deeplearn.layer.expansion_layer model.deeplearn.layer.features_downsampling_layer model.deeplearn.layer.features_structuring_layer model.deeplearn.layer.features_upsampling_layer model.deeplearn.layer.geometric_affine_layer model.deeplearn.layer.grouped_point_transformer_layer model.deeplearn.layer.grouping_point_net_layer model.deeplearn.layer.hourglass_layer model.deeplearn.layer.interdimensional_point_transformer_layer model.deeplearn.layer.kpconv_layer model.deeplearn.layer.kpconvx_layer model.deeplearn.layer.layer model.deeplearn.layer.light_kpconv_layer model.deeplearn.layer.point_mlp_layer model.deeplearn.layer.point_transformer_layer model.deeplearn.layer.rbf_feat_extract_layer model.deeplearn.layer.rbf_feat_processing_layer model.deeplearn.layer.shadow_activation_layer model.deeplearn.layer.shadow_batch_normalization_layer model.deeplearn.layer.shadow_conv1d_layer model.deeplearn.layer.shadow_dense_layer model.deeplearn.layer.sparse_indexing_map_layer model.deeplearn.layer.spconv3d_decoding_layer model.deeplearn.layer.spconv3d_encoding_layer model.deeplearn.layer.strided_kpconv_layer model.deeplearn.layer.strided_light_kpconv_layer model.deeplearn.layer.submanifold_spconv3d_layer model.deeplearn.layer.upsampling_spconv3d_layer model.deeplearn.loss model.deeplearn.loss.class_weighted_binary_crossentropy model.deeplearn.loss.class_weighted_categorical_crossentropy model.deeplearn.loss.multiloss_linear_superposition model.deeplearn.loss.ragged_binary_crossentropy model.deeplearn.loss.ragged_categorical_crossentropy model.deeplearn.loss.ragged_class_weighted_binary_crossentropy model.deeplearn.loss.ragged_class_weighted_categorical_crossentropy model.deeplearn.metric model.deeplearn.metric.multihead_metric model.deeplearn.metric.vl3d_f1_score model.deeplearn.optimizer model.deeplearn.optimizer.centralized_adadelta model.deeplearn.optimizer.centralized_adagrad model.deeplearn.optimizer.centralized_adam model.deeplearn.optimizer.centralized_adamax model.deeplearn.optimizer.centralized_adamw model.deeplearn.optimizer.centralized_ftrl model.deeplearn.optimizer.centralized_lamb model.deeplearn.optimizer.centralized_lion model.deeplearn.optimizer.centralized_nadam model.deeplearn.optimizer.centralized_rmsprop model.deeplearn.optimizer.centralized_sgd model.deeplearn.point_net_pwise_classif_model model.deeplearn.rbf_net_pwise_classif_model model.deeplearn.regularizer model.deeplearn.regularizer.features_orthogonal_regularizer model.deeplearn.regularizer.regularizer model.deeplearn.sequencer model.deeplearn.sequencer.dl_abstract_sequencer model.deeplearn.sequencer.dl_offline_sequencer model.deeplearn.sequencer.dl_sequencer model.deeplearn.sequencer.dl_sparse_shadow_sequencer model.deeplearn.spconv3d_pwise_classif_model model.fps_decorated_model model.mindist_decorated_model model.model model.model_op model.random_forest_classification_model model.tdcomp model.tdcomp.classwise_sampler model.tdcomp.smote model.tdcomp.training_data_component pcloud pcloud.factory pcloud.factory.point_cloud_arrays_factory pcloud.factory.point_cloud_factory pcloud.factory.point_cloud_file_factory pcloud.mem_to_file_proxy pcloud.point_cloud pcloud.point_cloud_factory_facade pcloud.point_cloud_filter pipeline pipeline.handle pipeline.handle.pcloud_concat_handler pipeline.handle.pipeline_decoration_handler pipeline.pipeline pipeline.pipeline_executor pipeline.pps pipeline.pps.pipeline_predictive_strategy pipeline.pps.pps_sequential pipeline.predictive_pipeline pipeline.sequential_pipeline pipeline.state pipeline.state.pipeline_state pipeline.state.simple_pipeline_state plot plot.advanced_classification_plot plot.class_reduction_plot plot.classification_plot plot.classification_uncertainty_plot plot.distance_reclassification_plot plot.feature_processing_layer_plot plot.features_structuring_layer_plot plot.kfold_plot plot.kpconv_layer_plot plot.light_kpconv_layer_plot plot.mpl_plot plot.pca_variance_plot plot.plot plot.plot_utils plot.rand_forest_plot plot.raster_grid_plot plot.receptive_fields_distribution_plot plot.regression_plot plot.training_history_plot report report.advanced_classification_report report.best_score_selection_report report.class_reduction_report report.classification_report report.classification_uncertainty_report report.classified_pcloud_report report.deep_learning_model_summary_report report.distance_reclassification_report report.feature_processing_layer_report report.features_structuring_layer_report report.hyper_search_report report.kfold_report report.kpconv_layer_report report.light_kpconv_layer_report report.meta_report report.minmax_normalization_report report.pca_projection_report report.pwise_activations_report report.rand_forest_report report.receptive_field_oversampling_report report.receptive_fields_distribution_report report.receptive_fields_report report.regression_report report.report report.standardization_report report.training_history_report report.variance_selection_report tests tests.contextual_point_layer_test tests.dl_offline_sequencer_test tests.dl_sparse_shadow_sequencer_test tests.downsampling_spconv3d_layer_test tests.features_downsampling_layer_test tests.features_structuring_layer_test tests.features_upsampling_layer_test tests.fps_decorator_test tests.fps_pre_processing_test tests.freeze_training_test tests.geometric_affine_layer_test tests.grouped_point_transformer_layer_test tests.grouping_point_net_layer_test tests.hierarchical_receptive_field_test tests.hourglass_layer_test tests.hsv_from_rgb_test tests.interdimensional_point_transformer_layer_test tests.keras_test tests.kpconv_layer_test tests.kpconvx_layer_test tests.las_inout_test tests.light_kpconv_layer_test tests.min_dist_decimator_test tests.model_serialization_test tests.point_mlp_layer_test tests.point_transformer_layer_test tests.prediction_reducer_test tests.ragged_losses_test tests.rbf_feat_extract_layer_test tests.rbf_feat_processing_layer_test tests.receptive_field_test tests.shadow_activation_layer_test tests.shadow_batch_normalization_layer_test tests.shadow_conv1d_layer_test tests.shadow_dense_layer_test tests.simple_smoother_decorator_test tests.spconv3d_arch_test tests.spconv3d_decoding_layer_test tests.spconv3d_encoding_layer_test tests.strided_kpconv_layer_test tests.strided_light_kpconv_layer_test tests.submanifold_spconv3d_layer_test tests.upsampling_spconv3d_layer_test tests.vl3d_test tests.vl3dpp_backend_test tests.vl3dpp_binding_test tests.vl3dpp_dl_fps_pre_proc_test tests.vl3dpp_dl_hierarchical_fps_pre_proc_test tests.vl3dpp_dl_hierarchical_sg_post_proc_test tests.vl3dpp_dl_hierarchical_sg_pre_proc_test tests.vl3dpp_dl_label_reduction_test tests.vl3dpp_dl_post_proc_test tests.vl3dpp_hierarchical_sparse_grid_test tests.vl3dpp_oversampler_test tests.vl3dpp_support_neighborhoods_test ui ui.catacloud ui.catacloud.cacl_cmd_handler ui.ui_exception utils utils.ctransf utils.ctransf.class_reducer utils.ctransf.class_setter utils.ctransf.class_transformer utils.ctransf.distance_reclassifier utils.ctransf_utils utils.dict_utils utils.dl_utils utils.ftransf utils.ftransf.explicit_selector utils.ftransf.feature_transformer utils.ftransf.kbest_selector utils.ftransf.minmax_normalizer utils.ftransf.pca_transformer utils.ftransf.percentile_selector utils.ftransf.standardizer utils.ftransf.variance_selector utils.ftransf_utils utils.imput utils.imput.imputer utils.imput.removal_imputer utils.imput.univariate_imputer utils.imputer_utils utils.keras_utils utils.neighborhood utils.neighborhood.support_neighborhoods utils.neighborhood.support_neighborhoodspp utils.num_utils utils.preds utils.preds.argmax_pred_select_strategy utils.preds.entropic_pred_reduce_strategy utils.preds.max_pred_reduce_strategy utils.preds.mean_pred_reduce_strategy utils.preds.pred_reduce_strategy utils.preds.pred_select_strategy utils.preds.prediction_reducer utils.preds.prediction_reducer_factory utils.preds.sum_pred_reduce_strategy utils.ptransf utils.ptransf.data_augmentor utils.ptransf.fps_decorator_transformer utils.ptransf.min_dist_decimator_decorator utils.ptransf.point_cloud_sampler utils.ptransf.point_cloud_sampler_decorator utils.ptransf.point_transformer utils.ptransf.receptive_field utils.ptransf.receptive_field_fps utils.ptransf.receptive_field_fpspp utils.ptransf.receptive_field_gs utils.ptransf.receptive_field_hierarchical_fps utils.ptransf.receptive_field_hierarchical_fpspp utils.ptransf.receptive_field_hierarchical_sg utils.ptransf.sampling_decorator_utils utils.ptransf.simple_data_augmentor utils.ptransf.simple_smoother_decorator_transformer utils.ptransf.simple_structure_smootherpp utils.ptransf_utils utils.raster utils.raster.dem_generator utils.raster.grid_interpolator_2d utils.str_utils utils.sys_utils utils.tuner_utils utils.tuning utils.tuning.hyper_grid_search utils.tuning.hyper_random_search utils.tuning.hyper_tuner utils.tuning.tuner vl3dpp vl3dpp.vl3dpp_loader

MplPlot (class in plot.mpl_plot) mse_fun() (eval.regression_evaluator.RegressionEvaluator static method)

N

naive_spherical_oversample() (utils.ptransf.receptive_field_fps.ReceptiveFieldFPS static method) naive_spherical_radiation_oversample() (utils.ptransf.receptive_field_fps.ReceptiveFieldFPS static method) nan_policy_propagate_f() (mining.smooth_feats_miner.SmoothFeatsMiner static method) nan_policy_replace_f() (mining.smooth_feats_miner.SmoothFeatsMiner static method) nearest_filter() (model.deeplearn.layer.features_downsampling_layer.FeaturesDownsamplingLayer static method) (model.deeplearn.layer.features_upsampling_layer.FeaturesUpsamplingLayer static method)

nearest_oversample() (utils.ptransf.receptive_field_fps.ReceptiveFieldFPS static method) needs_prefix() (inout.writer.Writer method) normalize() (model.deeplearn.layer.contextual_point_layer.ContextualPointLayer method) normalize_vector() (in module geometry.OrientedBoundingBox) num_cells_from_cell_size() (utils.ptransf.receptive_field_gs.ReceptiveFieldGS static method) num_classes_from_pwise_labels() (model.deeplearn.dlrun.receptive_field_pre_processor.ReceptiveFieldPreProcessor static method) NumUtils (class in utils.num_utils)

O

on_epoch_end() (model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) on_epoch_end_predict() (model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) on_epoch_end_training() (model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) (model.deeplearn.sequencer.dl_sequencer.DLSequencer method) (model.deeplearn.sequencer.dl_sparse_shadow_sequencer.DLSparseShadowSequencer method) on_training_finished() (model.classification_model.ClassificationModel method) (model.decorated_model.DecoratedModel method) (model.deeplearn.conv_autoenc_pwise_classif_model.ConvAutoencPwiseClassifModel method) (model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel method) (model.deeplearn.rbf_net_pwise_classif_model.RBFNetPwiseClassifModel method) (model.deeplearn.spconv3d_pwise_classif_model.SpConv3DPwiseClassifModel method) (model.model.Model method) (model.random_forest_classification_model.RandomForestClassificationModel method) on_training_finished_evaluate() (model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel static method) on_training_finished_predict() (model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel static method) open_offline_storage() (model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) optimize_data_types() (model.model.Model method) optimize_indexing_memory() (model.deeplearn.dlrun.hierarchical_fps_pre_processorpp.HierarchicalFPSPreProcessorPP static method) (utils.ptransf.receptive_field_hierarchical_fps.ReceptiveFieldHierarchicalFPS method)

optimize_indices() (model.deeplearn.dlrun.hierarchical_fps_pre_processorpp.HierarchicalFPSPreProcessorPP static method) OrientedBoundingBox (class in geometry.OrientedBoundingBox) oversample() (utils.ptransf.receptive_field_fps.ReceptiveFieldFPS static method) overwrite_pretrained_model() (model.classification_model.ClassificationModel method) (model.decorated_model.DecoratedModel method) (model.deeplearn.arch.architecture.Architecture method) (model.deeplearn.conv_autoenc_pwise_classif_model.ConvAutoencPwiseClassifModel method) (model.deeplearn.dlrun.furthest_point_subsampling_pre_processor.FurthestPointSubsamplingPreProcessor method) (model.deeplearn.dlrun.grid_subsampling_pre_processor.GridSubsamplingPreProcessor method) (model.deeplearn.dlrun.hierarchical_fps_pre_processor.HierarchicalFPSPreProcessor method) (model.deeplearn.dlrun.hierarchical_pre_processor.HierarchicalPreProcessor method) (model.deeplearn.dlrun.hierarchical_sg_pre_processorpp.HierarchicalSGPreProcessorPP method) (model.deeplearn.dlrun.point_net_pre_processor.PointNetPreProcessor method) (model.deeplearn.dlrun.receptive_field_pre_processor.ReceptiveFieldPreProcessor method) (model.deeplearn.handle.dl_model_handler.DLModelHandler method) (model.deeplearn.handle.dl_pretrained_handler.DLPretrainedHandler method) (model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel method) (model.deeplearn.rbf_net_pwise_classif_model.RBFNetPwiseClassifModel method) (model.deeplearn.spconv3d_pwise_classif_model.SpConv3DPwiseClassifModel method) (model.model.Model method)

P

pagination_size (api.catacloud.caclmodel_ops.CaClModelOps property) (api.catacloud.caclpipeline_ops.CaClPipelineOps property) parse_main_type() (main.main_args.ArgsParser static method) path_needs_update() (model.model_op.ModelOp static method) PCAProjectionReport (class in report.pca_projection_report) PCATransformer (class in utils.ftransf.pca_transformer) PCAVariancePlot (class in plot.pca_variance_plot) pcloud module pcloud.factory module pcloud.factory.point_cloud_arrays_factory module pcloud.factory.point_cloud_factory module pcloud.factory.point_cloud_file_factory module pcloud.mem_to_file_proxy module pcloud.point_cloud module pcloud.point_cloud_factory_facade module pcloud.point_cloud_filter module PcloudConcatHandler (class in pipeline.handle.pcloud_concat_handler) pearson_fun() (eval.regression_evaluator.RegressionEvaluator static method) PercentileSelector (class in utils.ftransf.percentile_selector) pipeline module Pipeline (class in pipeline.pipeline) pipeline.handle module pipeline.handle.pcloud_concat_handler module pipeline.handle.pipeline_decoration_handler module pipeline.pipeline module pipeline.pipeline_executor module pipeline.pps module pipeline.pps.pipeline_predictive_strategy module pipeline.pps.pps_sequential module pipeline.predictive_pipeline module pipeline.sequential_pipeline module pipeline.state module pipeline.state.pipeline_state module pipeline.state.simple_pipeline_state module PipelineDecorationHandler (class in pipeline.handle.pipeline_decoration_handler) PipelineException PipelineExecutor (class in pipeline.pipeline_executor) PipelineExecutorException PipelineIO (class in inout.pipeline_io) PipelinePredictiveStrategy (class in pipeline.pps.pipeline_predictive_strategy) PipelinePredictiveStrategyException PipelineState (class in pipeline.state.pipeline_state) PipelineStateException plot module Plot (class in plot.plot) plot() (eval.advanced_classification_evaluation.AdvancedClassificationEvaluation method) (eval.classification_evaluation.ClassificationEvaluation method) (eval.classification_uncertainty_evaluation.ClassificationUncertaintyEvaluation method) (eval.evaluation.Evaluation method) (eval.kfold_evaluation.KFoldEvaluation method) (eval.rand_forest_evaluation.RandForestEvaluation method) (eval.raster_grid_evaluation.RasterGridEvaluation method) (eval.regression_evaluation.RegressionEvaluation method) (model.deeplearn.arch.architecture.Architecture method) (plot.advanced_classification_plot.AdvancedClassificationPlot method) (plot.class_reduction_plot.ClassReductionPlot method) (plot.classification_plot.ClassificationPlot method) (plot.classification_uncertainty_plot.ClassificationUncertaintyPlot method) (plot.distance_reclassification_plot.DistanceReclassificationPlot method) (plot.feature_processing_layer_plot.FeatureProcessingLayerPlot method) (plot.features_structuring_layer_plot.FeaturesStructuringLayerPlot method) (plot.kfold_plot.KFoldPlot method) (plot.kpconv_layer_plot.KPConvLayerPlot method) (plot.light_kpconv_layer_plot.LightKPConvLayerPlot method) (plot.pca_variance_plot.PCAVariancePlot method) (plot.plot.Plot method) (plot.rand_forest_plot.RandForestPlot method) (plot.raster_grid_plot.RasterGridPlot method) (plot.receptive_fields_distribution_plot.ReceptiveFieldsDistributionPlot method) (plot.regression_plot.RegressionPlot method) (plot.training_history_plot.TrainingHistoryPlot method) plot.advanced_classification_plot module plot.class_reduction_plot module plot.classification_plot module plot.classification_uncertainty_plot module plot.distance_reclassification_plot module plot.feature_processing_layer_plot module plot.features_structuring_layer_plot module plot.kfold_plot module plot.kpconv_layer_plot module plot.light_kpconv_layer_plot module plot.mpl_plot module plot.pca_variance_plot module plot.plot module plot.plot_utils module plot.rand_forest_plot module plot.raster_grid_plot module plot.receptive_fields_distribution_plot module plot.regression_plot module plot.training_history_plot module plot_class_distribution() (plot.advanced_classification_plot.AdvancedClassificationPlot method) (plot.class_reduction_plot.ClassReductionPlot method) (plot.classification_plot.ClassificationPlot method) (plot.distance_reclassification_plot.DistanceReclassificationPlot method) plot_classwise_metrics() (plot.advanced_classification_plot.AdvancedClassificationPlot method) plot_classwise_violin() (plot.classification_uncertainty_plot.ClassificationUncertaintyPlot method) plot_confusion_matrices() (plot.advanced_classification_plot.AdvancedClassificationPlot method) plot_confusion_matrix() (plot.classification_plot.ClassificationPlot method) plot_counts() (plot.receptive_fields_distribution_plot.ReceptiveFieldsDistributionPlot method)

plot_error_hist2d() (plot.regression_plot.RegressionPlot static method) plot_error_scatter() (plot.regression_plot.RegressionPlot static method) plot_full_histogram() (plot.classification_uncertainty_plot.ClassificationUncertaintyPlot method) plot_global_metrics() (plot.advanced_classification_plot.AdvancedClassificationPlot method) plot_hitfail_histogram() (plot.classification_uncertainty_plot.ClassificationUncertaintyPlot method) plot_kernel_structure() (plot.kpconv_layer_plot.KPConvLayerPlot method) plot_kernel_weights() (plot.kpconv_layer_plot.KPConvLayerPlot method) (plot.light_kpconv_layer_plot.LightKPConvLayerPlot method) plot_kernel_weights_as_historgram() (plot.kpconv_layer_plot.KPConvLayerPlot static method) plot_kernel_weights_as_matrix() (plot.kpconv_layer_plot.KPConvLayerPlot static method) plot_QQ() (plot.regression_plot.RegressionPlot method) plot_regressions() (plot.regression_plot.RegressionPlot method) plot_regressions_hist2d() (plot.regression_plot.RegressionPlot method) plot_residuals() (plot.regression_plot.RegressionPlot method) plot_residuals_hist2d() (plot.regression_plot.RegressionPlot method) plot_scale_factors() (plot.light_kpconv_layer_plot.LightKPConvLayerPlot method) plot_scatter() (plot.regression_plot.RegressionPlot method) plot_scatter_hist2d() (plot.regression_plot.RegressionPlot method) plot_summary() (plot.regression_plot.RegressionPlot method) plot_tree() (plot.rand_forest_plot.RandForestPlot method) PlotException PlotUtils (class in plot.plot_utils) point_transformer_postwrap() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) point_transformer_prewrap() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) PointCloud (class in pcloud.point_cloud) PointCloudArraysFactory (class in pcloud.factory.point_cloud_arrays_factory) PointCloudException PointCloudFactory (class in pcloud.factory.point_cloud_factory) PointCloudFactoryException PointCloudFactoryFacade (class in pcloud.point_cloud_factory_facade) PointCloudFileFactory (class in pcloud.factory.point_cloud_file_factory) PointCloudFilter (class in pcloud.point_cloud_filter) PointCloudIO (class in inout.point_cloud_io) PointCloudSampler (class in utils.ptransf.point_cloud_sampler) PointCloudSamplerDecorator (class in utils.ptransf.point_cloud_sampler_decorator) PointMLPLayer (class in model.deeplearn.layer.point_mlp_layer) PointMLPLayerTest (class in tests.point_mlp_layer_test) PointNet (class in model.deeplearn.arch.point_net) PointNetPostProcessor (class in model.deeplearn.dlrun.point_net_post_processor) PointNetPreProcessor (class in model.deeplearn.dlrun.point_net_pre_processor) PointNetPwiseClassif (class in model.deeplearn.arch.point_net_pwise_classif) PointNetPwiseClassifModel (class in model.deeplearn.point_net_pwise_classif_model) PointTransformer (class in utils.ptransf.point_transformer) PointTransformerException PointTransformerLayer (class in model.deeplearn.layer.point_transformer_layer) PointTransformerLayerTest (class in tests.point_transformer_layer_test) posfit_logic_callback() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) (model.deeplearn.arch.point_net_pwise_classif.PointNetPwiseClassif method) (model.deeplearn.arch.rbfnet_pwise_classif.RBFNetPwiseClassif method) post_fit() (model.deeplearn.handle.dl_training_handler.DLTrainingHandler method) post_process() (clustering.clusterer.Clusterer method) (clustering.sampling_decorated_clusterer.SamplingDecoratedClusterer method) (model.deeplearn.dlrun.furthest_point_subsampling_post_processor.FurthestPointSubsamplingPostProcessor method) (model.deeplearn.dlrun.furthest_point_subsampling_post_processorpp.FurthestPointSubsamplingPostProcessorPP method) (model.deeplearn.dlrun.grid_subsampling_post_processor.GridSubsamplingPostProcessor static method) (model.deeplearn.dlrun.hierarchical_fps_post_processor.HierarchicalFPSPostProcessor method) (model.deeplearn.dlrun.hierarchical_fps_post_processorpp.HierarchicalFPSPostProcessorPP method) (model.deeplearn.dlrun.hierarchical_sg_post_processorpp.HierarchicalSGPostProcessorPP method) (pipeline.pipeline_executor.PipelineExecutor method) post_process_output() (model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) (model.deeplearn.sequencer.dl_sparse_shadow_sequencer.DLSparseShadowSequencer method) PpsSequential (class in pipeline.pps.pps_sequential) pre_fit() (model.deeplearn.handle.dl_training_handler.DLTrainingHandler method) pre_process() (pipeline.pipeline_executor.PipelineExecutor method) pre_processor_from_temporary_file() (model.deeplearn.arch.architecture.Architecture method) (tests.dl_offline_sequencer_test.DLOfflineSequencerTest.MockArchitecture method) pre_processor_to_temporary_file() (model.deeplearn.arch.architecture.Architecture method) (tests.dl_offline_sequencer_test.DLOfflineSequencerTest.MockArchitecture method) precompute_max_neighbors() (eval.raster_grid_evaluator.RasterGridEvaluator static method) PREDICT (model.model_op.ModelOp.OP attribute) predict() (model.decorated_model.DecoratedModel method) (model.deeplearn.conv_autoenc_pwise_classif_model.ConvAutoencPwiseClassifModel method) (model.deeplearn.handle.dl_model_handler.DLModelHandler method) (model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel method) (model.deeplearn.rbf_net_pwise_classif_model.RBFNetPwiseClassifModel method) (model.deeplearn.spconv3d_pwise_classif_model.SpConv3DPwiseClassifModel method) (model.model.Model method) (pipeline.pps.pipeline_predictive_strategy.PipelinePredictiveStrategy method) (pipeline.pps.pps_sequential.PpsSequential method) (pipeline.predictive_pipeline.PredictivePipeline method) predict_rf() (model.deeplearn.handle.simple_dl_model_handler.SimpleDLModelHandler method) PredictionReducer (class in utils.preds.prediction_reducer) PredictionReducerException PredictionReducerFactory (class in utils.preds.prediction_reducer_factory) PredictionReducerTest (class in tests.prediction_reducer_test) PredictionsWriter (class in inout.predictions_writer) PredictivePipeline (class in pipeline.predictive_pipeline) PredictivePipelineWriter (class in inout.predictive_pipeline_writer) PredReduceStrategy (class in utils.preds.pred_reduce_strategy) PredSelectStrategy (class in utils.preds.pred_select_strategy) prefit_logic_callback() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) (model.deeplearn.arch.point_net_pwise_classif.PointNetPwiseClassif method) (model.deeplearn.arch.rbfnet_pwise_classif.RBFNetPwiseClassif method) prepare_chunk() (mining.smooth_feats_miner.SmoothFeatsMiner static method) prepare_chunks() (mining.smooth_feats_miner.SmoothFeatsMiner static method) prepare_data() (model.deeplearn.sequencer.dl_sparse_shadow_sequencer.DLSparseShadowSequencer method) prepare_freeze_training() (model.deeplearn.handle.dl_training_handler.DLTrainingHandler method) prepare_indexing_maps() (model.deeplearn.sequencer.dl_sparse_shadow_sequencer.DLSparseShadowSequencer method) prepare_iter() (pipeline.state.pipeline_state.PipelineState method) (pipeline.state.simple_pipeline_state.SimplePipelineState method) prepare_mined_features_chunk() (mining.smooth_feats_miner.SmoothFeatsMiner static method) prepare_mining() (mining.smooth_feats_miner.SmoothFeatsMiner static method) prepare_model() (model.decorated_model.DecoratedModel method) (model.deeplearn.conv_autoenc_pwise_classif_model.ConvAutoencPwiseClassifModel method) (model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel method) (model.deeplearn.rbf_net_pwise_classif_model.RBFNetPwiseClassifModel method) (model.deeplearn.spconv3d_pwise_classif_model.SpConv3DPwiseClassifModel method) (model.model.Model method) (model.random_forest_classification_model.RandomForestClassificationModel method) prepare_oversampling() (model.deeplearn.dlrun.furthest_point_subsampling_pre_processorpp.FurthestPointSubsamplingPreProcessorPP static method) prepare_path() (inout.writer.Writer method) prepare_radii() (model.deeplearn.dlrun.furthest_point_subsampling_pre_processorpp.FurthestPointSubsamplingPreProcessorPP static method) prepare_receptive_fields() (model.deeplearn.handle.dl_model_reporter.DLModelReporter static method) prepare_subchunk() (mining.smooth_feats_miner.SmoothFeatsMiner static method) prepare_training_class_distribution() (model.deeplearn.dlrun.furthest_point_subsampling_pre_processorpp.FurthestPointSubsamplingPreProcessorPP static method) preserve_mask() (pcloud.point_cloud.PointCloud method) process() (pipeline.pipeline_executor.PipelineExecutor method) propagate() (clustering.fps_decorated_clusterer.FPSDecoratedClusterer method) (clustering.min_dist_decorated_clusterer.MinDistDecoratedClusterer method) (clustering.sampling_decorated_clusterer.SamplingDecoratedClusterer method) (model.decorated_model.DecoratedModel method) (model.fps_decorated_model.FPSDecoratedModel method) (model.mindist_decorated_model.MinDistDecoratedModel method) (utils.ptransf.point_cloud_sampler_decorator.PointCloudSamplerDecorator method) propagate_values() (utils.ptransf.receptive_field.ReceptiveField method) (utils.ptransf.receptive_field_fps.ReceptiveFieldFPS method) (utils.ptransf.receptive_field_fpspp.ReceptiveFieldFPSPP method) (utils.ptransf.receptive_field_gs.ReceptiveFieldGS method) (utils.ptransf.receptive_field_hierarchical_fps.ReceptiveFieldHierarchicalFPS method) (utils.ptransf.receptive_field_hierarchical_fpspp.ReceptiveFieldHierarchicalFPSPP method) proxy_dump() (pcloud.point_cloud.PointCloud method) proxy_load() (pcloud.point_cloud.PointCloud method) PtransfUtils (class in utils.ptransf_utils) pull() (api.catacloud.caclmodel_ops.CaClModelOps method) (api.catacloud.caclpcloud_ops.CaClPcloudOps method) (api.catacloud.caclpipeline_ops.CaClPipelineOps method) purge_receptive_fields() (model.deeplearn.dlrun.receptive_field_pre_processor.ReceptiveFieldPreProcessor method) push() (api.catacloud.caclmodel_ops.CaClModelOps method) (api.catacloud.caclpcloud_ops.CaClPcloudOps method) (api.catacloud.caclpipeline_ops.CaClPipelineOps method) pwise_reduce() (model.deeplearn.dlrun.grid_subsampling_post_processor.GridSubsamplingPostProcessor static method) PwiseActivationsReport (class in report.pwise_activations_report)

Q

q1ae_fun() (eval.regression_evaluator.RegressionEvaluator static method) q1e_fun() (eval.regression_evaluator.RegressionEvaluator static method) q1se_fun() (eval.regression_evaluator.RegressionEvaluator static method)

q3ae_fun() (eval.regression_evaluator.RegressionEvaluator static method) q3e_fun() (eval.regression_evaluator.RegressionEvaluator static method) q3se_fun() (eval.regression_evaluator.RegressionEvaluator static method) quantify_error() (eval.regression_evaluator.RegressionEvaluator method)

R

RaggedLossesTest (class in tests.ragged_losses_test) RandForestEvaluation (class in eval.rand_forest_evaluation) RandForestEvaluator (class in eval.rand_forest_evaluator) RandForestPlot (class in plot.rand_forest_plot) RandForestReport (class in report.rand_forest_report) RandomForestClassificationModel (class in model.random_forest_classification_model) rangeae_fun() (eval.regression_evaluator.RegressionEvaluator static method) rangee_fun() (eval.regression_evaluator.RegressionEvaluator static method) rangese_fun() (eval.regression_evaluator.RegressionEvaluator static method) RasterGridEvaluation (class in eval.raster_grid_evaluation) RasterGridEvaluator (class in eval.raster_grid_evaluator) RasterGridPlot (class in plot.raster_grid_plot) RBFFeatExtractLayer (class in model.deeplearn.layer.rbf_feat_extract_layer) RBFFeatExtractLayerTest (class in tests.rbf_feat_extract_layer_test) RBFFeatProcessingLayer (class in model.deeplearn.layer.rbf_feat_processing_layer) RBFFeatProcessingLayerTest (class in tests.rbf_feat_processing_layer_test) RBFNet (class in model.deeplearn.arch.rbfnet) RBFNetPwiseClassif (class in model.deeplearn.arch.rbfnet_pwise_classif) RBFNetPwiseClassifModel (class in model.deeplearn.rbf_net_pwise_classif_model) rdevse_fun() (eval.regression_evaluator.RegressionEvaluator static method) read() (inout.json_io.JsonIO static method) (inout.model_io.ModelIO static method) (inout.point_cloud_io.PointCloudIO static method) read_path() (inout.point_cloud_io.PointCloudIO static method) read_predictive_pipeline() (inout.pipeline_io.PipelineIO static method) read_url() (inout.point_cloud_io.PointCloudIO static method) ReceptiveField (class in utils.ptransf.receptive_field) ReceptiveFieldFPS (class in utils.ptransf.receptive_field_fps) ReceptiveFieldFPSPP (class in utils.ptransf.receptive_field_fpspp) ReceptiveFieldGS (class in utils.ptransf.receptive_field_gs) ReceptiveFieldHierarchicalFPS (class in utils.ptransf.receptive_field_hierarchical_fps) ReceptiveFieldHierarchicalFPSPP (class in utils.ptransf.receptive_field_hierarchical_fpspp) ReceptiveFieldHierarchicalSG (class in utils.ptransf.receptive_field_hierarchical_sg) ReceptiveFieldOversamplingReport (class in report.receptive_field_oversampling_report) ReceptiveFieldPreProcessor (class in model.deeplearn.dlrun.receptive_field_pre_processor) ReceptiveFieldsDistributionPlot (class in plot.receptive_fields_distribution_plot) ReceptiveFieldsDistributionReport (class in report.receptive_fields_distribution_report) ReceptiveFieldsReport (class in report.receptive_fields_report) ReceptiveFieldTest (class in tests.receptive_field_test) recount_absolute_frequency() (mining.recount_miner.RecountMiner method) recount_relative_frequency() (mining.recount_miner.RecountMiner method) recount_surface_density() (mining.recount_miner.RecountMiner method) recount_vertical_segments() (mining.recount_miner.RecountMiner method) recount_volume_density() (mining.recount_miner.RecountMiner method) RecountMiner (class in mining.recount_miner) RecountMinerPP (class in mining.recount_minerpp) reduce() (utils.preds.entropic_pred_reduce_strategy.EntropicPredReduceStrategy method) (utils.preds.max_pred_reduce_strategy.MaxPredReduceStrategy method) (utils.preds.mean_pred_reduce_strategy.MeanPredReduceStrategy method) (utils.preds.pred_reduce_strategy.PredReduceStrategy method) (utils.preds.prediction_reducer.PredictionReducer method) (utils.preds.sum_pred_reduce_strategy.SumPredReduceStrategy method) (utils.ptransf.point_cloud_sampler_decorator.PointCloudSamplerDecorator method) reduce_binary_mask() (eval.raster_grid_evaluator.RasterGridEvaluator static method) reduce_binary_mask_nofeats() (eval.raster_grid_evaluator.RasterGridEvaluator static method) reduce_labels() (model.deeplearn.dlrun.furthest_point_subsampling_pre_processor.FurthestPointSubsamplingPreProcessor method) (model.deeplearn.dlrun.furthest_point_subsampling_pre_processorpp.FurthestPointSubsamplingPreProcessorPP method) (model.deeplearn.dlrun.grid_subsampling_pre_processor.GridSubsamplingPreProcessor method) (model.deeplearn.dlrun.hierarchical_fps_pre_processor.HierarchicalFPSPreProcessor method) (model.deeplearn.dlrun.hierarchical_fps_pre_processorpp.HierarchicalFPSPreProcessorPP method) (model.deeplearn.dlrun.hierarchical_sg_pre_processorpp.HierarchicalSGPreProcessorPP method) reduce_labels_python() (model.deeplearn.dlrun.furthest_point_subsampling_pre_processorpp.FurthestPointSubsamplingPreProcessorPP method) (model.deeplearn.dlrun.hierarchical_fps_pre_processorpp.HierarchicalFPSPreProcessorPP method) reduce_many() (utils.preds.entropic_pred_reduce_strategy.EntropicPredReduceStrategy method) reduce_max() (eval.raster_grid_evaluator.RasterGridEvaluator static method) reduce_mean() (eval.raster_grid_evaluator.RasterGridEvaluator static method) reduce_median() (eval.raster_grid_evaluator.RasterGridEvaluator static method) reduce_min() (eval.raster_grid_evaluator.RasterGridEvaluator static method) reduce_recount() (eval.raster_grid_evaluator.RasterGridEvaluator static method) reduce_recount_nofeats() (eval.raster_grid_evaluator.RasterGridEvaluator static method) reduce_relative_recount() (eval.raster_grid_evaluator.RasterGridEvaluator static method) reduce_relative_recount_nofeats() (eval.raster_grid_evaluator.RasterGridEvaluator static method) reduce_single() (utils.preds.entropic_pred_reduce_strategy.EntropicPredReduceStrategy method) reduce_values() (utils.ptransf.receptive_field.ReceptiveField method) (utils.ptransf.receptive_field_fps.ReceptiveFieldFPS method) (utils.ptransf.receptive_field_fpspp.ReceptiveFieldFPSPP method) (utils.ptransf.receptive_field_gs.ReceptiveFieldGS method) (utils.ptransf.receptive_field_hierarchical_fps.ReceptiveFieldHierarchicalFPS method) (utils.ptransf.receptive_field_hierarchical_fpspp.ReceptiveFieldHierarchicalFPSPP method) reduce_values_python() (utils.ptransf.receptive_field_fpspp.ReceptiveFieldFPSPP method) (utils.ptransf.receptive_field_hierarchical_fpspp.ReceptiveFieldHierarchicalFPSPP method) RegressionEvaluation (class in eval.regression_evaluation) RegressionEvaluator (class in eval.regression_evaluator) RegressionPlot (class in plot.regression_plot) RegressionReport (class in report.regression_report) Regularizer (class in model.deeplearn.regularizer.regularizer) release() (pcloud.mem_to_file_proxy.MemToFileProxy method) RemovalImputer (class in utils.imput.removal_imputer) remove_features() (pcloud.point_cloud.PointCloud method) remove_indices() (eval.classification_evaluator.ClassificationEvaluator static method) remove_mask() (pcloud.point_cloud.PointCloud method) replica_test() (tests.spconv3d_arch_test.SpConv3DArchTest method) report module Report (class in report.report) report() (eval.advanced_classification_evaluation.AdvancedClassificationEvaluation method) (eval.classification_evaluation.ClassificationEvaluation method) (eval.classification_uncertainty_evaluation.ClassificationUncertaintyEvaluation method) (eval.deeplearn.dl_model_evaluation.DLModelEvaluation method) (eval.evaluation.Evaluation method) (eval.kfold_evaluation.KFoldEvaluation method) (eval.rand_forest_evaluation.RandForestEvaluation method) (eval.regression_evaluation.RegressionEvaluation method) (utils.ctransf.class_transformer.ClassTransformer method) (utils.ftransf.feature_transformer.FeatureTransformer method) report.advanced_classification_report module report.best_score_selection_report module report.class_reduction_report module report.classification_report module report.classification_uncertainty_report module report.classified_pcloud_report module report.deep_learning_model_summary_report module report.distance_reclassification_report module report.feature_processing_layer_report module report.features_structuring_layer_report module

report.hyper_search_report module report.kfold_report module report.kpconv_layer_report module report.light_kpconv_layer_report module report.meta_report module report.minmax_normalization_report module report.pca_projection_report module report.pwise_activations_report module report.rand_forest_report module report.receptive_field_oversampling_report module report.receptive_fields_distribution_report module report.receptive_fields_report module report.regression_report module report.report module report.standardization_report module report.training_history_report module report.variance_selection_report module ReportException restore_dl_model_paths() (model.model_op.ModelOp method) restore_fit_backup() (model.deeplearn.handle.dl_training_handler.DLTrainingHandler method) restore_model_paths() (model.model_op.ModelOp method) RGB_to_HSV() (mining.hsv_from_rgb_miner.HSVFromRGBMiner static method) rm() (api.catacloud.caclmodel_ops.CaClModelOps method) (api.catacloud.caclpcloud_ops.CaClPcloudOps method) (api.catacloud.caclpipeline_ops.CaClPipelineOps method) rmaxse_fun() (eval.regression_evaluator.RegressionEvaluator static method) rmese_fun() (eval.regression_evaluator.RegressionEvaluator static method) rminse_fun() (eval.regression_evaluator.RegressionEvaluator static method) rmse_fun() (eval.regression_evaluator.RegressionEvaluator static method) round_to_closest_int() (utils.preds.argmax_pred_select_strategy.ArgMaxPredSelectStrategy static method) rows_and_cols_for_nplots() (plot.plot_utils.PlotUtils static method) rq1se_fun() (eval.regression_evaluator.RegressionEvaluator static method) rq3se_fun() (eval.regression_evaluator.RegressionEvaluator static method) rrangese_fun() (eval.regression_evaluator.RegressionEvaluator static method) run() (pipeline.pipeline.Pipeline method) (pipeline.sequential_pipeline.SequentialPipeline method) (tests.contextual_point_layer_test.ContextualPointLayerTest method) (tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) (tests.dl_sparse_shadow_sequencer_test.DLSparseShadowSequencerTest method) (tests.downsampling_spconv3d_layer_test.DownsamplingSpConv3DLayerTest method) (tests.features_downsampling_layer_test.FeaturesDownsamplingLayerTest method) (tests.features_structuring_layer_test.FeaturesStructuringLayerTest method) (tests.features_upsampling_layer_test.FeaturesUpsamplingLayerTest method) (tests.fps_decorator_test.FPSDecoratorTest method) (tests.fps_pre_processing_test.FPSPreProcessingTest method) (tests.freeze_training_test.FreezeTrainingTest method) (tests.geometric_affine_layer_test.GeometricAffineLayerTest method) (tests.grouped_point_transformer_layer_test.GroupedPointTransformerLayerTest method) (tests.grouping_point_net_layer_test.GroupingPointNetLayerTest method) (tests.hierarchical_receptive_field_test.HierarchicalReceptiveFieldTest method) (tests.hourglass_layer_test.HourglassLayerTest method) (tests.hsv_from_rgb_test.HSVFromRGBTest method) (tests.interdimensional_point_transformer_layer_test.InterdimensionalPointTransformerLayerTest method) (tests.keras_test.KerasTest method) (tests.kpconv_layer_test.KPConvLayerTest method) (tests.kpconvx_layer_test.KPConvXLayerTest method) (tests.las_inout_test.LASInoutTest method) (tests.light_kpconv_layer_test.LightKPConvLayerTest method) (tests.min_dist_decimator_test.MinDistDecimatorTest method) (tests.model_serialization_test.ModelSerializationTest method) (tests.point_mlp_layer_test.PointMLPLayerTest method) (tests.point_transformer_layer_test.PointTransformerLayerTest method) (tests.prediction_reducer_test.PredictionReducerTest method) (tests.ragged_losses_test.RaggedLossesTest method) (tests.rbf_feat_extract_layer_test.RBFFeatExtractLayerTest method) (tests.rbf_feat_processing_layer_test.RBFFeatProcessingLayerTest method) (tests.receptive_field_test.ReceptiveFieldTest method) (tests.shadow_activation_layer_test.ShadowActivationLayerTest method) (tests.shadow_batch_normalization_layer_test.ShadowBatchNormalizationLayerTest method) (tests.shadow_conv1d_layer_test.ShadowConv1DLayerTest method) (tests.shadow_dense_layer_test.ShadowDenseLayerTest method) (tests.simple_smoother_decorator_test.SimpleSmootherDecoratorTest method) (tests.spconv3d_arch_test.SpConv3DArchTest method) (tests.spconv3d_decoding_layer_test.SpConv3DDecodingLayerTest method) (tests.spconv3d_encoding_layer_test.SpConv3DEncodingLayerTest method) (tests.strided_kpconv_layer_test.StridedKPConvLayerTest method) (tests.strided_light_kpconv_layer_test.StridedLightKPConvLayerTest method) (tests.submanifold_spconv3d_layer_test.SubmanifoldSpConv3DLayerTest method) (tests.upsampling_spconv3d_layer_test.UpsamplingSpConv3DLayerTest method) (tests.vl3d_test.VL3DTest method) (tests.vl3dpp_backend_test.VL3DPPBackendTest method) (tests.vl3dpp_binding_test.VL3DPPBindingTest method) (tests.vl3dpp_dl_fps_pre_proc_test.VL3DPPDLFPSPreProcTest method) (tests.vl3dpp_dl_hierarchical_fps_pre_proc_test.VL3DPPDLHierarchicalFPSPreProcTest method) (tests.vl3dpp_dl_hierarchical_sg_post_proc_test.VL3DPPDLHierarchicalSGPostProcTest method) (tests.vl3dpp_dl_hierarchical_sg_pre_proc_test.VL3DPPDLHierarchicalSGPreProcTest method) (tests.vl3dpp_dl_label_reduction_test.VL3DPPDLLabelReductionTest method) (tests.vl3dpp_dl_post_proc_test.VL3DPPDLPostProcTest method) (tests.vl3dpp_hierarchical_sparse_grid_test.VL3DPPHierarchicalSparseGridTest method) (tests.vl3dpp_oversampler_test.VL3DPPOversamplerTest method) (tests.vl3dpp_support_neighborhoods_test.VL3DPPSupportNeighborhoodsTest method) run_case() (pipeline.sequential_pipeline.SequentialPipeline method) run_for_in_pcloud() (pipeline.sequential_pipeline.SequentialPipeline method) run_for_in_pcloud_concat() (pipeline.sequential_pipeline.SequentialPipeline method) run_post() (model.deeplearn.arch.architecture.Architecture method) run_pre() (model.deeplearn.arch.architecture.Architecture method) (tests.dl_offline_sequencer_test.DLOfflineSequencerTest.MockArchitecture method) run_test_case1() (tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) run_test_case10() (tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) run_test_case2() (tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) run_test_case3() (tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) run_test_case4() (tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) run_test_case5() (tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) run_test_case6() (tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) run_test_case7() (tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) run_test_case8() (tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) run_test_case9() (tests.dl_offline_sequencer_test.DLOfflineSequencerTest method)

S

safely_handle_fnames() (utils.ftransf.feature_transformer.FeatureTransformer method) sample_concentric_cylinders() (model.deeplearn.initializer.kernel_point_structure_initializer.KernelPointStructureInitializer method) sample_concentric_ellipsoids() (model.deeplearn.initializer.kernel_point_structure_initializer.KernelPointStructureInitializer method) sample_concentric_grids() (model.deeplearn.initializer.kernel_point_structure_initializer.KernelPointStructureInitializer method) sample_concentric_rectangulars() (model.deeplearn.initializer.kernel_point_structure_initializer.KernelPointStructureInitializer method) sample_cone() (model.deeplearn.initializer.kernel_point_structure_initializer.KernelPointStructureInitializer method) SamplingDecoratedClusterer (class in clustering.sampling_decorated_clusterer) SamplingDecoratedMiner (class in mining.sampling_decorated_miner) SamplingDecoratorUtils (class in utils.ptransf.sampling_decorator_utils) save_show_and_clear() (plot.mpl_plot.MplPlot method) search() (utils.tuning.hyper_tuner.HyperTuner static method) select() (utils.preds.argmax_pred_select_strategy.ArgMaxPredSelectStrategy method) (utils.preds.pred_select_strategy.PredSelectStrategy method) (utils.preds.prediction_reducer.PredictionReducer method) select_height_functions() (mining.height_feats_miner.HeightFeatsMiner method) select_support_height_functions() (mining.height_feats_miner.HeightFeatsMiner method) SequentialPipeline (class in pipeline.sequential_pipeline) set_classes_vector() (pcloud.point_cloud.PointCloud method) set_cluster_labels() (clustering.postproc.clustering_post_processor.ClusteringPostProcessor method) set_coordinates() (pcloud.point_cloud.PointCloud method) set_feature() (pcloud.point_cloud.PointCloud method) set_input_data() (model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) (model.deeplearn.sequencer.dl_sparse_shadow_sequencer.DLSparseShadowSequencer method) set_learning_rate() (utils.keras_utils.KerasUtils static method) set_rotation_matrix() (utils.ptransf.simple_data_augmentor.SimpleDataAugmentor static method) set_scale() (pcloud.point_cloud.PointCloud method) shadow_indexing_matrix_from_points() (utils.ptransf.receptive_field_gs.ReceptiveFieldGS method) ShadowActivationLayer (class in model.deeplearn.layer.shadow_activation_layer) ShadowActivationLayerTest (class in tests.shadow_activation_layer_test) ShadowBatchNormalizationLayer (class in model.deeplearn.layer.shadow_batch_normalization_layer) ShadowBatchNormalizationLayerTest (class in tests.shadow_batch_normalization_layer_test) ShadowConv1DLayer (class in model.deeplearn.layer.shadow_conv1d_layer) ShadowConv1DLayerTest (class in tests.shadow_conv1d_layer_test) ShadowDenseLayer (class in model.deeplearn.layer.shadow_dense_layer) ShadowDenseLayerTest (class in tests.shadow_dense_layer_test) SimpleDataAugmentor (class in utils.ptransf.simple_data_augmentor) SimpleDLModelHandler (class in model.deeplearn.handle.simple_dl_model_handler) SimplePipelineState (class in pipeline.state.simple_pipeline_state) SimpleSmoothDecoratedMiner (class in mining.simple_smooth_decorated_miner) SimpleSmootherDecoratorTest (class in tests.simple_smoother_decorator_test)

SimpleSmootherDecoratorTransformer (class in utils.ptransf.simple_smoother_decorator_transformer) SimpleStructureSmootherPP (class in utils.ptransf.simple_structure_smootherpp) skae_fun() (eval.regression_evaluator.RegressionEvaluator static method) ske_fun() (eval.regression_evaluator.RegressionEvaluator static method) skse_fun() (eval.regression_evaluator.RegressionEvaluator static method) SmoothFeatsMiner (class in mining.smooth_feats_miner) SmoothFeatsMinerPP (class in mining.smooth_feats_minerpp) SMOTE (class in model.tdcomp.smote) SparseIndexingMapLayer (class in model.deeplearn.layer.sparse_indexing_map_layer) spconv3d_on_elem() (model.deeplearn.layer.submanifold_spconv3d_layer.SubmanifoldSpConv3DLayer static method) SpConv3DArchTest (class in tests.spconv3d_arch_test) SpConv3DDecodingLayer (class in model.deeplearn.layer.spconv3d_decoding_layer) SpConv3DDecodingLayerTest (class in tests.spconv3d_decoding_layer_test) SpConv3DEncodingLayer (class in model.deeplearn.layer.spconv3d_encoding_layer) SpConv3DEncodingLayerTest (class in tests.spconv3d_encoding_layer_test) SpConv3DPwiseClassif (class in model.deeplearn.arch.spconv3d_pwise_classif) SpConv3DPwiseClassifModel (class in model.deeplearn.spconv3d_pwise_classif_model) spconv_postwrap() (model.deeplearn.arch.spconv3d_pwise_classif.SpConv3DPwiseClassif method) spconv_prewrap() (model.deeplearn.arch.spconv3d_pwise_classif.SpConv3DPwiseClassif method) spearman_fun() (eval.regression_evaluator.RegressionEvaluator static method) sphere_neighborhood_f() (mining.smooth_feats_miner.SmoothFeatsMiner static method) spherical_oversample() (utils.ptransf.receptive_field_fps.ReceptiveFieldFPS static method) spherical_radiation_oversample() (utils.ptransf.receptive_field_fps.ReceptiveFieldFPS method) StandardizationReport (class in report.standardization_report) Standardizer (class in utils.ftransf.standardizer) start() (tests.vl3d_test.VL3DTest method) stdev_outlier_filter() (eval.regression_evaluator.RegressionEvaluator method) store_fit_backup() (model.deeplearn.handle.dl_training_handler.DLTrainingHandler method) StridedKPConvLayer (class in model.deeplearn.layer.strided_kpconv_layer) StridedKPConvLayerTest (class in tests.strided_kpconv_layer_test) StridedLightKPConvLayer (class in model.deeplearn.layer.strided_light_kpconv_layer) StridedLightKPConvLayerTest (class in tests.strided_light_kpconv_layer_test) StrUtils (class in utils.str_utils) SubmanifoldSpConv3DCache (class in model.deeplearn.layer.submanifold_spconv3d_layer) SubmanifoldSpConv3DLayer (class in model.deeplearn.layer.submanifold_spconv3d_layer) SubmanifoldSpConv3DLayerTest (class in tests.submanifold_spconv3d_layer_test) SumPredReduceStrategy (class in utils.preds.sum_pred_reduce_strategy) support_points_to_file() (model.deeplearn.dlrun.grid_subsampling_pre_processor.GridSubsamplingPreProcessor static method) SupportNeighborhoods (class in utils.neighborhood.support_neighborhoods) SupportNeighborhoodsPP (class in utils.neighborhood.support_neighborhoodspp) synchronize_models() (tests.spconv3d_arch_test.SpConv3DArchTest method) SysUtils (class in utils.sys_utils)

T

TakeClosestMiner (class in mining.take_closest_miner) test_classification_losses() (tests.ragged_losses_test.RaggedLossesTest static method) test_fps_receptive_field() (tests.receptive_field_test.ReceptiveFieldTest static method) test_fps_receptive_fields() (tests.receptive_field_test.ReceptiveFieldTest method) test_gpttransf_pwise_classifier() (tests.model_serialization_test.ModelSerializationTest method) test_grid_receptive_field() (tests.receptive_field_test.ReceptiveFieldTest static method) test_grid_receptive_fields() (tests.receptive_field_test.ReceptiveFieldTest method) test_kpconv_pwise_classifier() (tests.model_serialization_test.ModelSerializationTest method) test_light_kpconv_pwise_classifier() (tests.model_serialization_test.ModelSerializationTest method) test_point_net_pwise_classifier() (tests.model_serialization_test.ModelSerializationTest method) test_point_netpp_pwise_classifier() (tests.model_serialization_test.ModelSerializationTest method) test_pttransf_pwise_classifier() (tests.model_serialization_test.ModelSerializationTest method) test_ragged_classification_losses() (tests.ragged_losses_test.RaggedLossesTest static method) test_random_forest_classifier() (tests.model_serialization_test.ModelSerializationTest method) test_rbf_net_pwise_classifier() (tests.model_serialization_test.ModelSerializationTest method) test_sflnet_pwise_classifier() (tests.model_serialization_test.ModelSerializationTest method) test_spconv_pwise_classifier() (tests.model_serialization_test.ModelSerializationTest method) testDLPostProc() (tests.vl3dpp_dl_post_proc_test.VL3DPPDLPostProcTest method) testDLPreProc() (tests.vl3dpp_dl_fps_pre_proc_test.VL3DPPDLFPSPreProcTest method) (tests.vl3dpp_dl_hierarchical_fps_pre_proc_test.VL3DPPDLHierarchicalFPSPreProcTest method) testFPSPreProc() (tests.fps_pre_processing_test.FPSPreProcessingTest method) testLabelReduction() (tests.vl3dpp_dl_label_reduction_test.VL3DPPDLLabelReductionTest method) testOversample() (tests.vl3dpp_oversampler_test.VL3DPPOversamplerTest method) tests module tests.contextual_point_layer_test module tests.dl_offline_sequencer_test module tests.dl_sparse_shadow_sequencer_test module tests.downsampling_spconv3d_layer_test module tests.features_downsampling_layer_test module tests.features_structuring_layer_test module tests.features_upsampling_layer_test module tests.fps_decorator_test module tests.fps_pre_processing_test module tests.freeze_training_test module tests.geometric_affine_layer_test module tests.grouped_point_transformer_layer_test module tests.grouping_point_net_layer_test module tests.hierarchical_receptive_field_test module tests.hourglass_layer_test module tests.hsv_from_rgb_test module tests.interdimensional_point_transformer_layer_test module tests.keras_test module tests.kpconv_layer_test module tests.kpconvx_layer_test module tests.las_inout_test module tests.light_kpconv_layer_test module tests.min_dist_decimator_test module tests.model_serialization_test module tests.point_mlp_layer_test module tests.point_transformer_layer_test module tests.prediction_reducer_test module tests.ragged_losses_test module tests.rbf_feat_extract_layer_test module tests.rbf_feat_processing_layer_test module tests.receptive_field_test module tests.shadow_activation_layer_test module tests.shadow_batch_normalization_layer_test module tests.shadow_conv1d_layer_test module tests.shadow_dense_layer_test module tests.simple_smoother_decorator_test module tests.spconv3d_arch_test module tests.spconv3d_decoding_layer_test module tests.spconv3d_encoding_layer_test module tests.strided_kpconv_layer_test module tests.strided_light_kpconv_layer_test module tests.submanifold_spconv3d_layer_test module tests.upsampling_spconv3d_layer_test module tests.vl3d_test module tests.vl3dpp_backend_test module tests.vl3dpp_binding_test module tests.vl3dpp_dl_fps_pre_proc_test module

tests.vl3dpp_dl_hierarchical_fps_pre_proc_test module tests.vl3dpp_dl_hierarchical_sg_post_proc_test module tests.vl3dpp_dl_hierarchical_sg_pre_proc_test module tests.vl3dpp_dl_label_reduction_test module tests.vl3dpp_dl_post_proc_test module tests.vl3dpp_hierarchical_sparse_grid_test module tests.vl3dpp_oversampler_test module tests.vl3dpp_support_neighborhoods_test module testSparseDLPostProc() (tests.vl3dpp_dl_hierarchical_sg_post_proc_test.VL3DPPDLHierarchicalSGPostProcTest static method) testSupport() (tests.vl3dpp_support_neighborhoods_test.VL3DPPSupportNeighborhoodsTest method) testSupportByDistr() (tests.vl3dpp_support_neighborhoods_test.VL3DPPSupportNeighborhoodsTest method) testSupportByFPS() (tests.vl3dpp_support_neighborhoods_test.VL3DPPSupportNeighborhoodsTest method) tf_compute_output() (tests.features_structuring_layer_test.FeaturesStructuringLayerTest method) to_class_distribution() (report.class_reduction_report.ClassReductionReport method) (report.distance_reclassification_report.DistanceReclassificationReport method) to_class_distribution_string() (report.advanced_classification_report.AdvancedClassificationReport method) (report.classification_report.ClassificationReport method) to_class_eval_string() (report.advanced_classification_report.AdvancedClassificationReport method) (report.classification_report.ClassificationReport method) to_confusion_matrices_string() (report.advanced_classification_report.AdvancedClassificationReport method) to_confusion_matrix_string() (report.classification_report.ClassificationReport method) to_file() (report.advanced_classification_report.AdvancedClassificationReport method) (report.classification_report.ClassificationReport method) (report.classification_uncertainty_report.ClassificationUncertaintyReport method) (report.classified_pcloud_report.ClassifiedPcloudReport method) (report.feature_processing_layer_report.FeatureProcessingLayerReport method) (report.features_structuring_layer_report.FeaturesStructuringLayerReport method) (report.kpconv_layer_report.KPConvLayerReport method) (report.light_kpconv_layer_report.LightKPConvLayerReport method) (report.meta_report.MetaReport method) (report.pwise_activations_report.PwiseActivationsReport method) (report.receptive_field_oversampling_report.ReceptiveFieldOversamplingReport method) (report.receptive_fields_report.ReceptiveFieldsReport method) (report.regression_report.RegressionReport method) (report.report.Report method) to_global_eval_string() (report.advanced_classification_report.AdvancedClassificationReport method) (report.classification_report.ClassificationReport method) to_numpy_expr() (utils.str_utils.StrUtils static method) to_outer_correlation_string() (report.regression_report.RegressionReport method) to_predictive_pipeline() (pipeline.pipeline.Pipeline method) (pipeline.sequential_pipeline.SequentialPipeline method) to_QQ_distribution_string() (report.regression_report.RegressionReport method) to_regression_eval_string() (report.regression_report.RegressionReport method) to_string() (report.report.Report method) to_temporary_file() (model.deeplearn.dlrun.hierarchical_pre_processor.HierarchicalPreProcessor method) (model.deeplearn.dlrun.receptive_field_pre_processor.ReceptiveFieldPreProcessor method) topk_outlier_filter() (eval.regression_evaluator.RegressionEvaluator method) topp_outlier_filter() (eval.regression_evaluator.RegressionEvaluator method) TRAIN (model.model_op.ModelOp.OP attribute) train() (model.fps_decorated_model.FPSDecoratedModel method) (model.mindist_decorated_model.MinDistDecoratedModel method) (model.model.Model method) train_autoval() (model.decorated_model.DecoratedModel method) (model.model.Model method) train_base() (model.decorated_model.DecoratedModel method) (model.model.Model method) train_stratified_kfold() (model.decorated_model.DecoratedModel method) (model.model.Model method) training() (model.decorated_model.DecoratedModel method) (model.deeplearn.conv_autoenc_pwise_classif_model.ConvAutoencPwiseClassifModel method) (model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel method) (model.deeplearn.rbf_net_pwise_classif_model.RBFNetPwiseClassifModel method) (model.deeplearn.spconv3d_pwise_classif_model.SpConv3DPwiseClassifModel method) (model.model.Model method) (model.random_forest_classification_model.RandomForestClassificationModel method) TrainingDataComponent (class in model.tdcomp.training_data_component) TrainingDataComponentException TrainingHistoryPlot (class in plot.training_history_plot) TrainingHistoryReport (class in report.training_history_report) transfer() (model.deeplearn.handle.dl_transfer_handler.DLTransferHandler method) transfer_from_model_file() (model.deeplearn.handle.dl_transfer_handler.DLTransferHandler method) transfer_from_weights_file() (model.deeplearn.handle.dl_transfer_handler.DLTransferHandler method) transform() (utils.ctransf.class_reducer.ClassReducer method) (utils.ctransf.class_setter.ClassSetter method) (utils.ctransf.class_transformer.ClassTransformer method) (utils.ctransf.distance_reclassifier.DistanceReclassifier method) (utils.ftransf.explicit_selector.ExplicitSelector method) (utils.ftransf.feature_transformer.FeatureTransformer method) (utils.ftransf.kbest_selector.KBestSelector method) (utils.ftransf.minmax_normalizer.MinmaxNormalizer method) (utils.ftransf.pca_transformer.PCATransformer method) (utils.ftransf.percentile_selector.PercentileSelector method) (utils.ftransf.standardizer.Standardizer method) (utils.ftransf.variance_selector.VarianceSelector method) (utils.ptransf.fps_decorator_transformer.FPSDecoratorTransformer method) (utils.ptransf.min_dist_decimator_decorator.MinDistDecimatorDecorator method) (utils.ptransf.point_cloud_sampler.PointCloudSampler method) (utils.ptransf.point_cloud_sampler_decorator.PointCloudSamplerDecorator method) (utils.ptransf.point_transformer.PointTransformer method) (utils.ptransf.simple_smoother_decorator_transformer.SimpleSmootherDecoratorTransformer method) (utils.ptransf.simple_structure_smootherpp.SimpleStructureSmootherPP method) transform_pcloud() (clustering.fps_decorated_clusterer.FPSDecoratedClusterer method) (clustering.min_dist_decorated_clusterer.MinDistDecoratedClusterer method) (utils.ctransf.class_setter.ClassSetter method) (utils.ctransf.class_transformer.ClassTransformer method) (utils.ctransf.distance_reclassifier.DistanceReclassifier method) (utils.ftransf.explicit_selector.ExplicitSelector method) (utils.ftransf.feature_transformer.FeatureTransformer method) (utils.ptransf.point_cloud_sampler.PointCloudSampler method) (utils.ptransf.point_cloud_sampler_decorator.PointCloudSamplerDecorator method) (utils.ptransf.point_transformer.PointTransformer method) (utils.ptransf.simple_smoother_decorator_transformer.SimpleSmootherDecoratorTransformer method) (utils.ptransf.simple_structure_smootherpp.SimpleStructureSmootherPP method) transform_to_unit_sphere() (model.deeplearn.dlrun.receptive_field_pre_processor.ReceptiveFieldPreProcessor static method) translate_layer_name() (model.deeplearn.handle.dl_transfer_handler.DLTransferHandler static method) tune() (utils.tuning.hyper_grid_search.HyperGridSearch method) (utils.tuning.hyper_random_search.HyperRandomSearch method) (utils.tuning.tuner.Tuner method) Tuner (class in utils.tuning.tuner) TunerException TunerUtils (class in utils.tuner_utils)

U

ui module ui.catacloud module ui.catacloud.cacl_cmd_handler module ui.ui_exception module UIException unary_convolution_postwrap() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) unary_convolution_prewrap() (model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) undo_center_and_scale() (utils.ptransf.receptive_field_fps.ReceptiveFieldFPS method) (utils.ptransf.receptive_field_gs.ReceptiveFieldGS method) (utils.ptransf.receptive_field_hierarchical_fps.ReceptiveFieldHierarchicalFPS method) UnivariateImputer (class in utils.imput.univariate_imputer) up_spconv3d_on_elem() (model.deeplearn.layer.upsampling_spconv3d_layer.UpsamplingSpConv3DLayer static method) update() (pipeline.state.pipeline_state.PipelineState method) update_dl_model_paths() (model.model_op.ModelOp method) update_model() (pipeline.state.simple_pipeline_state.SimplePipelineState method) (utils.tuning.hyper_tuner.HyperTuner static method) update_model_from_refit() (utils.tuning.hyper_tuner.HyperTuner static method) update_model_paths() (model.model_op.ModelOp method) update_model_with_no_refit() (utils.tuning.hyper_tuner.HyperTuner static method) update_paths() (model.deeplearn.conv_autoenc_pwise_classif_model.ConvAutoencPwiseClassifModel method) (model.deeplearn.dlrun.receptive_field_pre_processor.ReceptiveFieldPreProcessor method) (model.deeplearn.handle.dl_path_manager.DLPathManager method) (model.deeplearn.handle.dl_transfer_handler.DLTransferHandler method) (model.deeplearn.handle.simple_dl_model_handler.SimpleDLModelHandler method) (model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel method) (model.deeplearn.rbf_net_pwise_classif_model.RBFNetPwiseClassifModel method) (model.deeplearn.spconv3d_pwise_classif_model.SpConv3DPwiseClassifModel method) update_pcloud() (pipeline.state.simple_pipeline_state.SimplePipelineState method) update_preds() (pipeline.state.simple_pipeline_state.SimplePipelineState method) update_pretrained_model() (model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel static method) update_pretrained_model_inner_dict() (model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel static method) update_scale() (pcloud.point_cloud.PointCloud method) update_selected_indices() (utils.ptransf.point_cloud_sampler.PointCloudSampler static method) update_step() (model.deeplearn.optimizer.centralized_adadelta.CentralizedAdadelta method) (model.deeplearn.optimizer.centralized_adagrad.CentralizedAdagrad method) (model.deeplearn.optimizer.centralized_adam.CentralizedAdam method) (model.deeplearn.optimizer.centralized_adamax.CentralizedAdamax method) (model.deeplearn.optimizer.centralized_adamw.CentralizedAdamW method) (model.deeplearn.optimizer.centralized_ftrl.CentralizedFTRL method) (model.deeplearn.optimizer.centralized_lamb.CentralizedLamb method) (model.deeplearn.optimizer.centralized_lion.CentralizedLion method) (model.deeplearn.optimizer.centralized_nadam.CentralizedNadam method) (model.deeplearn.optimizer.centralized_rmsprop.CentralizedRMSProp method) (model.deeplearn.optimizer.centralized_sgd.CentralizedSGD method) UpsamplingSpConv3DCache (class in model.deeplearn.layer.upsampling_spconv3d_layer) UpsamplingSpConv3DLayer (class in model.deeplearn.layer.upsampling_spconv3d_layer) UpsamplingSpConv3DLayerTest (class in tests.upsampling_spconv3d_layer_test) utils module utils.ctransf module utils.ctransf.class_reducer module utils.ctransf.class_setter module utils.ctransf.class_transformer module utils.ctransf.distance_reclassifier module utils.ctransf_utils module utils.dict_utils module utils.dl_utils module utils.ftransf module utils.ftransf.explicit_selector module utils.ftransf.feature_transformer module utils.ftransf.kbest_selector module utils.ftransf.minmax_normalizer module utils.ftransf.pca_transformer module utils.ftransf.percentile_selector module utils.ftransf.standardizer module utils.ftransf.variance_selector module utils.ftransf_utils module utils.imput module utils.imput.imputer module utils.imput.removal_imputer module

utils.imput.univariate_imputer module utils.imputer_utils module utils.keras_utils module utils.neighborhood module utils.neighborhood.support_neighborhoods module utils.neighborhood.support_neighborhoodspp module utils.num_utils module utils.preds module utils.preds.argmax_pred_select_strategy module utils.preds.entropic_pred_reduce_strategy module utils.preds.max_pred_reduce_strategy module utils.preds.mean_pred_reduce_strategy module utils.preds.pred_reduce_strategy module utils.preds.pred_select_strategy module utils.preds.prediction_reducer module utils.preds.prediction_reducer_factory module utils.preds.sum_pred_reduce_strategy module utils.ptransf module utils.ptransf.data_augmentor module utils.ptransf.fps_decorator_transformer module utils.ptransf.min_dist_decimator_decorator module utils.ptransf.point_cloud_sampler module utils.ptransf.point_cloud_sampler_decorator module utils.ptransf.point_transformer module utils.ptransf.receptive_field module utils.ptransf.receptive_field_fps module utils.ptransf.receptive_field_fpspp module utils.ptransf.receptive_field_gs module utils.ptransf.receptive_field_hierarchical_fps module utils.ptransf.receptive_field_hierarchical_fpspp module utils.ptransf.receptive_field_hierarchical_sg module utils.ptransf.sampling_decorator_utils module utils.ptransf.simple_data_augmentor module utils.ptransf.simple_smoother_decorator_transformer module utils.ptransf.simple_structure_smootherpp module utils.ptransf_utils module utils.raster module utils.raster.dem_generator module utils.raster.grid_interpolator_2d module utils.str_utils module utils.sys_utils module utils.tuner_utils module utils.tuning module utils.tuning.hyper_grid_search module utils.tuning.hyper_random_search module utils.tuning.hyper_tuner module utils.tuning.tuner module

V

validate() (tests.contextual_point_layer_test.ContextualPointLayerTest method) (tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) (tests.freeze_training_test.FreezeTrainingTest static method) (tests.geometric_affine_layer_test.GeometricAffineLayerTest method) (tests.grouped_point_transformer_layer_test.GroupedPointTransformerLayerTest method) (tests.interdimensional_point_transformer_layer_test.InterdimensionalPointTransformerLayerTest method) (tests.kpconvx_layer_test.KPConvXLayerTest method) (tests.point_mlp_layer_test.PointMLPLayerTest method) (tests.point_transformer_layer_test.PointTransformerLayerTest method) (tests.shadow_conv1d_layer_test.ShadowConv1DLayerTest static method) validate_decimator() (tests.min_dist_decimator_test.MinDistDecimatorTest static method) validate_decorator_spec() (utils.ptransf.sampling_decorator_utils.SamplingDecoratorUtils static method) validate_deserialized_model() (tests.model_serialization_test.ModelSerializationTest method) validate_exponential_downsampling() (tests.features_downsampling_layer_test.FeaturesDownsamplingLayerTest method) validate_exponential_upsampling() (tests.features_upsampling_layer_test.FeaturesUpsamplingLayerTest method) validate_gaussian_downsampling() (tests.features_downsampling_layer_test.FeaturesDownsamplingLayerTest method) validate_gaussian_upsampling() (tests.features_upsampling_layer_test.FeaturesUpsamplingLayerTest method) validate_geotiff_spec() (inout.geotiff_io.GeoTiffIO static method) validate_hourglass() (tests.hourglass_layer_test.HourglassLayerTest method) validate_many_point_clouds() (tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) validate_max_downsampling() (tests.features_downsampling_layer_test.FeaturesDownsamplingLayerTest method) validate_max_upsampling() (tests.features_upsampling_layer_test.FeaturesUpsamplingLayerTest method) validate_mean_downsampling() (tests.features_downsampling_layer_test.FeaturesDownsamplingLayerTest method) validate_mean_upsampling() (tests.features_upsampling_layer_test.FeaturesUpsamplingLayerTest method) validate_nearest_downsampling() (tests.features_downsampling_layer_test.FeaturesDownsamplingLayerTest method) validate_nearest_upsampling() (tests.features_upsampling_layer_test.FeaturesUpsamplingLayerTest method) validate_no_activation() (tests.grouping_point_net_layer_test.GroupingPointNetLayerTest method) (tests.kpconv_layer_test.KPConvLayerTest method) (tests.light_kpconv_layer_test.LightKPConvLayerTest method) (tests.strided_kpconv_layer_test.StridedKPConvLayerTest method) (tests.strided_light_kpconv_layer_test.StridedLightKPConvLayerTest method) validate_output() (tests.features_structuring_layer_test.FeaturesStructuringLayerTest method) (tests.rbf_feat_extract_layer_test.RBFFeatExtractLayerTest method) (tests.rbf_feat_processing_layer_test.RBFFeatProcessingLayerTest method) validate_outputs() (tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) validate_path_to_directory() (inout.io_utils.IOUtils static method)

validate_path_to_file() (inout.io_utils.IOUtils static method) validate_random() (tests.freeze_training_test.FreezeTrainingTest static method) validate_requested_threads() (utils.sys_utils.SysUtils static method) validate_transformer() (tests.fps_decorator_test.FPSDecoratorTest static method) validate_url_to_file() (inout.io_utils.IOUtils static method) validateHSGPreProc() (tests.vl3dpp_dl_hierarchical_sg_pre_proc_test.VL3DPPDLHierarchicalSGPreProcTest method) VarianceSelectionReport (class in report.variance_selection_report) VarianceSelector (class in utils.ftransf.variance_selector) vl3d_class_weighted_binary_crossentropy() (in module model.deeplearn.loss.class_weighted_binary_crossentropy) vl3d_class_weighted_categorical_crossentropy() (in module model.deeplearn.loss.class_weighted_categorical_crossentropy) vl3d_f1_score() (in module model.deeplearn.metric.vl3d_f1_score) vl3d_multihead_metric() (in module model.deeplearn.metric.multihead_metric) vl3d_multiloss_linear_superposition() (in module model.deeplearn.loss.multiloss_linear_superposition) vl3d_ragged_binary_crossentropy() (in module model.deeplearn.loss.ragged_binary_crossentropy) vl3d_ragged_categorical_crossentropy() (in module model.deeplearn.loss.ragged_categorical_crossentropy) vl3d_ragged_class_weighted_binary_crossentropy() (in module model.deeplearn.loss.ragged_class_weighted_binary_crossentropy) vl3d_ragged_class_weighted_categorical_crossentropy() (in module model.deeplearn.loss.ragged_class_weighted_categorical_crossentropy) VL3DException vl3dpp module vl3dpp.vl3dpp_loader module vl3dpp_load() (in module vl3dpp.vl3dpp_loader) VL3DPPBackendTest (class in tests.vl3dpp_backend_test) VL3DPPBindingTest (class in tests.vl3dpp_binding_test) VL3DPPDLFPSPreProcTest (class in tests.vl3dpp_dl_fps_pre_proc_test) VL3DPPDLHierarchicalFPSPreProcTest (class in tests.vl3dpp_dl_hierarchical_fps_pre_proc_test) VL3DPPDLHierarchicalSGPostProcTest (class in tests.vl3dpp_dl_hierarchical_sg_post_proc_test) VL3DPPDLHierarchicalSGPreProcTest (class in tests.vl3dpp_dl_hierarchical_sg_pre_proc_test) VL3DPPDLLabelReductionTest (class in tests.vl3dpp_dl_label_reduction_test) VL3DPPDLPostProcTest (class in tests.vl3dpp_dl_post_proc_test) VL3DPPHierarchicalSparseGridTest (class in tests.vl3dpp_hierarchical_sparse_grid_test) VL3DPPOversamplerTest (class in tests.vl3dpp_oversampler_test) VL3DPPSupportNeighborhoodsTest (class in tests.vl3dpp_support_neighborhoods_test) VL3DTest (class in tests.vl3d_test) VL3DTestException

W

warn_if_problematic_encoding() (utils.ptransf.sampling_decorator_utils.SamplingDecoratorUtils static method) weighted_mean_f() (mining.smooth_feats_miner.SmoothFeatsMiner method) world_to_local_coordinates() (in module geometry.OrientedBoundingBox) write() (inout.classified_pcloud_writer.ClassifiedPcloudWriter method) (inout.geotiff_io.GeoTiffIO static method) (inout.model_io.ModelIO static method) (inout.model_writer.ModelWriter method) (inout.point_cloud_io.PointCloudIO static method) (inout.predictions_writer.PredictionsWriter method) (inout.predictive_pipeline_writer.PredictivePipelineWriter method) (inout.writer.Writer method)

write_deep_learning_model() (pipeline.pipeline.Pipeline method) (pipeline.predictive_pipeline.PredictivePipeline method) (pipeline.sequential_pipeline.SequentialPipeline method) write_grid_as_geotiff() (inout.geotiff_io.GeoTiffIO static method) write_pcloud() (inout.geotiff_io.GeoTiffIO static method) write_pcloud_as_geotiff() (inout.geotiff_io.GeoTiffIO static method) write_predictive_pipeline() (inout.pipeline_io.PipelineIO static method) Writer (class in inout.writer) WriterException WriterUtils (class in inout.writer_utils)

Z

z_from_y() (tests.vl3dpp_dl_hierarchical_sg_post_proc_test.VL3DPPDLHierarchicalSGPostProcTest static method)