Python Module Index i i immuneML immuneML.analysis immuneML.analysis.criteria_matches immuneML.analysis.criteria_matches.BooleanType immuneML.analysis.criteria_matches.CriteriaMatcher immuneML.analysis.criteria_matches.CriteriaTypeInstantiator immuneML.analysis.criteria_matches.OperationType immuneML.analysis.data_manipulation immuneML.analysis.data_manipulation.DataReshaper immuneML.analysis.data_manipulation.NormalizationType immuneML.analysis.data_manipulation.ReductionMethod immuneML.analysis.entropy_calculations immuneML.analysis.entropy_calculations.EntropyCalculator immuneML.analysis.SequenceMatcher immuneML.api immuneML.api.aggregated_runs immuneML.api.aggregated_runs.MultiDatasetBenchmarkTool immuneML.api.galaxy immuneML.api.galaxy.ApplyGenModelTool immuneML.api.galaxy.build_apply_gen_model_specs immuneML.api.galaxy.build_clustering_yaml immuneML.api.galaxy.build_dataset_overview_yaml immuneML.api.galaxy.build_dummy_data_simulation_yaml immuneML.api.galaxy.build_ligo_yaml immuneML.api.galaxy.build_ml_application_yaml immuneML.api.galaxy.build_train_gen_model_specs immuneML.api.galaxy.build_train_ml_model_yaml immuneML.api.galaxy.DatasetGenerationOverviewTool immuneML.api.galaxy.DatasetGenerationTool immuneML.api.galaxy.DataSimulationTool immuneML.api.galaxy.GalaxyMLApplicationTool immuneML.api.galaxy.GalaxySimulationTool immuneML.api.galaxy.GalaxyTool immuneML.api.galaxy.GalaxyTrainGenModel immuneML.api.galaxy.GalaxyTrainMLModel immuneML.api.galaxy.GalaxyYamlTool immuneML.api.galaxy.RepertoireClassificationTool immuneML.api.galaxy.Util immuneML.app immuneML.app.ImmuneMLApp immuneML.app.LigoApp immuneML.caching immuneML.caching.CacheHandler immuneML.caching.CacheObjectType immuneML.caching.CacheType immuneML.data_model immuneML.data_model.AIRRSequenceSet immuneML.data_model.bnp_util immuneML.data_model.datasets immuneML.data_model.datasets.Dataset immuneML.data_model.datasets.ElementDataset immuneML.data_model.datasets.RepertoireDataset immuneML.data_model.EncodedData immuneML.data_model.SequenceParams immuneML.data_model.SequenceSet immuneML.dev_util immuneML.dev_util.util immuneML.dsl immuneML.dsl.DefaultParamsLoader immuneML.dsl.definition_parsers immuneML.dsl.definition_parsers.DefinitionParser immuneML.dsl.definition_parsers.DefinitionParserOutput immuneML.dsl.definition_parsers.EncodingParser immuneML.dsl.definition_parsers.ExampleWeightingParser immuneML.dsl.definition_parsers.MLParser immuneML.dsl.definition_parsers.MotifParser immuneML.dsl.definition_parsers.PreprocessingParser immuneML.dsl.definition_parsers.ReportParser immuneML.dsl.definition_parsers.SignalParser immuneML.dsl.definition_parsers.SimulationParser immuneML.dsl.ImmuneMLParser immuneML.dsl.import_parsers immuneML.dsl.import_parsers.ImportParser immuneML.dsl.instruction_parsers immuneML.dsl.instruction_parsers.ApplyGenModelParser immuneML.dsl.instruction_parsers.ClusteringParser immuneML.dsl.instruction_parsers.DatasetExportParser immuneML.dsl.instruction_parsers.ExploratoryAnalysisParser immuneML.dsl.instruction_parsers.FeasibilitySummaryParser immuneML.dsl.instruction_parsers.LabelHelper immuneML.dsl.instruction_parsers.LigoSimParser immuneML.dsl.instruction_parsers.MLApplicationParser immuneML.dsl.instruction_parsers.SubsamplingParser immuneML.dsl.instruction_parsers.TrainGenModelParser immuneML.dsl.instruction_parsers.TrainMLModelParser immuneML.dsl.InstructionParser immuneML.dsl.ObjectParser immuneML.dsl.OutputParser immuneML.dsl.Parser immuneML.dsl.semantic_model immuneML.dsl.semantic_model.MLResult immuneML.dsl.semantic_model.SemanticModel immuneML.dsl.symbol_table immuneML.dsl.symbol_table.SymbolTable immuneML.dsl.symbol_table.SymbolTableEntry immuneML.dsl.symbol_table.SymbolType immuneML.dsl.Util immuneML.encodings immuneML.encodings.abundance_encoding immuneML.encodings.abundance_encoding.AbundanceEncoderHelper immuneML.encodings.abundance_encoding.CompAIRRBatchIterator immuneML.encodings.abundance_encoding.CompAIRRSequenceAbundanceEncoder immuneML.encodings.abundance_encoding.KmerAbundanceEncoder immuneML.encodings.abundance_encoding.SequenceAbundanceEncoder immuneML.encodings.atchley_kmer_encoding immuneML.encodings.atchley_kmer_encoding.AtchleyKmerEncoder immuneML.encodings.atchley_kmer_encoding.RelativeAbundanceType immuneML.encodings.atchley_kmer_encoding.Util immuneML.encodings.DatasetEncoder immuneML.encodings.deeprc immuneML.encodings.deeprc.DeepRCEncoder immuneML.encodings.distance_encoding immuneML.encodings.distance_encoding.CompAIRRDistanceEncoder immuneML.encodings.distance_encoding.DistanceEncoder immuneML.encodings.distance_encoding.DistanceMetricType immuneML.encodings.distance_encoding.TCRdistEncoder immuneML.encodings.EncoderParams immuneML.encodings.evenness_profile immuneML.encodings.evenness_profile.EvennessProfileEncoder immuneML.encodings.evenness_profile.EvennessProfileRepertoireEncoder immuneML.encodings.kmer_frequency immuneML.encodings.kmer_frequency.KmerFreqReceptorEncoder immuneML.encodings.kmer_frequency.KmerFreqRepertoireEncoder immuneML.encodings.kmer_frequency.KmerFreqSequenceEncoder immuneML.encodings.kmer_frequency.KmerFrequencyEncoder immuneML.encodings.kmer_frequency.sequence_encoding immuneML.encodings.kmer_frequency.sequence_encoding.GappedKmerSequenceEncoder immuneML.encodings.kmer_frequency.sequence_encoding.IdentitySequenceEncoder immuneML.encodings.kmer_frequency.sequence_encoding.IMGTGappedKmerEncoder immuneML.encodings.kmer_frequency.sequence_encoding.IMGTKmerSequenceEncoder immuneML.encodings.kmer_frequency.sequence_encoding.KmerSequenceEncoder immuneML.encodings.kmer_frequency.sequence_encoding.SequenceEncodingStrategy immuneML.encodings.kmer_frequency.sequence_encoding.SequenceEncodingType immuneML.encodings.kmer_frequency.sequence_encoding.VGeneContKmerEncoder immuneML.encodings.motif_encoding immuneML.encodings.motif_encoding.MotifEncoder immuneML.encodings.motif_encoding.PositionalMotifHelper immuneML.encodings.motif_encoding.PositionalMotifParams immuneML.encodings.motif_encoding.SimilarToPositiveSequenceEncoder immuneML.encodings.onehot immuneML.encodings.onehot.OneHotEncoder immuneML.encodings.onehot.OneHotReceptorEncoder immuneML.encodings.onehot.OneHotRepertoireEncoder immuneML.encodings.onehot.OneHotSequenceEncoder immuneML.encodings.preprocessing immuneML.encodings.preprocessing.FeatureScaler immuneML.encodings.protein_embedding immuneML.encodings.protein_embedding.ESMCEncoder immuneML.encodings.protein_embedding.ProteinEmbeddingEncoder immuneML.encodings.protein_embedding.ProtT5Encoder immuneML.encodings.protein_embedding.TCRBertEncoder immuneML.encodings.reference_encoding immuneML.encodings.reference_encoding.MatchedReceptorsEncoder immuneML.encodings.reference_encoding.MatchedReferenceUtil immuneML.encodings.reference_encoding.MatchedRegexEncoder immuneML.encodings.reference_encoding.MatchedRegexRepertoireEncoder immuneML.encodings.reference_encoding.MatchedSequencesEncoder immuneML.encodings.reference_encoding.SequenceMatchingSummaryType immuneML.encodings.word2vec immuneML.encodings.word2vec.model_creator immuneML.encodings.word2vec.model_creator.KmerPairModelCreator immuneML.encodings.word2vec.model_creator.ModelCreatorStrategy immuneML.encodings.word2vec.model_creator.ModelType immuneML.encodings.word2vec.model_creator.SequenceModelCreator immuneML.encodings.word2vec.W2VRepertoireEncoder immuneML.encodings.word2vec.W2VSequenceEncoder immuneML.encodings.word2vec.Word2VecEncoder immuneML.environment immuneML.environment.Constants immuneML.environment.EnvironmentSettings immuneML.environment.Label immuneML.environment.LabelConfiguration immuneML.environment.LabelType immuneML.environment.SequenceType immuneML.example_weighting immuneML.example_weighting.ExampleWeightingParams immuneML.example_weighting.ExampleWeightingStrategy immuneML.example_weighting.predefined_weighting immuneML.example_weighting.predefined_weighting.PredefinedWeighting immuneML.hyperparameter_optimization immuneML.hyperparameter_optimization.config immuneML.hyperparameter_optimization.config.ClusterValidationType immuneML.hyperparameter_optimization.config.LeaveOneOutConfig immuneML.hyperparameter_optimization.config.ManualSplitConfig immuneML.hyperparameter_optimization.config.ReportConfig immuneML.hyperparameter_optimization.config.SplitConfig immuneML.hyperparameter_optimization.config.SplitType immuneML.hyperparameter_optimization.core immuneML.hyperparameter_optimization.core.HPAssessment immuneML.hyperparameter_optimization.core.HPSelection immuneML.hyperparameter_optimization.core.HPUtil immuneML.hyperparameter_optimization.HPSetting immuneML.hyperparameter_optimization.HPSettingResult immuneML.hyperparameter_optimization.states immuneML.hyperparameter_optimization.states.HPAssessmentState immuneML.hyperparameter_optimization.states.HPItem immuneML.hyperparameter_optimization.states.HPLabelState immuneML.hyperparameter_optimization.states.HPSelectionState immuneML.hyperparameter_optimization.states.TrainMLModelState immuneML.hyperparameter_optimization.strategy immuneML.hyperparameter_optimization.strategy.GridSearch immuneML.hyperparameter_optimization.strategy.HPOptimizationStrategy immuneML.IO immuneML.IO.dataset_export immuneML.IO.dataset_export.AIRRExporter immuneML.IO.dataset_export.DataExporter immuneML.IO.dataset_import immuneML.IO.dataset_import.AIRRImport immuneML.IO.dataset_import.DataImport immuneML.IO.dataset_import.DatasetImportParams immuneML.IO.dataset_import.GenericImport immuneML.IO.dataset_import.IGoRImport immuneML.IO.dataset_import.ImmunoSEQRearrangementImport immuneML.IO.dataset_import.ImmunoSEQSampleImport immuneML.IO.dataset_import.IReceptorImport immuneML.IO.dataset_import.MiXCRImport immuneML.IO.dataset_import.OLGAImport immuneML.IO.dataset_import.RandomReceptorDatasetImport immuneML.IO.dataset_import.RandomRepertoireDatasetImport immuneML.IO.dataset_import.RandomSequenceDatasetImport immuneML.IO.dataset_import.TenxGenomicsImport immuneML.IO.dataset_import.VDJdbImport immuneML.IO.ml_method immuneML.IO.ml_method.MLExporter immuneML.IO.ml_method.MLImport immuneML.IO.ml_method.MLMethodConfiguration immuneML.IO.ml_method.UtilIO immuneML.ml_methods immuneML.ml_methods.classifiers immuneML.ml_methods.classifiers.AtchleyKmerMILClassifier immuneML.ml_methods.classifiers.BinaryFeatureClassifier immuneML.ml_methods.classifiers.DeepRC immuneML.ml_methods.classifiers.KerasSequenceCNN immuneML.ml_methods.classifiers.KNN immuneML.ml_methods.classifiers.LogisticRegression immuneML.ml_methods.classifiers.MLMethod immuneML.ml_methods.classifiers.PrecomputedKNN immuneML.ml_methods.classifiers.ProbabilisticBinaryClassifier immuneML.ml_methods.classifiers.RandomForestClassifier immuneML.ml_methods.classifiers.ReceptorCNN immuneML.ml_methods.classifiers.SklearnMethod immuneML.ml_methods.classifiers.SVC immuneML.ml_methods.classifiers.SVM immuneML.ml_methods.classifiers.TCRdistClassifier immuneML.ml_methods.clustering immuneML.ml_methods.clustering.AgglomerativeClustering immuneML.ml_methods.clustering.ClusteringMethod immuneML.ml_methods.clustering.DBSCAN immuneML.ml_methods.clustering.KMeans immuneML.ml_methods.dim_reduction immuneML.ml_methods.dim_reduction.DimRedMethod immuneML.ml_methods.dim_reduction.KernelPCA immuneML.ml_methods.dim_reduction.PCA immuneML.ml_methods.dim_reduction.TSNE immuneML.ml_methods.dim_reduction.UMAP immuneML.ml_methods.generative_models immuneML.ml_methods.generative_models.BackgroundSequences immuneML.ml_methods.generative_models.ExperimentalImport immuneML.ml_methods.generative_models.GenerativeModel immuneML.ml_methods.generative_models.InternalOlgaModel immuneML.ml_methods.generative_models.KLEvaluator immuneML.ml_methods.generative_models.MultinomialKmerModel immuneML.ml_methods.generative_models.OLGA immuneML.ml_methods.generative_models.PWM immuneML.ml_methods.generative_models.SequenceTransitionDistribution immuneML.ml_methods.generative_models.SimpleLSTM immuneML.ml_methods.generative_models.SimpleVAE immuneML.ml_methods.generative_models.SoNNia immuneML.ml_methods.pytorch_implementations immuneML.ml_methods.pytorch_implementations.PyTorchLogisticRegression immuneML.ml_methods.pytorch_implementations.PyTorchReceptorCNN immuneML.ml_methods.pytorch_implementations.SimpleLSTMGenerator immuneML.ml_methods.pytorch_implementations.SimpleVAEGenerator immuneML.ml_methods.util immuneML.ml_methods.util.pytorch_util immuneML.ml_methods.util.Util immuneML.ml_metrics immuneML.ml_metrics.ClassificationMetric immuneML.ml_metrics.ClusteringMetric immuneML.ml_metrics.MetricUtil immuneML.ml_metrics.ml_metrics immuneML.pairwise_repertoire_comparison immuneML.pairwise_repertoire_comparison.ComparisonData immuneML.pairwise_repertoire_comparison.ComparisonDataBatch immuneML.pairwise_repertoire_comparison.PairwiseRepertoireComparison immuneML.preprocessing immuneML.preprocessing.filters immuneML.preprocessing.filters.ChainRepertoireFilter immuneML.preprocessing.filters.ClonesPerRepertoireFilter immuneML.preprocessing.filters.CountAggregationFunction immuneML.preprocessing.filters.CountPerSequenceFilter immuneML.preprocessing.filters.DuplicateSequenceFilter immuneML.preprocessing.filters.Filter immuneML.preprocessing.filters.MetadataFilter immuneML.preprocessing.filters.SequenceLengthFilter immuneML.preprocessing.Preprocessor immuneML.preprocessing.ReferenceSequenceAnnotator immuneML.preprocessing.SubjectRepertoireCollector immuneML.presentation immuneML.presentation.html immuneML.presentation.html.ClusteringHTMLBuilder immuneML.presentation.html.DatasetExportHTMLBuilder immuneML.presentation.html.ExploratoryAnalysisHTMLBuilder immuneML.presentation.html.FailedGalaxyHTMLBuilder immuneML.presentation.html.FeasibilitySummaryHTMLBuilder immuneML.presentation.html.GenModelHTMLBuilder immuneML.presentation.html.HPHTMLBuilder immuneML.presentation.html.HTMLBuilder immuneML.presentation.html.LIgOSimulationHTMLBuilder immuneML.presentation.html.MLApplicationHTMLBuilder immuneML.presentation.html.MultiDatasetBenchmarkHTMLBuilder immuneML.presentation.html.SubsamplingHTMLBuilder immuneML.presentation.html.Util immuneML.presentation.InstructionPresentation immuneML.presentation.PresentationFactory immuneML.presentation.PresentationFormat immuneML.presentation.TemplateParser immuneML.reports immuneML.reports.clustering_method_reports immuneML.reports.clustering_method_reports.ClusteringMethodReport immuneML.reports.clustering_reports immuneML.reports.clustering_reports.ClusteringReport immuneML.reports.clustering_reports.ClusteringStabilityReport immuneML.reports.clustering_reports.ClusteringVisualization immuneML.reports.clustering_reports.ExternalLabelClusterSummary immuneML.reports.clustering_reports.ExternalLabelMetricHeatmap immuneML.reports.data_reports immuneML.reports.data_reports.AminoAcidFrequencyDistribution immuneML.reports.data_reports.CompAIRRClusteringReport immuneML.reports.data_reports.DataReport immuneML.reports.data_reports.GLIPH2Exporter immuneML.reports.data_reports.LabelOverlap immuneML.reports.data_reports.MotifGeneralizationAnalysis immuneML.reports.data_reports.ReceptorDatasetOverview immuneML.reports.data_reports.RecoveredSignificantFeatures immuneML.reports.data_reports.RepertoireClonotypeSummary immuneML.reports.data_reports.SequenceCountDistribution immuneML.reports.data_reports.SequenceLengthDistribution immuneML.reports.data_reports.SequencesWithSignificantKmers immuneML.reports.data_reports.SignificantFeatures immuneML.reports.data_reports.SignificantKmerPositions immuneML.reports.data_reports.SimpleDatasetOverview immuneML.reports.data_reports.VJGeneDistribution immuneML.reports.encoding_reports immuneML.reports.encoding_reports.DesignMatrixExporter immuneML.reports.encoding_reports.DimensionalityReduction immuneML.reports.encoding_reports.EncodingReport immuneML.reports.encoding_reports.FeatureComparison immuneML.reports.encoding_reports.FeatureDistribution immuneML.reports.encoding_reports.FeatureReport immuneML.reports.encoding_reports.FeatureValueBarplot immuneML.reports.encoding_reports.GroundTruthMotifOverlap immuneML.reports.encoding_reports.Matches immuneML.reports.encoding_reports.MotifTestSetPerformance immuneML.reports.encoding_reports.NonMotifSequenceSimilarity immuneML.reports.encoding_reports.PositionalMotifFrequencies immuneML.reports.encoding_reports.RelevantSequenceExporter immuneML.reports.gen_model_reports immuneML.reports.gen_model_reports.GenModelReport immuneML.reports.gen_model_reports.PWMSummary immuneML.reports.gen_model_reports.VAESummary immuneML.reports.ml_reports immuneML.reports.ml_reports.BinaryFeaturePrecisionRecall immuneML.reports.ml_reports.CoefficientPlottingSetting immuneML.reports.ml_reports.CoefficientPlottingSettingList immuneML.reports.ml_reports.Coefficients immuneML.reports.ml_reports.ConfounderAnalysis immuneML.reports.ml_reports.DeepRCMotifDiscovery immuneML.reports.ml_reports.KernelSequenceLogo immuneML.reports.ml_reports.MLReport immuneML.reports.ml_reports.MotifSeedRecovery immuneML.reports.ml_reports.ROCCurve immuneML.reports.ml_reports.SequenceAssociationLikelihood immuneML.reports.ml_reports.TCRdistMotifDiscovery immuneML.reports.ml_reports.TrainingPerformance immuneML.reports.multi_dataset_reports immuneML.reports.multi_dataset_reports.DiseaseAssociatedSequenceOverlap immuneML.reports.multi_dataset_reports.MultiDatasetReport immuneML.reports.multi_dataset_reports.PerformanceOverview immuneML.reports.PlotlyUtil immuneML.reports.Report immuneML.reports.ReportOutput immuneML.reports.ReportResult immuneML.reports.ReportUtil immuneML.reports.train_gen_model_reports immuneML.reports.train_gen_model_reports.KLKmerComparison immuneML.reports.train_gen_model_reports.TrainGenModelReport immuneML.reports.train_ml_model_reports immuneML.reports.train_ml_model_reports.CVFeaturePerformance immuneML.reports.train_ml_model_reports.DiseaseAssociatedSequenceCVOverlap immuneML.reports.train_ml_model_reports.MLSettingsPerformance immuneML.reports.train_ml_model_reports.PerformancePerLabel immuneML.reports.train_ml_model_reports.ReferenceSequenceOverlap immuneML.reports.train_ml_model_reports.ROCCurveSummary immuneML.reports.train_ml_model_reports.TrainMLModelReport immuneML.simulation immuneML.simulation.dataset_generation immuneML.simulation.dataset_generation.RandomDatasetGenerator immuneML.simulation.implants immuneML.simulation.implants.ImplantAnnotation immuneML.simulation.implants.LigoPWM immuneML.simulation.implants.Motif immuneML.simulation.implants.MotifInstance immuneML.simulation.implants.SeedMotif immuneML.simulation.implants.Signal immuneML.simulation.LigoSimState immuneML.simulation.SimConfig immuneML.simulation.SimConfigItem immuneML.simulation.simulation_strategy immuneML.simulation.simulation_strategy.ImplantingStrategy immuneML.simulation.simulation_strategy.RejectionSamplingStrategy immuneML.simulation.simulation_strategy.SimulationStrategy immuneML.simulation.util immuneML.simulation.util.bnp_util immuneML.simulation.util.igor_helper immuneML.simulation.util.util immuneML.util immuneML.util.AdaptiveImportHelper immuneML.util.CompAIRRHelper immuneML.util.CompAIRRParams immuneML.util.DistanceMetrics immuneML.util.DocEnumHelper immuneML.util.EncoderHelper immuneML.util.ExporterHelper immuneML.util.FilenameHandler immuneML.util.ImportHelper immuneML.util.KmerHelper immuneML.util.Logger immuneML.util.MotifPerformancePlotHelper immuneML.util.NameBuilder immuneML.util.NumpyHelper immuneML.util.ParameterValidator immuneML.util.PathBuilder immuneML.util.PositionHelper immuneML.util.ReadsType immuneML.util.ReflectionHandler immuneML.util.RepertoireBuilder immuneML.util.SequenceAnalysisHelper immuneML.util.SignificantFeaturesHelper immuneML.util.StringHelper immuneML.util.TCRdistHelper immuneML.workflows immuneML.workflows.instructions immuneML.workflows.instructions.apply_gen_model immuneML.workflows.instructions.apply_gen_model.ApplyGenModelInstruction immuneML.workflows.instructions.clustering immuneML.workflows.instructions.clustering.clustering_run_model immuneML.workflows.instructions.clustering.ClusteringInstruction immuneML.workflows.instructions.clustering.ClusteringReportHandler immuneML.workflows.instructions.clustering.ClusteringRunner immuneML.workflows.instructions.clustering.ClusteringState immuneML.workflows.instructions.clustering.ValidationHandler immuneML.workflows.instructions.dataset_generation immuneML.workflows.instructions.dataset_generation.DatasetExportInstruction immuneML.workflows.instructions.dataset_generation.DatasetExportState immuneML.workflows.instructions.exploratory_analysis immuneML.workflows.instructions.exploratory_analysis.ExploratoryAnalysisInstruction immuneML.workflows.instructions.exploratory_analysis.ExploratoryAnalysisState immuneML.workflows.instructions.exploratory_analysis.ExploratoryAnalysisUnit immuneML.workflows.instructions.GenModelInstruction immuneML.workflows.instructions.Instruction immuneML.workflows.instructions.ligo_sim_feasibility immuneML.workflows.instructions.ligo_sim_feasibility.feasibility_reports immuneML.workflows.instructions.ligo_sim_feasibility.FeasibilitySummaryInstruction immuneML.workflows.instructions.ligo_simulation immuneML.workflows.instructions.ligo_simulation.LigoSimInstruction immuneML.workflows.instructions.ligo_simulation.runtime_reports immuneML.workflows.instructions.ml_model_application immuneML.workflows.instructions.ml_model_application.MLApplicationInstruction immuneML.workflows.instructions.ml_model_application.MLApplicationState immuneML.workflows.instructions.MLProcess immuneML.workflows.instructions.quickstart immuneML.workflows.instructions.subsampling immuneML.workflows.instructions.subsampling.SubsamplingInstruction immuneML.workflows.instructions.subsampling.SubsamplingState immuneML.workflows.instructions.train_gen_model immuneML.workflows.instructions.train_gen_model.TrainGenModelInstruction immuneML.workflows.instructions.TrainMLModelInstruction immuneML.workflows.steps immuneML.workflows.steps.data_splitter immuneML.workflows.steps.data_splitter.DataSplitter immuneML.workflows.steps.data_splitter.DataSplitterParams immuneML.workflows.steps.data_splitter.LeaveOneOutSplitter immuneML.workflows.steps.data_splitter.ManualSplitter immuneML.workflows.steps.data_splitter.Util immuneML.workflows.steps.DataEncoder immuneML.workflows.steps.DataEncoderParams immuneML.workflows.steps.DataWeighter immuneML.workflows.steps.DataWeighterParams immuneML.workflows.steps.MLMethodAssessment immuneML.workflows.steps.MLMethodAssessmentParams immuneML.workflows.steps.MLMethodTrainer immuneML.workflows.steps.MLMethodTrainerParams immuneML.workflows.steps.Step immuneML.workflows.steps.StepParams