Index

_

__call__() (src.clustering.postproc.cluster_enveloper.ClusterEnveloper method) (src.clustering.postproc.cluster_marker.ClusterMarker method) (src.clustering.postproc.cluster_selector.ClusterSelector method) (src.clustering.postproc.clustering_post_processor.ClusteringPostProcessor method) (src.eval.advanced_classification_evaluator.AdvancedClassificationEvaluator method) (src.eval.classification_evaluator.ClassificationEvaluator method) (src.eval.classification_uncertainty_evaluator.ClassificationUncertaintyEvaluator method) (src.eval.deeplearn.dl_model_evaluator.DLModelEvaluator method) (src.eval.evaluator.Evaluator method) (src.eval.raster_grid_evaluator.RasterGridEvaluator method) (src.eval.raster_grid_evaluatorpp.RasterGridEvaluatorPP method) (src.eval.regression_evaluator.RegressionEvaluator method) (src.eval.simple_curve_evaluator.SimpleCurveEvaluator method) (src.eval.torf_rfvsnn_evaluator.TORFRFvsNNEvaluator method) (src.model.deeplearn.arch.transf_octorf_pwise_classif.GVABlock method) (src.model.deeplearn.arch.transf_octorf_pwise_classif.SharedMLPBlock method) (src.model.deeplearn.arch.transf_octorf_pwise_classif.TransformerBlock method) (src.model.deeplearn.dlrun.furthest_point_subsampling_post_processor.FurthestPointSubsamplingPostProcessor method) (src.model.deeplearn.dlrun.furthest_point_subsampling_pre_processor.FurthestPointSubsamplingPreProcessor method) (src.model.deeplearn.dlrun.furthest_point_subsampling_pre_processorpp.FurthestPointSubsamplingPreProcessorPP method) (src.model.deeplearn.dlrun.grid_subsampling_post_processor.GridSubsamplingPostProcessor method) (src.model.deeplearn.dlrun.grid_subsampling_pre_processor.GridSubsamplingPreProcessor method) (src.model.deeplearn.dlrun.hierarchical_fps_post_processor.HierarchicalFPSPostProcessor method) (src.model.deeplearn.dlrun.hierarchical_fps_pre_processor.HierarchicalFPSPreProcessor method) (src.model.deeplearn.dlrun.hierarchical_fps_pre_processorpp.HierarchicalFPSPreProcessorPP method) (src.model.deeplearn.dlrun.hierarchical_post_processor.HierarchicalPostProcessor method) (src.model.deeplearn.dlrun.hierarchical_pre_processor.HierarchicalPreProcessor method) (src.model.deeplearn.dlrun.hierarchical_sg_post_processorpp.HierarchicalSGPostProcessorPP method) (src.model.deeplearn.dlrun.hierarchical_sg_pre_processorpp.HierarchicalSGPreProcessorPP method) (src.model.deeplearn.dlrun.point_net_post_processor.PointNetPostProcessor method) (src.model.deeplearn.dlrun.point_net_pre_processor.PointNetPreProcessor method) (src.model.deeplearn.dlrun.receptive_field_pre_processor.ReceptiveFieldPreProcessor method) (src.model.deeplearn.handle.dl_training_handler.DLTrainingHandler method) (src.model.deeplearn.initializer.fibonacci_shell_initializer.FibonacciShellInitializer method) (src.model.deeplearn.initializer.initializer.Initializer method) (src.model.deeplearn.initializer.kernel_point_ball_initializer.KernelPointBallInitializer method) (src.model.deeplearn.initializer.kernel_point_structure_initializer.KernelPointStructureInitializer method) (src.model.deeplearn.regularizer.features_orthogonal_regularizer.FeaturesOrthogonalRegularizer method) (src.model.deeplearn.regularizer.regularizer.Regularizer method) (src.model.model_op.ModelOp method) (src.model.tdcomp.classwise_sampler.ClasswiseSampler method) (src.model.tdcomp.smote.SMOTE method) (src.model.tdcomp.training_data_component.TrainingDataComponent method) (src.pipeline.pipeline_executor.PipelineExecutor method) (src.ui.catacloud.cacl_cmd_handler.CaClCMDHandler method) (src.utils.raster.dem_generator.DEMGenerator method) (src.utils.raster.grid_interpolator_2d.GridInterpolator2D method) __init__() (npu.eval.kfold_evaluation.KFoldEvaluation method) (npu.eval.kfold_evaluator.KFoldEvaluator method) (npu.exception.naips_exception.NAIPSException method) (npu.inout.serialization_context.SerializationContext method) (npu.model.deeplearn.deep_learning_exception.DeepLearningException method) (npu.pipeline.pipeline.Pipeline method) (npu.pipeline.pipeline.PipelineException method) (npu.pipeline.pps.pipeline_predictive_strategy.PipelinePredictiveStrategy method) (npu.pipeline.pps.pipeline_predictive_strategy.PipelinePredictiveStrategyException method) (npu.pipeline.sequential_pipeline.SequentialPipeline method) (npu.pipeline.state.pipeline_state.PipelineState method) (npu.pipeline.state.pipeline_state.PipelineStateException method) (npu.tests.keras_test.KerasTest method) (npu.tests.naips_test.NAIPSTest method) (npu.tests.naips_test.NAIPSTestException method) (npu.tests.test_utils.TestUtils method) (src.api.api_exception.APIException method) (src.api.catacloud.caclmodel_ops.CaClModelOps method) (src.api.catacloud.caclop.CaClOp method) (src.api.catacloud.caclpcloud_ops.CaClPcloudOps method) (src.api.catacloud.caclpipeline_ops.CaClPipelineOps method) (src.api.catacloud.caclsession.CaClSession method) (src.clustering.bivariate_critical_clusterer.BivariateCriticalClusterer method) (src.clustering.clusterer.Clusterer method) (src.clustering.clusterer.ClusteringException method) (src.clustering.dbscan_clusterer.DBScanClusterer method) (src.clustering.fps_decorated_clusterer.FPSDecoratedClusterer method) (src.clustering.min_dist_decorated_clusterer.MinDistDecoratedClusterer method) (src.clustering.postproc.cluster_enveloper.ClusterEnveloper method) (src.clustering.postproc.cluster_marker.ClusterMarker method) (src.clustering.postproc.cluster_selector.ClusterSelector method) (src.clustering.postproc.clustering_post_processor.ClusteringPostProcessor method) (src.clustering.sampling_decorated_clusterer.SamplingDecoratedClusterer method) (src.clustering.simple_curve_extractor.FeatureMeta method) (src.clustering.simple_curve_extractor.Polyline method) (src.clustering.simple_curve_extractor.SimpleCurveExtractor method) (src.clustering.simple_features_clusterer.SimpleFeaturesClusterer method) (src.eval.advanced_classification_evaluation.AdvancedClassificationEvaluation method) (src.eval.advanced_classification_evaluator.AdvancedClassificationEvaluator method) (src.eval.classification_evaluation.ClassificationEvaluation method) (src.eval.classification_evaluator.ClassificationEvaluator method) (src.eval.classification_uncertainty_evaluation.ClassificationUncertaintyEvaluation method) (src.eval.classification_uncertainty_evaluator.ClassificationUncertaintyEvaluator method) (src.eval.deeplearn.dl_model_evaluation.DLModelEvaluation method) (src.eval.deeplearn.dl_model_evaluator.DLModelEvaluator method) (src.eval.evaluation.Evaluation method) (src.eval.evaluation.EvaluationException method) (src.eval.evaluator.Evaluator method) (src.eval.evaluator.EvaluatorException method) (src.eval.kfold_evaluation.KFoldEvaluation method) (src.eval.kfold_evaluator.KFoldEvaluator method) (src.eval.rand_forest_evaluation.RandForestEvaluation method) (src.eval.rand_forest_evaluator.RandForestEvaluator method) (src.eval.rand_forestpp_evaluation.RandForestPPEvaluation method) (src.eval.rand_forestpp_evaluator.RandForestPPEvaluator method) (src.eval.raster.raster_grid_core.RasterGridCore method) (src.eval.raster_grid_evaluation.RasterGridEvaluation method) (src.eval.raster_grid_evaluator.RasterGridEvaluator method) (src.eval.raster_grid_evaluatorpp.RasterGridEvaluatorPP method) (src.eval.regression_evaluation.RegressionEvaluation method) (src.eval.regression_evaluator.RegressionEvaluator method) (src.eval.simple_curve_evaluation.SimpleCurveEvaluation method) (src.eval.simple_curve_evaluator.SimpleCurveEvaluator method) (src.eval.torf_rfvsnn_evaluation.TORFRFvsNNEvaluation method) (src.eval.torf_rfvsnn_evaluator.TORFRFvsNNEvaluator method) (src.geometry.OrientedBoundingBox.OrientedBoundingBox method) (src.inout.classified_pcloud_writer.ClassifiedPcloudWriter method) (src.inout.model_writer.ModelWriter method) (src.inout.predictions_writer.PredictionsWriter method) (src.inout.predictive_pipeline_writer.PredictivePipelineWriter method) (src.inout.simple_curve_writer.SimpleCurveWriter method) (src.inout.writer.Writer method) (src.inout.writer.WriterException method) (src.main.vl3d_exception.VL3DException method) (src.mining.decorated_miner.DecoratedMiner method) (src.mining.fps_decorated_miner.FPSDecoratedMiner method) (src.mining.geom_feats_miner.GeomFeatsMiner method) (src.mining.geom_feats_minerpp.GeomFeatsMinerPP method) (src.mining.height_feats_miner.HeightFeatsMiner method) (src.mining.height_feats_minerpp.HeightFeatsMinerPP method) (src.mining.hsv_from_rgb_miner.HSVFromRGBMiner method) (src.mining.min_dist_decorated_miner.MinDistDecoratedMiner method) (src.mining.miner.Miner method) (src.mining.miner.MinerException method) (src.mining.naive_change_miner.NaiveChangeMiner method) (src.mining.recount_miner.RecountMiner method) (src.mining.recount_minerpp.RecountMinerPP method) (src.mining.sampling_decorated_miner.SamplingDecoratedMiner method) (src.mining.simple_smooth_decorated_miner.SimpleSmoothDecoratedMiner method) (src.mining.smooth_feats_miner.SmoothFeatsMiner method) (src.mining.smooth_feats_minerpp.SmoothFeatsMinerPP method) (src.mining.take_closest_miner.TakeClosestMiner method) (src.model.classification_model.ClassificationModel method) (src.model.decorated_model.DecoratedModel method) (src.model.deeplearn.arch.architecture.Architecture method) (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) (src.model.deeplearn.arch.point_net.PointNet method) (src.model.deeplearn.arch.point_net_pwise_classif.PointNetPwiseClassif method) (src.model.deeplearn.arch.rbfnet.RBFNet method) (src.model.deeplearn.arch.rbfnet_pwise_classif.RBFNetPwiseClassif method) (src.model.deeplearn.arch.spconv3d_pwise_classif.SpConv3DPwiseClassif method) (src.model.deeplearn.arch.transf_octorf_pwise_classif.GVABlock method) (src.model.deeplearn.arch.transf_octorf_pwise_classif.SharedMLPBlock method) (src.model.deeplearn.arch.transf_octorf_pwise_classif.TransfOctoRFPwiseClassif method) (src.model.deeplearn.arch.transf_octorf_pwise_classif.TransformerBlock method) (src.model.deeplearn.conv_autoenc_pwise_classif_model.ConvAutoencPwiseClassifModel method) (src.model.deeplearn.deep_learning_exception.DeepLearningException method) (src.model.deeplearn.dlrun.furthest_point_subsampling_post_processor.FurthestPointSubsamplingPostProcessor method) (src.model.deeplearn.dlrun.furthest_point_subsampling_post_processorpp.FurthestPointSubsamplingPostProcessorPP method) (src.model.deeplearn.dlrun.furthest_point_subsampling_pre_processor.FurthestPointSubsamplingPreProcessor method) (src.model.deeplearn.dlrun.furthest_point_subsampling_pre_processorpp.FurthestPointSubsamplingPreProcessorPP method) (src.model.deeplearn.dlrun.grid_subsampling_post_processor.GridSubsamplingPostProcessor method) (src.model.deeplearn.dlrun.grid_subsampling_pre_processor.GridSubsamplingPreProcessor method) (src.model.deeplearn.dlrun.hierarchical_fps_post_processor.HierarchicalFPSPostProcessor method) (src.model.deeplearn.dlrun.hierarchical_fps_post_processorpp.HierarchicalFPSPostProcessorPP method) (src.model.deeplearn.dlrun.hierarchical_fps_pre_processor.HierarchicalFPSPreProcessor method) (src.model.deeplearn.dlrun.hierarchical_fps_pre_processorpp.HierarchicalFPSPreProcessorPP method) (src.model.deeplearn.dlrun.hierarchical_post_processor.HierarchicalPostProcessor method) (src.model.deeplearn.dlrun.hierarchical_pre_processor.HierarchicalPreProcessor method) (src.model.deeplearn.dlrun.hierarchical_sg_post_processorpp.HierarchicalSGPostProcessorPP method) (src.model.deeplearn.dlrun.hierarchical_sg_pre_processorpp.HierarchicalSGPreProcessorPP method) (src.model.deeplearn.dlrun.point_net_post_processor.PointNetPostProcessor method) (src.model.deeplearn.dlrun.point_net_pre_processor.PointNetPreProcessor method) (src.model.deeplearn.dlrun.receptive_field_pre_processor.ReceptiveFieldPreProcessor method) (src.model.deeplearn.handle.dl_callback_builder.DLCallbackBuilder method) (src.model.deeplearn.handle.dl_class_weighter.DLClassWeighter method) (src.model.deeplearn.handle.dl_freeze_training_executor.DLFreezeTrainingExecutor method) (src.model.deeplearn.handle.dl_label_formatter.DLLabelFormatter method) (src.model.deeplearn.handle.dl_model_compiler.DLModelCompiler method) (src.model.deeplearn.handle.dl_model_handler.DLModelHandler method) (src.model.deeplearn.handle.dl_model_reporter.DLModelReporter method) (src.model.deeplearn.handle.dl_path_manager.DLPathManager method) (src.model.deeplearn.handle.dl_pretrained_handler.DLPretrainedHandler method) (src.model.deeplearn.handle.dl_sequencer_builder.DLSequencerBuilder method) (src.model.deeplearn.handle.dl_training_handler.DLTrainingHandler method) (src.model.deeplearn.handle.dl_transfer_handler.DLTransferHandler method) (src.model.deeplearn.handle.simple_dl_model_handler.SimpleDLModelHandler method) (src.model.deeplearn.handle.transf_octorf_handler.TransfOctoRFHandler method) (src.model.deeplearn.initializer.fibonacci_shell_initializer.FibonacciShellInitializer method) (src.model.deeplearn.initializer.initializer.Initializer method) (src.model.deeplearn.initializer.kernel_point_ball_initializer.KernelPointBallInitializer method) (src.model.deeplearn.initializer.kernel_point_structure_initializer.KernelPointStructureInitializer method) (src.model.deeplearn.layer.contextual_point_layer.ContextualPointLayer method) (src.model.deeplearn.layer.dense_with_ground_row.DenseWithGroundRow method) (src.model.deeplearn.layer.downsampling_spconv3d_layer.DownsamplingSpConv3DLayer method) (src.model.deeplearn.layer.drop_ground_row.DropGroundRow method) (src.model.deeplearn.layer.expansion_layer.ExpansionLayer method) (src.model.deeplearn.layer.features_downsampling_layer.FeaturesDownsamplingLayer method) (src.model.deeplearn.layer.features_structuring_layer.FeaturesStructuringLayer method) (src.model.deeplearn.layer.features_upsampling_layer.FeaturesUpsamplingLayer method) (src.model.deeplearn.layer.geometric_affine_layer.GeometricAffineLayer method) (src.model.deeplearn.layer.grouped_point_transformer_layer.GroupedPointTransformerLayer method) (src.model.deeplearn.layer.grouping_point_net_layer.GroupingPointNetLayer method) (src.model.deeplearn.layer.hourglass_layer.HourglassLayer method) (src.model.deeplearn.layer.interdimensional_point_transformer_layer.InterdimensionalPointTransformerLayer method) (src.model.deeplearn.layer.kpconv_layer.KPConvLayer method) (src.model.deeplearn.layer.kpconvx_layer.KPConvXLayer method) (src.model.deeplearn.layer.layer.Layer method) (src.model.deeplearn.layer.light_kpconv_layer.LightKPConvLayer method) (src.model.deeplearn.layer.masked_batch_normalization.MaskedBatchNormalization method) (src.model.deeplearn.layer.point_mlp_layer.PointMLPLayer method) (src.model.deeplearn.layer.point_transformer_layer.PointTransformerLayer method) (src.model.deeplearn.layer.rbf_feat_extract_layer.RBFFeatExtractLayer method) (src.model.deeplearn.layer.rbf_feat_processing_layer.RBFFeatProcessingLayer method) (src.model.deeplearn.layer.spconv3d_decoding_layer.SpConv3DDecodingLayer method) (src.model.deeplearn.layer.spconv3d_encoding_layer.SpConv3DEncodingLayer method) (src.model.deeplearn.layer.strided_kpconv_layer.StridedKPConvLayer method) (src.model.deeplearn.layer.strided_light_kpconv_layer.StridedLightKPConvLayer method) (src.model.deeplearn.layer.submanifold_spconv3d_layer.SubmanifoldSpConv3DLayer method) (src.model.deeplearn.layer.torf_cast_float_layer.TORFCastFloatLayer method) (src.model.deeplearn.layer.torf_element_divide_layer.TORFElementDivideLayer method) (src.model.deeplearn.layer.torf_gva_layer.TORFGVALayer method) (src.model.deeplearn.layer.torf_masked_fill_layer.TORFMaskedFillLayer method) (src.model.deeplearn.layer.torf_output_mix_layer.TORFOutputMixLayer method) (src.model.deeplearn.layer.torf_point_wise_mask_layer.TORFPointWiseMaskLayer method) (src.model.deeplearn.layer.torf_reduce_max_layer.TORFReduceMaxLayer method) (src.model.deeplearn.layer.torf_reduce_sum_layer.TORFReduceSumLayer method) (src.model.deeplearn.layer.torf_slice_center_layer.TORFSliceCenterLayer method) (src.model.deeplearn.layer.upsampling_spconv3d_layer.UpsamplingSpConv3DLayer method) (src.model.deeplearn.optimizer.torf_centralized_adam.TorfCentralizedAdam method) (src.model.deeplearn.optimizer.torf_centralized_sgd.TorfCentralizedSGD method) (src.model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel method) (src.model.deeplearn.rbf_net_pwise_classif_model.RBFNetPwiseClassifModel method) (src.model.deeplearn.regularizer.features_orthogonal_regularizer.FeaturesOrthogonalRegularizer method) (src.model.deeplearn.regularizer.regularizer.Regularizer method) (src.model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (src.model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) (src.model.deeplearn.sequencer.dl_sequencer.DLSequencer method) (src.model.deeplearn.sequencer.dl_sparse_concat_sequencer.DLSparseConcatSequencer method) (src.model.deeplearn.sequencer.transf_octorf_sequencer.TransfOctoRFSequencer method) (src.model.deeplearn.spconv3d_pwise_classif_model.SpConv3DPwiseClassifModel method) (src.model.fps_decorated_model.FPSDecoratedModel method) (src.model.mindist_decorated_model.MinDistDecoratedModel method) (src.model.model.Model method) (src.model.model.ModelException method) (src.model.model_op.ModelOp method) (src.model.random_forest_classification_model.RandomForestClassificationModel method) (src.model.random_forestpp_classification_model.RandomForestPPClassificationModel method) (src.model.tdcomp.classwise_sampler.ClasswiseSampler method) (src.model.tdcomp.smote.SMOTE method) (src.model.tdcomp.training_data_component.TrainingDataComponent method) (src.model.tdcomp.training_data_component.TrainingDataComponentException method) (src.model.transf_octorf_classification_model.FeaturePreprocessor method) (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) (src.pcloud.factory.point_cloud_arrays_factory.PointCloudArraysFactory method) (src.pcloud.factory.point_cloud_factory.PointCloudFactory method) (src.pcloud.factory.point_cloud_factory.PointCloudFactoryException method) (src.pcloud.factory.point_cloud_file_factory.PointCloudFileFactory method) (src.pcloud.mem_to_file_proxy.MemToFileProxy method) (src.pcloud.point_cloud.PointCloud method) (src.pcloud.point_cloud.PointCloudException method) (src.pcloud.point_cloud_filter.PointCloudFilter method) (src.pipeline.handle.pcloud_concat_handler.PcloudConcatHandler method) (src.pipeline.handle.pipeline_decoration_handler.PipelineDecorationHandler method) (src.pipeline.pipeline_exception.PipelineException method) (src.pipeline.pipeline_executor.PipelineExecutor method) (src.pipeline.pipeline_executor.PipelineExecutorException method) (src.pipeline.pipeline_input.PipelineInput method) (src.pipeline.pipeline_output.PipelineOutput method) (src.pipeline.pps.pps_exception.PipelinePredictiveStrategyException method) (src.pipeline.pps.pps_sequential.PpsSequential method) (src.pipeline.predictive_pipeline.PredictivePipeline method) (src.pipeline.sequential_pipeline.SequentialPipeline method) (src.pipeline.state.pipeline_state_exception.PipelineStateException method) (src.pipeline.state.simple_pipeline_state.SimplePipelineState method) (src.plot.advanced_classification_plot.AdvancedClassificationPlot method) (src.plot.class_reduction_plot.ClassReductionPlot method) (src.plot.classification_plot.ClassificationPlot method) (src.plot.classification_uncertainty_plot.ClassificationUncertaintyPlot method) (src.plot.directional_reclassification_plot.DirectionalReclassificationPlot method) (src.plot.distance_reclassification_plot.DistanceReclassificationPlot method) (src.plot.feature_processing_layer_plot.FeatureProcessingLayerPlot method) (src.plot.features_structuring_layer_plot.FeaturesStructuringLayerPlot method) (src.plot.kfold_plot.KFoldPlot method) (src.plot.kpconv_layer_plot.KPConvLayerPlot method) (src.plot.light_kpconv_layer_plot.LightKPConvLayerPlot method) (src.plot.mpl_plot.MplPlot method) (src.plot.pca_variance_plot.PCAVariancePlot method) (src.plot.plot.Plot method) (src.plot.plot.PlotException method) (src.plot.rand_forest_plot.RandForestPlot method) (src.plot.rand_forestpp_plot.RandForestPPPlot method) (src.plot.raster_grid_plot.RasterGridPlot method) (src.plot.receptive_fields_distribution_plot.ReceptiveFieldsDistributionPlot method) (src.plot.regression_plot.RegressionPlot method) (src.plot.simple_curve_plot.SimpleCurvePlot method) (src.plot.torf_rfvsnn_plot.TorfRFvsNNPlot method) (src.plot.training_history_plot.TrainingHistoryPlot method) (src.report.advanced_classification_report.AdvancedClassificationReport method) (src.report.best_score_selection_report.BestScoreSelectionReport method) (src.report.class_reduction_report.ClassReductionReport method) (src.report.classification_report.ClassificationReport method) (src.report.classification_uncertainty_report.ClassificationUncertaintyReport method) (src.report.classified_pcloud_report.ClassifiedPcloudReport method) (src.report.deep_learning_model_summary_report.DeepLearningModelSummaryReport method) (src.report.directional_reclassification_report.DirectionalReclassificationReport method) (src.report.distance_reclassification_report.DistanceReclassificationReport method) (src.report.feature_processing_layer_report.FeatureProcessingLayerReport method) (src.report.features_structuring_layer_report.FeaturesStructuringLayerReport method) (src.report.hyper_search_report.HyperSearchReport method) (src.report.kfold_report.KFoldReport method) (src.report.kpconv_layer_report.KPConvLayerReport method) (src.report.light_kpconv_layer_report.LightKPConvLayerReport method) (src.report.meta_report.MetaReport method) (src.report.minmax_normalization_report.MinmaxNormalizationReport method) (src.report.pca_projection_report.PCAProjectionReport method) (src.report.pwise_activations_report.PwiseActivationsReport method) (src.report.rand_forest_report.RandForestReport method) (src.report.rand_forestpp_report.RandForestPPReport method) (src.report.receptive_field_oversampling_report.ReceptiveFieldOversamplingReport method) (src.report.receptive_fields_distribution_report.ReceptiveFieldsDistributionReport method) (src.report.receptive_fields_report.ReceptiveFieldsReport method) (src.report.regression_report.RegressionReport method) (src.report.report.Report method) (src.report.report.ReportException method) (src.report.simple_curve_report.SimpleCurveReport method) (src.report.standardization_report.StandardizationReport method) (src.report.taut_string_reclassification_report.TautStringReclassificationReport method) (src.report.torf_rfvsnn_report.TORFRFvsNNReport method) (src.report.training_history_report.TrainingHistoryReport method) (src.report.variance_selection_report.VarianceSelectionReport method) (src.tests.contextual_point_layer_test.ContextualPointLayerTest method) (src.tests.custom_pwise_losses_test.CustomPwiseLossesTest method) (src.tests.directional_reclassifier_test.DirectionalReclassifierTest method) (src.tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) (src.tests.dl_offline_sequencer_test.DLOfflineSequencerTest.MockArchitecture method) (src.tests.dl_sparse_concat_sequencer_test.DLSparseConcatSequencerTest method) (src.tests.downsampling_spconv3d_layer_test.DownsamplingSpConv3DLayerTest method) (src.tests.features_downsampling_layer_test.FeaturesDownsamplingLayerTest method) (src.tests.features_structuring_layer_test.FeaturesStructuringLayerTest method) (src.tests.features_upsampling_layer_test.FeaturesUpsamplingLayerTest method) (src.tests.fps_decorator_test.FPSDecoratorTest method) (src.tests.fps_pre_processing_test.FPSPreProcessingTest method) (src.tests.freeze_training_test.FreezeTrainingTest method) (src.tests.geometric_affine_layer_test.GeometricAffineLayerTest method) (src.tests.grouped_point_transformer_layer_test.GroupedPointTransformerLayerTest method) (src.tests.grouping_point_net_layer_test.GroupingPointNetLayerTest method) (src.tests.hierarchical_receptive_field_test.HierarchicalReceptiveFieldTest method) (src.tests.hourglass_layer_test.HourglassLayerTest method) (src.tests.hsv_from_rgb_test.HSVFromRGBTest method) (src.tests.interdimensional_point_transformer_layer_test.InterdimensionalPointTransformerLayerTest method) (src.tests.kpconv_layer_test.KPConvLayerTest method) (src.tests.kpconvx_layer_test.KPConvXLayerTest method) (src.tests.las_inout_test.LASInoutTest method) (src.tests.light_kpconv_layer_test.LightKPConvLayerTest method) (src.tests.masked_batch_normalization_test.MaskedBatchNormalizationTest method) (src.tests.min_dist_decimator_test.MinDistDecimatorTest method) (src.tests.model_serialization_test.ModelSerializationTest method) (src.tests.point_mlp_layer_test.PointMLPLayerTest method) (src.tests.point_transformer_layer_test.PointTransformerLayerTest method) (src.tests.prediction_reducer_test.PredictionReducerTest method) (src.tests.predictive_pipeline_test.PredictivePipelineTest method) (src.tests.ragged_losses_test.RaggedLossesTest method) (src.tests.raster_grid_evaluatorpp_test.RasterGridEvaluatorPPTest method) (src.tests.rbf_feat_extract_layer_test.RBFFeatExtractLayerTest method) (src.tests.rbf_feat_processing_layer_test.RBFFeatProcessingLayerTest method) (src.tests.receptive_field_test.ReceptiveFieldTest method) (src.tests.simple_curve_evaluation_test.SimpleCurveEvaluationTest method) (src.tests.simple_curve_extraction_test.SimpleCurveExtractionTest method) (src.tests.simple_curve_extractor_unit_test.SimpleCurveExtractorUnitTest method) (src.tests.simple_features_clusterer_test.SimpleFeaturesClustererTest method) (src.tests.simple_smoother_decorator_test.SimpleSmootherDecoratorTest method) (src.tests.spconv3d_arch_test.SpConv3DArchTest method) (src.tests.spconv3d_decoding_layer_test.SpConv3DDecodingLayerTest method) (src.tests.spconv3d_encoding_layer_test.SpConv3DEncodingLayerTest method) (src.tests.spconv3d_mixed_precision_e2e_test.SpConv3DMixedPrecisionE2ETest method) (src.tests.spconv3d_pwise_classif_save_load_test.SpConv3DPwiseClassifSaveLoadTest method) (src.tests.spconv_cross_batch_test.SpConvCrossBatchTest method) (src.tests.spconv_dense_neighbor_tables_test.SpConvDenseNeighborTablesTest method) (src.tests.spconv_neighbor_tables_propagation_test.SpConvNeighborTablesPropagationTest method) (src.tests.strided_kpconv_layer_test.StridedKPConvLayerTest method) (src.tests.strided_light_kpconv_layer_test.StridedLightKPConvLayerTest method) (src.tests.submanifold_spconv3d_layer_test.SubmanifoldSpConv3DLayerTest method) (src.tests.taut_string_reclassifier_test.TautStringReclassifierTest method) (src.tests.torf_gva_layer_test.TORFGVALayerTest method) (src.tests.torf_losses_test.TorfLossesTest method) (src.tests.torf_training_tools_test.TORFTrainingToolsTest method) (src.tests.transf_octorf_test.TransfOctoRFTest method) (src.tests.upsampling_spconv3d_layer_test.UpsamplingSpConv3DLayerTest method) (src.tests.vl3d_test.VL3DTest method) (src.tests.vl3d_test.VL3DTestException method) (src.tests.vl3dpp_backend_test.VL3DPPBackendTest method) (src.tests.vl3dpp_binding_test.VL3DPPBindingTest method) (src.tests.vl3dpp_dl_fps_pre_proc_test.VL3DPPDLFPSPreProcTest method) (src.tests.vl3dpp_dl_hierarchical_fps_pre_proc_test.VL3DPPDLHierarchicalFPSPreProcTest method) (src.tests.vl3dpp_dl_hierarchical_sg_post_proc_test.VL3DPPDLHierarchicalSGPostProcTest method) (src.tests.vl3dpp_dl_hierarchical_sg_pre_proc_test.VL3DPPDLHierarchicalSGPreProcTest method) (src.tests.vl3dpp_dl_label_reduction_test.VL3DPPDLLabelReductionTest method) (src.tests.vl3dpp_dl_post_proc_test.VL3DPPDLPostProcTest method) (src.tests.vl3dpp_hierarchical_sparse_grid_test.VL3DPPHierarchicalSparseGridTest method) (src.tests.vl3dpp_oversampler_test.VL3DPPOversamplerTest method) (src.tests.vl3dpp_support_neighborhoods_test.VL3DPPSupportNeighborhoodsTest method) (src.ui.catacloud.cacl_cmd_handler.CaClCMDHandler method) (src.ui.ui_exception.UIException method) (src.utils.ctransf.class_reducer.ClassReducer method) (src.utils.ctransf.class_setter.ClassSetter method) (src.utils.ctransf.class_transformer.ClassTransformer method) (src.utils.ctransf.class_transformer.ClassTransformerException method) (src.utils.ctransf.directional_reclassifier.DirectionalReclassifier method) (src.utils.ctransf.distance_reclassifier.DistanceReclassifier method) (src.utils.ctransf.taut_string_reclassifier.TautStringReclassifier method) (src.utils.curve.simple_coverage_refiner.SimpleCoverageRefiner method) (src.utils.curve.simple_crossing_handler.SimpleCrossingHandler method) (src.utils.curve.simple_final_cleanup.SimpleFinalCleanup method) (src.utils.curve.simple_global_curve_optimizer.SimpleGlobalCurveOptimizer method) (src.utils.curve.simple_polyline_sanitizer.SimplePolylineSanitizer method) (src.utils.curve.simple_topological_stitcher.SimpleTopologicalStitcher method) (src.utils.ftransf.explicit_selector.ExplicitSelector method) (src.utils.ftransf.feature_transformer.FeatureTransformer method) (src.utils.ftransf.feature_transformer.FeatureTransformerException method) (src.utils.ftransf.kbest_selector.KBestSelector method) (src.utils.ftransf.minmax_normalizer.MinmaxNormalizer method) (src.utils.ftransf.pca_transformer.PCATransformer method) (src.utils.ftransf.percentile_selector.PercentileSelector method) (src.utils.ftransf.standardizer.Standardizer method) (src.utils.ftransf.variance_selector.VarianceSelector method) (src.utils.imput.imputer.Imputer method) (src.utils.imput.imputer.ImputerException method) (src.utils.imput.removal_imputer.RemovalImputer method) (src.utils.imput.univariate_imputer.UnivariateImputer method) (src.utils.neighborhood.support_neighborhoods.SupportNeighborhoods method) (src.utils.neighborhood.support_neighborhoodspp.SupportNeighborhoodsPP method) (src.utils.preds.argmax_pred_select_strategy.ArgMaxPredSelectStrategy method) (src.utils.preds.entropic_pred_reduce_strategy.EntropicPredReduceStrategy method) (src.utils.preds.max_pred_reduce_strategy.MaxPredReduceStrategy method) (src.utils.preds.mean_pred_reduce_strategy.MeanPredReduceStrategy method) (src.utils.preds.pred_reduce_strategy.PredReduceStrategy method) (src.utils.preds.pred_select_strategy.PredSelectStrategy method) (src.utils.preds.prediction_reducer.PredictionReducer method) (src.utils.preds.prediction_reducer.PredictionReducerException method) (src.utils.preds.sum_pred_reduce_strategy.SumPredReduceStrategy method) (src.utils.ptransf.data_augmentor.DataAugmentor method) (src.utils.ptransf.fps_decorator_transformer.FPSDecoratorTransformer method) (src.utils.ptransf.min_dist_decimator_decorator.MinDistDecimatorDecorator method) (src.utils.ptransf.point_cloud_sampler.PointCloudSampler method) (src.utils.ptransf.point_cloud_sampler_decorator.PointCloudSamplerDecorator method) (src.utils.ptransf.point_transformer.PointTransformer method) (src.utils.ptransf.point_transformer.PointTransformerException method) (src.utils.ptransf.receptive_field.ReceptiveField method) (src.utils.ptransf.receptive_field_fps.ReceptiveFieldFPS method) (src.utils.ptransf.receptive_field_fpspp.ReceptiveFieldFPSPP method) (src.utils.ptransf.receptive_field_gs.ReceptiveFieldGS method) (src.utils.ptransf.receptive_field_hierarchical_fps.ReceptiveFieldHierarchicalFPS method) (src.utils.ptransf.receptive_field_hierarchical_fpspp.ReceptiveFieldHierarchicalFPSPP method) (src.utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) (src.utils.ptransf.simple_data_augmentor.SimpleDataAugmentor method) (src.utils.ptransf.simple_smoother_decorator_transformer.SimpleSmootherDecoratorTransformer method) (src.utils.ptransf.simple_structure_smootherpp.SimpleStructureSmootherPP method) (src.utils.ptransf.transf_octorf_augmentor.TransfOctoRFAugmentor method) (src.utils.raster.dem_generator.DEMGenerator method) (src.utils.raster.grid_interpolator_2d.GridInterpolator2D method) (src.utils.tuning.hyper_grid_search.HyperGridSearch method) (src.utils.tuning.hyper_random_search.HyperRandomSearch method) (src.utils.tuning.hyper_tuner.HyperTuner method) (src.utils.tuning.tuner.Tuner method) (src.utils.tuning.tuner.TunerException method)

A

activation_layer_from_name() (npu.utils.dl_utils.DLUtils static method) add_cluster_labels_to_point_cloud() (src.clustering.clusterer.Clusterer method) add_critical_labels_to_point_cloud() (src.clustering.bivariate_critical_clusterer.BivariateCriticalClusterer method) add_defaults() (npu.utils.dict_utils.DictUtils static method) add_features() (src.pcloud.point_cloud.PointCloud method) add_to_state() (src.model.deeplearn.handle.dl_path_manager.DLPathManager method) AdvancedClassificationEvaluation (class in src.eval.advanced_classification_evaluation) AdvancedClassificationEvaluator (class in src.eval.advanced_classification_evaluator) AdvancedClassificationPlot (class in src.plot.advanced_classification_plot) AdvancedClassificationReport (class in src.report.advanced_classification_report) aggregate() (src.model.deeplearn.layer.contextual_point_layer.ContextualPointLayer method) APIException apply_2d_postproc() (src.eval.raster.raster_grid_core.RasterGridCore method) apply_condition() (src.eval.advanced_classification_evaluator.AdvancedClassificationEvaluator method) (src.mining.recount_miner.RecountMiner static method) (src.utils.ptransf.point_cloud_sampler.PointCloudSampler method) apply_condition_filter() (in module src.eval.raster.filter_utils) apply_conditions() (src.mining.recount_miner.RecountMiner static method) (src.utils.ctransf.directional_reclassifier.DirectionalReclassifier method) (src.utils.ctransf.distance_reclassifier.DistanceReclassifier method) apply_coord_transform() (src.utils.ptransf.transf_octorf_augmentor.TransfOctoRFAugmentor method) apply_dem_postproc() (src.eval.raster.raster_grid_core.RasterGridCore method) apply_distance_filters() (src.utils.ctransf.distance_reclassifier.DistanceReclassifier method) apply_feature_disable() (src.utils.ptransf.transf_octorf_augmentor.TransfOctoRFAugmentor method) apply_filter() (src.clustering.simple_features_clusterer.SimpleFeaturesClusterer static method) (src.eval.advanced_classification_evaluator.AdvancedClassificationEvaluator method) apply_first_stage_correction() (src.clustering.bivariate_critical_clusterer.BivariateCriticalClusterer static method) apply_global_filter() (src.eval.raster_grid_evaluator.RasterGridEvaluator method) (src.eval.raster_grid_evaluatorpp.RasterGridEvaluatorPP method) apply_hillshade() (in module src.eval.raster.raster_postproc) apply_hillshading() (in module src.eval.raster.raster_postproc) apply_jitter() (src.utils.ptransf.simple_data_augmentor.SimpleDataAugmentor static method) apply_lrm() (in module src.eval.raster.raster_postproc) apply_min_distance_decimation() (src.utils.ptransf.min_dist_decimator_decorator.MinDistDecimatorDecorator static method) apply_msrm() (in module src.eval.raster.raster_postproc)

apply_neighborhood_sampling() (src.utils.ptransf.point_cloud_sampler.PointCloudSampler method) apply_postprocessors() (src.eval.raster.raster_grid_core.RasterGridCore method) apply_postwrap() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) apply_predictive_input_strategy() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) apply_prewrap() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) apply_random_indices() (src.model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (src.model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) (src.model.deeplearn.sequencer.dl_sequencer.DLSequencer method) (src.model.deeplearn.sequencer.dl_sparse_concat_sequencer.DLSparseConcatSequencer method) apply_relational() (src.pcloud.point_cloud_filter.PointCloudFilter method) apply_resampling_filter() (in module src.eval.raster.raster_postproc) apply_rotation() (src.utils.ptransf.simple_data_augmentor.SimpleDataAugmentor static method) apply_scale() (src.utils.ptransf.simple_data_augmentor.SimpleDataAugmentor static method) apply_selection_mask() (src.clustering.postproc.cluster_selector.ClusterSelector method) apply_training_input_strategy() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) apply_transformation() (src.utils.ptransf.simple_data_augmentor.SimpleDataAugmentor static method) apply_truncations() (src.utils.curve.simple_crossing_handler.SimpleCrossingHandler static method) apply_vat() (in module src.eval.raster.raster_postproc) arc_lengths (src.clustering.simple_curve_extractor.Polyline attribute) Architecture (class in src.model.deeplearn.arch.architecture) are_pclouds_loaded_in_offline_storage() (src.model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) ArgMaxPredSelectStrategy (class in src.utils.preds.argmax_pred_select_strategy) ArgsParser (class in src.main.main_args) assemble_nn_input() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) assign_concatf() (src.model.deeplearn.layer.features_structuring_layer.FeaturesStructuringLayer method) attach_chain() (src.utils.curve.simple_topological_stitcher.SimpleTopologicalStitcher method) augment() (src.model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (src.model.deeplearn.sequencer.dl_sequencer.DLSequencer method) (src.utils.ptransf.data_augmentor.DataAugmentor method) (src.utils.ptransf.simple_data_augmentor.SimpleDataAugmentor method) (src.utils.ptransf.transf_octorf_augmentor.TransfOctoRFAugmentor method) autoval() (src.model.classification_model.ClassificationModel method) (src.model.decorated_model.DecoratedModel method) (src.model.model.Model method) autoval_metrics_from_names() (src.model.classification_model.ClassificationModel static method) AVG_GRADE (src.clustering.simple_curve_extractor.FeatureMeta attribute)

B

BASE_INPUT_CLASS_NAMES (src.tests.taut_string_reclassifier_test.TautStringReclassifierTest attribute) BASE_OUTPUT_CLASS_NAMES (src.tests.taut_string_reclassifier_test.TautStringReclassifierTest attribute) baseline_output() (src.tests.torf_gva_layer_test.TORFGVALayerTest method) batch_size (src.model.deeplearn.sequencer.dl_sparse_concat_sequencer.DLSparseConcatSequencer property) batched_nn_predict() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) BestScoreSelectionReport (class in src.report.best_score_selection_report) binarize_labels() (src.tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) BivariateCriticalClusterer (class in src.clustering.bivariate_critical_clusterer) botk_outlier_filter() (src.eval.regression_evaluator.RegressionEvaluator method) botp_outlier_filter() (src.eval.regression_evaluator.RegressionEvaluator method) bridge() (src.clustering.simple_curve_extractor.FeatureMeta class method) build() (src.model.deeplearn.arch.architecture.Architecture method) (src.model.deeplearn.handle.dl_callback_builder.DLCallbackBuilder method) (src.model.deeplearn.handle.dl_sequencer_builder.DLSequencerBuilder method) (src.model.deeplearn.layer.contextual_point_layer.ContextualPointLayer method) (src.model.deeplearn.layer.dense_with_ground_row.DenseWithGroundRow method) (src.model.deeplearn.layer.downsampling_spconv3d_layer.DownsamplingSpConv3DLayer method) (src.model.deeplearn.layer.features_downsampling_layer.FeaturesDownsamplingLayer method) (src.model.deeplearn.layer.features_structuring_layer.FeaturesStructuringLayer method) (src.model.deeplearn.layer.features_upsampling_layer.FeaturesUpsamplingLayer method) (src.model.deeplearn.layer.geometric_affine_layer.GeometricAffineLayer method) (src.model.deeplearn.layer.grouped_point_transformer_layer.GroupedPointTransformerLayer method) (src.model.deeplearn.layer.grouping_point_net_layer.GroupingPointNetLayer method) (src.model.deeplearn.layer.hourglass_layer.HourglassLayer method) (src.model.deeplearn.layer.interdimensional_point_transformer_layer.InterdimensionalPointTransformerLayer method) (src.model.deeplearn.layer.kpconv_layer.KPConvLayer method) (src.model.deeplearn.layer.kpconvx_layer.KPConvXLayer method) (src.model.deeplearn.layer.layer.Layer method) (src.model.deeplearn.layer.light_kpconv_layer.LightKPConvLayer method) (src.model.deeplearn.layer.masked_batch_normalization.MaskedBatchNormalization method) (src.model.deeplearn.layer.point_mlp_layer.PointMLPLayer method) (src.model.deeplearn.layer.point_transformer_layer.PointTransformerLayer method) (src.model.deeplearn.layer.rbf_feat_extract_layer.RBFFeatExtractLayer method) (src.model.deeplearn.layer.rbf_feat_processing_layer.RBFFeatProcessingLayer method) (src.model.deeplearn.layer.spconv3d_decoding_layer.SpConv3DDecodingLayer method) (src.model.deeplearn.layer.spconv3d_encoding_layer.SpConv3DEncodingLayer method) (src.model.deeplearn.layer.strided_kpconv_layer.StridedKPConvLayer method) (src.model.deeplearn.layer.strided_light_kpconv_layer.StridedLightKPConvLayer method) (src.model.deeplearn.layer.submanifold_spconv3d_layer.SubmanifoldSpConv3DLayer method) (src.model.deeplearn.layer.torf_gva_layer.TORFGVALayer method) (src.model.deeplearn.layer.torf_output_mix_layer.TORFOutputMixLayer method) (src.model.deeplearn.layer.upsampling_spconv3d_layer.UpsamplingSpConv3DLayer method) build_and_extract() (src.tests.spconv_dense_neighbor_tables_test.SpConvDenseNeighborTablesTest method) build_arch_and_handler() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) build_attention_mask() (src.model.deeplearn.arch.transf_octorf_pwise_classif.TransfOctoRFPwiseClassif method) build_block_d0() (src.model.deeplearn.arch.transf_octorf_pwise_classif.TransfOctoRFPwiseClassif method) build_callbacks() (src.model.deeplearn.handle.dl_model_handler.DLModelHandler method) (src.model.deeplearn.handle.simple_dl_model_handler.SimpleDLModelHandler method) (src.model.deeplearn.handle.transf_octorf_handler.TransfOctoRFHandler method) build_compilation_args() (src.model.deeplearn.handle.dl_model_compiler.DLModelCompiler static method) build_component() (src.model.tdcomp.training_data_component.TrainingDataComponent static method) build_conv_block() (src.model.deeplearn.arch.point_net.PointNet static method) build_cpp_grid_specs() (src.eval.raster.raster_grid_core.RasterGridCore method) build_decimation_spec_for_torf() (in module src.model.transf_octorf_classification_model) build_decoding_kpconvx() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_deep_blocks() (src.model.deeplearn.arch.transf_octorf_pwise_classif.TransfOctoRFPwiseClassif method) build_distributions() (src.utils.tuning.hyper_random_search.HyperRandomSearch static method) build_downsampling_contextual_hierarchy() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_downsampling_gpttransf_hierarchy() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_downsampling_hierarchy() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_downsampling_kpconv_hierarchy() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_downsampling_kpconvx_hierarchy() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_downsampling_layer() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_downsampling_lightkpconv_hierarchy() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_downsampling_pnet_hierarchy() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_downsampling_pointmlp_hierarchy() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_downsampling_pttransf_hierarchy() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_encoding_contextual_block() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_encoding_gpttransf_block() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_encoding_kpconvx_block() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method)

build_encoding_pointmlp_block() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_executor() (npu.pipeline.sequential_pipeline.SequentialPipeline method) (src.pipeline.sequential_pipeline.SequentialPipeline method) build_feature_processing_block() (src.model.deeplearn.arch.rbfnet_pwise_classif.RBFNetPwiseClassif method) build_features_structuring_layer() (src.model.deeplearn.arch.point_net_pwise_classif.PointNetPwiseClassif method) build_fgrid_from_pcloud() (src.inout.geotiff_io.GeoTiffIO static method) build_FSL_block() (src.model.deeplearn.arch.rbfnet.RBFNet method) build_gva_block() (src.model.deeplearn.arch.transf_octorf_pwise_classif.TransfOctoRFPwiseClassif method) build_gva_mix() (src.model.deeplearn.arch.transf_octorf_pwise_classif.TransfOctoRFPwiseClassif method) build_hidden() (src.model.deeplearn.arch.architecture.Architecture method) (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) (src.model.deeplearn.arch.point_net.PointNet method) (src.model.deeplearn.arch.point_net_pwise_classif.PointNetPwiseClassif method) (src.model.deeplearn.arch.rbfnet.RBFNet method) (src.model.deeplearn.arch.rbfnet_pwise_classif.RBFNetPwiseClassif method) (src.model.deeplearn.arch.spconv3d_pwise_classif.SpConv3DPwiseClassif method) (src.model.deeplearn.arch.transf_octorf_pwise_classif.TransfOctoRFPwiseClassif method) build_hidden_pointnet() (src.model.deeplearn.arch.point_net.PointNet static method) build_input() (src.model.deeplearn.arch.architecture.Architecture method) (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) (src.model.deeplearn.arch.point_net.PointNet method) (src.model.deeplearn.arch.rbfnet.RBFNet method) (src.model.deeplearn.arch.spconv3d_pwise_classif.SpConv3DPwiseClassif method) (src.model.deeplearn.arch.transf_octorf_pwise_classif.TransfOctoRFPwiseClassif method) build_knn_handle() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) build_knn_neighbors() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) build_loss() (src.model.deeplearn.handle.transf_octorf_handler.TransfOctoRFHandler method) build_lr() (src.model.deeplearn.handle.transf_octorf_handler.TransfOctoRFHandler method) build_metrics() (src.model.deeplearn.handle.transf_octorf_handler.TransfOctoRFHandler method) build_mlp_block() (src.model.deeplearn.arch.point_net.PointNet static method) build_mock_model_handler() (src.tests.freeze_training_test.FreezeTrainingTest static method) build_new_las_header() (src.utils.ctransf.class_transformer.ClassTransformer method) (src.utils.ftransf.feature_transformer.FeatureTransformer method) (src.utils.ftransf.minmax_normalizer.MinmaxNormalizer method) (src.utils.ftransf.pca_transformer.PCATransformer method) build_nn_features() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) build_optimizer() (src.model.deeplearn.handle.transf_octorf_handler.TransfOctoRFHandler method) build_output() (src.model.deeplearn.arch.architecture.Architecture method) (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) (src.model.deeplearn.arch.point_net_pwise_classif.PointNetPwiseClassif method) (src.model.deeplearn.arch.rbfnet_pwise_classif.RBFNetPwiseClassif method) (src.model.deeplearn.arch.spconv3d_pwise_classif.SpConv3DPwiseClassif method) (src.model.deeplearn.arch.transf_octorf_pwise_classif.TransfOctoRFPwiseClassif method) build_output_mix() (src.model.deeplearn.arch.transf_octorf_pwise_classif.TransfOctoRFPwiseClassif method) build_pe() (src.model.deeplearn.arch.transf_octorf_pwise_classif.TransfOctoRFPwiseClassif method) build_pe_dim() (src.model.deeplearn.arch.transf_octorf_pwise_classif.TransfOctoRFPwiseClassif method) build_pipeline() (src.model.tdcomp.training_data_component.TrainingDataComponent static method) build_pipeline_input() (npu.pipeline.pipeline.Pipeline method) (src.pipeline.predictive_pipeline.PredictivePipeline method) (src.pipeline.sequential_pipeline.SequentialPipeline method) build_pipeline_output() (npu.pipeline.pipeline.Pipeline method) (src.pipeline.predictive_pipeline.PredictivePipeline method) (src.pipeline.sequential_pipeline.SequentialPipeline method) build_point_net_input() (src.model.deeplearn.arch.point_net.PointNet static method) build_post_processor() (src.clustering.postproc.clustering_post_processor.ClusteringPostProcessor static method) build_preprocessor() (src.tests.spconv_neighbor_tables_propagation_test.SpConvNeighborTablesPropagationTest method) build_res_block() (src.model.deeplearn.layer.point_mlp_layer.PointMLPLayer method) build_rfs() (src.tests.spconv_neighbor_tables_propagation_test.SpConvNeighborTablesPropagationTest method) build_sequencer() (src.model.deeplearn.handle.simple_dl_model_handler.SimpleDLModelHandler method) build_shared_mlp_block() (src.model.deeplearn.arch.transf_octorf_pwise_classif.TransfOctoRFPwiseClassif method) build_small_model() (src.tests.torf_training_tools_test.TORFTrainingToolsTest method) build_spconv_hierarchy() (src.model.deeplearn.arch.spconv3d_pwise_classif.SpConv3DPwiseClassif method) build_spherical_fps_neighbors() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) build_support_points() (src.model.deeplearn.dlrun.grid_subsampling_pre_processor.GridSubsamplingPreProcessor static method) build_transformation_block() (src.model.deeplearn.arch.point_net.PointNet static method) build_transformation_net() (src.model.deeplearn.arch.point_net.PointNet static method) build_transformer_block() (src.model.deeplearn.arch.transf_octorf_pwise_classif.TransfOctoRFPwiseClassif method) build_upsampling_hierarchy() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_upsampling_layer() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) build_W() (src.model.deeplearn.layer.kpconv_layer.KPConvLayer method) (src.model.deeplearn.layer.light_kpconv_layer.LightKPConvLayer method)

C

CaClCMDHandler (class in src.ui.catacloud.cacl_cmd_handler) CaClModelOps (class in src.api.catacloud.caclmodel_ops) CaClOp (class in src.api.catacloud.caclop) CaClPcloudOps (class in src.api.catacloud.caclpcloud_ops) CaClPipelineOps (class in src.api.catacloud.caclpipeline_ops) CaClSession (class in src.api.catacloud.caclsession) calc_full_dimensionality() (src.model.deeplearn.layer.grouping_point_net_layer.GroupingPointNetLayer method) call() (src.model.deeplearn.layer.contextual_point_layer.ContextualPointLayer method) (src.model.deeplearn.layer.dense_with_ground_row.DenseWithGroundRow method) (src.model.deeplearn.layer.downsampling_spconv3d_layer.DownsamplingSpConv3DLayer method) (src.model.deeplearn.layer.drop_ground_row.DropGroundRow method) (src.model.deeplearn.layer.expansion_layer.ExpansionLayer method) (src.model.deeplearn.layer.features_downsampling_layer.FeaturesDownsamplingLayer method) (src.model.deeplearn.layer.features_structuring_layer.FeaturesStructuringLayer method) (src.model.deeplearn.layer.features_upsampling_layer.FeaturesUpsamplingLayer method) (src.model.deeplearn.layer.geometric_affine_layer.GeometricAffineLayer method) (src.model.deeplearn.layer.grouped_point_transformer_layer.GroupedPointTransformerLayer method) (src.model.deeplearn.layer.grouping_point_net_layer.GroupingPointNetLayer method) (src.model.deeplearn.layer.hourglass_layer.HourglassLayer method) (src.model.deeplearn.layer.interdimensional_point_transformer_layer.InterdimensionalPointTransformerLayer method) (src.model.deeplearn.layer.kpconv_layer.KPConvLayer method) (src.model.deeplearn.layer.kpconvx_layer.KPConvXLayer method) (src.model.deeplearn.layer.layer.Layer method) (src.model.deeplearn.layer.masked_batch_normalization.MaskedBatchNormalization method) (src.model.deeplearn.layer.point_mlp_layer.PointMLPLayer method) (src.model.deeplearn.layer.point_transformer_layer.PointTransformerLayer method) (src.model.deeplearn.layer.rbf_feat_extract_layer.RBFFeatExtractLayer method) (src.model.deeplearn.layer.rbf_feat_processing_layer.RBFFeatProcessingLayer method) (src.model.deeplearn.layer.spconv3d_decoding_layer.SpConv3DDecodingLayer method) (src.model.deeplearn.layer.spconv3d_encoding_layer.SpConv3DEncodingLayer method) (src.model.deeplearn.layer.strided_kpconv_layer.StridedKPConvLayer method) (src.model.deeplearn.layer.strided_light_kpconv_layer.StridedLightKPConvLayer method) (src.model.deeplearn.layer.submanifold_spconv3d_layer.SubmanifoldSpConv3DLayer method) (src.model.deeplearn.layer.torf_cast_float_layer.TORFCastFloatLayer method) (src.model.deeplearn.layer.torf_element_divide_layer.TORFElementDivideLayer method) (src.model.deeplearn.layer.torf_gva_layer.TORFGVALayer method) (src.model.deeplearn.layer.torf_masked_fill_layer.TORFMaskedFillLayer method) (src.model.deeplearn.layer.torf_output_mix_layer.TORFOutputMixLayer method) (src.model.deeplearn.layer.torf_point_wise_mask_layer.TORFPointWiseMaskLayer method) (src.model.deeplearn.layer.torf_reduce_max_layer.TORFReduceMaxLayer method) (src.model.deeplearn.layer.torf_reduce_sum_layer.TORFReduceSumLayer method) (src.model.deeplearn.layer.torf_slice_center_layer.TORFSliceCenterLayer method) (src.model.deeplearn.layer.upsampling_spconv3d_layer.UpsamplingSpConv3DLayer method) can_plot() (npu.eval.kfold_evaluation.KFoldEvaluation method) (src.eval.advanced_classification_evaluation.AdvancedClassificationEvaluation method) (src.eval.classification_evaluation.ClassificationEvaluation method) (src.eval.classification_uncertainty_evaluation.ClassificationUncertaintyEvaluation method) (src.eval.evaluation.Evaluation method) (src.eval.kfold_evaluation.KFoldEvaluation method) (src.eval.rand_forest_evaluation.RandForestEvaluation method) (src.eval.rand_forestpp_evaluation.RandForestPPEvaluation method) (src.eval.raster_grid_evaluation.RasterGridEvaluation method) (src.eval.regression_evaluation.RegressionEvaluation method) (src.eval.simple_curve_evaluation.SimpleCurveEvaluation method) (src.eval.torf_rfvsnn_evaluation.TORFRFvsNNEvaluation method) can_report() (npu.eval.kfold_evaluation.KFoldEvaluation method) (src.eval.advanced_classification_evaluation.AdvancedClassificationEvaluation method) (src.eval.classification_evaluation.ClassificationEvaluation method) (src.eval.classification_uncertainty_evaluation.ClassificationUncertaintyEvaluation method) (src.eval.deeplearn.dl_model_evaluation.DLModelEvaluation method) (src.eval.evaluation.Evaluation method) (src.eval.kfold_evaluation.KFoldEvaluation method) (src.eval.rand_forest_evaluation.RandForestEvaluation method) (src.eval.rand_forestpp_evaluation.RandForestPPEvaluation method) (src.eval.regression_evaluation.RegressionEvaluation method) (src.eval.simple_curve_evaluation.SimpleCurveEvaluation method) (src.eval.torf_rfvsnn_evaluation.TORFRFvsNNEvaluation method) can_transfer() (src.model.deeplearn.handle.dl_transfer_handler.DLTransferHandler method) canibalize() (src.utils.ptransf.receptive_field.ReceptiveField method) (src.utils.ptransf.receptive_field_fps.ReceptiveFieldFPS method) (src.utils.ptransf.receptive_field_gs.ReceptiveFieldGS method) (src.utils.ptransf.receptive_field_hierarchical_fps.ReceptiveFieldHierarchicalFPS method) center_and_scale() (src.utils.ptransf.receptive_field_fps.ReceptiveFieldFPS method) (src.utils.ptransf.receptive_field_gs.ReceptiveFieldGS method) (src.utils.ptransf.receptive_field_hierarchical_fps.ReceptiveFieldHierarchicalFPS method) center_gradients() (src.model.deeplearn.optimizer.centralized_adam.CentralizedAdam static method) centralize() (src.model.deeplearn.optimizer.torf_centralized_sgd.TorfCentralizedSGD method) CentralizedAdadelta (class in src.model.deeplearn.optimizer.centralized_adadelta) CentralizedAdagrad (class in src.model.deeplearn.optimizer.centralized_adagrad) CentralizedAdam (class in src.model.deeplearn.optimizer.centralized_adam) CentralizedAdamax (class in src.model.deeplearn.optimizer.centralized_adamax) CentralizedAdamW (class in src.model.deeplearn.optimizer.centralized_adamw) CentralizedFTRL (class in src.model.deeplearn.optimizer.centralized_ftrl) CentralizedLamb (class in src.model.deeplearn.optimizer.centralized_lamb) CentralizedLion (class in src.model.deeplearn.optimizer.centralized_lion) CentralizedNadam (class in src.model.deeplearn.optimizer.centralized_nadam) CentralizedRMSProp (class in src.model.deeplearn.optimizer.centralized_rmsprop) CentralizedSGD (class in src.model.deeplearn.optimizer.centralized_sgd) centroid_drop() (src.utils.ptransf.transf_octorf_augmentor.TransfOctoRFAugmentor method) centroids_from_points() (src.utils.ptransf.receptive_field.ReceptiveField method) (src.utils.ptransf.receptive_field_fps.ReceptiveFieldFPS method) (src.utils.ptransf.receptive_field_gs.ReceptiveFieldGS method) (src.utils.ptransf.receptive_field_hierarchical_fps.ReceptiveFieldHierarchicalFPS method) chain_curve_segments_extend() (src.utils.curve.simple_topological_stitcher.SimpleTopologicalStitcher static method) chain_segments() (src.utils.curve.simple_topological_stitcher.SimpleTopologicalStitcher method) check_architecture_needs_backup() (src.model.deeplearn.handle.dl_training_handler.DLTrainingHandler static method) check_class_names_and_serialization() (src.tests.transf_octorf_test.TransfOctoRFTest method) check_config() (src.tests.transf_octorf_test.TransfOctoRFTest method) check_continue_training() (src.tests.torf_training_tools_test.TORFTrainingToolsTest method) check_executor_can_rerun_with_same_instance() (src.tests.torf_training_tools_test.TORFTrainingToolsTest method) check_executor_empty_spec() (src.tests.torf_training_tools_test.TORFTrainingToolsTest method) check_executor_matches_legacy_schedule() (src.tests.torf_training_tools_test.TORFTrainingToolsTest method) check_executor_rejects_none_spec() (src.tests.torf_training_tools_test.TORFTrainingToolsTest method) check_executor_trailing_tail() (src.tests.torf_training_tools_test.TORFTrainingToolsTest method) check_feature_structuring() (src.model.deeplearn.arch.rbfnet.RBFNet method) check_fit_guards_against_missing_optimizer() (src.tests.torf_training_tools_test.TORFTrainingToolsTest method) check_freeze_during_training() (src.tests.torf_training_tools_test.TORFTrainingToolsTest method) check_input_needs_backup() (src.model.deeplearn.handle.dl_training_handler.DLTrainingHandler static method) check_mined_config() (src.tests.transf_octorf_test.TransfOctoRFTest method) check_no_double_transfer_after_reload() (src.tests.torf_training_tools_test.TORFTrainingToolsTest method) check_optimizer_state_preserved_with_flag() (src.tests.torf_training_tools_test.TORFTrainingToolsTest method) check_overwrite_pretrained_model_same_spec() (src.tests.torf_training_tools_test.TORFTrainingToolsTest method) check_pr() (src.tests.prediction_reducer_test.PredictionReducerTest method) check_status_code() (src.api.catacloud.caclop.CaClOp method) check_store_features() (src.tests.transf_octorf_test.TransfOctoRFTest method) check_test_case1() (src.tests.freeze_training_test.FreezeTrainingTest method) check_test_case2() (src.tests.freeze_training_test.FreezeTrainingTest method) check_test_case3() (src.tests.freeze_training_test.FreezeTrainingTest method) check_test_case4() (src.tests.freeze_training_test.FreezeTrainingTest method) check_test_case5() (src.tests.freeze_training_test.FreezeTrainingTest method) check_test_case6() (src.tests.freeze_training_test.FreezeTrainingTest method) check_test_case7() (src.tests.freeze_training_test.FreezeTrainingTest method) check_transfer_default_to_null() (src.tests.torf_training_tools_test.TORFTrainingToolsTest method) check_transfer_full() (src.tests.torf_training_tools_test.TORFTrainingToolsTest method) class_ambiguity() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel static method) (src.plot.torf_rfvsnn_plot.TorfRFvsNNPlot static method) class_metrics_from_names() (src.eval.classification_evaluator.ClassificationEvaluator static method) ClassificationEvaluation (class in src.eval.classification_evaluation) ClassificationEvaluationUtils (class in npu.eval.classification_evaluation_utils) ClassificationEvaluator (class in src.eval.classification_evaluator) ClassificationModel (class in src.model.classification_model) ClassificationPlot (class in src.plot.classification_plot) ClassificationPlotUtils (class in npu.plot.classification_plot_utils) ClassificationReport (class in src.report.classification_report) ClassificationUncertaintyEvaluation (class in src.eval.classification_uncertainty_evaluation) ClassificationUncertaintyEvaluator (class in src.eval.classification_uncertainty_evaluator) ClassificationUncertaintyPlot (class in src.plot.classification_uncertainty_plot) ClassificationUncertaintyReport (class in src.report.classification_uncertainty_report) ClassifiedPcloudReport (class in src.report.classified_pcloud_report) ClassifiedPcloudWriter (class in src.inout.classified_pcloud_writer) ClassReducer (class in src.utils.ctransf.class_reducer) ClassReductionPlot (class in src.plot.class_reduction_plot) ClassReductionReport (class in src.report.class_reduction_report) ClassSetter (class in src.utils.ctransf.class_setter) ClassTransformer (class in src.utils.ctransf.class_transformer) ClassTransformerException ClasswiseSampler (class in src.model.tdcomp.classwise_sampler) clean_support_neighborhoods() (src.model.deeplearn.dlrun.furthest_point_subsampling_pre_processor.FurthestPointSubsamplingPreProcessor static method) (src.model.deeplearn.dlrun.grid_subsampling_pre_processor.GridSubsamplingPreProcessor static method) (src.model.deeplearn.dlrun.hierarchical_fps_pre_processor.HierarchicalFPSPreProcessor static method)

clear_data() (src.pcloud.point_cloud.PointCloud method) close() (src.model.deeplearn.sequencer.transf_octorf_sequencer.TransfOctoRFSequencer method) cluster() (src.clustering.bivariate_critical_clusterer.BivariateCriticalClusterer method) (src.clustering.clusterer.Clusterer method) (src.clustering.dbscan_clusterer.DBScanClusterer method) (src.clustering.sampling_decorated_clusterer.SamplingDecoratedClusterer method) (src.clustering.simple_curve_extractor.SimpleCurveExtractor method) (src.clustering.simple_features_clusterer.SimpleFeaturesClusterer method) CLUSTER_ID (src.clustering.simple_curve_extractor.FeatureMeta attribute) ClusterEnveloper (class in src.clustering.postproc.cluster_enveloper) Clusterer (class in src.clustering.clusterer) ClusteringException ClusteringPostProcessor (class in src.clustering.postproc.clustering_post_processor) ClusterMarker (class in src.clustering.postproc.cluster_marker) ClusterSelector (class in src.clustering.postproc.cluster_selector) compile() (src.model.deeplearn.handle.dl_model_compiler.DLModelCompiler method) (src.model.deeplearn.handle.dl_model_handler.DLModelHandler method) (src.model.deeplearn.handle.simple_dl_model_handler.SimpleDLModelHandler method) (src.model.deeplearn.handle.transf_octorf_handler.TransfOctoRFHandler method) compile_existing_nn() (src.model.deeplearn.handle.transf_octorf_handler.TransfOctoRFHandler method) compute() (src.utils.neighborhood.support_neighborhoods.SupportNeighborhoods method) (src.utils.neighborhood.support_neighborhoodspp.SupportNeighborhoodsPP method) compute_aabb_envelope() (src.clustering.postproc.cluster_enveloper.ClusterEnveloper method) compute_active_centroids() (src.utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) compute_all_domain() (src.utils.raster.grid_interpolator_2d.GridInterpolator2D method) compute_attributes() (src.clustering.postproc.cluster_selector.ClusterSelector method) compute_bbox_envelope() (src.clustering.postproc.cluster_enveloper.ClusterEnveloper method) compute_centroids() (src.utils.ctransf.distance_reclassifier.DistanceReclassifier static method) compute_class_ambiguity() (src.eval.classification_uncertainty_evaluator.ClassificationUncertaintyEvaluator method) compute_classwise_sampling() (src.model.tdcomp.classwise_sampler.ClasswiseSampler method) compute_cluster_centroid() (src.clustering.postproc.cluster_marker.ClusterMarker method) compute_cluster_geometric_median() (src.clustering.postproc.cluster_marker.ClusterMarker method) compute_cluster_medianoid() (src.clustering.postproc.cluster_marker.ClusterMarker method) compute_cluster_medoid() (src.clustering.postproc.cluster_marker.ClusterMarker method) compute_cluster_midrange() (src.clustering.postproc.cluster_marker.ClusterMarker method) compute_cluster_wise_entropy() (src.eval.classification_uncertainty_evaluator.ClassificationUncertaintyEvaluator method) compute_critical_clusters() (src.clustering.bivariate_critical_clusterer.BivariateCriticalClusterer method) compute_cylindrical_neighborhoods() (src.utils.neighborhood.support_neighborhoods.SupportNeighborhoods static method) compute_decimal_scale() (npu.utils.num_utils.NumUtils static method) compute_deviation() (src.eval.simple_curve_evaluator.SimpleCurveEvaluator static method) compute_dilations() (src.utils.raster.grid_interpolator_2d.GridInterpolator2D method) compute_distribution() (src.utils.ptransf.simple_data_augmentor.SimpleDataAugmentor static method) compute_domain_mask() (src.utils.raster.grid_interpolator_2d.GridInterpolator2D method) compute_erosions() (src.utils.raster.grid_interpolator_2d.GridInterpolator2D method) compute_expected_output() (src.tests.features_structuring_layer_test.FeaturesStructuringLayerTest method) (src.tests.rbf_feat_extract_layer_test.RBFFeatExtractLayerTest method) (src.tests.rbf_feat_processing_layer_test.RBFFeatProcessingLayerTest method) compute_filter() (src.mining.recount_miner.RecountMiner method) compute_fps_on_3D_pcloud() (src.utils.ptransf.receptive_field_fps.ReceptiveFieldFPS static method) compute_gaussian_kernel() (src.model.deeplearn.layer.rbf_feat_extract_layer.RBFFeatExtractLayer method) (src.model.deeplearn.layer.rbf_feat_processing_layer.RBFFeatProcessingLayer method) compute_hallucination() (src.eval.simple_curve_evaluator.SimpleCurveEvaluator static method) compute_height_features() (src.mining.height_feats_miner.HeightFeatsMiner method) (src.mining.height_feats_minerpp.HeightFeatsMinerPP method) compute_height_features_on_support() (src.mining.height_feats_miner.HeightFeatsMiner method) compute_hull_mask() (src.mining.naive_change_miner.NaiveChangeMiner method) compute_interpolation() (src.utils.raster.grid_interpolator_2d.GridInterpolator2D method) compute_markov_kernel() (src.model.deeplearn.layer.rbf_feat_extract_layer.RBFFeatExtractLayer method) (src.model.deeplearn.layer.rbf_feat_processing_layer.RBFFeatProcessingLayer method) compute_metrics() (src.eval.regression_evaluator.RegressionEvaluator method) compute_nearest_neighbor_method() (src.clustering.bivariate_critical_clusterer.BivariateCriticalClusterer method) compute_neighborhoods() (src.utils.ptransf.point_cloud_sampler.PointCloudSampler static method) compute_num_kernel_points() (src.model.deeplearn.initializer.kernel_point_structure_initializer.KernelPointStructureInitializer method) compute_number_of_points() (src.clustering.postproc.cluster_selector.ClusterSelector method) compute_outer_correlations() (src.eval.regression_evaluator.RegressionEvaluator method) compute_output_features() (src.model.deeplearn.layer.geometric_affine_layer.GeometricAffineLayer method) (src.model.deeplearn.layer.kpconv_layer.KPConvLayer method) (src.model.deeplearn.layer.light_kpconv_layer.LightKPConvLayer method) compute_output_shape() (src.model.deeplearn.layer.dense_with_ground_row.DenseWithGroundRow method) (src.model.deeplearn.layer.drop_ground_row.DropGroundRow method) (src.model.deeplearn.layer.masked_batch_normalization.MaskedBatchNormalization method) (src.model.deeplearn.layer.torf_gva_layer.TORFGVALayer method) (src.model.deeplearn.layer.torf_output_mix_layer.TORFOutputMixLayer method) compute_PCA() (in module src.geometry.PCA) compute_polygonal_contour_domain() (src.utils.raster.grid_interpolator_2d.GridInterpolator2D method) compute_polygonal_contour_target_domain() (src.utils.raster.grid_interpolator_2d.GridInterpolator2D method) compute_pwise_activations() (src.model.deeplearn.conv_autoenc_pwise_classif_model.ConvAutoencPwiseClassifModel method) (src.model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel method) (src.model.deeplearn.rbf_net_pwise_classif_model.RBFNetPwiseClassifModel method) (src.model.deeplearn.spconv3d_pwise_classif_model.SpConv3DPwiseClassifModel method) compute_pwise_distances() (src.mining.naive_change_miner.NaiveChangeMiner method) compute_pwise_entropy() (src.eval.classification_uncertainty_evaluator.ClassificationUncertaintyEvaluator method) compute_pwise_height_features() (src.mining.height_feats_miner.HeightFeatsMiner method) compute_qq_distribution() (src.eval.regression_evaluator.RegressionEvaluator method) compute_recount() (src.mining.recount_miner.RecountMiner method) compute_rectangular2D_neighborhoods() (src.utils.neighborhood.support_neighborhoods.SupportNeighborhoods static method) compute_rectangular3D_neighborhoods() (src.utils.neighborhood.support_neighborhoods.SupportNeighborhoods static method) compute_recursive_region_growing() (src.clustering.bivariate_critical_clusterer.BivariateCriticalClusterer method) compute_region_growing_first_stage() (src.clustering.bivariate_critical_clusterer.BivariateCriticalClusterer method) compute_region_growing_second_stage() (src.clustering.bivariate_critical_clusterer.BivariateCriticalClusterer method) compute_relational_mask() (src.utils.raster.grid_interpolator_2d.GridInterpolator2D static method) compute_rf_outputs() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) compute_schedule() (src.model.deeplearn.handle.dl_freeze_training_executor.DLFreezeTrainingExecutor static method) compute_selection_mask() (src.clustering.postproc.cluster_selector.ClusterSelector method) compute_sigma() (src.model.deeplearn.layer.geometric_affine_layer.GeometricAffineLayer method) compute_smooth_features() (src.mining.smooth_feats_miner.SmoothFeatsMiner method) compute_spectral_approx() (src.model.deeplearn.layer.hourglass_layer.HourglassLayer method) compute_spectral_safe() (src.model.deeplearn.layer.hourglass_layer.HourglassLayer method) compute_spectral_unsafe() (src.model.deeplearn.layer.hourglass_layer.HourglassLayer method) compute_spherical_neighborhoods() (src.utils.neighborhood.support_neighborhoods.SupportNeighborhoods static method) compute_squared_distances() (src.model.deeplearn.layer.features_downsampling_layer.FeaturesDownsamplingLayer static method) compute_surface_area() (src.clustering.postproc.cluster_selector.ClusterSelector method) compute_surface_density() (src.clustering.postproc.cluster_selector.ClusterSelector method) compute_target_domain() (src.utils.raster.grid_interpolator_2d.GridInterpolator2D method) compute_volume() (src.clustering.postproc.cluster_selector.ClusterSelector method) compute_volume_density() (src.clustering.postproc.cluster_selector.ClusterSelector method) compute_weighted_entropy() (src.eval.classification_uncertainty_evaluator.ClassificationUncertaintyEvaluator method) compute_x_length() (src.clustering.postproc.cluster_selector.ClusterSelector method) compute_y_length() (src.clustering.postproc.cluster_selector.ClusterSelector method) compute_z_length() (src.clustering.postproc.cluster_selector.ClusterSelector method) concatenate_and_reverse() (src.eval.raster.raster_grid_core.RasterGridCore method) concatf_full() (src.model.deeplearn.layer.features_structuring_layer.FeaturesStructuringLayer static method) concatf_opaque() (src.model.deeplearn.layer.features_structuring_layer.FeaturesStructuringLayer static method) CONF_GEOM (src.clustering.simple_curve_extractor.FeatureMeta attribute) CONF_TOP (src.clustering.simple_curve_extractor.FeatureMeta attribute) CONFMAT_SEPARATOR (src.report.advanced_classification_report.AdvancedClassificationReport attribute) ContextualPointLayer (class in src.model.deeplearn.layer.contextual_point_layer) ContextualPointLayerTest (class in src.tests.contextual_point_layer_test) ConvAutoencPwiseClassif (class in src.model.deeplearn.arch.conv_autoenc_pwise_classif) ConvAutoencPwiseClassifModel (class in src.model.deeplearn.conv_autoenc_pwise_classif_model) convert_cluster_labels_type() (src.clustering.bivariate_critical_clusterer.BivariateCriticalClusterer static method) count() (src.plot.receptive_fields_distribution_plot.ReceptiveFieldsDistributionPlot method) (src.report.receptive_fields_distribution_report.ReceptiveFieldsDistributionReport static method) count_gaps() (src.eval.simple_curve_evaluator.SimpleCurveEvaluator static method) count_self_intersections() (src.eval.simple_curve_evaluator.SimpleCurveEvaluator static method) COUNTER_LABELS (src.report.taut_string_reclassification_report.TautStringReclassificationReport attribute) COVERAGE_MIN_PCT (src.tests.simple_curve_evaluation_test.SimpleCurveEvaluationTest attribute) coverage_refine() (src.clustering.simple_curve_extractor.FeatureMeta class method) craft_header() (src.api.catacloud.caclsession.CaClSession method) create_from_points() (src.geometry.OrientedBoundingBox.OrientedBoundingBox class method) create_storage() (src.model.deeplearn.sequencer.transf_octorf_sequencer.TransfOctoRFSequencer static method) CRITERION_MAP (src.model.random_forestpp_classification_model.RandomForestPPClassificationModel attribute) CSV_COLUMNS (src.report.taut_string_reclassification_report.TautStringReclassificationReport attribute) csv_header_from_names() (npu.utils.str_utils.StrUtils static method) csv_line_from_values() (npu.utils.str_utils.StrUtils static method) CsvIO (class in npu.inout.csv_io) CtransfUtils (class in src.utils.ctransf_utils) CURVE_ID (src.clustering.simple_curve_extractor.FeatureMeta attribute) CustomPwiseLossesTest (class in src.tests.custom_pwise_losses_test) cw_acc() (npu.eval.classification_evaluation_utils.ClassificationEvaluationUtils static method) cw_f1() (npu.eval.classification_evaluation_utils.ClassificationEvaluationUtils static method) cw_iou() (npu.eval.classification_evaluation_utils.ClassificationEvaluationUtils static method) cw_kappa() (npu.eval.classification_evaluation_utils.ClassificationEvaluationUtils static method) cw_mcc() (npu.eval.classification_evaluation_utils.ClassificationEvaluationUtils static method) cw_p() (npu.eval.classification_evaluation_utils.ClassificationEvaluationUtils static method) cw_r() (npu.eval.classification_evaluation_utils.ClassificationEvaluationUtils static method) cylinder_neighborhood_f() (src.mining.smooth_feats_miner.SmoothFeatsMiner static method)

D

DataAugmentor (class in src.utils.ptransf.data_augmentor) DBScanClusterer (class in src.clustering.dbscan_clusterer) decode_mode() (src.report.taut_string_reclassification_report.TautStringReclassificationReport method) decode_signal() (src.report.taut_string_reclassification_report.TautStringReclassificationReport method) decorate_pcloud() (src.model.decorated_model.DecoratedModel method) (src.model.fps_decorated_model.FPSDecoratedModel method) (src.model.mindist_decorated_model.MinDistDecoratedModel method) DecoratedMiner (class in src.mining.decorated_miner) DecoratedModel (class in src.model.decorated_model) dedup_points() (src.utils.curve.simple_polyline_sanitizer.SimplePolylineSanitizer static method) DeepLearningException, [1] DeepLearningModelSummaryReport (class in src.report.deep_learning_model_summary_report) DEFAULT_DEPTH_THRESHOLD (src.tests.taut_string_reclassifier_test.TautStringReclassifierTest attribute) DEFAULT_MERGE_SCORE_DISTANCE_WEIGHT (in module src.clustering.simple_curve_extractor) DEFAULT_NOISE_STD (src.tests.taut_string_reclassifier_test.TautStringReclassifierTest attribute) DEFAULT_SPLIT_ZJUMP_BRIDGES_THRESHOLD (in module src.utils.curve.simple_polyline_sanitizer) delete_by_val() (npu.utils.dict_utils.DictUtils static method) DEMGenerator (class in src.utils.raster.dem_generator) DenseWithGroundRow (class in src.model.deeplearn.layer.dense_with_ground_row) densify_polyline_3d() (src.eval.simple_curve_evaluator.SimpleCurveEvaluator static method) densify_polyline_3d_arc() (src.utils.curve.simple_coverage_refiner.SimpleCoverageRefiner static method) DEPTH_TOLERANCE (src.tests.taut_string_reclassifier_test.TautStringReclassifierTest attribute) determine_attributes() (src.clustering.postproc.cluster_selector.ClusterSelector method) determine_error_measurements() (src.eval.regression_evaluator.RegressionEvaluator method) determine_fnames() (src.utils.ctransf.directional_reclassifier.DirectionalReclassifier method) (src.utils.ctransf.distance_reclassifier.DistanceReclassifier method) devae_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) deve_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) DEVIATION_MAX_PCT (src.tests.simple_curve_evaluation_test.SimpleCurveEvaluationTest attribute) devse_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) DictUtils (class in npu.utils.dict_utils) digest_grid() (src.eval.raster_grid_evaluator.RasterGridEvaluator static method) digest_grids() (src.eval.raster_grid_evaluator.RasterGridEvaluator method) digest_standard_grid() (src.eval.raster_grid_evaluator.RasterGridEvaluator static method) DirectionalReclassificationPlot (class in src.plot.directional_reclassification_plot) DirectionalReclassificationReport (class in src.report.directional_reclassification_report) DirectionalReclassifier (class in src.utils.ctransf.directional_reclassifier) DirectionalReclassifierTest (class in src.tests.directional_reclassifier_test) dispatch_cpp() (src.eval.raster.raster_grid_core.RasterGridCore method) DistanceReclassificationPlot (class in src.plot.distance_reclassification_plot) DistanceReclassificationReport (class in src.report.distance_reclassification_report) DistanceReclassifier (class in src.utils.ctransf.distance_reclassifier) DLAbstractSequencer (class in src.model.deeplearn.sequencer.dl_abstract_sequencer) DLCallbackBuilder (class in src.model.deeplearn.handle.dl_callback_builder) DLClassWeighter (class in src.model.deeplearn.handle.dl_class_weighter) DLFreezeTrainingExecutor (class in src.model.deeplearn.handle.dl_freeze_training_executor)

DLLabelFormatter (class in src.model.deeplearn.handle.dl_label_formatter) DLModelCompiler (class in src.model.deeplearn.handle.dl_model_compiler) DLModelEvaluation (class in src.eval.deeplearn.dl_model_evaluation) DLModelEvaluator (class in src.eval.deeplearn.dl_model_evaluator) DLModelHandler (class in src.model.deeplearn.handle.dl_model_handler) DLModelReporter (class in src.model.deeplearn.handle.dl_model_reporter) DLOfflineSequencer (class in src.model.deeplearn.sequencer.dl_offline_sequencer) DLOfflineSequencerTest (class in src.tests.dl_offline_sequencer_test) DLOfflineSequencerTest.MockArchitecture (class in src.tests.dl_offline_sequencer_test) DLPathManager (class in src.model.deeplearn.handle.dl_path_manager) DLPretrainedHandler (class in src.model.deeplearn.handle.dl_pretrained_handler) DLSequencer (class in src.model.deeplearn.sequencer.dl_sequencer) DLSequencerBuilder (class in src.model.deeplearn.handle.dl_sequencer_builder) DLSparseConcatSequencer (class in src.model.deeplearn.sequencer.dl_sparse_concat_sequencer) DLSparseConcatSequencerTest (class in src.tests.dl_sparse_concat_sequencer_test) DLTrainingHandler (class in src.model.deeplearn.handle.dl_training_handler) DLTransferHandler (class in src.model.deeplearn.handle.dl_transfer_handler) DLUtils (class in npu.utils.dl_utils) do_class_distributions_subplots() (npu.plot.classification_plot_utils.ClassificationPlotUtils static method) do_confusion_matrix_plot() (npu.plot.classification_plot_utils.ClassificationPlotUtils static method) do_dbscan() (src.clustering.dbscan_clusterer.DBScanClusterer method) do_hourglass_regularization() (src.model.deeplearn.layer.hourglass_layer.HourglassLayer method) do_isolated_plot() (src.plot.training_history_plot.TrainingHistoryPlot method) do_kfold_plot() (npu.eval.kfold_evaluation_utils.KFoldEvaluationUtils static method) do_no_regularization() (src.model.deeplearn.layer.hourglass_layer.HourglassLayer method) do_propagate_values() (src.utils.ptransf.receptive_field_fps.ReceptiveFieldFPS static method) (src.utils.ptransf.receptive_field_fpspp.ReceptiveFieldFPSPP static method) do_pwise_activations() (src.model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel static method) do_receptive_fields_plots_and_reports() (src.model.deeplearn.handle.dl_model_reporter.DLModelReporter method) do_reduce_values() (src.utils.ptransf.receptive_field_fps.ReceptiveFieldFPS static method) (src.utils.ptransf.receptive_field_fpspp.ReceptiveFieldFPSPP static method) do_summary_plot() (src.plot.training_history_plot.TrainingHistoryPlot method) do_transfer() (src.model.deeplearn.handle.dl_transfer_handler.DLTransferHandler method) does_file_exist() (npu.inout.io_utils.IOUtils static method) down_spconv3d_on_elem() (src.model.deeplearn.layer.downsampling_spconv3d_layer.DownsamplingSpConv3DLayer static method) down_spconv3d_on_elem_active() (src.model.deeplearn.layer.downsampling_spconv3d_layer.DownsamplingSpConv3DLayer static method) down_spconv3d_on_idx_real() (src.model.deeplearn.layer.downsampling_spconv3d_layer.DownsamplingSpConv3DLayer static method) download_from_url() (npu.inout.io_utils.IOUtils static method) DownsamplingSpConv3DLayer (class in src.model.deeplearn.layer.downsampling_spconv3d_layer) DownsamplingSpConv3DLayerTest (class in src.tests.downsampling_spconv3d_layer_test) DR_POLYNOMIAL_OVERRIDES (src.tests.directional_reclassifier_test.DirectionalReclassifierTest attribute) DR_RECL_KWARGS (src.tests.directional_reclassifier_test.DirectionalReclassifierTest attribute) drop_cov_refine_by_predicate() (src.utils.curve.simple_crossing_handler.SimpleCrossingHandler method) drop_hallucinated_features() (src.utils.curve.simple_coverage_refiner.SimpleCoverageRefiner method) DropGroundRow (class in src.model.deeplearn.layer.drop_ground_row) dump() (src.pcloud.mem_to_file_proxy.MemToFileProxy method) dump_dict() (npu.inout.json_io.JsonIO static method)

E

emit_split_segments() (src.utils.curve.simple_polyline_sanitizer.SimplePolylineSanitizer static method) enable_predict_mode() (src.model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) enable_training_mode() (src.model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) encode() (src.utils.ptransf.point_cloud_sampler_decorator.PointCloudSamplerDecorator method) encode_decode_release_and_export() (src.utils.ptransf.point_cloud_sampler_decorator.PointCloudSamplerDecorator method) endpoint_tangent() (src.utils.curve.simple_global_curve_optimizer.SimpleGlobalCurveOptimizer static method) energy_constraint() (src.model.deeplearn.initializer.fibonacci_shell_initializer.FibonacciShellInitializer method) energy_df() (src.model.deeplearn.initializer.fibonacci_shell_initializer.FibonacciShellInitializer static method) (src.model.deeplearn.initializer.kernel_point_ball_initializer.KernelPointBallInitializer static method) energy_f() (src.model.deeplearn.initializer.fibonacci_shell_initializer.FibonacciShellInitializer method) (src.model.deeplearn.initializer.kernel_point_ball_initializer.KernelPointBallInitializer static method) ensure_nn_built() (src.model.deeplearn.handle.torf_transfer_handler.TORFTransferHandler static method) EntropicPredReduceStrategy (class in src.utils.preds.entropic_pred_reduce_strategy) equals() (src.pcloud.point_cloud.PointCloud method) eval() (npu.eval.kfold_evaluator.KFoldEvaluator method) (src.eval.advanced_classification_evaluator.AdvancedClassificationEvaluator method) (src.eval.classification_evaluator.ClassificationEvaluator method) (src.eval.classification_uncertainty_evaluator.ClassificationUncertaintyEvaluator method) (src.eval.deeplearn.dl_model_evaluator.DLModelEvaluator method) (src.eval.evaluator.Evaluator method) (src.eval.kfold_evaluator.KFoldEvaluator method) (src.eval.rand_forest_evaluator.RandForestEvaluator method) (src.eval.rand_forestpp_evaluator.RandForestPPEvaluator method) (src.eval.raster_grid_evaluator.RasterGridEvaluator method) (src.eval.raster_grid_evaluatorpp.RasterGridEvaluatorPP method) (src.eval.regression_evaluator.RegressionEvaluator method) (src.eval.simple_curve_evaluator.SimpleCurveEvaluator method) (src.eval.torf_rfvsnn_evaluator.TORFRFvsNNEvaluator method) eval_args_from_state() (src.eval.advanced_classification_evaluator.AdvancedClassificationEvaluator method) (src.eval.classification_uncertainty_evaluator.ClassificationUncertaintyEvaluator method) (src.eval.deeplearn.dl_model_evaluator.DLModelEvaluator method) (src.eval.raster_grid_evaluator.RasterGridEvaluator method) (src.eval.raster_grid_evaluatorpp.RasterGridEvaluatorPP method) (src.eval.regression_evaluator.RegressionEvaluator method) (src.eval.simple_curve_evaluator.SimpleCurveEvaluator method) (src.eval.torf_rfvsnn_evaluator.TORFRFvsNNEvaluator method) EVAL_KWARGS (src.tests.simple_curve_evaluation_test.SimpleCurveEvaluationTest attribute) eval_num_points() (src.utils.ptransf.fps_decorator_transformer.FPSDecoratorTransformer method) Evaluation (class in src.eval.evaluation) EvaluationException Evaluator (class in src.eval.evaluator) EvaluatorException expand_nn_fnames() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) ExpansionLayer (class in src.model.deeplearn.layer.expansion_layer) EXPECTED_LEN_A_ (src.tests.simple_curve_extractor_unit_test.SimpleCurveExtractorUnitTest attribute) EXPECTED_LEN_B_ (src.tests.simple_curve_extractor_unit_test.SimpleCurveExtractorUnitTest attribute) ExplicitSelector (class in src.utils.ftransf.explicit_selector) exponential_filter() (src.model.deeplearn.layer.features_downsampling_layer.FeaturesDownsamplingLayer static method) (src.model.deeplearn.layer.features_upsampling_layer.FeaturesUpsamplingLayer static method) export_aabb_envelopes() (src.clustering.postproc.cluster_enveloper.ClusterEnveloper method) export_bbox_envelopes() (src.clustering.postproc.cluster_enveloper.ClusterEnveloper method) export_marks() (src.clustering.postproc.cluster_marker.ClusterMarker method) export_marks_to_csv() (src.clustering.postproc.cluster_marker.ClusterMarker static method) export_marks_to_shapefile() (src.clustering.postproc.cluster_marker.ClusterMarker static method) export_predictions() (src.main.main_predict.MainPredict static method) export_receptive_fields() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) export_representation() (src.model.deeplearn.layer.features_structuring_layer.FeaturesStructuringLayer method) (src.model.deeplearn.layer.kpconv_layer.KPConvLayer method) (src.model.deeplearn.layer.kpconvx_layer.KPConvXLayer method) (src.model.deeplearn.layer.light_kpconv_layer.LightKPConvLayer method) (src.model.deeplearn.layer.rbf_feat_extract_layer.RBFFeatExtractLayer method) (src.model.deeplearn.layer.rbf_feat_processing_layer.RBFFeatProcessingLayer method) (src.utils.ptransf.point_cloud_sampler_decorator.PointCloudSamplerDecorator method) export_summary_report() (src.model.deeplearn.handle.transf_octorf_handler.TransfOctoRFHandler method) export_support_points() (src.model.deeplearn.dlrun.receptive_field_pre_processor.ReceptiveFieldPreProcessor method) (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) export_training_history() (src.model.deeplearn.handle.dl_model_reporter.DLModelReporter static method) extend_polyline_endpoints() (src.utils.curve.simple_coverage_refiner.SimpleCoverageRefiner method) extract_clusterer_class() (src.main.main_clustering.MainClustering static method) extract_clustering_args() (src.clustering.bivariate_critical_clusterer.BivariateCriticalClusterer static method) (src.clustering.clusterer.Clusterer static method) (src.clustering.dbscan_clusterer.DBScanClusterer static method) (src.clustering.fps_decorated_clusterer.FPSDecoratedClusterer static method) (src.clustering.min_dist_decorated_clusterer.MinDistDecoratedClusterer static method) (src.clustering.sampling_decorated_clusterer.SamplingDecoratedClusterer static method) (src.clustering.simple_curve_extractor.SimpleCurveExtractor static method) (src.clustering.simple_features_clusterer.SimpleFeaturesClusterer static method) extract_component_args() (src.model.tdcomp.training_data_component.TrainingDataComponent static method) extract_cpp_conditions() (src.mining.recount_minerpp.RecountMinerPP method) extract_cpp_extra_args() (src.model.deeplearn.dlrun.furthest_point_subsampling_post_processorpp.FurthestPointSubsamplingPostProcessorPP static method) extract_ctransf_args() (src.utils.ctransf.class_reducer.ClassReducer static method) (src.utils.ctransf.class_setter.ClassSetter static method) (src.utils.ctransf.class_transformer.ClassTransformer static method) (src.utils.ctransf.directional_reclassifier.DirectionalReclassifier static method) (src.utils.ctransf.distance_reclassifier.DistanceReclassifier static method) (src.utils.ctransf.taut_string_reclassifier.TautStringReclassifier static method)

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

F

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

fit_nn_sequencer() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) fit_receptive_fields() (src.model.deeplearn.dlrun.receptive_field_pre_processor.ReceptiveFieldPreProcessor method) fit_single() (src.model.transf_octorf_classification_model.FeaturePreprocessor method) fit_transform() (src.model.transf_octorf_classification_model.FeaturePreprocessor method) fname_to_feature_index() (src.mining.recount_miner.RecountMiner method) fnames (src.model.decorated_model.DecoratedModel property) format_plot() (src.plot.training_history_plot.TrainingHistoryPlot method) FPSDecoratedClusterer (class in src.clustering.fps_decorated_clusterer) FPSDecoratedMiner (class in src.mining.fps_decorated_miner) FPSDecoratedModel (class in src.model.fps_decorated_model) FPSDecoratorTest (class in src.tests.fps_decorator_test) FPSDecoratorTransformer (class in src.utils.ptransf.fps_decorator_transformer) FPSPreProcessingTest (class in src.tests.fps_pre_processing_test) free_memory() (npu.utils.sys_utils.SysUtils static method) FreezeTrainingTest (class in src.tests.freeze_training_test) from_config() (src.model.deeplearn.layer.contextual_point_layer.ContextualPointLayer class method) (src.model.deeplearn.layer.downsampling_spconv3d_layer.DownsamplingSpConv3DLayer class method) (src.model.deeplearn.layer.expansion_layer.ExpansionLayer class method) (src.model.deeplearn.layer.features_downsampling_layer.FeaturesDownsamplingLayer class method) (src.model.deeplearn.layer.features_structuring_layer.FeaturesStructuringLayer class method) (src.model.deeplearn.layer.features_upsampling_layer.FeaturesUpsamplingLayer class method) (src.model.deeplearn.layer.geometric_affine_layer.GeometricAffineLayer class method) (src.model.deeplearn.layer.grouped_point_transformer_layer.GroupedPointTransformerLayer class method) (src.model.deeplearn.layer.grouping_point_net_layer.GroupingPointNetLayer class method) (src.model.deeplearn.layer.hourglass_layer.HourglassLayer class method) (src.model.deeplearn.layer.kpconv_layer.KPConvLayer class method) (src.model.deeplearn.layer.kpconvx_layer.KPConvXLayer class method) (src.model.deeplearn.layer.layer.Layer class method) (src.model.deeplearn.layer.light_kpconv_layer.LightKPConvLayer class method) (src.model.deeplearn.layer.masked_batch_normalization.MaskedBatchNormalization class method) (src.model.deeplearn.layer.point_mlp_layer.PointMLPLayer class method) (src.model.deeplearn.layer.point_transformer_layer.PointTransformerLayer class method) (src.model.deeplearn.layer.rbf_feat_extract_layer.RBFFeatExtractLayer class method) (src.model.deeplearn.layer.rbf_feat_processing_layer.RBFFeatProcessingLayer class method) (src.model.deeplearn.layer.spconv3d_decoding_layer.SpConv3DDecodingLayer class method) (src.model.deeplearn.layer.spconv3d_encoding_layer.SpConv3DEncodingLayer class method) (src.model.deeplearn.layer.submanifold_spconv3d_layer.SubmanifoldSpConv3DLayer class method) (src.model.deeplearn.layer.torf_cast_float_layer.TORFCastFloatLayer class method) (src.model.deeplearn.layer.torf_element_divide_layer.TORFElementDivideLayer class method) (src.model.deeplearn.layer.torf_gva_layer.TORFGVALayer class method) (src.model.deeplearn.layer.torf_masked_fill_layer.TORFMaskedFillLayer class method) (src.model.deeplearn.layer.torf_output_mix_layer.TORFOutputMixLayer class method) (src.model.deeplearn.layer.torf_point_wise_mask_layer.TORFPointWiseMaskLayer class method) (src.model.deeplearn.layer.torf_reduce_max_layer.TORFReduceMaxLayer class method) (src.model.deeplearn.layer.torf_reduce_sum_layer.TORFReduceSumLayer class method) (src.model.deeplearn.layer.torf_slice_center_layer.TORFSliceCenterLayer class method) (src.model.deeplearn.layer.upsampling_spconv3d_layer.UpsamplingSpConv3DLayer class method) (src.model.deeplearn.regularizer.features_orthogonal_regularizer.FeaturesOrthogonalRegularizer class method) from_temporary_file() (src.model.deeplearn.dlrun.furthest_point_subsampling_pre_processor.FurthestPointSubsamplingPreProcessor method) (src.model.deeplearn.dlrun.hierarchical_pre_processor.HierarchicalPreProcessor method) (src.model.deeplearn.dlrun.receptive_field_pre_processor.ReceptiveFieldPreProcessor method) FtransfUtils (class in src.utils.ftransf_utils) FurthestPointSubsamplingPostProcessor (class in src.model.deeplearn.dlrun.furthest_point_subsampling_post_processor) FurthestPointSubsamplingPostProcessorPP (class in src.model.deeplearn.dlrun.furthest_point_subsampling_post_processorpp) FurthestPointSubsamplingPreProcessor (class in src.model.deeplearn.dlrun.furthest_point_subsampling_pre_processor) FurthestPointSubsamplingPreProcessorPP (class in src.model.deeplearn.dlrun.furthest_point_subsampling_pre_processorpp) fused_output() (src.tests.torf_gva_layer_test.TORFGVALayerTest method)

G

g_f1() (npu.eval.classification_evaluation_utils.ClassificationEvaluationUtils static method) g_iou() (npu.eval.classification_evaluation_utils.ClassificationEvaluationUtils static method) g_kappa() (npu.eval.classification_evaluation_utils.ClassificationEvaluationUtils static method) g_macc() (npu.eval.classification_evaluation_utils.ClassificationEvaluationUtils static method) g_mcc() (npu.eval.classification_evaluation_utils.ClassificationEvaluationUtils static method) g_oa() (npu.eval.classification_evaluation_utils.ClassificationEvaluationUtils static method) g_p() (npu.eval.classification_evaluation_utils.ClassificationEvaluationUtils static method) g_r() (npu.eval.classification_evaluation_utils.ClassificationEvaluationUtils static method) g_wf1() (npu.eval.classification_evaluation_utils.ClassificationEvaluationUtils static method) g_wiou() (npu.eval.classification_evaluation_utils.ClassificationEvaluationUtils static method) g_wp() (npu.eval.classification_evaluation_utils.ClassificationEvaluationUtils static method) g_wr() (npu.eval.classification_evaluation_utils.ClassificationEvaluationUtils static method) gather_and_center() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel static method) gather_input_features() (src.model.deeplearn.layer.features_downsampling_layer.FeaturesDownsamplingLayer static method) gather_neighborhoods() (src.model.deeplearn.layer.kpconv_layer.KPConvLayer method) gaussian_filter() (src.model.deeplearn.layer.features_downsampling_layer.FeaturesDownsamplingLayer static method) (src.model.deeplearn.layer.features_upsampling_layer.FeaturesUpsamplingLayer static method) gaussian_knn_oversample() (src.utils.ptransf.receptive_field_fps.ReceptiveFieldFPS static method) gaussian_rbf() (src.mining.smooth_feats_miner.SmoothFeatsMiner method) generate_classwise_eval_string() (npu.eval.classification_evaluation_utils.ClassificationEvaluationUtils static method) generate_confusion_matrix_string() (npu.eval.classification_evaluation_utils.ClassificationEvaluationUtils static method) generate_global_eval_string() (npu.eval.classification_evaluation_utils.ClassificationEvaluationUtils static method) generate_identifier() (npu.inout.serialization_context.SerializationContext method) generate_identifier_from_component() (npu.inout.serialization_context.SerializationContext method) generate_metric_functions() (src.eval.regression_evaluator.RegressionEvaluator method) generate_raster() (src.inout.geotiff_io.GeoTiffIO static method) generate_report_string() (npu.eval.kfold_evaluation_utils.KFoldEvaluationUtils static method) GeometricAffineLayer (class in src.model.deeplearn.layer.geometric_affine_layer) GeometricAffineLayerTest (class in src.tests.geometric_affine_layer_test) GeomFeatsMiner (class in src.mining.geom_feats_miner) GeomFeatsMinerPP (class in src.mining.geom_feats_minerpp) GeoTiffIO (class in src.inout.geotiff_io) get_box_points() (src.geometry.OrientedBoundingBox.OrientedBoundingBox method) get_center_of_empty_cells() (src.utils.ptransf.receptive_field_gs.ReceptiveFieldGS method) get_classes_vector() (src.pcloud.point_cloud.PointCloud method) get_cluster_labels() (src.clustering.postproc.clustering_post_processor.ClusteringPostProcessor method) get_config() (src.model.deeplearn.initializer.initializer.Initializer method) (src.model.deeplearn.layer.contextual_point_layer.ContextualPointLayer method) (src.model.deeplearn.layer.dense_with_ground_row.DenseWithGroundRow method) (src.model.deeplearn.layer.downsampling_spconv3d_layer.DownsamplingSpConv3DLayer method) (src.model.deeplearn.layer.drop_ground_row.DropGroundRow method) (src.model.deeplearn.layer.expansion_layer.ExpansionLayer method) (src.model.deeplearn.layer.features_downsampling_layer.FeaturesDownsamplingLayer method) (src.model.deeplearn.layer.features_structuring_layer.FeaturesStructuringLayer method) (src.model.deeplearn.layer.features_upsampling_layer.FeaturesUpsamplingLayer method) (src.model.deeplearn.layer.geometric_affine_layer.GeometricAffineLayer method) (src.model.deeplearn.layer.grouped_point_transformer_layer.GroupedPointTransformerLayer method) (src.model.deeplearn.layer.grouping_point_net_layer.GroupingPointNetLayer method) (src.model.deeplearn.layer.hourglass_layer.HourglassLayer method) (src.model.deeplearn.layer.kpconv_layer.KPConvLayer method) (src.model.deeplearn.layer.kpconvx_layer.KPConvXLayer method) (src.model.deeplearn.layer.layer.Layer method) (src.model.deeplearn.layer.light_kpconv_layer.LightKPConvLayer method) (src.model.deeplearn.layer.masked_batch_normalization.MaskedBatchNormalization method) (src.model.deeplearn.layer.point_mlp_layer.PointMLPLayer method) (src.model.deeplearn.layer.point_transformer_layer.PointTransformerLayer method) (src.model.deeplearn.layer.rbf_feat_extract_layer.RBFFeatExtractLayer method) (src.model.deeplearn.layer.rbf_feat_processing_layer.RBFFeatProcessingLayer method) (src.model.deeplearn.layer.spconv3d_decoding_layer.SpConv3DDecodingLayer method) (src.model.deeplearn.layer.spconv3d_encoding_layer.SpConv3DEncodingLayer method) (src.model.deeplearn.layer.submanifold_spconv3d_layer.SubmanifoldSpConv3DLayer method) (src.model.deeplearn.layer.torf_cast_float_layer.TORFCastFloatLayer method) (src.model.deeplearn.layer.torf_element_divide_layer.TORFElementDivideLayer method) (src.model.deeplearn.layer.torf_gva_layer.TORFGVALayer method) (src.model.deeplearn.layer.torf_masked_fill_layer.TORFMaskedFillLayer method) (src.model.deeplearn.layer.torf_output_mix_layer.TORFOutputMixLayer method) (src.model.deeplearn.layer.torf_point_wise_mask_layer.TORFPointWiseMaskLayer method) (src.model.deeplearn.layer.torf_reduce_max_layer.TORFReduceMaxLayer method) (src.model.deeplearn.layer.torf_reduce_sum_layer.TORFReduceSumLayer method) (src.model.deeplearn.layer.torf_slice_center_layer.TORFSliceCenterLayer method) (src.model.deeplearn.layer.upsampling_spconv3d_layer.UpsamplingSpConv3DLayer method) (src.model.deeplearn.regularizer.features_orthogonal_regularizer.FeaturesOrthogonalRegularizer method) (src.model.deeplearn.regularizer.regularizer.Regularizer method) get_contexts() (npu.inout.serialization_context.SerializationContext method) get_coordinates_matrix() (src.pcloud.point_cloud.PointCloud method) get_crs() (src.inout.simple_curve_writer.SimpleCurveWriter method) get_curves_dict() (src.clustering.simple_curve_extractor.SimpleCurveExtractor method)

get_decorated_fnames() (src.mining.decorated_miner.DecoratedMiner method) (src.mining.recount_miner.RecountMiner method) get_decorated_frenames() (src.mining.decorated_miner.DecoratedMiner method) get_domain_from_cluster_labels() (src.clustering.postproc.clustering_post_processor.ClusteringPostProcessor method) get_downsampling_matrices() (src.utils.ptransf.receptive_field_hierarchical_fps.ReceptiveFieldHierarchicalFPS method) get_downsampling_neighbor_tables() (src.utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) get_downsampling_vectors() (src.utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) get_downsampling_windows() (src.utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) get_feature_importances() (src.model.random_forestpp_classification_model.RandomForestPPClassificationModel method) get_feature_space_matrix() (src.mining.miner.Miner static method) get_feature_type() (src.mining.miner.Miner static method) get_features_matrix() (src.pcloud.point_cloud.PointCloud method) get_features_names() (src.pcloud.point_cloud.PointCloud method) get_first_model() (src.pipeline.predictive_pipeline.PredictivePipeline method) get_fnames_from_filters() (src.eval.advanced_classification_evaluator.AdvancedClassificationEvaluator method) get_fnames_recursively() (src.model.decorated_model.DecoratedModel method) get_from_state() (src.model.deeplearn.handle.dl_path_manager.DLPathManager method) get_header() (src.pcloud.point_cloud.PointCloud method) get_identifier() (npu.inout.serialization_context.SerializationContext method) get_indices_from_names() (src.eval.classification_evaluator.ClassificationEvaluator static method) get_input_data() (src.model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (src.model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) get_input_from_pcloud() (src.model.decorated_model.DecoratedModel method) (src.model.deeplearn.conv_autoenc_pwise_classif_model.ConvAutoencPwiseClassifModel method) (src.model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel method) (src.model.deeplearn.rbf_net_pwise_classif_model.RBFNetPwiseClassifModel method) (src.model.deeplearn.spconv3d_pwise_classif_model.SpConv3DPwiseClassifModel method) (src.model.model.Model method) get_max_depth() (src.utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) get_min_point() (src.utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) get_names_of_transformed_features() (src.utils.ftransf.feature_transformer.FeatureTransformer method) (src.utils.ftransf.minmax_normalizer.MinmaxNormalizer method) (src.utils.ftransf.pca_transformer.PCATransformer method) (src.utils.ftransf.standardizer.Standardizer method) get_neighborhood_matrices() (src.utils.ptransf.receptive_field_hierarchical_fps.ReceptiveFieldHierarchicalFPS method) get_num_input_points() (src.model.deeplearn.dlrun.furthest_point_subsampling_pre_processor.FurthestPointSubsamplingPreProcessor method) (src.model.deeplearn.dlrun.grid_subsampling_pre_processor.GridSubsamplingPreProcessor method) (src.model.deeplearn.dlrun.point_net_pre_processor.PointNetPreProcessor method) get_num_output_heads() (src.model.deeplearn.arch.architecture.Architecture method) (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) get_num_partitions() (src.utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) get_num_points() (src.pcloud.point_cloud.PointCloud method) get_permutation_importances() (src.model.random_forestpp_classification_model.RandomForestPPClassificationModel method) get_predictions_vector() (src.pcloud.point_cloud.PointCloud method) get_recount_names_from_filter() (src.mining.recount_miner.RecountMiner method) (src.mining.recount_minerpp.RecountMinerPP method) get_self_allocated_mem() (npu.utils.sys_utils.SysUtils static method) get_structure_space_matrix() (src.mining.miner.Miner static method) get_submanifold_map_as_dict() (src.utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) get_submanifold_maps() (src.utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) get_submanifold_neighbor_tables() (src.utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) get_submanifold_windows() (src.utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) get_sys_mem() (npu.utils.sys_utils.SysUtils static method) get_sys_threads() (npu.utils.sys_utils.SysUtils static method) get_upsampling_matrices() (src.utils.ptransf.receptive_field_hierarchical_fps.ReceptiveFieldHierarchicalFPS method) get_upsampling_neighbor_tables() (src.utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) get_upsampling_vectors() (src.utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) get_upsampling_windows() (src.utils.ptransf.receptive_field_hierarchical_sg.ReceptiveFieldHierarchicalSG method) get_volume() (src.geometry.OrientedBoundingBox.OrientedBoundingBox method) getitem_predict() (src.model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (src.model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) (src.model.deeplearn.sequencer.dl_sequencer.DLSequencer method) (src.model.deeplearn.sequencer.dl_sparse_concat_sequencer.DLSparseConcatSequencer method) getitem_training() (src.model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (src.model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) (src.model.deeplearn.sequencer.dl_sequencer.DLSequencer method) (src.model.deeplearn.sequencer.dl_sparse_concat_sequencer.DLSparseConcatSequencer method) getitem_training_from_offline_storage() (src.model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) grid_subsample() (src.utils.curve.simple_global_curve_optimizer.SimpleGlobalCurveOptimizer static method) GridInterpolator2D (class in src.utils.raster.grid_interpolator_2d) GridSubsamplingPostProcessor (class in src.model.deeplearn.dlrun.grid_subsampling_post_processor) GridSubsamplingPreProcessor (class in src.model.deeplearn.dlrun.grid_subsampling_pre_processor) GroupedPointTransformerLayer (class in src.model.deeplearn.layer.grouped_point_transformer_layer) GroupedPointTransformerLayerTest (class in src.tests.grouped_point_transformer_layer_test) GroupingPointNetLayer (class in src.model.deeplearn.layer.grouping_point_net_layer) GroupingPointNetLayerTest (class in src.tests.grouping_point_net_layer_test) GVABlock (class in src.model.deeplearn.arch.transf_octorf_pwise_classif)

H

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

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

I

impute() (src.utils.imput.imputer.Imputer method) (src.utils.imput.removal_imputer.RemovalImputer method) (src.utils.imput.univariate_imputer.UnivariateImputer method) impute_pcloud() (src.utils.imput.imputer.Imputer method) (src.utils.imput.removal_imputer.RemovalImputer method) Imputer (class in src.utils.imput.imputer) ImputerException ImputerUtils (class in src.utils.imputer_utils) init_random_indices() (src.model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (src.model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) (src.model.deeplearn.sequencer.dl_sequencer.DLSequencer method) (src.model.deeplearn.sequencer.dl_sparse_concat_sequencer.DLSparseConcatSequencer method) initialize_offline_storage_file() (src.model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) Initializer (class in src.model.deeplearn.initializer.initializer) INLINE_ROWS_LIMIT (src.report.taut_string_reclassification_report.TautStringReclassificationReport attribute) INPUT_LAS (src.tests.simple_curve_evaluation_test.SimpleCurveEvaluationTest attribute) input_output_hatch() (npu.pipeline.sequential_pipeline.SequentialPipeline method) INPUT_PATH (src.tests.simple_curve_extraction_test.SimpleCurveExtractionTest attribute) insert_chunk_into_offline_storage_file() (src.model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) InterdimensionalPointTransformerLayer (class in src.model.deeplearn.layer.interdimensional_point_transformer_layer) InterdimensionalPointTransformerLayerTest (class in src.tests.interdimensional_point_transformer_layer_test) IOUtils (class in npu.inout.io_utils) iqr_outlier_filter() (src.eval.regression_evaluator.RegressionEvaluator method)

is_built() (src.model.deeplearn.arch.architecture.Architecture method) is_compiled() (src.model.deeplearn.handle.dl_model_handler.DLModelHandler method) is_cross_cid_cov_refine_pair() (src.utils.curve.simple_final_cleanup.SimpleFinalCleanup static method) is_deep_learning_model() (src.model.decorated_model.DecoratedModel method) (src.model.deeplearn.conv_autoenc_pwise_classif_model.ConvAutoencPwiseClassifModel method) (src.model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel method) (src.model.deeplearn.rbf_net_pwise_classif_model.RBFNetPwiseClassifModel method) (src.model.deeplearn.spconv3d_pwise_classif_model.SpConv3DPwiseClassifModel method) (src.model.model.Model method) (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) is_dump_recommended() (src.pcloud.mem_to_file_proxy.MemToFileProxy method) is_dumped() (src.pcloud.mem_to_file_proxy.MemToFileProxy method) is_offline_storage_file_initialized() (src.model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) is_offline_storage_open() (src.model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) is_single_line_file() (npu.inout.io_utils.IOUtils static method) is_single_value() (src.utils.preds.argmax_pred_select_strategy.ArgMaxPredSelectStrategy static method) is_tracked() (npu.inout.serialization_context.SerializationContext method) is_tracked_component() (npu.inout.serialization_context.SerializationContext method) is_url() (npu.inout.io_utils.IOUtils static method) is_using_binary_crossentropy() (npu.utils.dl_utils.DLUtils static method) is_using_deep_learning() (npu.pipeline.pipeline.Pipeline method) (src.pipeline.predictive_pipeline.PredictivePipeline method) (src.pipeline.sequential_pipeline.SequentialPipeline method)

J

jitter() (src.utils.ptransf.transf_octorf_augmentor.TransfOctoRFAugmentor method)

JsonIO (class in npu.inout.json_io)

K

KBestSelector (class in src.utils.ftransf.kbest_selector) KerasTest (class in npu.tests.keras_test) KerasUtils (class in npu.utils.keras_utils) KernelPointBallInitializer (class in src.model.deeplearn.initializer.kernel_point_ball_initializer) KernelPointStructureInitializer (class in src.model.deeplearn.initializer.kernel_point_structure_initializer) KFoldEvaluation (class in npu.eval.kfold_evaluation) (class in src.eval.kfold_evaluation) KFoldEvaluationUtils (class in npu.eval.kfold_evaluation_utils) KFoldEvaluator (class in npu.eval.kfold_evaluator) (class in src.eval.kfold_evaluator) KFoldPlot (class in src.plot.kfold_plot) KFoldReport (class in src.report.kfold_report)

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

L

LASInoutTest (class in src.tests.las_inout_test) Layer (class in src.model.deeplearn.layer.layer) lazy_prepare() (src.eval.deeplearn.dl_model_evaluator.DLModelEvaluator method) LENGTH_2D (src.clustering.simple_curve_extractor.FeatureMeta attribute) LENGTH_3D (src.clustering.simple_curve_extractor.FeatureMeta attribute) LightKPConvLayer (class in src.model.deeplearn.layer.light_kpconv_layer) LightKPConvLayerPlot (class in src.plot.light_kpconv_layer_plot) LightKPConvLayerReport (class in src.report.light_kpconv_layer_report) LightKPConvLayerTest (class in src.tests.light_kpconv_layer_test) LINEAR_BASELINE (src.tests.directional_reclassifier_test.DirectionalReclassifierTest attribute) linear_subtest() (src.tests.directional_reclassifier_test.DirectionalReclassifierTest method) load() (src.pcloud.mem_to_file_proxy.MemToFileProxy method) load_attribute() (npu.inout.serialization_context.SerializationContext method) load_attribute_from_component() (npu.inout.serialization_context.SerializationContext method) load_backbone_pcloud_in_offline_storage() (src.model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method)

load_current_chunk_in_cache() (src.model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) load_input() (src.pipeline.pipeline_executor.PipelineExecutor method) load_model() (src.main.main_predict.MainPredict static method) (src.model.random_forestpp_classification_model.RandomForestPPClassificationModel method) load_pcloud_in_backbone() (src.model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) load_pcloud_past() (src.mining.naive_change_miner.NaiveChangeMiner method) load_pclouds_in_offline_storage() (src.model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) load_tests_module() (npu.tests.test_utils.TestUtils static method) local_axes() (in module src.geometry.OrientedBoundingBox) local_to_world_coordinates() (in module src.geometry.OrientedBoundingBox) log_frozen_summary() (src.model.deeplearn.handle.dl_freeze_training_executor.DLFreezeTrainingExecutor static method) lrm_ref() (in module src.tests.raster_grid_postproc_ref) ls() (src.api.catacloud.caclmodel_ops.CaClModelOps method) (src.api.catacloud.caclpcloud_ops.CaClPcloudOps method) (src.api.catacloud.caclpipeline_ops.CaClPipelineOps method)

M

mae_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) main() (in module src.main.main) (npu.main.main_pipeline.MainPipeline static method) (src.main.main_clustering.MainClustering static method) (src.main.main_eval.MainEval static method) (src.main.main_mine.MainMine static method) (src.main.main_predict.MainPredict static method) (src.main.main_test.MainTest static method) (src.main.main_train.MainTrain static method) main_config_init() (in module src.main.main_config) main_config_subdict_init() (in module src.main.main_config) main_logger_init() (in module src.main.main_logger) main_test() (in module src.main.main) main_vl3d() (in module src.main.main) MainClustering (class in src.main.main_clustering) MainEval (class in src.main.main_eval) MainMine (class in src.main.main_mine) MainPipeline (class in npu.main.main_pipeline) MainPredict (class in src.main.main_predict) MainTest (class in src.main.main_test) MainTrain (class in src.main.main_train) make() (src.pcloud.factory.point_cloud_arrays_factory.PointCloudArraysFactory method) (src.pcloud.factory.point_cloud_factory.PointCloudFactory method) (src.pcloud.factory.point_cloud_file_factory.PointCloudFileFactory method) make_bridge() (src.utils.curve.simple_global_curve_optimizer.SimpleGlobalCurveOptimizer static method) make_data() (src.tests.torf_training_tools_test.TORFTrainingToolsTest static method) make_directory() (npu.inout.io_utils.IOUtils static method) make_from_arrays() (src.pcloud.point_cloud_factory_facade.PointCloudFactoryFacade static method) make_from_dict() (src.utils.preds.prediction_reducer_factory.PredictionReducerFactory static method) make_from_file() (src.pcloud.point_cloud_factory_facade.PointCloudFactoryFacade static method) make_from_pcloud() (src.pcloud.point_cloud_factory_facade.PointCloudFactoryFacade static method) make_reduce_strategy() (src.utils.preds.prediction_reducer_factory.PredictionReducerFactory static method) make_select_strategy() (src.utils.preds.prediction_reducer_factory.PredictionReducerFactory static method) make_separable_features() (src.tests.transf_octorf_test.TransfOctoRFTest static method) make_separable_pcloud() (src.tests.transf_octorf_test.TransfOctoRFTest static method) masked_mean_pool() (src.model.deeplearn.arch.transf_octorf_pwise_classif.TransfOctoRFPwiseClassif method) MaskedBatchNormalization (class in src.model.deeplearn.layer.masked_batch_normalization) MaskedBatchNormalizationTest (class in src.tests.masked_batch_normalization_test) match_coords_to_indices() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel static method) MAX_DEPTH (src.tests.spconv3d_arch_test.SpConv3DArchTest attribute) max_dz() (src.utils.curve.simple_global_curve_optimizer.SimpleGlobalCurveOptimizer method) max_filter() (src.model.deeplearn.layer.features_downsampling_layer.FeaturesDownsamplingLayer static method) (src.model.deeplearn.layer.features_upsampling_layer.FeaturesUpsamplingLayer static method) MAX_GAPS (src.tests.simple_curve_evaluation_test.SimpleCurveEvaluationTest attribute) MAX_GRADE (src.clustering.simple_curve_extractor.FeatureMeta attribute) MAX_HALLUCINATED_FEATURES (src.tests.simple_curve_evaluation_test.SimpleCurveEvaluationTest attribute) MAX_INTRA_CURVE_GAPS (src.tests.simple_curve_extraction_test.SimpleCurveExtractionTest attribute) MAX_OFFBREAKLINE_RUNS (src.tests.simple_curve_extraction_test.SimpleCurveExtractionTest attribute) MAX_SAME_CURVE_CROSSINGS (src.tests.simple_curve_extraction_test.SimpleCurveExtractionTest attribute) MAX_SELF_INTERSECTIONS (src.tests.simple_curve_evaluation_test.SimpleCurveEvaluationTest attribute) maxae_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) maxe_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) MaxPredReduceStrategy (class in src.utils.preds.max_pred_reduce_strategy) maxse_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) me_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) meae_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) mean_f() (src.mining.smooth_feats_miner.SmoothFeatsMiner method) mean_filter() (src.model.deeplearn.layer.features_downsampling_layer.FeaturesDownsamplingLayer static method) (src.model.deeplearn.layer.features_upsampling_layer.FeaturesUpsamplingLayer static method) MeanPredReduceStrategy (class in src.utils.preds.mean_pred_reduce_strategy) mee_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) MemToFileProxy (class in src.pcloud.mem_to_file_proxy) merge() (npu.utils.dict_utils.DictUtils static method) merge_endpoints() (src.utils.curve.simple_topological_stitcher.SimpleTopologicalStitcher method) merge_history() (npu.utils.keras_utils.KerasUtils static method) merge_path() (src.model.model_op.ModelOp static method) mese_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) MetaReport (class in src.report.meta_report) metrics_from_names() (src.eval.classification_evaluator.ClassificationEvaluator static method) minae_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) MinDistDecimatorDecorator (class in src.utils.ptransf.min_dist_decimator_decorator) MinDistDecimatorTest (class in src.tests.min_dist_decimator_test) MinDistDecoratedClusterer (class in src.clustering.min_dist_decorated_clusterer) MinDistDecoratedMiner (class in src.mining.min_dist_decorated_miner) MinDistDecoratedModel (class in src.model.mindist_decorated_model) mine() (src.mining.fps_decorated_miner.FPSDecoratedMiner method) (src.mining.geom_feats_miner.GeomFeatsMiner method) (src.mining.geom_feats_minerpp.GeomFeatsMinerPP method) (src.mining.height_feats_miner.HeightFeatsMiner method) (src.mining.hsv_from_rgb_miner.HSVFromRGBMiner method) (src.mining.min_dist_decorated_miner.MinDistDecoratedMiner method) (src.mining.miner.Miner method) (src.mining.naive_change_miner.NaiveChangeMiner method) (src.mining.recount_miner.RecountMiner method) (src.mining.recount_minerpp.RecountMinerPP method) (src.mining.simple_smooth_decorated_miner.SimpleSmoothDecoratedMiner method) (src.mining.smooth_feats_miner.SmoothFeatsMiner method) (src.mining.smooth_feats_minerpp.SmoothFeatsMinerPP method) (src.mining.take_closest_miner.TakeClosestMiner method) mine_centroids() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) mine_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) mine_geom() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel static method) mine_height() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel static method) mine_recount() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel static method) mine_smooth() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel static method) Miner (class in src.mining.miner) MinerException MinmaxNormalizationReport (class in src.report.minmax_normalization_report) MinmaxNormalizer (class in src.utils.ftransf.minmax_normalizer) minse_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) MODE_NAMES (src.report.taut_string_reclassification_report.TautStringReclassificationReport attribute) Model (class in src.model.model) model_fit() (src.model.deeplearn.handle.dl_training_handler.DLTrainingHandler method) model_output_validation() (src.tests.model_serialization_test.ModelSerializationTest static method) model_weights_validation() (src.tests.model_serialization_test.ModelSerializationTest static method) ModelException ModelIO (class in src.inout.model_io) ModelOp (class in src.model.model_op) ModelOp.OP (class in src.model.model_op) ModelOpException ModelSerializationTest (class in src.tests.model_serialization_test) ModelWriter (class in src.inout.model_writer) module npu npu.eval npu.eval.classification_evaluation_utils npu.eval.kfold_evaluation npu.eval.kfold_evaluation_utils npu.eval.kfold_evaluator npu.exception npu.exception.naips_exception npu.inout npu.inout.csv_io npu.inout.io_utils npu.inout.json_io npu.inout.serialization_context npu.main npu.main.main_pipeline npu.model npu.model.deeplearn npu.model.deeplearn.deep_learning_exception npu.pipeline npu.pipeline.pipeline npu.pipeline.pps npu.pipeline.pps.pipeline_predictive_strategy npu.pipeline.sequential_pipeline npu.pipeline.state npu.pipeline.state.pipeline_state npu.plot npu.plot.classification_plot_utils npu.plot.plot_utils npu.tests npu.tests.keras_test npu.tests.naips_test npu.tests.test_utils npu.utils npu.utils.dict_utils npu.utils.dl_utils npu.utils.keras_utils npu.utils.num_utils npu.utils.str_utils npu.utils.sys_utils src src.api src.api.api_exception src.api.catacloud src.api.catacloud.caclmodel_ops src.api.catacloud.caclop src.api.catacloud.caclpcloud_ops src.api.catacloud.caclpipeline_ops src.api.catacloud.caclsession src.clustering src.clustering.bivariate_critical_clusterer src.clustering.clusterer src.clustering.dbscan_clusterer src.clustering.fps_decorated_clusterer src.clustering.min_dist_decorated_clusterer src.clustering.postproc src.clustering.postproc.cluster_enveloper src.clustering.postproc.cluster_marker src.clustering.postproc.cluster_selector src.clustering.postproc.clustering_post_processor src.clustering.sampling_decorated_clusterer src.clustering.simple_curve_extractor src.clustering.simple_features_clusterer src.eval src.eval.advanced_classification_evaluation src.eval.advanced_classification_evaluator src.eval.classification_evaluation src.eval.classification_evaluator src.eval.classification_uncertainty_evaluation src.eval.classification_uncertainty_evaluator src.eval.deeplearn src.eval.deeplearn.dl_model_evaluation src.eval.deeplearn.dl_model_evaluator src.eval.evaluation src.eval.evaluator src.eval.kfold_evaluation src.eval.kfold_evaluator src.eval.rand_forest_evaluation src.eval.rand_forest_evaluator src.eval.rand_forestpp_evaluation src.eval.rand_forestpp_evaluator src.eval.raster src.eval.raster.filter_utils src.eval.raster.raster_grid_core src.eval.raster.raster_postproc src.eval.raster_grid_evaluation src.eval.raster_grid_evaluator src.eval.raster_grid_evaluatorpp src.eval.regression_evaluation src.eval.regression_evaluator src.eval.simple_curve_evaluation src.eval.simple_curve_evaluator src.eval.torf_rfvsnn_evaluation src.eval.torf_rfvsnn_evaluator src.geometry src.geometry.OrientedBoundingBox src.geometry.PCA src.inout src.inout.classified_pcloud_writer src.inout.geotiff_io src.inout.model_io src.inout.model_writer src.inout.pipeline_io src.inout.point_cloud_io src.inout.predictions_writer src.inout.predictive_pipeline_writer src.inout.simple_curve_writer src.inout.writer src.inout.writer_utils src.main src.main.main src.main.main_args src.main.main_clustering src.main.main_config src.main.main_eval src.main.main_logger src.main.main_memcheck src.main.main_mine src.main.main_predict src.main.main_test src.main.main_train src.main.vl3d_exception src.mining src.mining.decorated_miner src.mining.fps_decorated_miner src.mining.geom_feats_miner src.mining.geom_feats_minerpp src.mining.height_feats_miner src.mining.height_feats_minerpp src.mining.hsv_from_rgb_miner src.mining.min_dist_decorated_miner src.mining.miner src.mining.naive_change_miner src.mining.recount_miner src.mining.recount_minerpp src.mining.sampling_decorated_miner src.mining.simple_smooth_decorated_miner src.mining.smooth_feats_miner src.mining.smooth_feats_minerpp src.mining.take_closest_miner src.model src.model.classification_model src.model.decorated_model src.model.deeplearn src.model.deeplearn.arch src.model.deeplearn.arch.architecture src.model.deeplearn.arch.conv_autoenc_pwise_classif src.model.deeplearn.arch.point_net src.model.deeplearn.arch.point_net_pwise_classif src.model.deeplearn.arch.rbfnet src.model.deeplearn.arch.rbfnet_pwise_classif src.model.deeplearn.arch.spconv3d_pwise_classif src.model.deeplearn.arch.transf_octorf_pwise_classif src.model.deeplearn.conv_autoenc_pwise_classif_model src.model.deeplearn.deep_learning_exception src.model.deeplearn.dlrun src.model.deeplearn.dlrun.furthest_point_subsampling_post_processor src.model.deeplearn.dlrun.furthest_point_subsampling_post_processorpp src.model.deeplearn.dlrun.furthest_point_subsampling_pre_processor src.model.deeplearn.dlrun.furthest_point_subsampling_pre_processorpp src.model.deeplearn.dlrun.grid_subsampling_post_processor src.model.deeplearn.dlrun.grid_subsampling_pre_processor src.model.deeplearn.dlrun.hierarchical_fps_post_processor src.model.deeplearn.dlrun.hierarchical_fps_post_processorpp src.model.deeplearn.dlrun.hierarchical_fps_pre_processor src.model.deeplearn.dlrun.hierarchical_fps_pre_processorpp src.model.deeplearn.dlrun.hierarchical_post_processor src.model.deeplearn.dlrun.hierarchical_pre_processor src.model.deeplearn.dlrun.hierarchical_sg_post_processorpp src.model.deeplearn.dlrun.hierarchical_sg_pre_processorpp src.model.deeplearn.dlrun.point_net_post_processor src.model.deeplearn.dlrun.point_net_pre_processor src.model.deeplearn.dlrun.receptive_field_pre_processor src.model.deeplearn.handle src.model.deeplearn.handle.dl_callback_builder src.model.deeplearn.handle.dl_class_weighter src.model.deeplearn.handle.dl_freeze_training_executor src.model.deeplearn.handle.dl_label_formatter src.model.deeplearn.handle.dl_model_compiler src.model.deeplearn.handle.dl_model_handler src.model.deeplearn.handle.dl_model_reporter src.model.deeplearn.handle.dl_path_manager src.model.deeplearn.handle.dl_pretrained_handler src.model.deeplearn.handle.dl_sequencer_builder src.model.deeplearn.handle.dl_training_handler src.model.deeplearn.handle.dl_transfer_handler src.model.deeplearn.handle.simple_dl_model_handler src.model.deeplearn.handle.torf_transfer_handler src.model.deeplearn.handle.transf_octorf_handler src.model.deeplearn.initializer src.model.deeplearn.initializer.fibonacci_shell_initializer src.model.deeplearn.initializer.initializer src.model.deeplearn.initializer.kernel_point_ball_initializer src.model.deeplearn.initializer.kernel_point_structure_initializer src.model.deeplearn.layer src.model.deeplearn.layer.contextual_point_layer src.model.deeplearn.layer.dense_with_ground_row src.model.deeplearn.layer.downsampling_spconv3d_layer src.model.deeplearn.layer.drop_ground_row src.model.deeplearn.layer.expansion_layer src.model.deeplearn.layer.features_downsampling_layer src.model.deeplearn.layer.features_structuring_layer src.model.deeplearn.layer.features_upsampling_layer src.model.deeplearn.layer.geometric_affine_layer src.model.deeplearn.layer.grouped_point_transformer_layer src.model.deeplearn.layer.grouping_point_net_layer src.model.deeplearn.layer.hourglass_layer src.model.deeplearn.layer.interdimensional_point_transformer_layer src.model.deeplearn.layer.kpconv_layer src.model.deeplearn.layer.kpconvx_layer src.model.deeplearn.layer.layer src.model.deeplearn.layer.light_kpconv_layer src.model.deeplearn.layer.masked_batch_normalization src.model.deeplearn.layer.point_mlp_layer src.model.deeplearn.layer.point_transformer_layer src.model.deeplearn.layer.rbf_feat_extract_layer src.model.deeplearn.layer.rbf_feat_processing_layer src.model.deeplearn.layer.spconv3d_decoding_layer src.model.deeplearn.layer.spconv3d_encoding_layer src.model.deeplearn.layer.strided_kpconv_layer src.model.deeplearn.layer.strided_light_kpconv_layer src.model.deeplearn.layer.submanifold_spconv3d_layer src.model.deeplearn.layer.torf_cast_float_layer src.model.deeplearn.layer.torf_element_divide_layer src.model.deeplearn.layer.torf_gva_layer src.model.deeplearn.layer.torf_masked_fill_layer src.model.deeplearn.layer.torf_output_mix_layer src.model.deeplearn.layer.torf_point_wise_mask_layer src.model.deeplearn.layer.torf_reduce_max_layer src.model.deeplearn.layer.torf_reduce_sum_layer src.model.deeplearn.layer.torf_slice_center_layer src.model.deeplearn.layer.upsampling_spconv3d_layer src.model.deeplearn.loss src.model.deeplearn.loss.class_weighted_binary_crossentropy src.model.deeplearn.loss.class_weighted_categorical_crossentropy src.model.deeplearn.loss.class_weighted_focal_binary_crossentropy src.model.deeplearn.loss.class_weighted_focal_categorical_crossentropy src.model.deeplearn.loss.multiloss_linear_superposition src.model.deeplearn.loss.ragged_binary_crossentropy src.model.deeplearn.loss.ragged_categorical_crossentropy src.model.deeplearn.loss.ragged_class_weighted_binary_crossentropy src.model.deeplearn.loss.ragged_class_weighted_categorical_crossentropy src.model.deeplearn.loss.torf_binary_crossentropy src.model.deeplearn.loss.torf_categorical_crossentropy src.model.deeplearn.metric src.model.deeplearn.metric.multihead_metric src.model.deeplearn.metric.vl3d_f1_score src.model.deeplearn.optimizer src.model.deeplearn.optimizer.centralized_adadelta src.model.deeplearn.optimizer.centralized_adagrad src.model.deeplearn.optimizer.centralized_adam src.model.deeplearn.optimizer.centralized_adamax src.model.deeplearn.optimizer.centralized_adamw src.model.deeplearn.optimizer.centralized_ftrl src.model.deeplearn.optimizer.centralized_lamb src.model.deeplearn.optimizer.centralized_lion src.model.deeplearn.optimizer.centralized_nadam src.model.deeplearn.optimizer.centralized_rmsprop src.model.deeplearn.optimizer.centralized_sgd src.model.deeplearn.optimizer.torf_centralized_adam src.model.deeplearn.optimizer.torf_centralized_sgd src.model.deeplearn.point_net_pwise_classif_model src.model.deeplearn.rbf_net_pwise_classif_model src.model.deeplearn.regularizer src.model.deeplearn.regularizer.features_orthogonal_regularizer src.model.deeplearn.regularizer.regularizer src.model.deeplearn.sequencer src.model.deeplearn.sequencer.dl_abstract_sequencer src.model.deeplearn.sequencer.dl_offline_sequencer src.model.deeplearn.sequencer.dl_sequencer src.model.deeplearn.sequencer.dl_sparse_concat_sequencer src.model.deeplearn.sequencer.transf_octorf_sequencer src.model.deeplearn.spconv3d_pwise_classif_model src.model.fps_decorated_model src.model.mindist_decorated_model src.model.model src.model.model_op src.model.random_forest_classification_model src.model.random_forestpp_classification_model src.model.tdcomp src.model.tdcomp.classwise_sampler src.model.tdcomp.smote src.model.tdcomp.training_data_component src.model.transf_octorf_classification_model src.pcloud src.pcloud.factory src.pcloud.factory.point_cloud_arrays_factory src.pcloud.factory.point_cloud_factory src.pcloud.factory.point_cloud_file_factory src.pcloud.mem_to_file_proxy src.pcloud.point_cloud src.pcloud.point_cloud_factory_facade src.pcloud.point_cloud_filter src.pipeline src.pipeline.handle src.pipeline.handle.pcloud_concat_handler src.pipeline.handle.pipeline_decoration_handler src.pipeline.pipeline_exception src.pipeline.pipeline_executor src.pipeline.pipeline_input src.pipeline.pipeline_output src.pipeline.pps src.pipeline.pps.pps_exception src.pipeline.pps.pps_sequential src.pipeline.predictive_pipeline src.pipeline.sequential_pipeline src.pipeline.state src.pipeline.state.pipeline_state_exception src.pipeline.state.simple_pipeline_state src.plot src.plot.advanced_classification_plot src.plot.class_reduction_plot src.plot.classification_plot src.plot.classification_uncertainty_plot src.plot.directional_reclassification_plot src.plot.distance_reclassification_plot src.plot.feature_processing_layer_plot src.plot.features_structuring_layer_plot src.plot.kfold_plot src.plot.kpconv_layer_plot src.plot.light_kpconv_layer_plot src.plot.mpl_plot src.plot.pca_variance_plot src.plot.plot src.plot.rand_forest_plot src.plot.rand_forestpp_plot src.plot.raster_grid_plot src.plot.receptive_fields_distribution_plot src.plot.regression_plot src.plot.simple_curve_plot src.plot.torf_rfvsnn_plot src.plot.training_history_plot src.report src.report.advanced_classification_report src.report.best_score_selection_report src.report.class_reduction_report src.report.classification_report src.report.classification_uncertainty_report src.report.classified_pcloud_report src.report.deep_learning_model_summary_report src.report.directional_reclassification_report src.report.distance_reclassification_report src.report.feature_processing_layer_report src.report.features_structuring_layer_report src.report.hyper_search_report src.report.kfold_report src.report.kpconv_layer_report src.report.light_kpconv_layer_report src.report.meta_report src.report.minmax_normalization_report src.report.pca_projection_report src.report.pwise_activations_report src.report.rand_forest_report src.report.rand_forestpp_report src.report.receptive_field_oversampling_report src.report.receptive_fields_distribution_report src.report.receptive_fields_report src.report.regression_report src.report.report src.report.simple_curve_report src.report.standardization_report src.report.taut_string_reclassification_report src.report.torf_rfvsnn_report src.report.training_history_report src.report.variance_selection_report src.tests src.tests.contextual_point_layer_test src.tests.custom_pwise_losses_test src.tests.directional_reclassifier_test src.tests.dl_offline_sequencer_test src.tests.dl_sparse_concat_sequencer_test src.tests.downsampling_spconv3d_layer_test src.tests.features_downsampling_layer_test src.tests.features_structuring_layer_test src.tests.features_upsampling_layer_test src.tests.fps_decorator_test src.tests.fps_pre_processing_test src.tests.freeze_training_test src.tests.geometric_affine_layer_test src.tests.grouped_point_transformer_layer_test src.tests.grouping_point_net_layer_test src.tests.hierarchical_receptive_field_test src.tests.hourglass_layer_test src.tests.hsv_from_rgb_test src.tests.interdimensional_point_transformer_layer_test src.tests.kpconv_layer_test src.tests.kpconvx_layer_test src.tests.las_inout_test src.tests.light_kpconv_layer_test src.tests.masked_batch_normalization_test src.tests.min_dist_decimator_test src.tests.model_serialization_test src.tests.point_mlp_layer_test src.tests.point_transformer_layer_test src.tests.prediction_reducer_test src.tests.predictive_pipeline_test src.tests.ragged_losses_test src.tests.raster_grid_evaluatorpp_test src.tests.raster_grid_postproc_ref src.tests.rbf_feat_extract_layer_test src.tests.rbf_feat_processing_layer_test src.tests.receptive_field_test src.tests.simple_curve_evaluation_test src.tests.simple_curve_extraction_test src.tests.simple_curve_extractor_unit_test src.tests.simple_features_clusterer_test src.tests.simple_smoother_decorator_test src.tests.spconv3d_arch_test src.tests.spconv3d_decoding_layer_test src.tests.spconv3d_encoding_layer_test src.tests.spconv3d_mixed_precision_e2e_test src.tests.spconv3d_pwise_classif_save_load_test src.tests.spconv_cross_batch_test src.tests.spconv_dense_neighbor_tables_test src.tests.spconv_neighbor_tables_propagation_test src.tests.strided_kpconv_layer_test src.tests.strided_light_kpconv_layer_test src.tests.submanifold_spconv3d_layer_test src.tests.taut_string_reclassifier_test src.tests.torf_gva_layer_test src.tests.torf_losses_test src.tests.torf_training_tools_test src.tests.transf_octorf_test src.tests.upsampling_spconv3d_layer_test src.tests.vl3d_test src.tests.vl3dpp_backend_test src.tests.vl3dpp_binding_test src.tests.vl3dpp_dl_fps_pre_proc_test src.tests.vl3dpp_dl_hierarchical_fps_pre_proc_test src.tests.vl3dpp_dl_hierarchical_sg_post_proc_test src.tests.vl3dpp_dl_hierarchical_sg_pre_proc_test src.tests.vl3dpp_dl_label_reduction_test src.tests.vl3dpp_dl_post_proc_test src.tests.vl3dpp_hierarchical_sparse_grid_test src.tests.vl3dpp_oversampler_test src.tests.vl3dpp_support_neighborhoods_test src.ui src.ui.catacloud src.ui.catacloud.cacl_cmd_handler src.ui.ui_exception src.utils src.utils.ctransf src.utils.ctransf.class_reducer src.utils.ctransf.class_setter src.utils.ctransf.class_transformer src.utils.ctransf.directional_reclassifier src.utils.ctransf.distance_reclassifier src.utils.ctransf.taut_string_reclassifier src.utils.ctransf_utils src.utils.curve src.utils.curve.simple_coverage_refiner src.utils.curve.simple_crossing_handler src.utils.curve.simple_final_cleanup src.utils.curve.simple_global_curve_optimizer src.utils.curve.simple_polyline_sanitizer src.utils.curve.simple_topological_stitcher src.utils.ftransf src.utils.ftransf.explicit_selector src.utils.ftransf.feature_transformer src.utils.ftransf.kbest_selector src.utils.ftransf.minmax_normalizer src.utils.ftransf.pca_transformer src.utils.ftransf.percentile_selector src.utils.ftransf.standardizer src.utils.ftransf.variance_selector src.utils.ftransf_utils src.utils.imput src.utils.imput.imputer src.utils.imput.removal_imputer src.utils.imput.univariate_imputer src.utils.imputer_utils src.utils.neighborhood src.utils.neighborhood.support_neighborhoods src.utils.neighborhood.support_neighborhoodspp src.utils.preds src.utils.preds.argmax_pred_select_strategy src.utils.preds.entropic_pred_reduce_strategy src.utils.preds.max_pred_reduce_strategy src.utils.preds.mean_pred_reduce_strategy src.utils.preds.pred_reduce_strategy src.utils.preds.pred_select_strategy src.utils.preds.prediction_reducer src.utils.preds.prediction_reducer_factory src.utils.preds.sum_pred_reduce_strategy src.utils.ptransf src.utils.ptransf.data_augmentor src.utils.ptransf.fps_decorator_transformer src.utils.ptransf.min_dist_decimator_decorator src.utils.ptransf.point_cloud_sampler src.utils.ptransf.point_cloud_sampler_decorator src.utils.ptransf.point_transformer src.utils.ptransf.receptive_field src.utils.ptransf.receptive_field_fps src.utils.ptransf.receptive_field_fpspp src.utils.ptransf.receptive_field_gs src.utils.ptransf.receptive_field_hierarchical_fps src.utils.ptransf.receptive_field_hierarchical_fpspp src.utils.ptransf.receptive_field_hierarchical_sg src.utils.ptransf.sampling_decorator_utils src.utils.ptransf.simple_data_augmentor src.utils.ptransf.simple_smoother_decorator_transformer src.utils.ptransf.simple_structure_smootherpp src.utils.ptransf.transf_octorf_augmentor src.utils.ptransf_utils src.utils.raster src.utils.raster.dem_generator src.utils.raster.grid_interpolator_2d src.utils.tuner_utils src.utils.tuning src.utils.tuning.hyper_grid_search src.utils.tuning.hyper_random_search src.utils.tuning.hyper_tuner src.utils.tuning.tuner src.vl3dpp src.vl3dpp.vl3dpp_loader vl3d

moving_mean (src.model.deeplearn.layer.masked_batch_normalization.MaskedBatchNormalization property) moving_variance (src.model.deeplearn.layer.masked_batch_normalization.MaskedBatchNormalization property) MplPlot (class in src.plot.mpl_plot) mse_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) msrm_index_formula_ref() (in module src.tests.raster_grid_postproc_ref) msrm_ref() (in module src.tests.raster_grid_postproc_ref)

N

NAIPSException NAIPSTest (class in npu.tests.naips_test) NAIPSTestException naive_spherical_oversample() (src.utils.ptransf.receptive_field_fps.ReceptiveFieldFPS static method) naive_spherical_radiation_oversample() (src.utils.ptransf.receptive_field_fps.ReceptiveFieldFPS static method) NaiveChangeMiner (class in src.mining.naive_change_miner) nan_policy_propagate_f() (src.mining.smooth_feats_miner.SmoothFeatsMiner static method) nan_policy_replace_f() (src.mining.smooth_feats_miner.SmoothFeatsMiner static method) nearest_filter() (src.model.deeplearn.layer.features_downsampling_layer.FeaturesDownsamplingLayer static method) (src.model.deeplearn.layer.features_upsampling_layer.FeaturesUpsamplingLayer static method) nearest_oversample() (src.utils.ptransf.receptive_field_fps.ReceptiveFieldFPS static method) needs_classification_channel() (src.utils.ctransf.directional_reclassifier.DirectionalReclassifier method) needs_prediction_channel() (src.utils.ctransf.directional_reclassifier.DirectionalReclassifier method) needs_prefix() (src.inout.writer.Writer method) NOISY_MISLABEL_BUDGET (src.tests.taut_string_reclassifier_test.TautStringReclassifierTest attribute) normalize() (src.model.deeplearn.layer.contextual_point_layer.ContextualPointLayer method) normalize_vector() (in module src.geometry.OrientedBoundingBox) npu module npu.eval module npu.eval.classification_evaluation_utils module npu.eval.kfold_evaluation module npu.eval.kfold_evaluation_utils module npu.eval.kfold_evaluator module npu.exception module npu.exception.naips_exception module npu.inout module npu.inout.csv_io module npu.inout.io_utils module npu.inout.json_io module npu.inout.serialization_context module npu.main module npu.main.main_pipeline module npu.model module

npu.model.deeplearn module npu.model.deeplearn.deep_learning_exception module npu.pipeline module npu.pipeline.pipeline module npu.pipeline.pps module npu.pipeline.pps.pipeline_predictive_strategy module npu.pipeline.sequential_pipeline module npu.pipeline.state module npu.pipeline.state.pipeline_state module npu.plot module npu.plot.classification_plot_utils module npu.plot.plot_utils module npu.tests module npu.tests.keras_test module npu.tests.naips_test module npu.tests.test_utils module npu.utils module npu.utils.dict_utils module npu.utils.dl_utils module npu.utils.keras_utils module npu.utils.num_utils module npu.utils.str_utils module npu.utils.sys_utils module num_cells_from_cell_size() (src.utils.ptransf.receptive_field_gs.ReceptiveFieldGS static method) num_classes_from_pwise_labels() (src.model.deeplearn.dlrun.receptive_field_pre_processor.ReceptiveFieldPreProcessor static method) num_clusters() (src.report.taut_string_reclassification_report.TautStringReclassificationReport method) NumUtils (class in npu.utils.num_utils)

O

oce_cleanup() (src.utils.curve.simple_global_curve_optimizer.SimpleGlobalCurveOptimizer static method) oce_run_bridging() (src.utils.curve.simple_global_curve_optimizer.SimpleGlobalCurveOptimizer method) oce_run_descent() (src.utils.curve.simple_global_curve_optimizer.SimpleGlobalCurveOptimizer method) oce_setup() (src.utils.curve.simple_global_curve_optimizer.SimpleGlobalCurveOptimizer method) on_epoch_end() (src.model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (src.model.deeplearn.sequencer.transf_octorf_sequencer.TransfOctoRFSequencer method) on_epoch_end_predict() (src.model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (src.model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) on_epoch_end_training() (src.model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (src.model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) (src.model.deeplearn.sequencer.dl_sequencer.DLSequencer method) (src.model.deeplearn.sequencer.dl_sparse_concat_sequencer.DLSparseConcatSequencer method) on_epoch_start() (src.utils.ptransf.transf_octorf_augmentor.TransfOctoRFAugmentor method) on_training_finished() (src.model.classification_model.ClassificationModel method) (src.model.decorated_model.DecoratedModel method) (src.model.deeplearn.conv_autoenc_pwise_classif_model.ConvAutoencPwiseClassifModel method) (src.model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel method) (src.model.deeplearn.rbf_net_pwise_classif_model.RBFNetPwiseClassifModel method) (src.model.deeplearn.spconv3d_pwise_classif_model.SpConv3DPwiseClassifModel method) (src.model.model.Model method) (src.model.random_forest_classification_model.RandomForestClassificationModel method) (src.model.random_forestpp_classification_model.RandomForestPPClassificationModel method) (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) on_training_finished_evaluate() (src.model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel static method) on_training_finished_predict() (src.model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel static method) open_offline_storage() (src.model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method)

optimize_curves_energy() (src.utils.curve.simple_global_curve_optimizer.SimpleGlobalCurveOptimizer method) optimize_data_types() (src.model.model.Model method) optimize_indexing_memory() (src.model.deeplearn.dlrun.hierarchical_fps_pre_processorpp.HierarchicalFPSPreProcessorPP static method) (src.utils.ptransf.receptive_field_hierarchical_fps.ReceptiveFieldHierarchicalFPS method) optimize_indices() (src.model.deeplearn.dlrun.hierarchical_fps_pre_processorpp.HierarchicalFPSPreProcessorPP static method) OrientedBoundingBox (class in src.geometry.OrientedBoundingBox) oversample() (src.utils.ptransf.receptive_field_fps.ReceptiveFieldFPS static method) overwrite_compilation_args() (src.model.deeplearn.arch.spconv3d_pwise_classif.SpConv3DPwiseClassif method) overwrite_pretrained_model() (src.model.classification_model.ClassificationModel method) (src.model.decorated_model.DecoratedModel method) (src.model.deeplearn.arch.architecture.Architecture method) (src.model.deeplearn.conv_autoenc_pwise_classif_model.ConvAutoencPwiseClassifModel method) (src.model.deeplearn.dlrun.furthest_point_subsampling_pre_processor.FurthestPointSubsamplingPreProcessor method) (src.model.deeplearn.dlrun.grid_subsampling_pre_processor.GridSubsamplingPreProcessor method) (src.model.deeplearn.dlrun.hierarchical_fps_pre_processor.HierarchicalFPSPreProcessor method) (src.model.deeplearn.dlrun.hierarchical_pre_processor.HierarchicalPreProcessor method) (src.model.deeplearn.dlrun.hierarchical_sg_pre_processorpp.HierarchicalSGPreProcessorPP method) (src.model.deeplearn.dlrun.point_net_pre_processor.PointNetPreProcessor method) (src.model.deeplearn.dlrun.receptive_field_pre_processor.ReceptiveFieldPreProcessor method) (src.model.deeplearn.handle.dl_model_handler.DLModelHandler method) (src.model.deeplearn.handle.dl_pretrained_handler.DLPretrainedHandler method) (src.model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel method) (src.model.deeplearn.rbf_net_pwise_classif_model.RBFNetPwiseClassifModel method) (src.model.deeplearn.spconv3d_pwise_classif_model.SpConv3DPwiseClassifModel method) (src.model.model.Model method) (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method)

P

pagination_size (src.api.catacloud.caclmodel_ops.CaClModelOps property) (src.api.catacloud.caclpipeline_ops.CaClPipelineOps property) parse_main_type() (src.main.main_args.ArgsParser static method) path_needs_update() (src.model.model_op.ModelOp static method) PCAProjectionReport (class in src.report.pca_projection_report) PCATransformer (class in src.utils.ftransf.pca_transformer) PCAVariancePlot (class in src.plot.pca_variance_plot) PcloudConcatHandler (class in src.pipeline.handle.pcloud_concat_handler) pearson_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) per_cid_length_totals() (src.inout.simple_curve_writer.SimpleCurveWriter static method) PercentileSelector (class in src.utils.ftransf.percentile_selector) PERF_FACTOR (src.tests.raster_grid_evaluatorpp_test.RasterGridEvaluatorPPTest attribute) Pipeline (class in npu.pipeline.pipeline) PipelineDecorationHandler (class in src.pipeline.handle.pipeline_decoration_handler) PipelineException, [1] PipelineExecutor (class in src.pipeline.pipeline_executor) PipelineExecutorException PipelineInput (class in src.pipeline.pipeline_input) PipelineIO (class in src.inout.pipeline_io) PipelineOutput (class in src.pipeline.pipeline_output) PipelinePredictiveStrategy (class in npu.pipeline.pps.pipeline_predictive_strategy) PipelinePredictiveStrategyException, [1] PipelineState (class in npu.pipeline.state.pipeline_state) PipelineStateException, [1] Plot (class in src.plot.plot) plot() (npu.eval.kfold_evaluation.KFoldEvaluation method) (src.eval.advanced_classification_evaluation.AdvancedClassificationEvaluation method) (src.eval.classification_evaluation.ClassificationEvaluation method) (src.eval.classification_uncertainty_evaluation.ClassificationUncertaintyEvaluation method) (src.eval.evaluation.Evaluation method) (src.eval.kfold_evaluation.KFoldEvaluation method) (src.eval.rand_forest_evaluation.RandForestEvaluation method) (src.eval.rand_forestpp_evaluation.RandForestPPEvaluation method) (src.eval.raster_grid_evaluation.RasterGridEvaluation method) (src.eval.regression_evaluation.RegressionEvaluation method) (src.eval.simple_curve_evaluation.SimpleCurveEvaluation method) (src.eval.torf_rfvsnn_evaluation.TORFRFvsNNEvaluation method) (src.model.deeplearn.arch.architecture.Architecture method) (src.plot.advanced_classification_plot.AdvancedClassificationPlot method) (src.plot.class_reduction_plot.ClassReductionPlot method) (src.plot.classification_plot.ClassificationPlot method) (src.plot.classification_uncertainty_plot.ClassificationUncertaintyPlot method) (src.plot.directional_reclassification_plot.DirectionalReclassificationPlot method) (src.plot.distance_reclassification_plot.DistanceReclassificationPlot method) (src.plot.feature_processing_layer_plot.FeatureProcessingLayerPlot method) (src.plot.features_structuring_layer_plot.FeaturesStructuringLayerPlot method) (src.plot.kfold_plot.KFoldPlot method) (src.plot.kpconv_layer_plot.KPConvLayerPlot method) (src.plot.light_kpconv_layer_plot.LightKPConvLayerPlot method) (src.plot.pca_variance_plot.PCAVariancePlot method) (src.plot.plot.Plot method) (src.plot.rand_forest_plot.RandForestPlot method) (src.plot.rand_forestpp_plot.RandForestPPPlot method) (src.plot.raster_grid_plot.RasterGridPlot method) (src.plot.receptive_fields_distribution_plot.ReceptiveFieldsDistributionPlot method) (src.plot.regression_plot.RegressionPlot method) (src.plot.simple_curve_plot.SimpleCurvePlot method) (src.plot.torf_rfvsnn_plot.TorfRFvsNNPlot method) (src.plot.training_history_plot.TrainingHistoryPlot method) plot_agreement_pie() (src.plot.torf_rfvsnn_plot.TorfRFvsNNPlot method) plot_ambiguity_histograms() (src.plot.torf_rfvsnn_plot.TorfRFvsNNPlot method) plot_ambiguity_scatter() (src.plot.torf_rfvsnn_plot.TorfRFvsNNPlot method) plot_class_distribution() (src.plot.advanced_classification_plot.AdvancedClassificationPlot method) (src.plot.class_reduction_plot.ClassReductionPlot method) (src.plot.classification_plot.ClassificationPlot method) (src.plot.directional_reclassification_plot.DirectionalReclassificationPlot method) (src.plot.distance_reclassification_plot.DistanceReclassificationPlot method) plot_classwise_metrics() (src.plot.advanced_classification_plot.AdvancedClassificationPlot method) plot_classwise_violin() (src.plot.classification_uncertainty_plot.ClassificationUncertaintyPlot method) plot_confusion_matrices() (src.plot.advanced_classification_plot.AdvancedClassificationPlot method) plot_confusion_matrix() (src.plot.classification_plot.ClassificationPlot method) plot_counts() (src.plot.receptive_fields_distribution_plot.ReceptiveFieldsDistributionPlot method) plot_error_hist2d() (src.plot.regression_plot.RegressionPlot static method) plot_error_scatter() (src.plot.regression_plot.RegressionPlot static method) plot_f1_comparison() (src.plot.torf_rfvsnn_plot.TorfRFvsNNPlot method) plot_full_histogram() (src.plot.classification_uncertainty_plot.ClassificationUncertaintyPlot method) plot_global_metrics() (src.plot.advanced_classification_plot.AdvancedClassificationPlot method) plot_hitfail_histogram() (src.plot.classification_uncertainty_plot.ClassificationUncertaintyPlot method) plot_kernel_structure() (src.plot.kpconv_layer_plot.KPConvLayerPlot method) plot_kernel_weights() (src.plot.kpconv_layer_plot.KPConvLayerPlot method) (src.plot.light_kpconv_layer_plot.LightKPConvLayerPlot method) plot_kernel_weights_as_historgram() (src.plot.kpconv_layer_plot.KPConvLayerPlot static method) plot_kernel_weights_as_matrix() (src.plot.kpconv_layer_plot.KPConvLayerPlot static method) plot_QQ() (src.plot.regression_plot.RegressionPlot method) plot_regressions() (src.plot.regression_plot.RegressionPlot method) plot_regressions_hist2d() (src.plot.regression_plot.RegressionPlot method) plot_residuals() (src.plot.regression_plot.RegressionPlot method) plot_residuals_hist2d() (src.plot.regression_plot.RegressionPlot method) plot_scale_factors() (src.plot.light_kpconv_layer_plot.LightKPConvLayerPlot method) plot_scatter() (src.plot.regression_plot.RegressionPlot method) plot_scatter_hist2d() (src.plot.regression_plot.RegressionPlot method) plot_summary() (src.plot.regression_plot.RegressionPlot method) plot_tree() (src.plot.rand_forest_plot.RandForestPlot method) PlotException PlotUtils (class in npu.plot.plot_utils) point_transformer_postwrap() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) point_transformer_prewrap() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) PointCloud (class in src.pcloud.point_cloud) PointCloudArraysFactory (class in src.pcloud.factory.point_cloud_arrays_factory) PointCloudException PointCloudFactory (class in src.pcloud.factory.point_cloud_factory) PointCloudFactoryException PointCloudFactoryFacade (class in src.pcloud.point_cloud_factory_facade) PointCloudFileFactory (class in src.pcloud.factory.point_cloud_file_factory) PointCloudFilter (class in src.pcloud.point_cloud_filter) PointCloudIO (class in src.inout.point_cloud_io) PointCloudSampler (class in src.utils.ptransf.point_cloud_sampler) PointCloudSamplerDecorator (class in src.utils.ptransf.point_cloud_sampler_decorator) PointMLPLayer (class in src.model.deeplearn.layer.point_mlp_layer) PointMLPLayerTest (class in src.tests.point_mlp_layer_test) PointNet (class in src.model.deeplearn.arch.point_net) PointNetPostProcessor (class in src.model.deeplearn.dlrun.point_net_post_processor) PointNetPreProcessor (class in src.model.deeplearn.dlrun.point_net_pre_processor) PointNetPwiseClassif (class in src.model.deeplearn.arch.point_net_pwise_classif) PointNetPwiseClassifModel (class in src.model.deeplearn.point_net_pwise_classif_model) points (src.clustering.simple_curve_extractor.Polyline attribute) PointTransformer (class in src.utils.ptransf.point_transformer) PointTransformerException PointTransformerLayer (class in src.model.deeplearn.layer.point_transformer_layer) PointTransformerLayerTest (class in src.tests.point_transformer_layer_test)

Polyline (class in src.clustering.simple_curve_extractor) polyline_has_si() (src.utils.curve.simple_coverage_refiner.SimpleCoverageRefiner static method) polyline_si_cell_size() (src.utils.curve.simple_coverage_refiner.SimpleCoverageRefiner static method) POLYNOMIAL_BASELINE (src.tests.directional_reclassifier_test.DirectionalReclassifierTest attribute) polynomial_subtest() (src.tests.directional_reclassifier_test.DirectionalReclassifierTest method) populate_sequence() (npu.pipeline.sequential_pipeline.SequentialPipeline method) (src.pipeline.sequential_pipeline.SequentialPipeline method) posfit_logic_callback() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) (src.model.deeplearn.arch.point_net_pwise_classif.PointNetPwiseClassif method) (src.model.deeplearn.arch.rbfnet_pwise_classif.RBFNetPwiseClassif method) post_chain_merge() (src.utils.curve.simple_topological_stitcher.SimpleTopologicalStitcher method) post_chain_merge_until_stable() (src.utils.curve.simple_topological_stitcher.SimpleTopologicalStitcher method) post_fit() (src.model.deeplearn.handle.dl_training_handler.DLTrainingHandler method) post_process() (src.clustering.clusterer.Clusterer method) (src.clustering.sampling_decorated_clusterer.SamplingDecoratedClusterer method) (src.model.deeplearn.dlrun.furthest_point_subsampling_post_processor.FurthestPointSubsamplingPostProcessor method) (src.model.deeplearn.dlrun.furthest_point_subsampling_post_processorpp.FurthestPointSubsamplingPostProcessorPP method) (src.model.deeplearn.dlrun.grid_subsampling_post_processor.GridSubsamplingPostProcessor static method) (src.model.deeplearn.dlrun.hierarchical_fps_post_processor.HierarchicalFPSPostProcessor method) (src.model.deeplearn.dlrun.hierarchical_fps_post_processorpp.HierarchicalFPSPostProcessorPP method) (src.model.deeplearn.dlrun.hierarchical_sg_post_processorpp.HierarchicalSGPostProcessorPP method) (src.pipeline.pipeline_executor.PipelineExecutor method) post_process_output() (src.model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (src.model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) (src.model.deeplearn.sequencer.dl_sparse_concat_sequencer.DLSparseConcatSequencer method) post_run_case() (npu.pipeline.sequential_pipeline.SequentialPipeline method) (src.pipeline.sequential_pipeline.SequentialPipeline method) PpsSequential (class in src.pipeline.pps.pps_sequential) pre_fit() (src.model.deeplearn.handle.dl_training_handler.DLTrainingHandler method) pre_process() (src.pipeline.pipeline_executor.PipelineExecutor method) pre_processor_from_temporary_file() (src.model.deeplearn.arch.architecture.Architecture method) (src.tests.dl_offline_sequencer_test.DLOfflineSequencerTest.MockArchitecture method) pre_processor_to_temporary_file() (src.model.deeplearn.arch.architecture.Architecture method) (src.tests.dl_offline_sequencer_test.DLOfflineSequencerTest.MockArchitecture method) pre_run_case() (npu.pipeline.sequential_pipeline.SequentialPipeline method) (src.pipeline.sequential_pipeline.SequentialPipeline method) precompute_max_neighbors() (src.eval.raster_grid_evaluator.RasterGridEvaluator static method) PREDICT (src.model.model_op.ModelOp.OP attribute) predict() (npu.pipeline.pps.pipeline_predictive_strategy.PipelinePredictiveStrategy method) (src.model.decorated_model.DecoratedModel method) (src.model.deeplearn.conv_autoenc_pwise_classif_model.ConvAutoencPwiseClassifModel method) (src.model.deeplearn.handle.dl_model_handler.DLModelHandler method) (src.model.deeplearn.handle.transf_octorf_handler.TransfOctoRFHandler method) (src.model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel method) (src.model.deeplearn.rbf_net_pwise_classif_model.RBFNetPwiseClassifModel method) (src.model.deeplearn.spconv3d_pwise_classif_model.SpConv3DPwiseClassifModel method) (src.model.model.Model method) (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) (src.pipeline.pps.pps_sequential.PpsSequential method) (src.pipeline.predictive_pipeline.PredictivePipeline method) predict_centroids() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) predict_rf() (src.model.deeplearn.handle.simple_dl_model_handler.SimpleDLModelHandler method) PredictionReducer (class in src.utils.preds.prediction_reducer) PredictionReducerException PredictionReducerFactory (class in src.utils.preds.prediction_reducer_factory) PredictionReducerTest (class in src.tests.prediction_reducer_test) PredictionsWriter (class in src.inout.predictions_writer) PredictivePipeline (class in src.pipeline.predictive_pipeline) PredictivePipelineTest (class in src.tests.predictive_pipeline_test) PredictivePipelineWriter (class in src.inout.predictive_pipeline_writer) PredReduceStrategy (class in src.utils.preds.pred_reduce_strategy) PredSelectStrategy (class in src.utils.preds.pred_select_strategy) prefit_logic_callback() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) (src.model.deeplearn.arch.point_net_pwise_classif.PointNetPwiseClassif method) (src.model.deeplearn.arch.rbfnet_pwise_classif.RBFNetPwiseClassif method) prepare_chunk() (src.mining.smooth_feats_miner.SmoothFeatsMiner static method) prepare_chunks() (src.mining.smooth_feats_miner.SmoothFeatsMiner static method) prepare_data() (src.model.deeplearn.sequencer.dl_sparse_concat_sequencer.DLSparseConcatSequencer method) prepare_freeze_training() (src.model.deeplearn.handle.dl_training_handler.DLTrainingHandler method) prepare_iter() (npu.pipeline.state.pipeline_state.PipelineState method) (src.pipeline.state.simple_pipeline_state.SimplePipelineState method) prepare_mined_features_chunk() (src.mining.smooth_feats_miner.SmoothFeatsMiner static method) prepare_mining() (src.mining.smooth_feats_miner.SmoothFeatsMiner static method) prepare_model() (src.model.decorated_model.DecoratedModel method) (src.model.deeplearn.conv_autoenc_pwise_classif_model.ConvAutoencPwiseClassifModel method) (src.model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel method) (src.model.deeplearn.rbf_net_pwise_classif_model.RBFNetPwiseClassifModel method) (src.model.deeplearn.spconv3d_pwise_classif_model.SpConv3DPwiseClassifModel method) (src.model.model.Model method) (src.model.random_forest_classification_model.RandomForestClassificationModel method) (src.model.random_forestpp_classification_model.RandomForestPPClassificationModel method) (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) prepare_nn_handler() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) prepare_nn_input() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) prepare_oversampling() (src.model.deeplearn.dlrun.furthest_point_subsampling_pre_processorpp.FurthestPointSubsamplingPreProcessorPP static method) prepare_path() (src.inout.writer.Writer method) prepare_radii() (src.model.deeplearn.dlrun.furthest_point_subsampling_pre_processorpp.FurthestPointSubsamplingPreProcessorPP static method) prepare_receptive_fields() (src.model.deeplearn.handle.dl_model_reporter.DLModelReporter static method) prepare_schedule() (src.model.deeplearn.handle.dl_freeze_training_executor.DLFreezeTrainingExecutor method) prepare_spatial_frame() (src.eval.raster.raster_grid_core.RasterGridCore method) prepare_subchunk() (src.mining.smooth_feats_miner.SmoothFeatsMiner static method) prepare_training_class_distribution() (src.model.deeplearn.dlrun.furthest_point_subsampling_pre_processorpp.FurthestPointSubsamplingPreProcessorPP static method) preprocess_pcloud() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) preserve_mask() (src.pcloud.point_cloud.PointCloud method) print_report_table() (src.tests.simple_curve_extraction_test.SimpleCurveExtractionTest static method) process() (src.pipeline.pipeline_executor.PipelineExecutor method) propagate() (src.clustering.fps_decorated_clusterer.FPSDecoratedClusterer method) (src.clustering.min_dist_decorated_clusterer.MinDistDecoratedClusterer method) (src.clustering.sampling_decorated_clusterer.SamplingDecoratedClusterer method) (src.model.decorated_model.DecoratedModel method) (src.model.fps_decorated_model.FPSDecoratedModel method) (src.model.mindist_decorated_model.MinDistDecoratedModel method) (src.utils.ptransf.point_cloud_sampler_decorator.PointCloudSamplerDecorator method) propagate_values() (src.utils.ptransf.receptive_field.ReceptiveField method) (src.utils.ptransf.receptive_field_fps.ReceptiveFieldFPS method) (src.utils.ptransf.receptive_field_fpspp.ReceptiveFieldFPSPP method) (src.utils.ptransf.receptive_field_gs.ReceptiveFieldGS method) (src.utils.ptransf.receptive_field_hierarchical_fps.ReceptiveFieldHierarchicalFPS method) (src.utils.ptransf.receptive_field_hierarchical_fpspp.ReceptiveFieldHierarchicalFPSPP method) proxy_dump() (src.pcloud.point_cloud.PointCloud method) proxy_load() (src.pcloud.point_cloud.PointCloud method) PtransfUtils (class in src.utils.ptransf_utils) pull() (src.api.catacloud.caclmodel_ops.CaClModelOps method) (src.api.catacloud.caclpcloud_ops.CaClPcloudOps method) (src.api.catacloud.caclpipeline_ops.CaClPipelineOps method) purge_receptive_fields() (src.model.deeplearn.dlrun.receptive_field_pre_processor.ReceptiveFieldPreProcessor method) push() (src.api.catacloud.caclmodel_ops.CaClModelOps method) (src.api.catacloud.caclpcloud_ops.CaClPcloudOps method) (src.api.catacloud.caclpipeline_ops.CaClPipelineOps method) pwise_reduce() (src.model.deeplearn.dlrun.grid_subsampling_post_processor.GridSubsamplingPostProcessor static method) PwiseActivationsReport (class in src.report.pwise_activations_report)

Q

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

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

R

RaggedLossesTest (class in src.tests.ragged_losses_test) RandForestEvaluation (class in src.eval.rand_forest_evaluation) RandForestEvaluator (class in src.eval.rand_forest_evaluator) RandForestPlot (class in src.plot.rand_forest_plot) RandForestPPEvaluation (class in src.eval.rand_forestpp_evaluation) RandForestPPEvaluator (class in src.eval.rand_forestpp_evaluator) RandForestPPPlot (class in src.plot.rand_forestpp_plot) RandForestPPReport (class in src.report.rand_forestpp_report) RandForestReport (class in src.report.rand_forest_report) RandomForestClassificationModel (class in src.model.random_forest_classification_model) RandomForestPPClassificationModel (class in src.model.random_forestpp_classification_model) rangeae_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) rangee_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) rangese_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) RasterGridCore (class in src.eval.raster.raster_grid_core) RasterGridEvaluation (class in src.eval.raster_grid_evaluation) RasterGridEvaluator (class in src.eval.raster_grid_evaluator) RasterGridEvaluatorPP (class in src.eval.raster_grid_evaluatorpp) RasterGridEvaluatorPPTest (class in src.tests.raster_grid_evaluatorpp_test) RasterGridPlot (class in src.plot.raster_grid_plot) RBFFeatExtractLayer (class in src.model.deeplearn.layer.rbf_feat_extract_layer) RBFFeatExtractLayerTest (class in src.tests.rbf_feat_extract_layer_test) RBFFeatProcessingLayer (class in src.model.deeplearn.layer.rbf_feat_processing_layer) RBFFeatProcessingLayerTest (class in src.tests.rbf_feat_processing_layer_test) RBFNet (class in src.model.deeplearn.arch.rbfnet) RBFNetPwiseClassif (class in src.model.deeplearn.arch.rbfnet_pwise_classif) RBFNetPwiseClassifModel (class in src.model.deeplearn.rbf_net_pwise_classif_model) rdevse_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) read() (npu.inout.json_io.JsonIO static 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in src.report.receptive_field_oversampling_report) ReceptiveFieldPreProcessor (class in src.model.deeplearn.dlrun.receptive_field_pre_processor) ReceptiveFieldsDistributionPlot (class in src.plot.receptive_fields_distribution_plot) ReceptiveFieldsDistributionReport (class in src.report.receptive_fields_distribution_report) ReceptiveFieldsReport (class in src.report.receptive_fields_report) ReceptiveFieldTest (class in src.tests.receptive_field_test) records_to_inline_table() (src.report.taut_string_reclassification_report.TautStringReclassificationReport method) recount_absolute_frequency() (src.mining.recount_miner.RecountMiner method) recount_relative_frequency() (src.mining.recount_miner.RecountMiner method) recount_surface_density() (src.mining.recount_miner.RecountMiner method) recount_vertical_segments() (src.mining.recount_miner.RecountMiner method) recount_volume_density() (src.mining.recount_miner.RecountMiner method) RecountMiner (class in src.mining.recount_miner) RecountMinerPP (class in src.mining.recount_minerpp) reduce() (src.utils.preds.entropic_pred_reduce_strategy.EntropicPredReduceStrategy method) (src.utils.preds.max_pred_reduce_strategy.MaxPredReduceStrategy method) (src.utils.preds.mean_pred_reduce_strategy.MeanPredReduceStrategy method) (src.utils.preds.pred_reduce_strategy.PredReduceStrategy method) (src.utils.preds.prediction_reducer.PredictionReducer method) (src.utils.preds.sum_pred_reduce_strategy.SumPredReduceStrategy method) (src.utils.ptransf.point_cloud_sampler_decorator.PointCloudSamplerDecorator method) reduce_binary_mask() (src.eval.raster_grid_evaluator.RasterGridEvaluator static method) reduce_binary_mask_nofeats() (src.eval.raster_grid_evaluator.RasterGridEvaluator static method) reduce_labels() (src.model.deeplearn.dlrun.furthest_point_subsampling_pre_processor.FurthestPointSubsamplingPreProcessor method) (src.model.deeplearn.dlrun.furthest_point_subsampling_pre_processorpp.FurthestPointSubsamplingPreProcessorPP method) (src.model.deeplearn.dlrun.grid_subsampling_pre_processor.GridSubsamplingPreProcessor method) (src.model.deeplearn.dlrun.hierarchical_fps_pre_processor.HierarchicalFPSPreProcessor method) (src.model.deeplearn.dlrun.hierarchical_fps_pre_processorpp.HierarchicalFPSPreProcessorPP method) (src.model.deeplearn.dlrun.hierarchical_sg_pre_processorpp.HierarchicalSGPreProcessorPP method) reduce_labels_python() (src.model.deeplearn.dlrun.furthest_point_subsampling_pre_processorpp.FurthestPointSubsamplingPreProcessorPP method) (src.model.deeplearn.dlrun.hierarchical_fps_pre_processorpp.HierarchicalFPSPreProcessorPP method) reduce_many() (src.utils.preds.entropic_pred_reduce_strategy.EntropicPredReduceStrategy method) reduce_max() (src.eval.raster_grid_evaluator.RasterGridEvaluator static method) reduce_mean() (src.eval.raster_grid_evaluator.RasterGridEvaluator static method) reduce_median() (src.eval.raster_grid_evaluator.RasterGridEvaluator static method) reduce_min() (src.eval.raster_grid_evaluator.RasterGridEvaluator static method) reduce_recount() (src.eval.raster_grid_evaluator.RasterGridEvaluator static method) reduce_recount_nofeats() (src.eval.raster_grid_evaluator.RasterGridEvaluator static method) reduce_relative_recount() (src.eval.raster_grid_evaluator.RasterGridEvaluator static method) reduce_relative_recount_nofeats() (src.eval.raster_grid_evaluator.RasterGridEvaluator static method) reduce_single() (src.utils.preds.entropic_pred_reduce_strategy.EntropicPredReduceStrategy method) reduce_values() (src.utils.ptransf.receptive_field.ReceptiveField method) (src.utils.ptransf.receptive_field_fps.ReceptiveFieldFPS method) (src.utils.ptransf.receptive_field_fpspp.ReceptiveFieldFPSPP method) (src.utils.ptransf.receptive_field_gs.ReceptiveFieldGS method) (src.utils.ptransf.receptive_field_hierarchical_fps.ReceptiveFieldHierarchicalFPS method) (src.utils.ptransf.receptive_field_hierarchical_fpspp.ReceptiveFieldHierarchicalFPSPP method) reduce_values_python() (src.utils.ptransf.receptive_field_fpspp.ReceptiveFieldFPSPP method) (src.utils.ptransf.receptive_field_hierarchical_fpspp.ReceptiveFieldHierarchicalFPSPP method) refine_coverage() (src.utils.curve.simple_coverage_refiner.SimpleCoverageRefiner method) RegressionEvaluation (class in src.eval.regression_evaluation) RegressionEvaluator (class in src.eval.regression_evaluator) RegressionPlot (class in src.plot.regression_plot) RegressionReport (class in src.report.regression_report) Regularizer (class in src.model.deeplearn.regularizer.regularizer) RELATIONAL_MISSING_MSG (src.eval.raster_grid_evaluatorpp.RasterGridEvaluatorPP attribute) RELATIONAL_REQUIRED_REDUCERS (src.eval.raster.raster_grid_core.RasterGridCore attribute) release() (src.pcloud.mem_to_file_proxy.MemToFileProxy method) RemovalImputer (class in src.utils.imput.removal_imputer) remove_features() (src.pcloud.point_cloud.PointCloud method) remove_file() (npu.inout.io_utils.IOUtils static method) remove_indices() (src.eval.classification_evaluator.ClassificationEvaluator static method) remove_leading_whitespace() (npu.utils.str_utils.StrUtils static method) remove_mask() (src.pcloud.point_cloud.PointCloud method) remove_self_ix() (src.utils.curve.simple_polyline_sanitizer.SimplePolylineSanitizer static method) remove_trailing_whitespaces() (npu.utils.str_utils.StrUtils static method) Report (class in src.report.report) report() (npu.eval.kfold_evaluation.KFoldEvaluation method) (src.eval.advanced_classification_evaluation.AdvancedClassificationEvaluation method) (src.eval.classification_evaluation.ClassificationEvaluation method) (src.eval.classification_uncertainty_evaluation.ClassificationUncertaintyEvaluation method) (src.eval.deeplearn.dl_model_evaluation.DLModelEvaluation method) (src.eval.evaluation.Evaluation method) (src.eval.kfold_evaluation.KFoldEvaluation method) (src.eval.rand_forest_evaluation.RandForestEvaluation method) (src.eval.rand_forestpp_evaluation.RandForestPPEvaluation method) (src.eval.regression_evaluation.RegressionEvaluation method) (src.eval.simple_curve_evaluation.SimpleCurveEvaluation method) (src.eval.torf_rfvsnn_evaluation.TORFRFvsNNEvaluation method) (src.utils.ctransf.class_transformer.ClassTransformer method) (src.utils.ftransf.feature_transformer.FeatureTransformer method) ReportException REQUIRED_ATTRS (src.tests.spconv3d_pwise_classif_save_load_test.SpConv3DPwiseClassifSaveLoadTest attribute) resampling_filter_ref() (in module src.tests.raster_grid_postproc_ref) resolve_class_weights() (src.model.deeplearn.handle.transf_octorf_handler.TransfOctoRFHandler method) resolve_cross_cid_crossings() (src.utils.curve.simple_crossing_handler.SimpleCrossingHandler method)

resolve_cross_features() (src.utils.curve.simple_crossing_handler.SimpleCrossingHandler method) resolve_fast_to_mode() (src.utils.ptransf.fps_decorator_transformer.FPSDecoratorTransformer static method) resolve_feature_indices() (src.eval.raster.raster_grid_core.RasterGridCore static method) resolve_layers() (src.model.deeplearn.handle.dl_freeze_training_executor.DLFreezeTrainingExecutor static method) resolve_metrics() (src.model.deeplearn.handle.dl_model_compiler.DLModelCompiler static method) resolve_num_points() (src.utils.ptransf.fps_decorator_transformer.FPSDecoratorTransformer static method) resolve_output_path() (src.inout.simple_curve_writer.SimpleCurveWriter method) resolve_until_stable() (src.utils.curve.simple_crossing_handler.SimpleCrossingHandler method) restore_dl_model_paths() (src.model.model_op.ModelOp method) restore_fit_backup() (src.model.deeplearn.handle.dl_training_handler.DLTrainingHandler method) restore_model_paths() (src.model.model_op.ModelOp method) RGB_to_HSV() (src.mining.hsv_from_rgb_miner.HSVFromRGBMiner static method) rm() (src.api.catacloud.caclmodel_ops.CaClModelOps method) (src.api.catacloud.caclpcloud_ops.CaClPcloudOps method) (src.api.catacloud.caclpipeline_ops.CaClPipelineOps method) rmaxse_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) rmese_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) rminse_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) rmse_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) rodrigues() (src.utils.ptransf.transf_octorf_augmentor.TransfOctoRFAugmentor static method) rotate() (src.utils.ptransf.transf_octorf_augmentor.TransfOctoRFAugmentor method) round_to_closest_int() (src.utils.preds.argmax_pred_select_strategy.ArgMaxPredSelectStrategy static method) rows_and_cols_for_nplots() (npu.plot.plot_utils.PlotUtils static method) rq1se_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) rq3se_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) rrangese_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) run() (npu.pipeline.pipeline.Pipeline method) (npu.tests.keras_test.KerasTest method) (npu.tests.naips_test.NAIPSTest method) (src.eval.raster.raster_grid_core.RasterGridCore method) (src.model.deeplearn.handle.dl_freeze_training_executor.DLFreezeTrainingExecutor method) (src.pipeline.predictive_pipeline.PredictivePipeline method) (src.pipeline.sequential_pipeline.SequentialPipeline method) (src.tests.contextual_point_layer_test.ContextualPointLayerTest method) (src.tests.custom_pwise_losses_test.CustomPwiseLossesTest method) (src.tests.directional_reclassifier_test.DirectionalReclassifierTest method) (src.tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) (src.tests.dl_sparse_concat_sequencer_test.DLSparseConcatSequencerTest method) (src.tests.downsampling_spconv3d_layer_test.DownsamplingSpConv3DLayerTest method) (src.tests.features_downsampling_layer_test.FeaturesDownsamplingLayerTest method) (src.tests.features_structuring_layer_test.FeaturesStructuringLayerTest method) (src.tests.features_upsampling_layer_test.FeaturesUpsamplingLayerTest method) (src.tests.fps_decorator_test.FPSDecoratorTest method) (src.tests.fps_pre_processing_test.FPSPreProcessingTest method) (src.tests.freeze_training_test.FreezeTrainingTest method) (src.tests.geometric_affine_layer_test.GeometricAffineLayerTest method) (src.tests.grouped_point_transformer_layer_test.GroupedPointTransformerLayerTest method) (src.tests.grouping_point_net_layer_test.GroupingPointNetLayerTest method) (src.tests.hierarchical_receptive_field_test.HierarchicalReceptiveFieldTest method) (src.tests.hourglass_layer_test.HourglassLayerTest method) (src.tests.hsv_from_rgb_test.HSVFromRGBTest method) (src.tests.interdimensional_point_transformer_layer_test.InterdimensionalPointTransformerLayerTest method) (src.tests.kpconv_layer_test.KPConvLayerTest method) (src.tests.kpconvx_layer_test.KPConvXLayerTest method) (src.tests.las_inout_test.LASInoutTest method) (src.tests.light_kpconv_layer_test.LightKPConvLayerTest method) (src.tests.masked_batch_normalization_test.MaskedBatchNormalizationTest method) (src.tests.min_dist_decimator_test.MinDistDecimatorTest method) (src.tests.model_serialization_test.ModelSerializationTest method) (src.tests.point_mlp_layer_test.PointMLPLayerTest method) (src.tests.point_transformer_layer_test.PointTransformerLayerTest method) (src.tests.prediction_reducer_test.PredictionReducerTest method) (src.tests.predictive_pipeline_test.PredictivePipelineTest method) (src.tests.ragged_losses_test.RaggedLossesTest method) (src.tests.raster_grid_evaluatorpp_test.RasterGridEvaluatorPPTest method) (src.tests.rbf_feat_extract_layer_test.RBFFeatExtractLayerTest method) (src.tests.rbf_feat_processing_layer_test.RBFFeatProcessingLayerTest method) (src.tests.receptive_field_test.ReceptiveFieldTest method) (src.tests.simple_curve_evaluation_test.SimpleCurveEvaluationTest method) (src.tests.simple_curve_extraction_test.SimpleCurveExtractionTest method) (src.tests.simple_curve_extractor_unit_test.SimpleCurveExtractorUnitTest method) (src.tests.simple_features_clusterer_test.SimpleFeaturesClustererTest method) (src.tests.simple_smoother_decorator_test.SimpleSmootherDecoratorTest method) (src.tests.spconv3d_arch_test.SpConv3DArchTest method) (src.tests.spconv3d_decoding_layer_test.SpConv3DDecodingLayerTest method) (src.tests.spconv3d_encoding_layer_test.SpConv3DEncodingLayerTest method) (src.tests.spconv3d_mixed_precision_e2e_test.SpConv3DMixedPrecisionE2ETest method) (src.tests.spconv3d_pwise_classif_save_load_test.SpConv3DPwiseClassifSaveLoadTest method) (src.tests.spconv_cross_batch_test.SpConvCrossBatchTest method) (src.tests.spconv_dense_neighbor_tables_test.SpConvDenseNeighborTablesTest method) (src.tests.spconv_neighbor_tables_propagation_test.SpConvNeighborTablesPropagationTest method) (src.tests.strided_kpconv_layer_test.StridedKPConvLayerTest method) (src.tests.strided_light_kpconv_layer_test.StridedLightKPConvLayerTest method) (src.tests.submanifold_spconv3d_layer_test.SubmanifoldSpConv3DLayerTest method) (src.tests.taut_string_reclassifier_test.TautStringReclassifierTest method) (src.tests.torf_gva_layer_test.TORFGVALayerTest method) (src.tests.torf_losses_test.TorfLossesTest method) (src.tests.torf_training_tools_test.TORFTrainingToolsTest method) (src.tests.transf_octorf_test.TransfOctoRFTest method) (src.tests.upsampling_spconv3d_layer_test.UpsamplingSpConv3DLayerTest method) (src.tests.vl3d_test.VL3DTest method) (src.tests.vl3dpp_backend_test.VL3DPPBackendTest method) (src.tests.vl3dpp_binding_test.VL3DPPBindingTest method) (src.tests.vl3dpp_dl_fps_pre_proc_test.VL3DPPDLFPSPreProcTest method) (src.tests.vl3dpp_dl_hierarchical_fps_pre_proc_test.VL3DPPDLHierarchicalFPSPreProcTest method) (src.tests.vl3dpp_dl_hierarchical_sg_post_proc_test.VL3DPPDLHierarchicalSGPostProcTest method) (src.tests.vl3dpp_dl_hierarchical_sg_pre_proc_test.VL3DPPDLHierarchicalSGPreProcTest method) (src.tests.vl3dpp_dl_label_reduction_test.VL3DPPDLLabelReductionTest method) (src.tests.vl3dpp_dl_post_proc_test.VL3DPPDLPostProcTest method) (src.tests.vl3dpp_hierarchical_sparse_grid_test.VL3DPPHierarchicalSparseGridTest method) (src.tests.vl3dpp_oversampler_test.VL3DPPOversamplerTest method) (src.tests.vl3dpp_support_neighborhoods_test.VL3DPPSupportNeighborhoodsTest method) (src.utils.curve.simple_final_cleanup.SimpleFinalCleanup method) run_case() (npu.pipeline.sequential_pipeline.SequentialPipeline method) (src.tests.torf_gva_layer_test.TORFGVALayerTest method) run_centroid_pipeline() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) run_for_in_pcloud() (src.pipeline.sequential_pipeline.SequentialPipeline method) run_for_in_pcloud_concat() (src.pipeline.sequential_pipeline.SequentialPipeline method) run_graph_build() (src.tests.torf_gva_layer_test.TORFGVALayerTest method) run_post() (src.model.deeplearn.arch.architecture.Architecture method) run_post_opt_cleanup() (src.utils.curve.simple_coverage_refiner.SimpleCoverageRefiner method) run_pre() (src.model.deeplearn.arch.architecture.Architecture method) (src.tests.dl_offline_sequencer_test.DLOfflineSequencerTest.MockArchitecture method) run_rfvsnn_evaluation() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) run_serialization() (src.tests.torf_gva_layer_test.TORFGVALayerTest method) run_shape_validation() (src.tests.torf_gva_layer_test.TORFGVALayerTest method) run_suite() (npu.tests.test_utils.TestUtils static method) run_test_case1() (src.tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) run_test_case10() (src.tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) run_test_case2() (src.tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) run_test_case3() (src.tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) run_test_case4() (src.tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) run_test_case5() (src.tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) run_test_case6() (src.tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) run_test_case7() (src.tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) run_test_case8() (src.tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) run_test_case9() (src.tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) run_validation() (src.tests.spconv_dense_neighbor_tables_test.SpConvDenseNeighborTablesTest method)

S

safely_handle_fnames() (src.utils.ftransf.feature_transformer.FeatureTransformer method) sample_concentric_cylinders() (src.model.deeplearn.initializer.kernel_point_structure_initializer.KernelPointStructureInitializer method) sample_concentric_ellipsoids() (src.model.deeplearn.initializer.kernel_point_structure_initializer.KernelPointStructureInitializer method) sample_concentric_grids() (src.model.deeplearn.initializer.kernel_point_structure_initializer.KernelPointStructureInitializer method) sample_concentric_rectangulars() (src.model.deeplearn.initializer.kernel_point_structure_initializer.KernelPointStructureInitializer method) sample_cone() (src.model.deeplearn.initializer.kernel_point_structure_initializer.KernelPointStructureInitializer method) sample_distribution() (src.utils.ptransf.transf_octorf_augmentor.TransfOctoRFAugmentor static method) SamplingDecoratedClusterer (class in src.clustering.sampling_decorated_clusterer) SamplingDecoratedMiner (class in src.mining.sampling_decorated_miner) SamplingDecoratorUtils (class in src.utils.ptransf.sampling_decorator_utils) sanitize_polylines() (src.utils.curve.simple_polyline_sanitizer.SimplePolylineSanitizer method) save_model() (src.model.random_forestpp_classification_model.RandomForestPPClassificationModel method) save_show_and_clear() (src.plot.mpl_plot.MplPlot method) scale() (src.utils.ptransf.transf_octorf_augmentor.TransfOctoRFAugmentor method) SCE_KWARGS (src.tests.simple_curve_evaluation_test.SimpleCurveEvaluationTest attribute) SCID_VARNAME (npu.inout.serialization_context.SerializationContext attribute) search() (src.utils.tuning.hyper_tuner.HyperTuner static method) SEG_ID (src.clustering.simple_curve_extractor.FeatureMeta attribute) segs_cross_2d() (src.eval.simple_curve_evaluator.SimpleCurveEvaluator static method) select() (src.utils.preds.argmax_pred_select_strategy.ArgMaxPredSelectStrategy method) (src.utils.preds.pred_select_strategy.PredSelectStrategy method) (src.utils.preds.prediction_reducer.PredictionReducer method) select_cpp_entry_point() (src.eval.raster.raster_grid_core.RasterGridCore static method) select_height_functions() (src.mining.height_feats_miner.HeightFeatsMiner method) select_lowest_ambiguity() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel static method) select_support_height_functions() (src.mining.height_feats_miner.HeightFeatsMiner method) SequentialPipeline (class in npu.pipeline.sequential_pipeline) (class in src.pipeline.sequential_pipeline) SerializationContext (class in npu.inout.serialization_context) set_classes_vector() (src.pcloud.point_cloud.PointCloud method) set_cluster_labels() (src.clustering.postproc.clustering_post_processor.ClusteringPostProcessor method) set_coordinates() (src.pcloud.point_cloud.PointCloud method) set_feature() (src.pcloud.point_cloud.PointCloud method) set_identifier() (npu.inout.serialization_context.SerializationContext method) set_input_data() (src.model.deeplearn.sequencer.dl_abstract_sequencer.DLAbstractSequencer method) (src.model.deeplearn.sequencer.dl_offline_sequencer.DLOfflineSequencer method) (src.model.deeplearn.sequencer.dl_sparse_concat_sequencer.DLSparseConcatSequencer method) set_learning_rate() (npu.utils.keras_utils.KerasUtils static method) set_rotation_matrix() (src.utils.ptransf.simple_data_augmentor.SimpleDataAugmentor static method) set_scale() (src.pcloud.point_cloud.PointCloud method) shadow_indexing_matrix_from_points() (src.utils.ptransf.receptive_field_gs.ReceptiveFieldGS method) SharedMLPBlock (class in src.model.deeplearn.arch.transf_octorf_pwise_classif) should_use_chunked_knn() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) SIGNAL_NAMES (src.report.taut_string_reclassification_report.TautStringReclassificationReport attribute) SimpleCoverageRefiner (class in src.utils.curve.simple_coverage_refiner) SimpleCrossingHandler (class in src.utils.curve.simple_crossing_handler) SimpleCurveEvaluation (class in src.eval.simple_curve_evaluation) SimpleCurveEvaluationTest (class in src.tests.simple_curve_evaluation_test) SimpleCurveEvaluator (class in src.eval.simple_curve_evaluator) SimpleCurveExtractionTest (class in src.tests.simple_curve_extraction_test) SimpleCurveExtractor (class in src.clustering.simple_curve_extractor) SimpleCurveExtractorUnitTest (class in src.tests.simple_curve_extractor_unit_test) SimpleCurvePlot (class in src.plot.simple_curve_plot) SimpleCurveReport (class in src.report.simple_curve_report) SimpleCurveWriter (class in src.inout.simple_curve_writer) SimpleDataAugmentor (class in src.utils.ptransf.simple_data_augmentor) SimpleDLModelHandler (class in src.model.deeplearn.handle.simple_dl_model_handler) SimpleFeaturesClusterer (class in src.clustering.simple_features_clusterer) SimpleFeaturesClustererTest (class in src.tests.simple_features_clusterer_test) SimpleFinalCleanup (class in src.utils.curve.simple_final_cleanup) SimpleGlobalCurveOptimizer (class in src.utils.curve.simple_global_curve_optimizer) SimplePipelineState (class in src.pipeline.state.simple_pipeline_state) SimplePolylineSanitizer (class in src.utils.curve.simple_polyline_sanitizer) SimpleSmoothDecoratedMiner (class in src.mining.simple_smooth_decorated_miner) SimpleSmootherDecoratorTest (class in src.tests.simple_smoother_decorator_test) SimpleSmootherDecoratorTransformer (class in src.utils.ptransf.simple_smoother_decorator_transformer) SimpleStructureSmootherPP (class in src.utils.ptransf.simple_structure_smootherpp) SimpleTopologicalStitcher (class in src.utils.curve.simple_topological_stitcher) skae_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) ske_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) SKEL_MTH (src.clustering.simple_curve_extractor.FeatureMeta attribute) skse_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) slope_from_blocks() (src.inout.simple_curve_writer.SimpleCurveWriter static method) slopes (src.clustering.simple_curve_extractor.Polyline attribute) slopes_from_z_diffs() (src.utils.curve.simple_polyline_sanitizer.SimplePolylineSanitizer static method) SmoothFeatsMiner (class in src.mining.smooth_feats_miner) SmoothFeatsMinerPP (class in src.mining.smooth_feats_minerpp) SMOTE (class in src.model.tdcomp.smote) snap_polylines_to_input() (src.utils.curve.simple_coverage_refiner.SimpleCoverageRefiner method) spconv3d_on_elem() (src.model.deeplearn.layer.submanifold_spconv3d_layer.SubmanifoldSpConv3DLayer static method) spconv3d_on_elem_active() (src.model.deeplearn.layer.submanifold_spconv3d_layer.SubmanifoldSpConv3DLayer static method) spconv3d_on_idx_real() (src.model.deeplearn.layer.submanifold_spconv3d_layer.SubmanifoldSpConv3DLayer static method) SpConv3DArchTest (class in src.tests.spconv3d_arch_test) SpConv3DDecodingLayer (class in src.model.deeplearn.layer.spconv3d_decoding_layer) SpConv3DDecodingLayerTest (class in src.tests.spconv3d_decoding_layer_test) SpConv3DEncodingLayer (class in src.model.deeplearn.layer.spconv3d_encoding_layer) SpConv3DEncodingLayerTest (class in src.tests.spconv3d_encoding_layer_test) SpConv3DMixedPrecisionE2ETest (class in src.tests.spconv3d_mixed_precision_e2e_test) SpConv3DPwiseClassif (class in src.model.deeplearn.arch.spconv3d_pwise_classif) SpConv3DPwiseClassifModel (class in src.model.deeplearn.spconv3d_pwise_classif_model) SpConv3DPwiseClassifSaveLoadTest (class in src.tests.spconv3d_pwise_classif_save_load_test) SpConvCrossBatchTest (class in src.tests.spconv_cross_batch_test) SpConvDenseNeighborTablesTest (class in src.tests.spconv_dense_neighbor_tables_test) SpConvNeighborTablesPropagationTest (class in src.tests.spconv_neighbor_tables_propagation_test) spearman_fun() (src.eval.regression_evaluator.RegressionEvaluator static method) sphere_neighborhood_f() (src.mining.smooth_feats_miner.SmoothFeatsMiner static method) spherical_oversample() (src.utils.ptransf.receptive_field_fps.ReceptiveFieldFPS static method) spherical_radiation_oversample() (src.utils.ptransf.receptive_field_fps.ReceptiveFieldFPS method) split_z_reversals() (src.utils.curve.simple_polyline_sanitizer.SimplePolylineSanitizer static method) split_zjump_bridges() (src.utils.curve.simple_polyline_sanitizer.SimplePolylineSanitizer method) src module src.api module src.api.api_exception module src.api.catacloud module src.api.catacloud.caclmodel_ops module src.api.catacloud.caclop module src.api.catacloud.caclpcloud_ops module src.api.catacloud.caclpipeline_ops module src.api.catacloud.caclsession module src.clustering module src.clustering.bivariate_critical_clusterer module src.clustering.clusterer module src.clustering.dbscan_clusterer module src.clustering.fps_decorated_clusterer module src.clustering.min_dist_decorated_clusterer module src.clustering.postproc module src.clustering.postproc.cluster_enveloper module src.clustering.postproc.cluster_marker module src.clustering.postproc.cluster_selector module src.clustering.postproc.clustering_post_processor module src.clustering.sampling_decorated_clusterer module src.clustering.simple_curve_extractor module src.clustering.simple_features_clusterer module src.eval module src.eval.advanced_classification_evaluation module src.eval.advanced_classification_evaluator module src.eval.classification_evaluation module src.eval.classification_evaluator module src.eval.classification_uncertainty_evaluation module src.eval.classification_uncertainty_evaluator module src.eval.deeplearn module src.eval.deeplearn.dl_model_evaluation module src.eval.deeplearn.dl_model_evaluator module src.eval.evaluation module src.eval.evaluator module src.eval.kfold_evaluation module src.eval.kfold_evaluator module src.eval.rand_forest_evaluation module src.eval.rand_forest_evaluator module src.eval.rand_forestpp_evaluation module src.eval.rand_forestpp_evaluator module src.eval.raster module src.eval.raster.filter_utils module src.eval.raster.raster_grid_core module src.eval.raster.raster_postproc module src.eval.raster_grid_evaluation module src.eval.raster_grid_evaluator module src.eval.raster_grid_evaluatorpp module src.eval.regression_evaluation module src.eval.regression_evaluator module src.eval.simple_curve_evaluation module src.eval.simple_curve_evaluator module src.eval.torf_rfvsnn_evaluation module src.eval.torf_rfvsnn_evaluator module src.geometry module src.geometry.OrientedBoundingBox module src.geometry.PCA module src.inout module src.inout.classified_pcloud_writer module src.inout.geotiff_io module src.inout.model_io module src.inout.model_writer module src.inout.pipeline_io module src.inout.point_cloud_io module src.inout.predictions_writer module src.inout.predictive_pipeline_writer module src.inout.simple_curve_writer module src.inout.writer module src.inout.writer_utils module src.main module src.main.main module src.main.main_args module src.main.main_clustering module src.main.main_config module src.main.main_eval module src.main.main_logger module src.main.main_memcheck module src.main.main_mine module src.main.main_predict module src.main.main_test module src.main.main_train module src.main.vl3d_exception module src.mining module src.mining.decorated_miner module src.mining.fps_decorated_miner module src.mining.geom_feats_miner module src.mining.geom_feats_minerpp module src.mining.height_feats_miner module src.mining.height_feats_minerpp module src.mining.hsv_from_rgb_miner module src.mining.min_dist_decorated_miner module src.mining.miner module src.mining.naive_change_miner module src.mining.recount_miner module src.mining.recount_minerpp module src.mining.sampling_decorated_miner module src.mining.simple_smooth_decorated_miner module src.mining.smooth_feats_miner module src.mining.smooth_feats_minerpp module src.mining.take_closest_miner module src.model module src.model.classification_model module src.model.decorated_model module src.model.deeplearn module src.model.deeplearn.arch module src.model.deeplearn.arch.architecture module src.model.deeplearn.arch.conv_autoenc_pwise_classif module src.model.deeplearn.arch.point_net module src.model.deeplearn.arch.point_net_pwise_classif module src.model.deeplearn.arch.rbfnet module src.model.deeplearn.arch.rbfnet_pwise_classif module src.model.deeplearn.arch.spconv3d_pwise_classif module src.model.deeplearn.arch.transf_octorf_pwise_classif module src.model.deeplearn.conv_autoenc_pwise_classif_model module src.model.deeplearn.deep_learning_exception module src.model.deeplearn.dlrun module src.model.deeplearn.dlrun.furthest_point_subsampling_post_processor module src.model.deeplearn.dlrun.furthest_point_subsampling_post_processorpp module src.model.deeplearn.dlrun.furthest_point_subsampling_pre_processor module src.model.deeplearn.dlrun.furthest_point_subsampling_pre_processorpp module src.model.deeplearn.dlrun.grid_subsampling_post_processor module src.model.deeplearn.dlrun.grid_subsampling_pre_processor module src.model.deeplearn.dlrun.hierarchical_fps_post_processor module src.model.deeplearn.dlrun.hierarchical_fps_post_processorpp module src.model.deeplearn.dlrun.hierarchical_fps_pre_processor module src.model.deeplearn.dlrun.hierarchical_fps_pre_processorpp module src.model.deeplearn.dlrun.hierarchical_post_processor module src.model.deeplearn.dlrun.hierarchical_pre_processor module src.model.deeplearn.dlrun.hierarchical_sg_post_processorpp module src.model.deeplearn.dlrun.hierarchical_sg_pre_processorpp module src.model.deeplearn.dlrun.point_net_post_processor module src.model.deeplearn.dlrun.point_net_pre_processor module src.model.deeplearn.dlrun.receptive_field_pre_processor module src.model.deeplearn.handle module src.model.deeplearn.handle.dl_callback_builder module src.model.deeplearn.handle.dl_class_weighter module src.model.deeplearn.handle.dl_freeze_training_executor module src.model.deeplearn.handle.dl_label_formatter module src.model.deeplearn.handle.dl_model_compiler module src.model.deeplearn.handle.dl_model_handler module src.model.deeplearn.handle.dl_model_reporter module src.model.deeplearn.handle.dl_path_manager module src.model.deeplearn.handle.dl_pretrained_handler module src.model.deeplearn.handle.dl_sequencer_builder module src.model.deeplearn.handle.dl_training_handler module src.model.deeplearn.handle.dl_transfer_handler module src.model.deeplearn.handle.simple_dl_model_handler module src.model.deeplearn.handle.torf_transfer_handler module src.model.deeplearn.handle.transf_octorf_handler module src.model.deeplearn.initializer module src.model.deeplearn.initializer.fibonacci_shell_initializer module src.model.deeplearn.initializer.initializer module src.model.deeplearn.initializer.kernel_point_ball_initializer module src.model.deeplearn.initializer.kernel_point_structure_initializer module src.model.deeplearn.layer module src.model.deeplearn.layer.contextual_point_layer module src.model.deeplearn.layer.dense_with_ground_row module src.model.deeplearn.layer.downsampling_spconv3d_layer module src.model.deeplearn.layer.drop_ground_row module src.model.deeplearn.layer.expansion_layer module src.model.deeplearn.layer.features_downsampling_layer module src.model.deeplearn.layer.features_structuring_layer module src.model.deeplearn.layer.features_upsampling_layer module src.model.deeplearn.layer.geometric_affine_layer module src.model.deeplearn.layer.grouped_point_transformer_layer module src.model.deeplearn.layer.grouping_point_net_layer module src.model.deeplearn.layer.hourglass_layer module src.model.deeplearn.layer.interdimensional_point_transformer_layer module src.model.deeplearn.layer.kpconv_layer module src.model.deeplearn.layer.kpconvx_layer module src.model.deeplearn.layer.layer module src.model.deeplearn.layer.light_kpconv_layer module src.model.deeplearn.layer.masked_batch_normalization module src.model.deeplearn.layer.point_mlp_layer module src.model.deeplearn.layer.point_transformer_layer module src.model.deeplearn.layer.rbf_feat_extract_layer module src.model.deeplearn.layer.rbf_feat_processing_layer module src.model.deeplearn.layer.spconv3d_decoding_layer module src.model.deeplearn.layer.spconv3d_encoding_layer module src.model.deeplearn.layer.strided_kpconv_layer module src.model.deeplearn.layer.strided_light_kpconv_layer module src.model.deeplearn.layer.submanifold_spconv3d_layer module src.model.deeplearn.layer.torf_cast_float_layer module src.model.deeplearn.layer.torf_element_divide_layer module src.model.deeplearn.layer.torf_gva_layer module src.model.deeplearn.layer.torf_masked_fill_layer module src.model.deeplearn.layer.torf_output_mix_layer module src.model.deeplearn.layer.torf_point_wise_mask_layer module src.model.deeplearn.layer.torf_reduce_max_layer module src.model.deeplearn.layer.torf_reduce_sum_layer module src.model.deeplearn.layer.torf_slice_center_layer module src.model.deeplearn.layer.upsampling_spconv3d_layer module src.model.deeplearn.loss module src.model.deeplearn.loss.class_weighted_binary_crossentropy module src.model.deeplearn.loss.class_weighted_categorical_crossentropy module src.model.deeplearn.loss.class_weighted_focal_binary_crossentropy module src.model.deeplearn.loss.class_weighted_focal_categorical_crossentropy module src.model.deeplearn.loss.multiloss_linear_superposition module src.model.deeplearn.loss.ragged_binary_crossentropy module src.model.deeplearn.loss.ragged_categorical_crossentropy module src.model.deeplearn.loss.ragged_class_weighted_binary_crossentropy module src.model.deeplearn.loss.ragged_class_weighted_categorical_crossentropy module src.model.deeplearn.loss.torf_binary_crossentropy module src.model.deeplearn.loss.torf_categorical_crossentropy module src.model.deeplearn.metric module src.model.deeplearn.metric.multihead_metric module src.model.deeplearn.metric.vl3d_f1_score module src.model.deeplearn.optimizer module src.model.deeplearn.optimizer.centralized_adadelta module src.model.deeplearn.optimizer.centralized_adagrad module src.model.deeplearn.optimizer.centralized_adam module src.model.deeplearn.optimizer.centralized_adamax module src.model.deeplearn.optimizer.centralized_adamw module src.model.deeplearn.optimizer.centralized_ftrl module src.model.deeplearn.optimizer.centralized_lamb module src.model.deeplearn.optimizer.centralized_lion module src.model.deeplearn.optimizer.centralized_nadam module src.model.deeplearn.optimizer.centralized_rmsprop module src.model.deeplearn.optimizer.centralized_sgd module src.model.deeplearn.optimizer.torf_centralized_adam module src.model.deeplearn.optimizer.torf_centralized_sgd module src.model.deeplearn.point_net_pwise_classif_model module src.model.deeplearn.rbf_net_pwise_classif_model module src.model.deeplearn.regularizer module src.model.deeplearn.regularizer.features_orthogonal_regularizer module src.model.deeplearn.regularizer.regularizer module src.model.deeplearn.sequencer module src.model.deeplearn.sequencer.dl_abstract_sequencer module src.model.deeplearn.sequencer.dl_offline_sequencer module src.model.deeplearn.sequencer.dl_sequencer module src.model.deeplearn.sequencer.dl_sparse_concat_sequencer module src.model.deeplearn.sequencer.transf_octorf_sequencer module src.model.deeplearn.spconv3d_pwise_classif_model module src.model.fps_decorated_model module src.model.mindist_decorated_model module src.model.model module src.model.model_op module src.model.random_forest_classification_model module src.model.random_forestpp_classification_model module src.model.tdcomp module src.model.tdcomp.classwise_sampler module src.model.tdcomp.smote module src.model.tdcomp.training_data_component module src.model.transf_octorf_classification_model module src.pcloud module src.pcloud.factory module src.pcloud.factory.point_cloud_arrays_factory module src.pcloud.factory.point_cloud_factory module src.pcloud.factory.point_cloud_file_factory module

src.pcloud.mem_to_file_proxy module src.pcloud.point_cloud module src.pcloud.point_cloud_factory_facade module src.pcloud.point_cloud_filter module src.pipeline module src.pipeline.handle module src.pipeline.handle.pcloud_concat_handler module src.pipeline.handle.pipeline_decoration_handler module src.pipeline.pipeline_exception module src.pipeline.pipeline_executor module src.pipeline.pipeline_input module src.pipeline.pipeline_output module src.pipeline.pps module src.pipeline.pps.pps_exception module src.pipeline.pps.pps_sequential module src.pipeline.predictive_pipeline module src.pipeline.sequential_pipeline module src.pipeline.state module src.pipeline.state.pipeline_state_exception module src.pipeline.state.simple_pipeline_state module src.plot module src.plot.advanced_classification_plot module src.plot.class_reduction_plot module src.plot.classification_plot module src.plot.classification_uncertainty_plot module src.plot.directional_reclassification_plot module src.plot.distance_reclassification_plot module src.plot.feature_processing_layer_plot module src.plot.features_structuring_layer_plot module src.plot.kfold_plot module src.plot.kpconv_layer_plot module src.plot.light_kpconv_layer_plot module src.plot.mpl_plot module src.plot.pca_variance_plot module src.plot.plot module src.plot.rand_forest_plot module src.plot.rand_forestpp_plot module src.plot.raster_grid_plot module src.plot.receptive_fields_distribution_plot module src.plot.regression_plot module src.plot.simple_curve_plot module src.plot.torf_rfvsnn_plot module src.plot.training_history_plot module src.report module src.report.advanced_classification_report module src.report.best_score_selection_report module src.report.class_reduction_report module src.report.classification_report module src.report.classification_uncertainty_report module src.report.classified_pcloud_report module src.report.deep_learning_model_summary_report module src.report.directional_reclassification_report module src.report.distance_reclassification_report module src.report.feature_processing_layer_report module src.report.features_structuring_layer_report module src.report.hyper_search_report module src.report.kfold_report module src.report.kpconv_layer_report module src.report.light_kpconv_layer_report module src.report.meta_report module src.report.minmax_normalization_report module src.report.pca_projection_report module src.report.pwise_activations_report module src.report.rand_forest_report module src.report.rand_forestpp_report module src.report.receptive_field_oversampling_report module src.report.receptive_fields_distribution_report module src.report.receptive_fields_report module src.report.regression_report module src.report.report module src.report.simple_curve_report module src.report.standardization_report module src.report.taut_string_reclassification_report module src.report.torf_rfvsnn_report module src.report.training_history_report module src.report.variance_selection_report module src.tests module src.tests.contextual_point_layer_test module src.tests.custom_pwise_losses_test module src.tests.directional_reclassifier_test module src.tests.dl_offline_sequencer_test module src.tests.dl_sparse_concat_sequencer_test module src.tests.downsampling_spconv3d_layer_test module src.tests.features_downsampling_layer_test module src.tests.features_structuring_layer_test module src.tests.features_upsampling_layer_test module src.tests.fps_decorator_test module src.tests.fps_pre_processing_test module src.tests.freeze_training_test module src.tests.geometric_affine_layer_test module src.tests.grouped_point_transformer_layer_test module src.tests.grouping_point_net_layer_test module src.tests.hierarchical_receptive_field_test module src.tests.hourglass_layer_test module src.tests.hsv_from_rgb_test module src.tests.interdimensional_point_transformer_layer_test module src.tests.kpconv_layer_test module src.tests.kpconvx_layer_test module src.tests.las_inout_test module src.tests.light_kpconv_layer_test module src.tests.masked_batch_normalization_test module src.tests.min_dist_decimator_test module src.tests.model_serialization_test module src.tests.point_mlp_layer_test module src.tests.point_transformer_layer_test module src.tests.prediction_reducer_test module src.tests.predictive_pipeline_test module src.tests.ragged_losses_test module src.tests.raster_grid_evaluatorpp_test module src.tests.raster_grid_postproc_ref module src.tests.rbf_feat_extract_layer_test module src.tests.rbf_feat_processing_layer_test module src.tests.receptive_field_test module src.tests.simple_curve_evaluation_test module src.tests.simple_curve_extraction_test module src.tests.simple_curve_extractor_unit_test module src.tests.simple_features_clusterer_test module src.tests.simple_smoother_decorator_test module src.tests.spconv3d_arch_test module src.tests.spconv3d_decoding_layer_test module src.tests.spconv3d_encoding_layer_test module src.tests.spconv3d_mixed_precision_e2e_test module src.tests.spconv3d_pwise_classif_save_load_test module src.tests.spconv_cross_batch_test module src.tests.spconv_dense_neighbor_tables_test module src.tests.spconv_neighbor_tables_propagation_test module src.tests.strided_kpconv_layer_test module src.tests.strided_light_kpconv_layer_test module src.tests.submanifold_spconv3d_layer_test module src.tests.taut_string_reclassifier_test module src.tests.torf_gva_layer_test module src.tests.torf_losses_test module src.tests.torf_training_tools_test module src.tests.transf_octorf_test module src.tests.upsampling_spconv3d_layer_test module src.tests.vl3d_test module src.tests.vl3dpp_backend_test module src.tests.vl3dpp_binding_test module src.tests.vl3dpp_dl_fps_pre_proc_test module src.tests.vl3dpp_dl_hierarchical_fps_pre_proc_test module src.tests.vl3dpp_dl_hierarchical_sg_post_proc_test module src.tests.vl3dpp_dl_hierarchical_sg_pre_proc_test module src.tests.vl3dpp_dl_label_reduction_test module src.tests.vl3dpp_dl_post_proc_test module src.tests.vl3dpp_hierarchical_sparse_grid_test module src.tests.vl3dpp_oversampler_test module src.tests.vl3dpp_support_neighborhoods_test module src.ui module src.ui.catacloud module src.ui.catacloud.cacl_cmd_handler module src.ui.ui_exception module src.utils module src.utils.ctransf module src.utils.ctransf.class_reducer module src.utils.ctransf.class_setter module src.utils.ctransf.class_transformer module src.utils.ctransf.directional_reclassifier module src.utils.ctransf.distance_reclassifier module src.utils.ctransf.taut_string_reclassifier module src.utils.ctransf_utils module src.utils.curve module src.utils.curve.simple_coverage_refiner module src.utils.curve.simple_crossing_handler module src.utils.curve.simple_final_cleanup module src.utils.curve.simple_global_curve_optimizer module src.utils.curve.simple_polyline_sanitizer module src.utils.curve.simple_topological_stitcher module src.utils.ftransf module src.utils.ftransf.explicit_selector module src.utils.ftransf.feature_transformer module src.utils.ftransf.kbest_selector module src.utils.ftransf.minmax_normalizer module src.utils.ftransf.pca_transformer module src.utils.ftransf.percentile_selector module src.utils.ftransf.standardizer module src.utils.ftransf.variance_selector module src.utils.ftransf_utils module src.utils.imput module src.utils.imput.imputer module src.utils.imput.removal_imputer module src.utils.imput.univariate_imputer module src.utils.imputer_utils module src.utils.neighborhood module src.utils.neighborhood.support_neighborhoods module src.utils.neighborhood.support_neighborhoodspp module src.utils.preds module src.utils.preds.argmax_pred_select_strategy module src.utils.preds.entropic_pred_reduce_strategy module src.utils.preds.max_pred_reduce_strategy module src.utils.preds.mean_pred_reduce_strategy module src.utils.preds.pred_reduce_strategy module src.utils.preds.pred_select_strategy module src.utils.preds.prediction_reducer module src.utils.preds.prediction_reducer_factory module src.utils.preds.sum_pred_reduce_strategy module src.utils.ptransf module src.utils.ptransf.data_augmentor module src.utils.ptransf.fps_decorator_transformer module src.utils.ptransf.min_dist_decimator_decorator module src.utils.ptransf.point_cloud_sampler module src.utils.ptransf.point_cloud_sampler_decorator module src.utils.ptransf.point_transformer module src.utils.ptransf.receptive_field module src.utils.ptransf.receptive_field_fps module src.utils.ptransf.receptive_field_fpspp module src.utils.ptransf.receptive_field_gs module src.utils.ptransf.receptive_field_hierarchical_fps module src.utils.ptransf.receptive_field_hierarchical_fpspp module src.utils.ptransf.receptive_field_hierarchical_sg module src.utils.ptransf.sampling_decorator_utils module src.utils.ptransf.simple_data_augmentor module src.utils.ptransf.simple_smoother_decorator_transformer module src.utils.ptransf.simple_structure_smootherpp module src.utils.ptransf.transf_octorf_augmentor module src.utils.ptransf_utils module src.utils.raster module src.utils.raster.dem_generator module src.utils.raster.grid_interpolator_2d module src.utils.tuner_utils module src.utils.tuning module src.utils.tuning.hyper_grid_search module src.utils.tuning.hyper_random_search module src.utils.tuning.hyper_tuner module src.utils.tuning.tuner module src.vl3dpp module src.vl3dpp.vl3dpp_loader module SRC_PTS (src.clustering.simple_curve_extractor.FeatureMeta attribute) STAB_TOP (src.clustering.simple_curve_extractor.FeatureMeta attribute) StandardizationReport (class in src.report.standardization_report) Standardizer (class in src.utils.ftransf.standardizer) start() (npu.tests.naips_test.NAIPSTest method) stdev_outlier_filter() (src.eval.regression_evaluator.RegressionEvaluator method) store_attribute() (npu.inout.serialization_context.SerializationContext method) store_attribute_from_component() 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(src.tests.spconv_cross_batch_test.SpConvCrossBatchTest method) subtest_E3a_B4_w3() (src.tests.spconv_cross_batch_test.SpConvCrossBatchTest method) subtest_E3b_B4_wD3() (src.tests.spconv_cross_batch_test.SpConvCrossBatchTest method) subtest_E3c_B8_depth2_w2() (src.tests.spconv_cross_batch_test.SpConvCrossBatchTest method) subtest_E4a_minimal_density() (src.tests.spconv_cross_batch_test.SpConvCrossBatchTest method) subtest_E4b_minimal_depth2() (src.tests.spconv_cross_batch_test.SpConvCrossBatchTest method) subtest_E5a_dense_depth1() (src.tests.spconv_cross_batch_test.SpConvCrossBatchTest method) subtest_E5b_dense_depth2() (src.tests.spconv_cross_batch_test.SpConvCrossBatchTest method) subtest_E6a_adjacent_B2() (src.tests.spconv_cross_batch_test.SpConvCrossBatchTest method) subtest_E6b_adjacent_B4() (src.tests.spconv_cross_batch_test.SpConvCrossBatchTest method) subtest_E6c_adjacent_deep() (src.tests.spconv_cross_batch_test.SpConvCrossBatchTest method) subtest_empty_mask() 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subtest_ground_lookup_is_zero() (src.tests.submanifold_spconv3d_layer_test.SubmanifoldSpConv3DLayerTest method) subtest_ground_row_invariant() (src.tests.dl_sparse_concat_sequencer_test.DLSparseConcatSequencerTest method) (src.tests.downsampling_spconv3d_layer_test.DownsamplingSpConv3DLayerTest method) (src.tests.spconv3d_decoding_layer_test.SpConv3DDecodingLayerTest method) (src.tests.spconv3d_encoding_layer_test.SpConv3DEncodingLayerTest method) (src.tests.submanifold_spconv3d_layer_test.SubmanifoldSpConv3DLayerTest method) (src.tests.upsampling_spconv3d_layer_test.UpsamplingSpConv3DLayerTest method) subtest_half_mask() (src.tests.masked_batch_normalization_test.MaskedBatchNormalizationTest method) subtest_heterogeneous_real_distribution() (src.tests.masked_batch_normalization_test.MaskedBatchNormalizationTest method) subtest_ignore_labels() (src.tests.dl_sparse_concat_sequencer_test.DLSparseConcatSequencerTest method) subtest_ignore_labels_dtype_validation() (src.tests.dl_sparse_concat_sequencer_test.DLSparseConcatSequencerTest method) subtest_ignore_labels_dtype_validation_heterogeneous() (src.tests.dl_sparse_concat_sequencer_test.DLSparseConcatSequencerTest method) subtest_inference_mode_uses_moving_stats() (src.tests.spconv3d_encoding_layer_test.SpConv3DEncodingLayerTest method) subtest_input_shape_validation() (src.tests.dl_sparse_concat_sequencer_test.DLSparseConcatSequencerTest method) subtest_invalid_reduce_strategy() (src.tests.spconv_dense_neighbor_tables_test.SpConvDenseNeighborTablesTest method) subtest_invalid_strategy_rejected() (src.tests.spconv_neighbor_tables_propagation_test.SpConvNeighborTablesPropagationTest method) subtest_keras_save_load_real_graph() (src.tests.spconv3d_pwise_classif_save_load_test.SpConv3DPwiseClassifSaveLoadTest method) subtest_kwargs_mutation_before_build_caught() (src.tests.spconv3d_pwise_classif_save_load_test.SpConv3DPwiseClassifSaveLoadTest method) subtest_labels_flat_concat() (src.tests.dl_sparse_concat_sequencer_test.DLSparseConcatSequencerTest method) subtest_layer_by_layer_vs_fused_paths() (src.tests.spconv3d_arch_test.SpConv3DArchTest method) subtest_layer_matches_numpy() (src.tests.downsampling_spconv3d_layer_test.DownsamplingSpConv3DLayerTest method) (src.tests.submanifold_spconv3d_layer_test.SubmanifoldSpConv3DLayerTest method) (src.tests.upsampling_spconv3d_layer_test.UpsamplingSpConv3DLayerTest method) subtest_legacy_filters_rejected() (src.tests.spconv3d_arch_test.SpConv3DArchTest method) subtest_legacy_state_default() (src.tests.spconv_neighbor_tables_propagation_test.SpConvNeighborTablesPropagationTest method) subtest_masked_bn_integration() (src.tests.spconv3d_encoding_layer_test.SpConv3DEncodingLayerTest method) subtest_missing_fields_default() (src.tests.spconv3d_pwise_classif_save_load_test.SpConv3DPwiseClassifSaveLoadTest method) subtest_mixed_bfloat16_fits_one_epoch() (src.tests.spconv3d_mixed_precision_e2e_test.SpConv3DMixedPrecisionE2ETest method) subtest_mixed_float16_fits_one_epoch() (src.tests.spconv3d_mixed_precision_e2e_test.SpConv3DMixedPrecisionE2ETest method) subtest_mixed_float16_forward_no_naninf() (src.tests.spconv3d_mixed_precision_e2e_test.SpConv3DMixedPrecisionE2ETest method) subtest_mixed_float16_gradient_signal_nonzero() (src.tests.spconv3d_mixed_precision_e2e_test.SpConv3DMixedPrecisionE2ETest method) subtest_mixed_float16_loss_curve_matches_fp32() (src.tests.spconv3d_mixed_precision_e2e_test.SpConv3DMixedPrecisionE2ETest method) subtest_mixed_float16_output_dtype_fp32() (src.tests.spconv3d_mixed_precision_e2e_test.SpConv3DMixedPrecisionE2ETest method) subtest_n_shape_correct() (src.tests.spconv_neighbor_tables_propagation_test.SpConvNeighborTablesPropagationTest method) subtest_numerical_huge() (src.tests.masked_batch_normalization_test.MaskedBatchNormalizationTest method) subtest_numerical_tiny() (src.tests.masked_batch_normalization_test.MaskedBatchNormalizationTest method) subtest_odd_nfb_residual_rejected() (src.tests.spconv3d_encoding_layer_test.SpConv3DEncodingLayerTest method) subtest_offset_correctness() (src.tests.dl_sparse_concat_sequencer_test.DLSparseConcatSequencerTest method) subtest_pad_budget() (src.tests.dl_sparse_concat_sequencer_test.DLSparseConcatSequencerTest method) subtest_padded_rows_finite() (src.tests.masked_batch_normalization_test.MaskedBatchNormalizationTest method) subtest_post_process_output_roundtrip() (src.tests.dl_sparse_concat_sequencer_test.DLSparseConcatSequencerTest method) subtest_propagation_default_strategy() (src.tests.spconv_neighbor_tables_propagation_test.SpConvNeighborTablesPropagationTest method) subtest_propagation_max_strategy() (src.tests.spconv_neighbor_tables_propagation_test.SpConvNeighborTablesPropagationTest method) subtest_R10_depth3_w2() (src.tests.spconv_cross_batch_test.SpConvCrossBatchTest method) subtest_R1_baseline_B2_depth1() (src.tests.spconv_cross_batch_test.SpConvCrossBatchTest method) subtest_R2_B4_depth1() (src.tests.spconv_cross_batch_test.SpConvCrossBatchTest method) subtest_R3_B8_depth1() (src.tests.spconv_cross_batch_test.SpConvCrossBatchTest method) subtest_R4_B4_depth2() (src.tests.spconv_cross_batch_test.SpConvCrossBatchTest method) subtest_R5_B8_depth3() (src.tests.spconv_cross_batch_test.SpConvCrossBatchTest method) subtest_R6_w2() (src.tests.spconv_cross_batch_test.SpConvCrossBatchTest method) subtest_R7_dense() (src.tests.spconv_cross_batch_test.SpConvCrossBatchTest method) subtest_R8_sparse() (src.tests.spconv_cross_batch_test.SpConvCrossBatchTest method) subtest_R9_depth2_w2() (src.tests.spconv_cross_batch_test.SpConvCrossBatchTest method) subtest_random_shuffle_preserves_invariants() (src.tests.dl_sparse_concat_sequencer_test.DLSparseConcatSequencerTest method) subtest_reduce_strategy() 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(src.tests.spconv3d_pwise_classif_save_load_test.SpConv3DPwiseClassifSaveLoadTest method) subtest_round_trip_ssc3d() (src.tests.spconv3d_pwise_classif_save_load_test.SpConv3DPwiseClassifSaveLoadTest method) subtest_running_stats_ema() (src.tests.masked_batch_normalization_test.MaskedBatchNormalizationTest method) subtest_serialization_roundtrip() (src.tests.masked_batch_normalization_test.MaskedBatchNormalizationTest method) (src.tests.spconv_neighbor_tables_propagation_test.SpConvNeighborTablesPropagationTest method) subtest_shapes_no_residual() (src.tests.spconv3d_decoding_layer_test.SpConv3DDecodingLayerTest method) (src.tests.spconv3d_encoding_layer_test.SpConv3DEncodingLayerTest method) subtest_shapes_residual_sharedmlp() (src.tests.spconv3d_decoding_layer_test.SpConv3DDecodingLayerTest method) (src.tests.spconv3d_encoding_layer_test.SpConv3DEncodingLayerTest method) subtest_shapes_residual_ssc3d() (src.tests.spconv3d_decoding_layer_test.SpConv3DDecodingLayerTest method) 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src.utils.neighborhood.support_neighborhoods) SupportNeighborhoodsPP (class in src.utils.neighborhood.support_neighborhoodspp) svf_po_cpp_match_ref() (in module src.tests.raster_grid_postproc_ref) svf_po_ref() (in module src.tests.raster_grid_postproc_ref) SYNTH_DIR (src.tests.directional_reclassifier_test.DirectionalReclassifierTest attribute) SYNTH_GRID_SEP (src.tests.directional_reclassifier_test.DirectionalReclassifierTest attribute) SysUtils (class in npu.utils.sys_utils)

T

TakeClosestMiner (class in src.mining.take_closest_miner) TautStringReclassificationReport (class in src.report.taut_string_reclassification_report) TautStringReclassifier (class in src.utils.ctransf.taut_string_reclassifier) TautStringReclassifierTest (class in src.tests.taut_string_reclassifier_test) test_all_invalid() (src.tests.torf_losses_test.TorfLossesTest static method) test_case_10_modeA() (src.tests.taut_string_reclassifier_test.TautStringReclassifierTest method) test_case_10_modeB() (src.tests.taut_string_reclassifier_test.TautStringReclassifierTest method) test_case_11_modeA() (src.tests.taut_string_reclassifier_test.TautStringReclassifierTest method) test_case_11_modeB() (src.tests.taut_string_reclassifier_test.TautStringReclassifierTest method) test_case_12_modeA() (src.tests.taut_string_reclassifier_test.TautStringReclassifierTest method) test_case_12_modeB() (src.tests.taut_string_reclassifier_test.TautStringReclassifierTest method) test_case_13_modeA() 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test_masking_all_categorical() (src.tests.torf_losses_test.TorfLossesTest static method) test_masking_binary() (src.tests.torf_losses_test.TorfLossesTest static method) test_masking_categorical() (src.tests.torf_losses_test.TorfLossesTest static method) test_modeA_inconclusive_fallback() (src.tests.taut_string_reclassifier_test.TautStringReclassifierTest method) test_modeA_lower_ground_base() (src.tests.taut_string_reclassifier_test.TautStringReclassifierTest method) test_modeA_lower_ground_median() (src.tests.taut_string_reclassifier_test.TautStringReclassifierTest method) test_output_feature_inclusion_flags() (src.tests.taut_string_reclassifier_test.TautStringReclassifierTest method) test_point_net_pwise_classifier() (src.tests.model_serialization_test.ModelSerializationTest method) test_point_netpp_pwise_classifier() (src.tests.model_serialization_test.ModelSerializationTest method) test_pttransf_pwise_classifier() (src.tests.model_serialization_test.ModelSerializationTest method) test_ragged_classification_losses() (src.tests.ragged_losses_test.RaggedLossesTest static method) test_random_forest_classifier() (src.tests.model_serialization_test.ModelSerializationTest method) test_rank3_binary() (src.tests.torf_losses_test.TorfLossesTest static method) test_rank3_binary_masked() (src.tests.torf_losses_test.TorfLossesTest static method) test_rbf_net_pwise_classifier() (src.tests.model_serialization_test.ModelSerializationTest method) test_scattered_mask() (src.tests.torf_losses_test.TorfLossesTest static method) test_sflnet_pwise_classifier() (src.tests.model_serialization_test.ModelSerializationTest method) test_single_valid_position() (src.tests.torf_losses_test.TorfLossesTest static method) test_skip_near_horizontal() (src.tests.taut_string_reclassifier_test.TautStringReclassifierTest method) test_spconv_pwise_classifier() (src.tests.model_serialization_test.ModelSerializationTest method) test_thread_determinism_case14_modeA() (src.tests.taut_string_reclassifier_test.TautStringReclassifierTest method) test_torf_bce() (src.tests.torf_losses_test.TorfLossesTest static method) test_torf_cce() (src.tests.torf_losses_test.TorfLossesTest static method) test_torf_cwbce() (src.tests.torf_losses_test.TorfLossesTest static method) test_torf_cwcce() (src.tests.torf_losses_test.TorfLossesTest static method) test_torf_cwfbce() (src.tests.torf_losses_test.TorfLossesTest static method) test_torf_cwfcce() (src.tests.torf_losses_test.TorfLossesTest static method) test_torf_fbce() (src.tests.torf_losses_test.TorfLossesTest static method) test_torf_fcce() (src.tests.torf_losses_test.TorfLossesTest static method) test_two_class_categorical() (src.tests.torf_losses_test.TorfLossesTest static method) testDLPostProc() (src.tests.vl3dpp_dl_post_proc_test.VL3DPPDLPostProcTest method) testDLPreProc() (src.tests.vl3dpp_dl_fps_pre_proc_test.VL3DPPDLFPSPreProcTest method) (src.tests.vl3dpp_dl_hierarchical_fps_pre_proc_test.VL3DPPDLHierarchicalFPSPreProcTest method) testFPSPreProc() (src.tests.fps_pre_processing_test.FPSPreProcessingTest method) testLabelReduction() (src.tests.vl3dpp_dl_label_reduction_test.VL3DPPDLLabelReductionTest method) testOversample() (src.tests.vl3dpp_oversampler_test.VL3DPPOversamplerTest method) testSparseDLPostProc() (src.tests.vl3dpp_dl_hierarchical_sg_post_proc_test.VL3DPPDLHierarchicalSGPostProcTest static method) testSupport() (src.tests.vl3dpp_support_neighborhoods_test.VL3DPPSupportNeighborhoodsTest method) testSupportByDistr() (src.tests.vl3dpp_support_neighborhoods_test.VL3DPPSupportNeighborhoodsTest method) testSupportByFPS() (src.tests.vl3dpp_support_neighborhoods_test.VL3DPPSupportNeighborhoodsTest method) TestUtils (class in npu.tests.test_utils) tf_compute_output() (src.tests.features_structuring_layer_test.FeaturesStructuringLayerTest method) to_class_distribution() (src.report.class_reduction_report.ClassReductionReport method) (src.report.directional_reclassification_report.DirectionalReclassificationReport method) (src.report.distance_reclassification_report.DistanceReclassificationReport method) (src.report.taut_string_reclassification_report.TautStringReclassificationReport method) to_class_distribution_string() (src.report.advanced_classification_report.AdvancedClassificationReport method) (src.report.classification_report.ClassificationReport method) to_class_eval_string() (src.report.advanced_classification_report.AdvancedClassificationReport method) (src.report.classification_report.ClassificationReport method) to_confusion_matrices_string() (src.report.advanced_classification_report.AdvancedClassificationReport method) to_confusion_matrix_string() (src.report.classification_report.ClassificationReport method) to_dict() (src.clustering.simple_curve_extractor.FeatureMeta method) (src.clustering.simple_curve_extractor.Polyline method) to_file() (src.report.advanced_classification_report.AdvancedClassificationReport method) (src.report.classification_report.ClassificationReport method) (src.report.classification_uncertainty_report.ClassificationUncertaintyReport method) (src.report.classified_pcloud_report.ClassifiedPcloudReport method) (src.report.feature_processing_layer_report.FeatureProcessingLayerReport method) (src.report.features_structuring_layer_report.FeaturesStructuringLayerReport method) (src.report.kpconv_layer_report.KPConvLayerReport method) (src.report.light_kpconv_layer_report.LightKPConvLayerReport method) (src.report.meta_report.MetaReport method) (src.report.pwise_activations_report.PwiseActivationsReport method) (src.report.receptive_field_oversampling_report.ReceptiveFieldOversamplingReport method) (src.report.receptive_fields_report.ReceptiveFieldsReport method) (src.report.regression_report.RegressionReport method) (src.report.report.Report method) (src.report.simple_curve_report.SimpleCurveReport method) (src.report.taut_string_reclassification_report.TautStringReclassificationReport method) (src.report.torf_rfvsnn_report.TORFRFvsNNReport method)

to_global_eval_string() (src.report.advanced_classification_report.AdvancedClassificationReport method) (src.report.classification_report.ClassificationReport method) to_numpy_expr() (npu.utils.str_utils.StrUtils static method) to_outer_correlation_string() (src.report.regression_report.RegressionReport method) to_predictive_pipeline() (npu.pipeline.pipeline.Pipeline method) (src.pipeline.sequential_pipeline.SequentialPipeline method) to_QQ_distribution_string() (src.report.regression_report.RegressionReport method) to_regression_eval_string() (src.report.regression_report.RegressionReport method) to_string() (src.report.report.Report method) to_temporary_file() (src.model.deeplearn.dlrun.hierarchical_pre_processor.HierarchicalPreProcessor method) (src.model.deeplearn.dlrun.receptive_field_pre_processor.ReceptiveFieldPreProcessor method) topk_outlier_filter() (src.eval.regression_evaluator.RegressionEvaluator method) topp_outlier_filter() (src.eval.regression_evaluator.RegressionEvaluator method) TORFCastFloatLayer (class in src.model.deeplearn.layer.torf_cast_float_layer) TorfCentralizedAdam (class in src.model.deeplearn.optimizer.torf_centralized_adam) TorfCentralizedSGD (class in src.model.deeplearn.optimizer.torf_centralized_sgd) TORFElementDivideLayer (class in src.model.deeplearn.layer.torf_element_divide_layer) TORFGVALayer (class in src.model.deeplearn.layer.torf_gva_layer) TORFGVALayerTest (class in src.tests.torf_gva_layer_test) TorfLossesTest (class in src.tests.torf_losses_test) TORFMaskedFillLayer (class in src.model.deeplearn.layer.torf_masked_fill_layer) TORFOutputMixLayer (class in src.model.deeplearn.layer.torf_output_mix_layer) TORFPointWiseMaskLayer (class in src.model.deeplearn.layer.torf_point_wise_mask_layer) TORFReduceMaxLayer (class in src.model.deeplearn.layer.torf_reduce_max_layer) TORFReduceSumLayer (class in src.model.deeplearn.layer.torf_reduce_sum_layer) TORFRFvsNNEvaluation (class in src.eval.torf_rfvsnn_evaluation) TORFRFvsNNEvaluator (class in src.eval.torf_rfvsnn_evaluator) TorfRFvsNNPlot (class in src.plot.torf_rfvsnn_plot) TORFRFvsNNReport (class in src.report.torf_rfvsnn_report) TORFSliceCenterLayer (class in src.model.deeplearn.layer.torf_slice_center_layer) TORFTrainingToolsTest (class in src.tests.torf_training_tools_test) TORFTransferHandler (class in src.model.deeplearn.handle.torf_transfer_handler) track() (npu.inout.serialization_context.SerializationContext method) track_component() (npu.inout.serialization_context.SerializationContext method) TRAIN (src.model.model_op.ModelOp.OP attribute) train() (src.model.fps_decorated_model.FPSDecoratedModel method) (src.model.mindist_decorated_model.MinDistDecoratedModel method) (src.model.model.Model method) train_and_evaluate() (src.tests.transf_octorf_test.TransfOctoRFTest method) train_autoval() (src.model.decorated_model.DecoratedModel method) (src.model.model.Model method) train_base() (src.model.decorated_model.DecoratedModel method) (src.model.model.Model method) (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) train_nn() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) train_nn_from_hdf5() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) train_nn_from_pclouds() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) train_rf_from_pclouds() (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) train_stratified_kfold() (src.model.decorated_model.DecoratedModel method) (src.model.model.Model method) training() (src.model.decorated_model.DecoratedModel method) (src.model.deeplearn.conv_autoenc_pwise_classif_model.ConvAutoencPwiseClassifModel method) (src.model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel method) (src.model.deeplearn.rbf_net_pwise_classif_model.RBFNetPwiseClassifModel method) (src.model.deeplearn.spconv3d_pwise_classif_model.SpConv3DPwiseClassifModel method) (src.model.model.Model method) (src.model.random_forest_classification_model.RandomForestClassificationModel method) (src.model.random_forestpp_classification_model.RandomForestPPClassificationModel method) (src.model.transf_octorf_classification_model.TransfOctoRFClassificationModel method) TrainingDataComponent (class in src.model.tdcomp.training_data_component) TrainingDataComponentException TrainingHistoryPlot (class in src.plot.training_history_plot) TrainingHistoryReport (class in src.report.training_history_report) transfer() (src.model.deeplearn.handle.dl_transfer_handler.DLTransferHandler method) (src.model.deeplearn.handle.torf_transfer_handler.TORFTransferHandler method) transfer_from_model_file() (src.model.deeplearn.handle.dl_transfer_handler.DLTransferHandler method) transfer_from_weights_file() (src.model.deeplearn.handle.dl_transfer_handler.DLTransferHandler method) TransfOctoRFAugmentor (class in src.utils.ptransf.transf_octorf_augmentor) TransfOctoRFClassificationModel (class in src.model.transf_octorf_classification_model) TransfOctoRFHandler (class in src.model.deeplearn.handle.transf_octorf_handler) TransfOctoRFPwiseClassif (class in src.model.deeplearn.arch.transf_octorf_pwise_classif) TransfOctoRFSequencer (class in src.model.deeplearn.sequencer.transf_octorf_sequencer) TransfOctoRFTest (class in src.tests.transf_octorf_test) transform() (src.model.transf_octorf_classification_model.FeaturePreprocessor method) (src.utils.ctransf.class_reducer.ClassReducer method) (src.utils.ctransf.class_setter.ClassSetter method) (src.utils.ctransf.class_transformer.ClassTransformer method) (src.utils.ctransf.directional_reclassifier.DirectionalReclassifier method) (src.utils.ctransf.distance_reclassifier.DistanceReclassifier method) (src.utils.ctransf.taut_string_reclassifier.TautStringReclassifier method) (src.utils.ftransf.explicit_selector.ExplicitSelector method) (src.utils.ftransf.feature_transformer.FeatureTransformer method) (src.utils.ftransf.kbest_selector.KBestSelector method) (src.utils.ftransf.minmax_normalizer.MinmaxNormalizer method) (src.utils.ftransf.pca_transformer.PCATransformer method) (src.utils.ftransf.percentile_selector.PercentileSelector method) (src.utils.ftransf.standardizer.Standardizer method) (src.utils.ftransf.variance_selector.VarianceSelector method) (src.utils.ptransf.fps_decorator_transformer.FPSDecoratorTransformer method) (src.utils.ptransf.min_dist_decimator_decorator.MinDistDecimatorDecorator method) (src.utils.ptransf.point_cloud_sampler.PointCloudSampler method) (src.utils.ptransf.point_cloud_sampler_decorator.PointCloudSamplerDecorator method) (src.utils.ptransf.point_transformer.PointTransformer method) (src.utils.ptransf.simple_smoother_decorator_transformer.SimpleSmootherDecoratorTransformer method) (src.utils.ptransf.simple_structure_smootherpp.SimpleStructureSmootherPP method) transform_pcloud() (src.clustering.fps_decorated_clusterer.FPSDecoratedClusterer method) (src.clustering.min_dist_decorated_clusterer.MinDistDecoratedClusterer method) (src.utils.ctransf.class_setter.ClassSetter method) (src.utils.ctransf.class_transformer.ClassTransformer method) (src.utils.ctransf.directional_reclassifier.DirectionalReclassifier method) (src.utils.ctransf.distance_reclassifier.DistanceReclassifier method) (src.utils.ctransf.taut_string_reclassifier.TautStringReclassifier method) (src.utils.ftransf.explicit_selector.ExplicitSelector method) (src.utils.ftransf.feature_transformer.FeatureTransformer method) (src.utils.ptransf.point_cloud_sampler.PointCloudSampler method) (src.utils.ptransf.point_cloud_sampler_decorator.PointCloudSamplerDecorator method) (src.utils.ptransf.point_transformer.PointTransformer method) (src.utils.ptransf.simple_smoother_decorator_transformer.SimpleSmootherDecoratorTransformer method) (src.utils.ptransf.simple_structure_smootherpp.SimpleStructureSmootherPP method) transform_to_unit_sphere() (src.model.deeplearn.dlrun.receptive_field_pre_processor.ReceptiveFieldPreProcessor static method) TransformerBlock (class in src.model.deeplearn.arch.transf_octorf_pwise_classif) translate_layer_name() (src.model.deeplearn.handle.dl_transfer_handler.DLTransferHandler static method) tune() (src.utils.tuning.hyper_grid_search.HyperGridSearch method) (src.utils.tuning.hyper_random_search.HyperRandomSearch method) (src.utils.tuning.tuner.Tuner method) Tuner (class in src.utils.tuning.tuner) TunerException TunerUtils (class in src.utils.tuner_utils)

U

UIException unary_convolution_postwrap() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) unary_convolution_prewrap() (src.model.deeplearn.arch.conv_autoenc_pwise_classif.ConvAutoencPwiseClassif method) undo_center_and_scale() (src.utils.ptransf.receptive_field_fps.ReceptiveFieldFPS method) (src.utils.ptransf.receptive_field_gs.ReceptiveFieldGS method) (src.utils.ptransf.receptive_field_hierarchical_fps.ReceptiveFieldHierarchicalFPS method) uniform_filter_nan() (in module src.tests.raster_grid_postproc_ref) UnivariateImputer (class in src.utils.imput.univariate_imputer) until_stable_count() (src.utils.curve.simple_coverage_refiner.SimpleCoverageRefiner static method) up_spconv3d_on_elem() (src.model.deeplearn.layer.upsampling_spconv3d_layer.UpsamplingSpConv3DLayer static method) up_spconv3d_on_elem_active() (src.model.deeplearn.layer.upsampling_spconv3d_layer.UpsamplingSpConv3DLayer static method) up_spconv3d_on_idx_real() (src.model.deeplearn.layer.upsampling_spconv3d_layer.UpsamplingSpConv3DLayer static method) update() (npu.pipeline.state.pipeline_state.PipelineState method) update_curves() (src.pipeline.state.simple_pipeline_state.SimplePipelineState method) update_dl_model_paths() (src.model.model_op.ModelOp method) update_model() (src.pipeline.state.simple_pipeline_state.SimplePipelineState method) (src.utils.tuning.hyper_tuner.HyperTuner static method) update_model_from_refit() (src.utils.tuning.hyper_tuner.HyperTuner static method) update_model_paths() (src.model.model_op.ModelOp method) update_model_with_no_refit() (src.utils.tuning.hyper_tuner.HyperTuner static method) update_paths() (src.model.deeplearn.conv_autoenc_pwise_classif_model.ConvAutoencPwiseClassifModel method) (src.model.deeplearn.dlrun.receptive_field_pre_processor.ReceptiveFieldPreProcessor method) (src.model.deeplearn.handle.dl_path_manager.DLPathManager method) (src.model.deeplearn.handle.dl_transfer_handler.DLTransferHandler method) (src.model.deeplearn.handle.simple_dl_model_handler.SimpleDLModelHandler method) (src.model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel method) (src.model.deeplearn.rbf_net_pwise_classif_model.RBFNetPwiseClassifModel method) (src.model.deeplearn.spconv3d_pwise_classif_model.SpConv3DPwiseClassifModel method)

update_pcloud() (src.pipeline.state.simple_pipeline_state.SimplePipelineState method) update_preds() (src.pipeline.state.simple_pipeline_state.SimplePipelineState method) update_pretrained_model() (src.model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel static method) update_pretrained_model_inner_dict() (src.model.deeplearn.point_net_pwise_classif_model.PointNetPwiseClassifModel static method) update_scale() (src.pcloud.point_cloud.PointCloud method) update_selected_indices() (src.utils.ptransf.point_cloud_sampler.PointCloudSampler static method) update_step() (src.model.deeplearn.optimizer.centralized_adadelta.CentralizedAdadelta method) (src.model.deeplearn.optimizer.centralized_adagrad.CentralizedAdagrad method) (src.model.deeplearn.optimizer.centralized_adam.CentralizedAdam method) (src.model.deeplearn.optimizer.centralized_adamax.CentralizedAdamax method) (src.model.deeplearn.optimizer.centralized_adamw.CentralizedAdamW method) (src.model.deeplearn.optimizer.centralized_ftrl.CentralizedFTRL method) (src.model.deeplearn.optimizer.centralized_lamb.CentralizedLamb method) (src.model.deeplearn.optimizer.centralized_lion.CentralizedLion method) (src.model.deeplearn.optimizer.centralized_nadam.CentralizedNadam method) (src.model.deeplearn.optimizer.centralized_rmsprop.CentralizedRMSProp method) (src.model.deeplearn.optimizer.centralized_sgd.CentralizedSGD method) (src.model.deeplearn.optimizer.torf_centralized_adam.TorfCentralizedAdam method) (src.model.deeplearn.optimizer.torf_centralized_sgd.TorfCentralizedSGD method) UpsamplingSpConv3DLayer (class in src.model.deeplearn.layer.upsampling_spconv3d_layer) UpsamplingSpConv3DLayerTest (class in src.tests.upsampling_spconv3d_layer_test)

V

validate() (src.tests.contextual_point_layer_test.ContextualPointLayerTest method) (src.tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) (src.tests.freeze_training_test.FreezeTrainingTest static method) (src.tests.geometric_affine_layer_test.GeometricAffineLayerTest method) (src.tests.grouped_point_transformer_layer_test.GroupedPointTransformerLayerTest method) (src.tests.interdimensional_point_transformer_layer_test.InterdimensionalPointTransformerLayerTest method) (src.tests.kpconvx_layer_test.KPConvXLayerTest method) (src.tests.point_mlp_layer_test.PointMLPLayerTest method) (src.tests.point_transformer_layer_test.PointTransformerLayerTest method) validate_attributes() (npu.pipeline.pipeline.Pipeline method) (src.pipeline.sequential_pipeline.SequentialPipeline method) validate_decimator() (src.tests.min_dist_decimator_test.MinDistDecimatorTest static method) validate_decorator_spec() (src.utils.ptransf.sampling_decorator_utils.SamplingDecoratorUtils static method) validate_deserialized_model() (src.tests.model_serialization_test.ModelSerializationTest method) validate_downsampling_table() (src.tests.spconv_dense_neighbor_tables_test.SpConvDenseNeighborTablesTest method) validate_exponential_downsampling() (src.tests.features_downsampling_layer_test.FeaturesDownsamplingLayerTest method) validate_exponential_upsampling() (src.tests.features_upsampling_layer_test.FeaturesUpsamplingLayerTest method) validate_gaussian_downsampling() (src.tests.features_downsampling_layer_test.FeaturesDownsamplingLayerTest method) validate_gaussian_upsampling() (src.tests.features_upsampling_layer_test.FeaturesUpsamplingLayerTest method) validate_geotiff_spec() (src.inout.geotiff_io.GeoTiffIO static method) validate_grid_spec() (src.eval.raster.raster_grid_core.RasterGridCore method) validate_hourglass() (src.tests.hourglass_layer_test.HourglassLayerTest method) validate_layers() (src.model.deeplearn.handle.dl_freeze_training_executor.DLFreezeTrainingExecutor static method) validate_many_point_clouds() (src.tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) validate_max_downsampling() (src.tests.features_downsampling_layer_test.FeaturesDownsamplingLayerTest method) validate_max_upsampling() (src.tests.features_upsampling_layer_test.FeaturesUpsamplingLayerTest method) validate_mean_downsampling() (src.tests.features_downsampling_layer_test.FeaturesDownsamplingLayerTest method) validate_mean_upsampling() (src.tests.features_upsampling_layer_test.FeaturesUpsamplingLayerTest method) validate_nearest_downsampling() (src.tests.features_downsampling_layer_test.FeaturesDownsamplingLayerTest method) validate_nearest_upsampling() (src.tests.features_upsampling_layer_test.FeaturesUpsamplingLayerTest method) validate_no_activation() (src.tests.grouping_point_net_layer_test.GroupingPointNetLayerTest method) (src.tests.kpconv_layer_test.KPConvLayerTest method) (src.tests.light_kpconv_layer_test.LightKPConvLayerTest method) (src.tests.strided_kpconv_layer_test.StridedKPConvLayerTest method) (src.tests.strided_light_kpconv_layer_test.StridedLightKPConvLayerTest method) validate_output() (src.tests.features_structuring_layer_test.FeaturesStructuringLayerTest method) (src.tests.rbf_feat_extract_layer_test.RBFFeatExtractLayerTest method) (src.tests.rbf_feat_processing_layer_test.RBFFeatProcessingLayerTest method) validate_outputs() (src.tests.dl_offline_sequencer_test.DLOfflineSequencerTest method) validate_path_to_directory() (npu.inout.io_utils.IOUtils static method) validate_path_to_file() (npu.inout.io_utils.IOUtils static method) validate_random() (src.tests.freeze_training_test.FreezeTrainingTest static method) validate_requested_threads() (npu.utils.sys_utils.SysUtils static method) validate_submanifold_table() (src.tests.spconv_dense_neighbor_tables_test.SpConvDenseNeighborTablesTest method)

validate_transformer() (src.tests.fps_decorator_test.FPSDecoratorTest static method) validate_upsampling_table() (src.tests.spconv_dense_neighbor_tables_test.SpConvDenseNeighborTablesTest method) validate_url_to_file() (npu.inout.io_utils.IOUtils static method) validateHSGPreProc() (src.tests.vl3dpp_dl_hierarchical_sg_pre_proc_test.VL3DPPDLHierarchicalSGPreProcTest method) validateNxGuard() (src.tests.vl3dpp_dl_hierarchical_sg_pre_proc_test.VL3DPPDLHierarchicalSGPreProcTest method) VarianceSelectionReport (class in src.report.variance_selection_report) VarianceSelector (class in src.utils.ftransf.variance_selector) vat_ref() (in module src.tests.raster_grid_postproc_ref) vertex_energy() (src.utils.curve.simple_global_curve_optimizer.SimpleGlobalCurveOptimizer static method) vl3d module vl3d_class_weighted_binary_crossentropy() (in module src.model.deeplearn.loss.class_weighted_binary_crossentropy) vl3d_class_weighted_categorical_crossentropy() (in module src.model.deeplearn.loss.class_weighted_categorical_crossentropy) vl3d_class_weighted_focal_binary_crossentropy() (in module src.model.deeplearn.loss.class_weighted_focal_binary_crossentropy) vl3d_class_weighted_focal_categorical_crossentropy() (in module src.model.deeplearn.loss.class_weighted_focal_categorical_crossentropy) vl3d_f1_score() (in module src.model.deeplearn.metric.vl3d_f1_score) vl3d_multihead_metric() (in module src.model.deeplearn.metric.multihead_metric) vl3d_multiloss_linear_superposition() (in module src.model.deeplearn.loss.multiloss_linear_superposition) vl3d_ragged_binary_crossentropy() (in module src.model.deeplearn.loss.ragged_binary_crossentropy) vl3d_ragged_categorical_crossentropy() (in module src.model.deeplearn.loss.ragged_categorical_crossentropy) vl3d_ragged_class_weighted_binary_crossentropy() (in module src.model.deeplearn.loss.ragged_class_weighted_binary_crossentropy) vl3d_ragged_class_weighted_categorical_crossentropy() (in module src.model.deeplearn.loss.ragged_class_weighted_categorical_crossentropy) vl3d_torf_binary_crossentropy() (in module src.model.deeplearn.loss.torf_binary_crossentropy) vl3d_torf_categorical_crossentropy() (in module src.model.deeplearn.loss.torf_categorical_crossentropy) vl3d_torf_class_weighted_binary_crossentropy() (in module src.model.deeplearn.loss.torf_binary_crossentropy) vl3d_torf_class_weighted_categorical_crossentropy() (in module src.model.deeplearn.loss.torf_categorical_crossentropy) vl3d_torf_class_weighted_focal_binary_crossentropy() (in module src.model.deeplearn.loss.torf_binary_crossentropy) vl3d_torf_class_weighted_focal_categorical_crossentropy() (in module src.model.deeplearn.loss.torf_categorical_crossentropy) vl3d_torf_focal_binary_crossentropy() (in module src.model.deeplearn.loss.torf_binary_crossentropy) vl3d_torf_focal_categorical_crossentropy() (in module src.model.deeplearn.loss.torf_categorical_crossentropy) VL3DException vl3dpp_load() (in module src.vl3dpp.vl3dpp_loader) VL3DPPBackendTest (class in src.tests.vl3dpp_backend_test) VL3DPPBindingTest (class in src.tests.vl3dpp_binding_test) VL3DPPDLFPSPreProcTest (class in src.tests.vl3dpp_dl_fps_pre_proc_test) VL3DPPDLHierarchicalFPSPreProcTest (class in src.tests.vl3dpp_dl_hierarchical_fps_pre_proc_test) VL3DPPDLHierarchicalSGPostProcTest (class in src.tests.vl3dpp_dl_hierarchical_sg_post_proc_test) VL3DPPDLHierarchicalSGPreProcTest (class in src.tests.vl3dpp_dl_hierarchical_sg_pre_proc_test) VL3DPPDLLabelReductionTest (class in src.tests.vl3dpp_dl_label_reduction_test) VL3DPPDLPostProcTest (class in src.tests.vl3dpp_dl_post_proc_test) VL3DPPHierarchicalSparseGridTest (class in src.tests.vl3dpp_hierarchical_sparse_grid_test) VL3DPPOversamplerTest (class in src.tests.vl3dpp_oversampler_test) VL3DPPSupportNeighborhoodsTest (class in src.tests.vl3dpp_support_neighborhoods_test) VL3DTest (class in src.tests.vl3d_test) VL3DTestException

W

walk_endpoint() (src.utils.curve.simple_coverage_refiner.SimpleCoverageRefiner static method) warn_if_problematic_encoding() (src.utils.ptransf.sampling_decorator_utils.SamplingDecoratorUtils static method) weighted_mean_f() (src.mining.smooth_feats_miner.SmoothFeatsMiner method) world_to_local_coordinates() (in module src.geometry.OrientedBoundingBox) write() (src.inout.classified_pcloud_writer.ClassifiedPcloudWriter method) (src.inout.geotiff_io.GeoTiffIO static method) (src.inout.model_io.ModelIO static method) (src.inout.model_writer.ModelWriter method) (src.inout.point_cloud_io.PointCloudIO static method) (src.inout.predictions_writer.PredictionsWriter method) (src.inout.predictive_pipeline_writer.PredictivePipelineWriter method) (src.inout.writer.Writer method) write_csv() (src.inout.simple_curve_writer.SimpleCurveWriter method) write_curve_pcloud() (src.inout.simple_curve_writer.SimpleCurveWriter method) write_deep_learning_model() (npu.pipeline.pipeline.Pipeline method) (src.pipeline.predictive_pipeline.PredictivePipeline method) (src.pipeline.sequential_pipeline.SequentialPipeline method)

write_dict() (npu.inout.json_io.JsonIO static method) write_dicts() (npu.inout.csv_io.CsvIO static method) write_gpkg() (src.inout.simple_curve_writer.SimpleCurveWriter method) write_grid_as_geotiff() (src.inout.geotiff_io.GeoTiffIO static method) write_list() (npu.inout.json_io.JsonIO static method) write_pcloud() (src.eval.torf_rfvsnn_evaluation.TORFRFvsNNEvaluation method) (src.inout.geotiff_io.GeoTiffIO static method) write_pcloud_as_geotiff() (src.inout.geotiff_io.GeoTiffIO static method) write_predictive_pipeline() (src.inout.pipeline_io.PipelineIO static method) write_shp() (src.inout.simple_curve_writer.SimpleCurveWriter method) Writer (class in src.inout.writer) WriterException WriterUtils (class in src.inout.writer_utils)

Z

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

z_monotone_ok() (src.utils.curve.simple_global_curve_optimizer.SimpleGlobalCurveOptimizer static method)