Index _ | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W _ __call__() (autointent.context.data_handler.StratifiedSplitter method) (autointent.generation.chat_templates.BaseSynthesizerTemplate method) (autointent.generation.chat_templates.EvolutionChatTemplate method) (autointent.generation.utterances.UtteranceEvolver method) (autointent.generation.utterances.UtteranceGenerator method) (autointent.metrics.decision.DecisionMetricFn method) (autointent.metrics.DecisionMetricFn method) (autointent.metrics.regex.RegexMetricFn method) (autointent.metrics.RegexMetricFn method) (autointent.metrics.retrieval.RetrievalMetricFn method) (autointent.metrics.RetrievalMetricFn method) (autointent.metrics.scoring.ScoringMetricFn method) (autointent.metrics.ScoringMetricFn method) __class_vars__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderFineTuningConfig attribute) (autointent.configs.FaissConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.OpenSearchConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VectorIndexConfig attribute) (autointent.configs.VocabConfig attribute) (autointent.custom_types.RerankedItem attribute) __getitem__() (autointent.schemas.node_validation.OptimizationSearchSpaceConfig method) (autointent.schemas.node_validation.SearchSpaceConfig method) __iter__() (autointent.schemas.node_validation.OptimizationSearchSpaceConfig method) (autointent.schemas.node_validation.SearchSpaceConfig method) __private_attributes__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderFineTuningConfig attribute) (autointent.configs.FaissConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.OpenSearchConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VectorIndexConfig attribute) (autointent.configs.VocabConfig attribute) (autointent.custom_types.RerankedItem attribute) __pydantic_complete__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderFineTuningConfig attribute) (autointent.configs.FaissConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.OpenSearchConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VectorIndexConfig attribute) (autointent.configs.VocabConfig attribute) (autointent.custom_types.RerankedItem attribute) __pydantic_computed_fields__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderFineTuningConfig attribute) (autointent.configs.FaissConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.OpenSearchConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VectorIndexConfig attribute) (autointent.configs.VocabConfig attribute) (autointent.custom_types.RerankedItem attribute) __pydantic_core_schema__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderFineTuningConfig attribute) (autointent.configs.FaissConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.OpenSearchConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VectorIndexConfig attribute) (autointent.configs.VocabConfig attribute) (autointent.custom_types.RerankedItem attribute) __pydantic_custom_init__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderFineTuningConfig attribute) (autointent.configs.FaissConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.OpenSearchConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VectorIndexConfig attribute) (autointent.configs.VocabConfig attribute) (autointent.custom_types.RerankedItem attribute) __pydantic_decorators__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderFineTuningConfig attribute) (autointent.configs.FaissConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.OpenSearchConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VectorIndexConfig attribute) (autointent.configs.VocabConfig attribute) (autointent.custom_types.RerankedItem attribute) __pydantic_extra__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderFineTuningConfig attribute) (autointent.configs.FaissConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.OpenSearchConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VectorIndexConfig attribute) (autointent.configs.VocabConfig attribute) (autointent.custom_types.RerankedItem attribute) __pydantic_fields__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderFineTuningConfig attribute) (autointent.configs.FaissConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.OpenSearchConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VectorIndexConfig attribute) (autointent.configs.VocabConfig attribute) (autointent.custom_types.RerankedItem attribute) __pydantic_fields_set__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderFineTuningConfig attribute) (autointent.configs.FaissConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.OpenSearchConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VectorIndexConfig attribute) (autointent.configs.VocabConfig attribute) (autointent.custom_types.RerankedItem attribute) __pydantic_generic_metadata__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderFineTuningConfig attribute) (autointent.configs.FaissConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.OpenSearchConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VectorIndexConfig attribute) (autointent.configs.VocabConfig attribute) (autointent.custom_types.RerankedItem attribute) __pydantic_parent_namespace__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderFineTuningConfig attribute) (autointent.configs.FaissConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.OpenSearchConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VectorIndexConfig attribute) (autointent.configs.VocabConfig attribute) (autointent.custom_types.RerankedItem attribute) __pydantic_post_init__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderFineTuningConfig attribute) (autointent.configs.FaissConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.OpenSearchConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VectorIndexConfig attribute) (autointent.configs.VocabConfig attribute) (autointent.custom_types.RerankedItem attribute) __pydantic_private__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderFineTuningConfig attribute) (autointent.configs.FaissConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.OpenSearchConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VectorIndexConfig attribute) (autointent.configs.VocabConfig attribute) (autointent.custom_types.RerankedItem attribute) __pydantic_root_model__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderFineTuningConfig attribute) (autointent.configs.FaissConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.OpenSearchConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VectorIndexConfig attribute) (autointent.configs.VocabConfig attribute) (autointent.custom_types.RerankedItem attribute) __pydantic_serializer__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderFineTuningConfig attribute) (autointent.configs.FaissConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.OpenSearchConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VectorIndexConfig attribute) (autointent.configs.VocabConfig attribute) (autointent.custom_types.RerankedItem attribute) __pydantic_validator__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderFineTuningConfig attribute) (autointent.configs.FaissConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.OpenSearchConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VectorIndexConfig attribute) (autointent.configs.VocabConfig attribute) (autointent.custom_types.RerankedItem attribute) __signature__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderFineTuningConfig attribute) (autointent.configs.FaissConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.OpenSearchConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VectorIndexConfig attribute) (autointent.configs.VocabConfig attribute) (autointent.custom_types.RerankedItem attribute) A add() (autointent.VectorIndex method) analyzer (autointent.configs.HashingVectorizerEmbeddingConfig attribute) app (in module autointent.server.http) artifacts (autointent.context.optimization_info.OptimizationInfo attribute), [1] asdict() (autointent.configs.InferenceNodeConfig method) ASSISTANT (autointent.generation.chat_templates.Role attribute) async_client (autointent.generation.Generator attribute) async_mode (autointent.generation.utterances.HumanUtteranceGenerator attribute) (autointent.generation.utterances.UtteranceEvolver attribute) (autointent.generation.utterances.UtteranceGenerator attribute) augment() (autointent.generation.utterances.HumanUtteranceGenerator method) (autointent.generation.utterances.IncrementalUtteranceEvolver method) (autointent.generation.utterances.UtteranceEvolver method) (autointent.generation.utterances.UtteranceGenerator method) augment_async() (autointent.generation.utterances.HumanUtteranceGenerator method) autointent module autointent.configs module autointent.configs.CrossEncoderConfig (built-in class) autointent.configs.DataConfig (built-in class) autointent.configs.EarlyStoppingConfig (built-in class) autointent.configs.EmbedderFineTuningConfig (built-in class) autointent.configs.FaissConfig (built-in class) autointent.configs.get_default_embedder_config() built-in function autointent.configs.get_default_hfmodel_config() built-in function autointent.configs.get_default_vector_index_config() built-in function autointent.configs.HashingVectorizerEmbeddingConfig (built-in class) autointent.configs.HFModelConfig (built-in class) autointent.configs.HPOConfig (built-in class) autointent.configs.InferenceNodeConfig (built-in class) autointent.configs.initialize_embedder_config() built-in function autointent.configs.LoggingConfig (built-in class) autointent.configs.OpenaiEmbeddingConfig (built-in class) autointent.configs.OpenSearchConfig (built-in class) autointent.configs.SentenceTransformerEmbeddingConfig (built-in class) autointent.configs.TaskTypeEnum (built-in class) autointent.configs.TokenizerConfig (built-in class) autointent.configs.TorchTrainingConfig (built-in class) autointent.configs.VectorIndexConfig (built-in class) autointent.configs.VllmEmbeddingConfig (built-in class) autointent.configs.VocabConfig (built-in class) autointent.context module autointent.Context (built-in class) autointent.context.Context (built-in class) autointent.context.data_handler module autointent.context.data_handler.check_split_readiness() built-in function autointent.context.data_handler.DataHandler (built-in class) autointent.context.data_handler.split_dataset() built-in function autointent.context.data_handler.SplitReadinessResult (built-in class) autointent.context.data_handler.StratifiedSplitter (built-in class) autointent.context.load_dataset() built-in function autointent.context.optimization_info module autointent.context.optimization_info.Artifact (built-in class) autointent.context.optimization_info.DecisionArtifact (built-in class) autointent.context.optimization_info.EmbeddingArtifact (built-in class) autointent.context.optimization_info.OptimizationInfo (built-in class) autointent.context.optimization_info.ScorerArtifact (built-in class) autointent.custom_types module autointent.custom_types.Document (built-in class) autointent.custom_types.LogLevel (built-in class) autointent.custom_types.NodeType (built-in class) autointent.custom_types.RerankedItem (built-in class) autointent.custom_types.Split (built-in class) autointent.Dataset (built-in class) autointent.Embedder (built-in class) autointent.exceptions module autointent.exceptions.MismatchNumClassesError autointent.exceptions.WrongClassificationError autointent.generation module autointent.generation.chat_templates module autointent.generation.chat_templates.AbstractEvolution (built-in class) autointent.generation.chat_templates.BaseSynthesizerTemplate (built-in class) autointent.generation.chat_templates.ConcreteEvolution (built-in class) autointent.generation.chat_templates.EnglishSynthesizerTemplate (built-in class) autointent.generation.chat_templates.EvolutionChatTemplate (built-in class) autointent.generation.chat_templates.FormalEvolution (built-in class) autointent.generation.chat_templates.FunnyEvolution (built-in class) autointent.generation.chat_templates.GoofyEvolution (built-in class) autointent.generation.chat_templates.InformalEvolution (built-in class) autointent.generation.chat_templates.Message (built-in class) autointent.generation.chat_templates.PromptDescription (built-in class) autointent.generation.chat_templates.ReasoningEvolution (built-in class) autointent.generation.chat_templates.Role (built-in class) autointent.generation.chat_templates.RussianSynthesizerTemplate (built-in class) autointent.generation.Generator (built-in class) autointent.generation.intents module autointent.generation.intents.generate_descriptions() built-in function autointent.generation.RetriesExceededError autointent.generation.utterances module autointent.generation.utterances.CriticHumanLike (built-in class) autointent.generation.utterances.DatasetBalancer (built-in class) autointent.generation.utterances.HumanUtteranceGenerator (built-in class) autointent.generation.utterances.IncrementalUtteranceEvolver (built-in class) autointent.generation.utterances.UtteranceEvolver (built-in class) autointent.generation.utterances.UtteranceGenerator (built-in class) autointent.Hasher (built-in class) autointent.load_dataset() built-in function autointent.metrics module autointent.metrics.custom_types module autointent.metrics.decision module autointent.metrics.decision.decision_accuracy() built-in function autointent.metrics.decision.decision_f1() built-in function autointent.metrics.decision.decision_precision() built-in function autointent.metrics.decision.decision_recall() built-in function autointent.metrics.decision.decision_roc_auc() built-in function autointent.metrics.decision.DecisionMetricFn (built-in class) autointent.metrics.decision.handle_oos() built-in function autointent.metrics.decision_accuracy() built-in function autointent.metrics.decision_f1() built-in function autointent.metrics.decision_precision() built-in function autointent.metrics.decision_recall() built-in function autointent.metrics.decision_roc_auc() built-in function autointent.metrics.DecisionMetricFn (built-in class) autointent.metrics.regex module autointent.metrics.regex.regex_partial_accuracy() built-in function autointent.metrics.regex.regex_partial_precision() built-in function autointent.metrics.regex.RegexMetricFn (built-in class) autointent.metrics.regex_partial_accuracy() built-in function autointent.metrics.regex_partial_precision() built-in function autointent.metrics.RegexMetricFn (built-in class) autointent.metrics.retrieval module autointent.metrics.retrieval.ignore_oos() built-in function autointent.metrics.retrieval.retrieval_hit_rate() built-in function autointent.metrics.retrieval.retrieval_hit_rate_intersecting() built-in function autointent.metrics.retrieval.retrieval_hit_rate_macro() built-in function autointent.metrics.retrieval.retrieval_map() built-in function autointent.metrics.retrieval.retrieval_map_intersecting() built-in function autointent.metrics.retrieval.retrieval_map_macro() built-in function autointent.metrics.retrieval.retrieval_mrr() built-in function autointent.metrics.retrieval.retrieval_mrr_intersecting() built-in function autointent.metrics.retrieval.retrieval_mrr_macro() built-in function autointent.metrics.retrieval.retrieval_ndcg() built-in function autointent.metrics.retrieval.retrieval_ndcg_intersecting() built-in function autointent.metrics.retrieval.retrieval_ndcg_macro() built-in function autointent.metrics.retrieval.retrieval_precision() built-in function autointent.metrics.retrieval.retrieval_precision_intersecting() built-in function autointent.metrics.retrieval.retrieval_precision_macro() built-in function autointent.metrics.retrieval.RetrievalMetricFn (built-in class) autointent.metrics.retrieval_hit_rate() built-in function autointent.metrics.retrieval_hit_rate_intersecting() built-in function autointent.metrics.retrieval_hit_rate_macro() built-in function autointent.metrics.retrieval_map() built-in function autointent.metrics.retrieval_map_intersecting() built-in function autointent.metrics.retrieval_map_macro() built-in function autointent.metrics.retrieval_mrr() built-in function autointent.metrics.retrieval_mrr_intersecting() built-in function autointent.metrics.retrieval_mrr_macro() built-in function autointent.metrics.retrieval_ndcg() built-in function autointent.metrics.retrieval_ndcg_intersecting() built-in function autointent.metrics.retrieval_ndcg_macro() built-in function autointent.metrics.retrieval_precision() built-in function autointent.metrics.retrieval_precision_intersecting() built-in function autointent.metrics.retrieval_precision_macro() built-in function autointent.metrics.RetrievalMetricFn (built-in class) autointent.metrics.scoring module autointent.metrics.scoring.ignore_oos() built-in function autointent.metrics.scoring.scoring_accuracy() built-in function autointent.metrics.scoring.scoring_f1() built-in function autointent.metrics.scoring.scoring_hit_rate() built-in function autointent.metrics.scoring.scoring_log_likelihood() built-in function autointent.metrics.scoring.scoring_map() built-in function autointent.metrics.scoring.scoring_neg_coverage() built-in function autointent.metrics.scoring.scoring_neg_ranking_loss() built-in function autointent.metrics.scoring.scoring_precision() built-in function autointent.metrics.scoring.scoring_recall() built-in function autointent.metrics.scoring.scoring_roc_auc() built-in function autointent.metrics.scoring.ScoringMetricFn (built-in class) autointent.metrics.scoring_accuracy() built-in function autointent.metrics.scoring_f1() built-in function autointent.metrics.scoring_hit_rate() built-in function autointent.metrics.scoring_log_likelihood() built-in function autointent.metrics.scoring_map() built-in function autointent.metrics.scoring_neg_coverage() built-in function autointent.metrics.scoring_neg_ranking_loss() built-in function autointent.metrics.scoring_precision() built-in function autointent.metrics.scoring_recall() built-in function autointent.metrics.scoring_roc_auc() built-in function autointent.metrics.ScoringMetricFn (built-in class) autointent.modules module autointent.modules.AdaptiveDecision (built-in class) autointent.modules.ArgmaxDecision (built-in class) autointent.modules.base module autointent.modules.base.BaseDecision (built-in class) autointent.modules.base.BaseEmbedding (built-in class) autointent.modules.base.BaseModule (built-in class) autointent.modules.base.BaseRegex (built-in class) autointent.modules.base.BaseScorer (built-in class) autointent.modules.BaseModule (built-in class) autointent.modules.BERTLoRAScorer (built-in class) autointent.modules.BertScorer (built-in class) autointent.modules.BiEncoderDescriptionScorer (built-in class) autointent.modules.CatBoostScorer (built-in class) autointent.modules.CNNScorer (built-in class) autointent.modules.CrossEncoderDescriptionScorer (built-in class) autointent.modules.decision module autointent.modules.decision.AdaptiveDecision (built-in class) autointent.modules.decision.ArgmaxDecision (built-in class) autointent.modules.decision.JinoosDecision (built-in class) autointent.modules.decision.ThresholdDecision (built-in class) autointent.modules.decision.TunableDecision (built-in class) autointent.modules.DNNCScorer (built-in class) autointent.modules.embedding module autointent.modules.embedding.LogregAimedEmbedding (built-in class) autointent.modules.embedding.RetrievalAimedEmbedding (built-in class) autointent.modules.GCNScorer (built-in class) autointent.modules.JinoosDecision (built-in class) autointent.modules.KNNScorer (built-in class) autointent.modules.LinearScorer (built-in class) autointent.modules.LLMDescriptionScorer (built-in class) autointent.modules.LogregAimedEmbedding (built-in class) autointent.modules.MLKnnScorer (built-in class) autointent.modules.PTuningScorer (built-in class) autointent.modules.regex module autointent.modules.regex.SimpleRegex (built-in class) autointent.modules.RerankScorer (built-in class) autointent.modules.RetrievalAimedEmbedding (built-in class) autointent.modules.RNNScorer (built-in class) autointent.modules.scoring module autointent.modules.scoring.BERTLoRAScorer (built-in class) autointent.modules.scoring.BertScorer (built-in class) autointent.modules.scoring.BiEncoderDescriptionScorer (built-in class) autointent.modules.scoring.CatBoostScorer (built-in class) autointent.modules.scoring.CNNScorer (built-in class) autointent.modules.scoring.CrossEncoderDescriptionScorer (built-in class) autointent.modules.scoring.DNNCScorer (built-in class) autointent.modules.scoring.GCNScorer (built-in class) autointent.modules.scoring.KNNScorer (built-in class) autointent.modules.scoring.LinearScorer (built-in class) autointent.modules.scoring.LLMDescriptionScorer (built-in class) autointent.modules.scoring.MLKnnScorer (built-in class) autointent.modules.scoring.PTuningScorer (built-in class) autointent.modules.scoring.RerankScorer (built-in class) autointent.modules.scoring.RNNScorer (built-in class) autointent.modules.scoring.SklearnScorer (built-in class) autointent.modules.SimpleRegex (built-in class) autointent.modules.SklearnScorer (built-in class) autointent.modules.ThresholdDecision (built-in class) autointent.modules.TunableDecision (built-in class) autointent.nodes module autointent.nodes.InferenceNode (built-in class) autointent.nodes.info module autointent.nodes.info.DecisionNodeInfo (built-in class) autointent.nodes.info.EmbeddingNodeInfo (built-in class) autointent.nodes.info.NodeInfo (built-in class) autointent.nodes.info.RegexNodeInfo (built-in class) autointent.nodes.info.ScoringNodeInfo (built-in class) autointent.nodes.NodeOptimizer (built-in class) autointent.OptimizationConfig (built-in class) autointent.Pipeline (built-in class) autointent.Ranker (built-in class) autointent.schemas module autointent.schemas.Intent (built-in class) autointent.schemas.node_validation module autointent.schemas.node_validation.DecisionNodeValidator (built-in class) autointent.schemas.node_validation.EmbeddingNodeValidator (built-in class) autointent.schemas.node_validation.generate_models_and_union_type_for_classes() built-in function autointent.schemas.node_validation.get_optuna_class() built-in function autointent.schemas.node_validation.OptimizationSearchSpaceConfig (built-in class) autointent.schemas.node_validation.ParamSpace (built-in class) autointent.schemas.node_validation.ParamSpaceFloat (built-in class) autointent.schemas.node_validation.ParamSpaceInt (built-in class) autointent.schemas.node_validation.RegexNodeValidator (built-in class) autointent.schemas.node_validation.ScoringNodeValidator (built-in class) autointent.schemas.node_validation.SearchSpaceConfig (built-in class) autointent.schemas.node_validation.type_matches() built-in function autointent.schemas.node_validation.unwrap_annotated() built-in function autointent.schemas.Sample (built-in class) autointent.schemas.Tag (built-in class) autointent.schemas.TagsList (built-in class) autointent.server module autointent.server.http module autointent.server.http.health_check() built-in function autointent.server.http.lifespan() built-in function autointent.server.http.load_pipeline() built-in function autointent.server.http.main() built-in function autointent.server.http.predict() built-in function autointent.server.http.PredictRequest (built-in class) autointent.server.http.PredictResponse (built-in class) autointent.server.http.Settings (built-in class) autointent.server.mcp module autointent.server.mcp.classes() built-in function autointent.server.mcp.ClassesOutput (built-in class) autointent.server.mcp.DataSample (built-in class) autointent.server.mcp.get_settings() built-in function autointent.server.mcp.lifespan() built-in function autointent.server.mcp.load_dataset() built-in function autointent.server.mcp.load_pipeline() built-in function autointent.server.mcp.main() built-in function autointent.server.mcp.PaginationInfo (built-in class) autointent.server.mcp.PaginationParams (built-in class) autointent.server.mcp.predict() built-in function autointent.server.mcp.PredictOutput (built-in class) autointent.server.mcp.Settings (built-in class) autointent.server.mcp.train_data() built-in function autointent.server.mcp.TrainDataOutput (built-in class) autointent.setup_logging() built-in function autointent.utils module autointent.utils.load_preset() built-in function autointent.utils.load_search_space() built-in function autointent.VectorIndex (built-in class) B balance() (autointent.generation.utterances.DatasetBalancer method) base_url (autointent.generation.Generator attribute) batch_size (autointent.configs.EmbedderFineTuningConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.OpenaiEmbeddingConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VllmEmbeddingConfig attribute) (autointent.modules.BertScorer attribute) (autointent.modules.scoring.BertScorer attribute) bf16 (autointent.configs.EmbedderFineTuningConfig attribute) (autointent.configs.HFModelConfig attribute) binary (autointent.configs.HashingVectorizerEmbeddingConfig attribute) build_classification_prompt() (autointent.generation.utterances.CriticHumanLike method) built-in function autointent.configs.get_default_embedder_config() autointent.configs.get_default_hfmodel_config() autointent.configs.get_default_vector_index_config() autointent.configs.initialize_embedder_config() autointent.context.data_handler.check_split_readiness() autointent.context.data_handler.split_dataset() autointent.context.load_dataset() autointent.generation.intents.generate_descriptions() autointent.load_dataset() autointent.metrics.decision.decision_accuracy() autointent.metrics.decision.decision_f1() autointent.metrics.decision.decision_precision() autointent.metrics.decision.decision_recall() autointent.metrics.decision.decision_roc_auc() autointent.metrics.decision.handle_oos() autointent.metrics.decision_accuracy() autointent.metrics.decision_f1() autointent.metrics.decision_precision() autointent.metrics.decision_recall() autointent.metrics.decision_roc_auc() autointent.metrics.regex.regex_partial_accuracy() autointent.metrics.regex.regex_partial_precision() autointent.metrics.regex_partial_accuracy() autointent.metrics.regex_partial_precision() autointent.metrics.retrieval.ignore_oos() autointent.metrics.retrieval.retrieval_hit_rate() autointent.metrics.retrieval.retrieval_hit_rate_intersecting() autointent.metrics.retrieval.retrieval_hit_rate_macro() autointent.metrics.retrieval.retrieval_map() autointent.metrics.retrieval.retrieval_map_intersecting() autointent.metrics.retrieval.retrieval_map_macro() autointent.metrics.retrieval.retrieval_mrr() autointent.metrics.retrieval.retrieval_mrr_intersecting() autointent.metrics.retrieval.retrieval_mrr_macro() autointent.metrics.retrieval.retrieval_ndcg() autointent.metrics.retrieval.retrieval_ndcg_intersecting() autointent.metrics.retrieval.retrieval_ndcg_macro() autointent.metrics.retrieval.retrieval_precision() autointent.metrics.retrieval.retrieval_precision_intersecting() autointent.metrics.retrieval.retrieval_precision_macro() autointent.metrics.retrieval_hit_rate() autointent.metrics.retrieval_hit_rate_intersecting() autointent.metrics.retrieval_hit_rate_macro() autointent.metrics.retrieval_map() autointent.metrics.retrieval_map_intersecting() autointent.metrics.retrieval_map_macro() autointent.metrics.retrieval_mrr() autointent.metrics.retrieval_mrr_intersecting() autointent.metrics.retrieval_mrr_macro() autointent.metrics.retrieval_ndcg() autointent.metrics.retrieval_ndcg_intersecting() autointent.metrics.retrieval_ndcg_macro() autointent.metrics.retrieval_precision() autointent.metrics.retrieval_precision_intersecting() autointent.metrics.retrieval_precision_macro() autointent.metrics.scoring.ignore_oos() autointent.metrics.scoring.scoring_accuracy() autointent.metrics.scoring.scoring_f1() autointent.metrics.scoring.scoring_hit_rate() autointent.metrics.scoring.scoring_log_likelihood() autointent.metrics.scoring.scoring_map() autointent.metrics.scoring.scoring_neg_coverage() autointent.metrics.scoring.scoring_neg_ranking_loss() autointent.metrics.scoring.scoring_precision() autointent.metrics.scoring.scoring_recall() autointent.metrics.scoring.scoring_roc_auc() autointent.metrics.scoring_accuracy() autointent.metrics.scoring_f1() autointent.metrics.scoring_hit_rate() autointent.metrics.scoring_log_likelihood() autointent.metrics.scoring_map() autointent.metrics.scoring_neg_coverage() autointent.metrics.scoring_neg_ranking_loss() autointent.metrics.scoring_precision() autointent.metrics.scoring_recall() autointent.metrics.scoring_roc_auc() autointent.schemas.node_validation.generate_models_and_union_type_for_classes() autointent.schemas.node_validation.get_optuna_class() autointent.schemas.node_validation.type_matches() autointent.schemas.node_validation.unwrap_annotated() autointent.server.http.health_check() autointent.server.http.lifespan() autointent.server.http.load_pipeline() autointent.server.http.main() autointent.server.http.predict() autointent.server.mcp.classes() autointent.server.mcp.get_settings() autointent.server.mcp.lifespan() autointent.server.mcp.load_dataset() autointent.server.mcp.load_pipeline() autointent.server.mcp.main() autointent.server.mcp.predict() autointent.server.mcp.train_data() autointent.setup_logging() autointent.utils.load_preset() autointent.utils.load_search_space() C cache (autointent.generation.Generator attribute) callback_handler (autointent.Context attribute) (autointent.context.Context attribute) CANDIDATE_TYPE (in module autointent.metrics.custom_types) catboost_kwargs (autointent.modules.CatBoostScorer attribute) (autointent.modules.scoring.CatBoostScorer attribute) check_valid_prompt() (autointent.generation.chat_templates.PromptDescription class method) classes (autointent.server.mcp.ClassesOutput attribute) classification (autointent.configs.TaskTypeEnum attribute) classification_model_config (autointent.modules.BertScorer attribute) (autointent.modules.scoring.BertScorer attribute) clear_cache() (autointent.modules.base.BaseDecision method) (autointent.modules.base.BaseModule method) (autointent.modules.BaseModule method) (autointent.modules.BertScorer method) (autointent.modules.BiEncoderDescriptionScorer method) (autointent.modules.CatBoostScorer method) (autointent.modules.CrossEncoderDescriptionScorer method) (autointent.modules.DNNCScorer method) (autointent.modules.embedding.LogregAimedEmbedding method) (autointent.modules.embedding.RetrievalAimedEmbedding method) (autointent.modules.GCNScorer method) (autointent.modules.KNNScorer method) (autointent.modules.LinearScorer method) (autointent.modules.LLMDescriptionScorer method) (autointent.modules.LogregAimedEmbedding method) (autointent.modules.MLKnnScorer method) (autointent.modules.regex.SimpleRegex method) (autointent.modules.RerankScorer method) (autointent.modules.RetrievalAimedEmbedding method) (autointent.modules.scoring.BertScorer method) (autointent.modules.scoring.BiEncoderDescriptionScorer method) (autointent.modules.scoring.CatBoostScorer method) (autointent.modules.scoring.CrossEncoderDescriptionScorer method) (autointent.modules.scoring.DNNCScorer method) (autointent.modules.scoring.GCNScorer method) (autointent.modules.scoring.KNNScorer method) (autointent.modules.scoring.LinearScorer method) (autointent.modules.scoring.LLMDescriptionScorer method) (autointent.modules.scoring.MLKnnScorer method) (autointent.modules.scoring.RerankScorer method) (autointent.modules.scoring.SklearnScorer method) (autointent.modules.SimpleRegex method) (autointent.modules.SklearnScorer method) (autointent.nodes.InferenceNode method) clear_ram (autointent.configs.LoggingConfig attribute) clear_ram() (autointent.Embedder method) (autointent.Ranker method) (autointent.VectorIndex method) clf_name (autointent.modules.scoring.SklearnScorer attribute) (autointent.modules.SklearnScorer attribute) client (autointent.generation.Generator attribute) cluster (autointent.configs.TaskTypeEnum attribute) config (autointent.context.data_handler.DataHandler attribute) (autointent.context.optimization_info.EmbeddingArtifact attribute), [1] (autointent.Embedder attribute) (autointent.Ranker attribute) (autointent.VectorIndex attribute) configure_hpo() (autointent.Context method) (autointent.context.Context method) configure_logging() (autointent.Context method) (autointent.context.Context method) configure_transformer() (autointent.Context method) (autointent.context.Context method) configure_vector_index() (autointent.Context method) (autointent.context.Context method) consider_prior (autointent.configs.HPOConfig attribute) constant_liar (autointent.configs.HPOConfig attribute) content (autointent.generation.chat_templates.Message attribute) corpus_id (autointent.custom_types.RerankedItem attribute) critic (autointent.generation.utterances.HumanUtteranceGenerator attribute) CRITICAL (autointent.custom_types.LogLevel attribute) cross_encoder (autointent.Ranker attribute) cross_encoder_config (autointent.modules.CrossEncoderDescriptionScorer attribute) (autointent.modules.DNNCScorer attribute) (autointent.modules.RerankScorer attribute) (autointent.modules.scoring.CrossEncoderDescriptionScorer attribute) (autointent.modules.scoring.DNNCScorer attribute) (autointent.modules.scoring.RerankScorer attribute) (autointent.OptimizationConfig attribute) cv (autointent.modules.embedding.LogregAimedEmbedding attribute) (autointent.modules.LinearScorer attribute) (autointent.modules.LogregAimedEmbedding attribute) (autointent.modules.scoring.LinearScorer attribute) D data_config (autointent.OptimizationConfig attribute) data_handler (autointent.Context attribute) (autointent.context.Context attribute) dataset (autointent.context.data_handler.DataHandler attribute) (autointent.generation.chat_templates.BaseSynthesizerTemplate attribute) DEBUG (autointent.custom_types.LogLevel attribute) decision (autointent.custom_types.NodeType attribute) DECISION_MODULES (in module autointent.modules) DecisionMetrics (in module autointent.schemas.node_validation) default (autointent.configs.TaskTypeEnum attribute) depth (autointent.modules.CatBoostScorer attribute) (autointent.modules.scoring.CatBoostScorer attribute) description (autointent.schemas.Intent attribute) device (autointent.configs.HFModelConfig attribute) (autointent.configs.TorchTrainingConfig attribute) dimensions (autointent.configs.OpenaiEmbeddingConfig attribute) dirpath (autointent.configs.LoggingConfig property) dropout (autointent.modules.CNNScorer attribute) (autointent.modules.RNNScorer attribute) (autointent.modules.scoring.CNNScorer attribute) (autointent.modules.scoring.RNNScorer attribute) dtype (autointent.configs.HashingVectorizerEmbeddingConfig attribute) (autointent.configs.VllmEmbeddingConfig attribute) dump() (autointent.Context method) (autointent.context.Context method) (autointent.context.optimization_info.OptimizationInfo method) (autointent.Embedder method) (autointent.generation.Generator method) (autointent.modules.base.BaseModule method) (autointent.modules.BaseModule method) (autointent.modules.BERTLoRAScorer method) (autointent.modules.LLMDescriptionScorer method) (autointent.modules.PTuningScorer method) (autointent.modules.regex.SimpleRegex method) (autointent.modules.scoring.BERTLoRAScorer method) (autointent.modules.scoring.LLMDescriptionScorer method) (autointent.modules.scoring.PTuningScorer method) (autointent.modules.SimpleRegex method) (autointent.Pipeline method) (autointent.schemas.TagsList method) (autointent.VectorIndex method) dump_dir (autointent.configs.LoggingConfig property) dump_evaluation_results() (autointent.context.optimization_info.OptimizationInfo method) dump_modules (autointent.configs.LoggingConfig attribute) dump_optimization_info() (autointent.Context method) (autointent.context.Context method) E early_stopping_config (autointent.modules.BertScorer attribute) (autointent.modules.scoring.BertScorer attribute) early_stopping_patience (autointent.configs.EmbedderFineTuningConfig attribute) early_stopping_rounds (autointent.modules.CatBoostScorer attribute) (autointent.modules.scoring.CatBoostScorer attribute) early_stopping_threshold (autointent.configs.EmbedderFineTuningConfig attribute) embed() (autointent.Embedder method) embed_dim (autointent.modules.CNNScorer attribute) (autointent.modules.RNNScorer attribute) (autointent.modules.scoring.CNNScorer attribute) (autointent.modules.scoring.RNNScorer attribute) embedder (autointent.VectorIndex attribute) embedder_config (autointent.modules.BiEncoderDescriptionScorer attribute) (autointent.modules.CatBoostScorer attribute) (autointent.modules.DNNCScorer attribute) (autointent.modules.GCNScorer attribute) (autointent.modules.KNNScorer attribute) (autointent.modules.LinearScorer attribute) (autointent.modules.MLKnnScorer attribute) (autointent.modules.scoring.BiEncoderDescriptionScorer attribute) (autointent.modules.scoring.CatBoostScorer attribute) (autointent.modules.scoring.DNNCScorer attribute) (autointent.modules.scoring.GCNScorer attribute) (autointent.modules.scoring.KNNScorer attribute) (autointent.modules.scoring.LinearScorer attribute) (autointent.modules.scoring.MLKnnScorer attribute) (autointent.modules.scoring.SklearnScorer attribute) (autointent.modules.SklearnScorer attribute) (autointent.OptimizationConfig attribute) EmbedderConfig (in module autointent.configs) embedding (autointent.custom_types.NodeType attribute) EMBEDDING_MODULES (in module autointent.modules) EmbeddingMetrics (in module autointent.schemas.node_validation) encoder_features_types (autointent.modules.CatBoostScorer attribute) (autointent.modules.scoring.CatBoostScorer attribute) epoch_num (autointent.configs.EmbedderFineTuningConfig attribute) ERROR (autointent.custom_types.LogLevel attribute) EVOLUTION_MAPPING (in module autointent.generation.chat_templates) EVOLUTION_NAMES (in module autointent.generation.chat_templates) examples_per_intent (autointent.configs.DataConfig attribute) examples_per_label (autointent.context.data_handler.StratifiedSplitter attribute) extra_encode_kwargs (autointent.configs.VllmEmbeddingConfig attribute) extra_init_kwargs (autointent.configs.VllmEmbeddingConfig attribute) F features_type (autointent.modules.CatBoostScorer attribute) (autointent.modules.scoring.CatBoostScorer attribute) fit() (autointent.modules.AdaptiveDecision method) (autointent.modules.ArgmaxDecision method) (autointent.modules.base.BaseDecision method) (autointent.modules.base.BaseModule method) (autointent.modules.base.BaseScorer method) (autointent.modules.BaseModule method) (autointent.modules.BertScorer method) (autointent.modules.CatBoostScorer method) (autointent.modules.decision.AdaptiveDecision method) (autointent.modules.decision.ArgmaxDecision method) (autointent.modules.decision.JinoosDecision method) (autointent.modules.decision.ThresholdDecision method) (autointent.modules.decision.TunableDecision method) (autointent.modules.DNNCScorer method) (autointent.modules.embedding.LogregAimedEmbedding method) (autointent.modules.embedding.RetrievalAimedEmbedding method) (autointent.modules.GCNScorer method) (autointent.modules.JinoosDecision method) (autointent.modules.KNNScorer method) (autointent.modules.LinearScorer method) (autointent.modules.LogregAimedEmbedding method) (autointent.modules.MLKnnScorer method) (autointent.modules.regex.SimpleRegex method) (autointent.modules.RerankScorer method) (autointent.modules.RetrievalAimedEmbedding method) (autointent.modules.scoring.BertScorer method) (autointent.modules.scoring.CatBoostScorer method) (autointent.modules.scoring.DNNCScorer method) (autointent.modules.scoring.GCNScorer method) (autointent.modules.scoring.KNNScorer method) (autointent.modules.scoring.LinearScorer method) (autointent.modules.scoring.MLKnnScorer method) (autointent.modules.scoring.RerankScorer method) (autointent.modules.scoring.SklearnScorer method) (autointent.modules.SimpleRegex method) (autointent.modules.SklearnScorer method) (autointent.modules.ThresholdDecision method) (autointent.modules.TunableDecision method) (autointent.nodes.NodeOptimizer method) (autointent.Pipeline method) (autointent.Ranker method) FloatFromZeroToOne (in module autointent.custom_types) folded_scores (autointent.context.optimization_info.ScorerArtifact attribute), [1] fp16 (autointent.configs.EmbedderFineTuningConfig attribute) (autointent.configs.HFModelConfig attribute) from_config() (autointent.nodes.InferenceNode class method) (autointent.Pipeline class method) from_context() (autointent.modules.AdaptiveDecision class method) (autointent.modules.ArgmaxDecision class method) (autointent.modules.base.BaseModule class method) (autointent.modules.BaseModule class method) (autointent.modules.BERTLoRAScorer class method) (autointent.modules.BertScorer class method) (autointent.modules.BiEncoderDescriptionScorer class method) (autointent.modules.CatBoostScorer class method) (autointent.modules.CNNScorer class method) (autointent.modules.CrossEncoderDescriptionScorer class method) (autointent.modules.decision.AdaptiveDecision class method) (autointent.modules.decision.ArgmaxDecision class method) (autointent.modules.decision.JinoosDecision class method) (autointent.modules.decision.ThresholdDecision class method) (autointent.modules.decision.TunableDecision class method) (autointent.modules.DNNCScorer class method) (autointent.modules.embedding.LogregAimedEmbedding class method) (autointent.modules.embedding.RetrievalAimedEmbedding class method) (autointent.modules.GCNScorer class method) (autointent.modules.JinoosDecision class method) (autointent.modules.KNNScorer class method) (autointent.modules.LinearScorer class method) (autointent.modules.LLMDescriptionScorer class method) (autointent.modules.LogregAimedEmbedding class method) (autointent.modules.MLKnnScorer class method) (autointent.modules.PTuningScorer class method) (autointent.modules.regex.SimpleRegex class method) (autointent.modules.RerankScorer class method) (autointent.modules.RetrievalAimedEmbedding class method) (autointent.modules.RNNScorer class method) (autointent.modules.scoring.BERTLoRAScorer class method) (autointent.modules.scoring.BertScorer class method) (autointent.modules.scoring.BiEncoderDescriptionScorer class method) (autointent.modules.scoring.CatBoostScorer class method) (autointent.modules.scoring.CNNScorer class method) (autointent.modules.scoring.CrossEncoderDescriptionScorer class method) (autointent.modules.scoring.DNNCScorer class method) (autointent.modules.scoring.GCNScorer class method) (autointent.modules.scoring.KNNScorer class method) (autointent.modules.scoring.LinearScorer class method) (autointent.modules.scoring.LLMDescriptionScorer class method) (autointent.modules.scoring.MLKnnScorer class method) (autointent.modules.scoring.PTuningScorer class method) (autointent.modules.scoring.RerankScorer class method) (autointent.modules.scoring.RNNScorer class method) (autointent.modules.scoring.SklearnScorer class method) (autointent.modules.SimpleRegex class method) (autointent.modules.SklearnScorer class method) (autointent.modules.ThresholdDecision class method) (autointent.modules.TunableDecision class method) from_dict() (autointent.Dataset class method) from_hub() (autointent.Dataset class method) from_json() (autointent.Dataset class method) from_optimization_config() (autointent.Pipeline class method) from_preset() (autointent.OptimizationConfig class method) (autointent.Pipeline class method) from_search_config() (autointent.configs.EarlyStoppingConfig class method) (autointent.configs.EmbedderFineTuningConfig class method) (autointent.configs.HFModelConfig class method) from_search_space() (autointent.Pipeline class method) ft_config (autointent.modules.embedding.LogregAimedEmbedding attribute) (autointent.modules.embedding.RetrievalAimedEmbedding attribute) (autointent.modules.LogregAimedEmbedding attribute) (autointent.modules.RetrievalAimedEmbedding attribute) G gcn_hidden_dims (autointent.modules.GCNScorer attribute) (autointent.modules.scoring.GCNScorer attribute) generation_params (autointent.generation.Generator attribute) generator (autointent.generation.utterances.CriticHumanLike attribute) (autointent.generation.utterances.HumanUtteranceGenerator attribute) (autointent.generation.utterances.UtteranceEvolver attribute) (autointent.generation.utterances.UtteranceGenerator attribute) generator_config (autointent.modules.LLMDescriptionScorer attribute) (autointent.modules.scoring.LLMDescriptionScorer attribute) get_all_embeddings() (autointent.VectorIndex method) get_assets() (autointent.modules.base.BaseDecision method) (autointent.modules.base.BaseModule method) (autointent.modules.base.BaseScorer method) (autointent.modules.BaseModule method) (autointent.modules.embedding.LogregAimedEmbedding method) (autointent.modules.embedding.RetrievalAimedEmbedding method) (autointent.modules.LogregAimedEmbedding method) (autointent.modules.regex.SimpleRegex method) (autointent.modules.RetrievalAimedEmbedding method) (autointent.modules.SimpleRegex method) get_best_embedder() (autointent.context.optimization_info.OptimizationInfo method) get_best_folded_scores() (autointent.context.optimization_info.OptimizationInfo method) get_best_modules() (autointent.context.optimization_info.OptimizationInfo method) get_best_test_scores() (autointent.context.optimization_info.OptimizationInfo method) get_best_train_scores() (autointent.context.optimization_info.OptimizationInfo method) get_best_validation_scores() (autointent.context.optimization_info.OptimizationInfo method) get_chat_completion() (autointent.generation.Generator method) get_chat_completion_async() (autointent.generation.Generator method) get_dump_dir() (autointent.Context method) (autointent.context.Context method) get_extra_params() (autointent.modules.CatBoostScorer method) (autointent.modules.scoring.CatBoostScorer method) get_implicit_initialization_params() (autointent.modules.base.BaseDecision method) (autointent.modules.base.BaseEmbedding method) (autointent.modules.base.BaseModule method) (autointent.modules.base.BaseRegex method) (autointent.modules.BaseModule method) (autointent.modules.BertScorer method) (autointent.modules.BiEncoderDescriptionScorer method) (autointent.modules.CatBoostScorer method) (autointent.modules.CrossEncoderDescriptionScorer method) (autointent.modules.DNNCScorer method) (autointent.modules.GCNScorer method) (autointent.modules.KNNScorer method) (autointent.modules.LinearScorer method) (autointent.modules.LLMDescriptionScorer method) (autointent.modules.MLKnnScorer method) (autointent.modules.RerankScorer method) (autointent.modules.scoring.BertScorer method) (autointent.modules.scoring.BiEncoderDescriptionScorer method) (autointent.modules.scoring.CatBoostScorer method) (autointent.modules.scoring.CrossEncoderDescriptionScorer method) (autointent.modules.scoring.DNNCScorer method) (autointent.modules.scoring.GCNScorer method) (autointent.modules.scoring.KNNScorer method) (autointent.modules.scoring.LinearScorer method) (autointent.modules.scoring.LLMDescriptionScorer method) (autointent.modules.scoring.MLKnnScorer method) (autointent.modules.scoring.RerankScorer method) (autointent.modules.scoring.SklearnScorer method) (autointent.modules.SklearnScorer method) get_inference_nodes_config() (autointent.context.optimization_info.OptimizationInfo method) get_module_dump_dir() (autointent.nodes.NodeOptimizer method) get_n_classes() (autointent.Dataset method) get_run_name() (autointent.configs.LoggingConfig method) get_stratify_inputs() (autointent.context.data_handler.StratifiedSplitter method) get_structured_output_async() (autointent.generation.Generator method) get_structured_output_sync() (autointent.generation.Generator method) get_tags() (autointent.Dataset method) get_train_data() (autointent.modules.base.BaseDecision method) (autointent.modules.base.BaseEmbedding method) (autointent.modules.base.BaseScorer method) (autointent.modules.GCNScorer method) (autointent.modules.scoring.GCNScorer method) gpu_memory_utilization (autointent.configs.VllmEmbeddingConfig attribute) H has_descriptions (autointent.Dataset attribute) has_oos_samples() (autointent.context.data_handler.StratifiedSplitter method) has_saved_modules() (autointent.Context method) (autointent.context.Context method) hash() (autointent.Hasher method) hexdigest() (autointent.Hasher method) hidden_dim (autointent.modules.RNNScorer attribute) (autointent.modules.scoring.RNNScorer attribute) high (autointent.schemas.node_validation.ParamSpaceFloat attribute) (autointent.schemas.node_validation.ParamSpaceInt attribute) host (autointent.server.http.Settings attribute) (autointent.server.mcp.Settings attribute) hosts (autointent.configs.OpenSearchConfig attribute) hpo_config (autointent.OptimizationConfig attribute) I id (autointent.schemas.Intent attribute) (autointent.server.mcp.DataSample attribute) ignore_first_neighbours (autointent.modules.MLKnnScorer attribute) (autointent.modules.scoring.MLKnnScorer attribute) index (autointent.VectorIndex attribute) index_name (autointent.configs.OpenSearchConfig attribute) INFO (autointent.custom_types.LogLevel attribute) init_kwargs (autointent.configs.OpenSearchConfig attribute) intdigest() (autointent.Hasher method) intent_descriptions (autointent.context.data_handler.DataHandler property) intent_ids (autointent.schemas.Tag attribute) INTENTS (autointent.custom_types.Split attribute), [1] intents (autointent.Dataset attribute) is_few_shot (autointent.context.data_handler.StratifiedSplitter attribute) is_few_shot_train (autointent.configs.DataConfig attribute) is_human() (autointent.generation.utterances.CriticHumanLike method) is_human_async() (autointent.generation.utterances.CriticHumanLike method) is_multilabel() (autointent.Context method) (autointent.context.Context method) is_ram_to_clear() (autointent.Context method) (autointent.context.Context method) iterations (autointent.modules.CatBoostScorer attribute) (autointent.modules.scoring.CatBoostScorer attribute) J jinoos_score() (autointent.modules.decision.JinoosDecision static method) (autointent.modules.JinoosDecision static method) K k (autointent.modules.DNNCScorer attribute) (autointent.modules.embedding.RetrievalAimedEmbedding attribute) (autointent.modules.KNNScorer attribute) (autointent.modules.MLKnnScorer attribute) (autointent.modules.RetrievalAimedEmbedding attribute) (autointent.modules.scoring.DNNCScorer attribute) (autointent.modules.scoring.KNNScorer attribute) (autointent.modules.scoring.MLKnnScorer attribute) kernel_sizes (autointent.modules.CNNScorer attribute) (autointent.modules.scoring.CNNScorer attribute) L label (autointent.custom_types.Document attribute) (autointent.schemas.Sample attribute) (autointent.server.mcp.DataSample attribute) label_embedder_config (autointent.modules.GCNScorer attribute) (autointent.modules.scoring.GCNScorer attribute) label_feature (autointent.context.data_handler.StratifiedSplitter attribute) (autointent.Dataset attribute) labels (autointent.context.optimization_info.DecisionArtifact attribute), [1] LABELS_VALUE_TYPE (in module autointent.metrics.custom_types) LabelType (in module autointent.custom_types) LabelWithOOS (in module autointent.custom_types) learning_rate (autointent.configs.EmbedderFineTuningConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.modules.BertScorer attribute) (autointent.modules.scoring.BertScorer attribute) ListOfGenericLabels (in module autointent.custom_types) ListOfLabels (in module autointent.custom_types) ListOfLabelsWithOOS (in module autointent.custom_types) load() (autointent.context.optimization_info.OptimizationInfo method) (autointent.Embedder class method) (autointent.generation.Generator class method) (autointent.modules.base.BaseModule class method) (autointent.modules.BaseModule class method) (autointent.modules.LLMDescriptionScorer class method) (autointent.modules.regex.SimpleRegex class method) (autointent.modules.scoring.LLMDescriptionScorer class method) (autointent.modules.SimpleRegex class method) (autointent.Pipeline class method) (autointent.Ranker class method) (autointent.schemas.TagsList class method) (autointent.VectorIndex class method) load_optimization_info() (autointent.Context method) (autointent.context.Context method) load_path (autointent.configs.InferenceNodeConfig attribute) log (autointent.schemas.node_validation.ParamSpaceFloat attribute) (autointent.schemas.node_validation.ParamSpaceInt attribute) log_interval_time (autointent.configs.LoggingConfig attribute) log_module_optimization() (autointent.context.optimization_info.OptimizationInfo method) logger (in module autointent.metrics.decision) (in module autointent.metrics.scoring) (in module autointent.server.http) (in module autointent.server.mcp) logging_config (autointent.OptimizationConfig attribute) loss_function (autointent.modules.CatBoostScorer attribute) (autointent.modules.scoring.CatBoostScorer attribute) low (autointent.schemas.node_validation.ParamSpaceFloat attribute) (autointent.schemas.node_validation.ParamSpaceInt attribute) lowercase (autointent.configs.HashingVectorizerEmbeddingConfig attribute) M m (autointent.modules.RerankScorer attribute) (autointent.modules.scoring.RerankScorer attribute) margin (autointent.configs.EmbedderFineTuningConfig attribute) max_at_once (autointent.generation.utterances.HumanUtteranceGenerator attribute) max_concurrent (autointent.configs.OpenaiEmbeddingConfig attribute) (autointent.modules.LLMDescriptionScorer attribute) (autointent.modules.scoring.LLMDescriptionScorer attribute) max_length (autointent.configs.TokenizerConfig attribute) max_model_len (autointent.configs.VllmEmbeddingConfig attribute) max_per_second (autointent.configs.OpenaiEmbeddingConfig attribute) (autointent.generation.utterances.HumanUtteranceGenerator attribute) (autointent.modules.LLMDescriptionScorer attribute) (autointent.modules.scoring.LLMDescriptionScorer attribute) max_retries (autointent.configs.OpenaiEmbeddingConfig attribute) (autointent.generation.utterances.CriticHumanLike attribute) (autointent.modules.LLMDescriptionScorer attribute) (autointent.modules.scoring.LLMDescriptionScorer attribute) max_sample_utterances (autointent.generation.chat_templates.BaseSynthesizerTemplate attribute) max_samples (autointent.generation.utterances.DatasetBalancer attribute) max_seq_length (autointent.configs.VocabConfig attribute) max_tokens_in_batch (autointent.configs.OpenaiEmbeddingConfig attribute) max_vocab_size (autointent.configs.VocabConfig attribute) mcp (in module autointent.server.mcp) message (autointent.exceptions.MismatchNumClassesError attribute) (autointent.exceptions.WrongClassificationError attribute) metric (autointent.configs.EarlyStoppingConfig attribute) METRIC_FN (in module autointent.metrics) metrics (autointent.nodes.NodeOptimizer attribute) (autointent.schemas.node_validation.DecisionNodeValidator attribute) (autointent.schemas.node_validation.EmbeddingNodeValidator attribute) (autointent.schemas.node_validation.RegexNodeValidator attribute) (autointent.schemas.node_validation.ScoringNodeValidator attribute) metrics_available (autointent.nodes.info.DecisionNodeInfo attribute) (autointent.nodes.info.EmbeddingNodeInfo attribute) (autointent.nodes.info.NodeInfo attribute) (autointent.nodes.info.RegexNodeInfo attribute) (autointent.nodes.info.ScoringNodeInfo attribute) min_samples_per_class_required (autointent.context.data_handler.SplitReadinessResult attribute), [1] model_config (autointent.configs.DataConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.HPOConfig attribute) (autointent.configs.LoggingConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VocabConfig attribute) (autointent.context.optimization_info.DecisionArtifact attribute) (autointent.context.optimization_info.ScorerArtifact attribute) (autointent.server.http.Settings attribute) (autointent.server.mcp.Settings attribute) model_dump() (autointent.context.optimization_info.ScorerArtifact method) model_name (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.OpenaiEmbeddingConfig attribute) (autointent.configs.SentenceTransformerEmbeddingConfig attribute) (autointent.configs.VllmEmbeddingConfig attribute) (autointent.generation.Generator attribute) model_validate() (autointent.context.optimization_info.ScorerArtifact class method) module autointent autointent.configs autointent.context autointent.context.data_handler autointent.context.optimization_info autointent.custom_types autointent.exceptions autointent.generation autointent.generation.chat_templates autointent.generation.intents autointent.generation.utterances autointent.metrics autointent.metrics.custom_types autointent.metrics.decision autointent.metrics.regex autointent.metrics.retrieval autointent.metrics.scoring autointent.modules autointent.modules.base autointent.modules.decision autointent.modules.embedding autointent.modules.regex autointent.modules.scoring autointent.nodes autointent.nodes.info autointent.schemas autointent.schemas.node_validation autointent.server autointent.server.http autointent.server.mcp autointent.utils module (autointent.nodes.InferenceNode attribute) module_config (autointent.configs.InferenceNodeConfig attribute) module_name (autointent.configs.InferenceNodeConfig attribute) modules (autointent.context.optimization_info.OptimizationInfo attribute), [1] modules_available (autointent.nodes.info.DecisionNodeInfo attribute) (autointent.nodes.info.EmbeddingNodeInfo attribute) (autointent.nodes.info.NodeInfo attribute) (autointent.nodes.info.RegexNodeInfo attribute) (autointent.nodes.info.ScoringNodeInfo attribute) modules_search_spaces (autointent.nodes.NodeOptimizer attribute) multiclass_available_metrics (autointent.nodes.info.DecisionNodeInfo attribute) (autointent.nodes.info.EmbeddingNodeInfo attribute) (autointent.nodes.info.NodeInfo attribute) (autointent.nodes.info.RegexNodeInfo attribute) (autointent.nodes.info.ScoringNodeInfo attribute) multilabel (autointent.context.data_handler.DataHandler property) (autointent.Dataset property) MultiLabel (in module autointent.custom_types) multilabel_available_metrics (autointent.nodes.info.DecisionNodeInfo attribute) (autointent.nodes.info.EmbeddingNodeInfo attribute) (autointent.nodes.info.NodeInfo attribute) (autointent.nodes.info.RegexNodeInfo attribute) (autointent.nodes.info.ScoringNodeInfo attribute) MultiLabelWithOOS (in module autointent.custom_types) N n_classes (autointent.Dataset property) n_ei_candidates (autointent.configs.HPOConfig attribute) n_features (autointent.configs.HashingVectorizerEmbeddingConfig attribute) n_folds (autointent.configs.DataConfig attribute) n_jobs (autointent.configs.HPOConfig attribute) n_layers (autointent.modules.RNNScorer attribute) (autointent.modules.scoring.RNNScorer attribute) n_optuna_trials (autointent.modules.decision.TunableDecision attribute) (autointent.modules.TunableDecision attribute) n_possible_values() (autointent.schemas.node_validation.ParamSpace method) (autointent.schemas.node_validation.ParamSpaceFloat method) (autointent.schemas.node_validation.ParamSpaceInt method) n_startup_trials (autointent.configs.HPOConfig attribute) n_trials (autointent.configs.HPOConfig attribute) name (autointent.generation.chat_templates.AbstractEvolution attribute) (autointent.generation.chat_templates.ConcreteEvolution attribute) (autointent.generation.chat_templates.EvolutionChatTemplate attribute) (autointent.generation.chat_templates.FormalEvolution attribute) (autointent.generation.chat_templates.FunnyEvolution attribute) (autointent.generation.chat_templates.GoofyEvolution attribute) (autointent.generation.chat_templates.InformalEvolution attribute) (autointent.generation.chat_templates.ReasoningEvolution attribute) (autointent.modules.AdaptiveDecision attribute) (autointent.modules.ArgmaxDecision attribute) (autointent.modules.base.BaseModule attribute) (autointent.modules.BaseModule attribute) (autointent.modules.BERTLoRAScorer attribute) (autointent.modules.BertScorer attribute) (autointent.modules.BiEncoderDescriptionScorer attribute) (autointent.modules.CatBoostScorer attribute) (autointent.modules.CNNScorer attribute) (autointent.modules.CrossEncoderDescriptionScorer attribute) (autointent.modules.decision.AdaptiveDecision attribute) (autointent.modules.decision.ArgmaxDecision attribute) (autointent.modules.decision.JinoosDecision attribute) (autointent.modules.decision.ThresholdDecision attribute) (autointent.modules.decision.TunableDecision attribute) (autointent.modules.DNNCScorer attribute) (autointent.modules.embedding.LogregAimedEmbedding attribute) (autointent.modules.embedding.RetrievalAimedEmbedding attribute) (autointent.modules.GCNScorer attribute) (autointent.modules.JinoosDecision attribute) (autointent.modules.KNNScorer attribute) (autointent.modules.LinearScorer attribute) (autointent.modules.LLMDescriptionScorer attribute) (autointent.modules.LogregAimedEmbedding attribute) (autointent.modules.MLKnnScorer attribute) (autointent.modules.PTuningScorer attribute) (autointent.modules.regex.SimpleRegex attribute) (autointent.modules.RerankScorer attribute) (autointent.modules.RetrievalAimedEmbedding attribute) (autointent.modules.RNNScorer attribute) (autointent.modules.scoring.BERTLoRAScorer attribute) (autointent.modules.scoring.BertScorer attribute) (autointent.modules.scoring.BiEncoderDescriptionScorer attribute) (autointent.modules.scoring.CatBoostScorer attribute) (autointent.modules.scoring.CNNScorer attribute) (autointent.modules.scoring.CrossEncoderDescriptionScorer attribute) (autointent.modules.scoring.DNNCScorer attribute) (autointent.modules.scoring.GCNScorer attribute) (autointent.modules.scoring.KNNScorer attribute) (autointent.modules.scoring.LinearScorer attribute) (autointent.modules.scoring.LLMDescriptionScorer attribute) (autointent.modules.scoring.MLKnnScorer attribute) (autointent.modules.scoring.PTuningScorer attribute) (autointent.modules.scoring.RerankScorer attribute) (autointent.modules.scoring.RNNScorer attribute) (autointent.modules.scoring.SklearnScorer attribute) (autointent.modules.SimpleRegex attribute) (autointent.modules.SklearnScorer attribute) (autointent.modules.ThresholdDecision attribute) (autointent.modules.TunableDecision attribute) (autointent.schemas.Intent attribute) (autointent.schemas.Tag attribute) ngram_range (autointent.configs.HashingVectorizerEmbeddingConfig attribute) node_info (autointent.nodes.NodeOptimizer attribute) node_type (autointent.configs.InferenceNodeConfig attribute) (autointent.nodes.InferenceNode attribute) (autointent.nodes.info.DecisionNodeInfo attribute) (autointent.nodes.info.EmbeddingNodeInfo attribute) (autointent.nodes.info.NodeInfo attribute) (autointent.nodes.info.RegexNodeInfo attribute) (autointent.nodes.info.ScoringNodeInfo attribute) (autointent.nodes.NodeOptimizer attribute) (autointent.schemas.node_validation.DecisionNodeValidator attribute) (autointent.schemas.node_validation.EmbeddingNodeValidator attribute) (autointent.schemas.node_validation.RegexNodeValidator attribute) (autointent.schemas.node_validation.ScoringNodeValidator attribute) nodes (autointent.Pipeline attribute) NODES_INFO (in module autointent.nodes.info) NodeValidatorType (in module autointent.schemas.node_validation) norm (autointent.configs.HashingVectorizerEmbeddingConfig attribute) num_filters (autointent.modules.CNNScorer attribute) (autointent.modules.scoring.CNNScorer attribute) num_train_epochs (autointent.configs.TorchTrainingConfig attribute) (autointent.modules.BertScorer attribute) (autointent.modules.scoring.BertScorer attribute) O objective() (autointent.nodes.NodeOptimizer method) optimization_info (autointent.Context attribute) (autointent.context.Context attribute) output_range (autointent.Ranker attribute) P p_reweight (autointent.modules.GCNScorer attribute) (autointent.modules.scoring.GCNScorer attribute) padding (autointent.configs.TokenizerConfig attribute) padding_idx (autointent.configs.VocabConfig attribute) page (autointent.server.mcp.PaginationParams attribute) page_size (autointent.server.mcp.PaginationParams attribute) pagination_info (autointent.server.mcp.ClassesOutput attribute) (autointent.server.mcp.TrainDataOutput attribute) ParamSpaceT (in module autointent.schemas.node_validation) passage (autointent.configs.TaskTypeEnum attribute) path (autointent.server.http.Settings attribute) (autointent.server.mcp.Settings attribute) patience (autointent.configs.EarlyStoppingConfig attribute) pipeline_metrics (autointent.context.optimization_info.OptimizationInfo attribute), [1] port (autointent.server.http.Settings attribute) (autointent.server.mcp.Settings attribute) predict() (autointent.modules.AdaptiveDecision method) (autointent.modules.ArgmaxDecision method) (autointent.modules.base.BaseDecision method) (autointent.modules.base.BaseModule method) (autointent.modules.base.BaseScorer method) (autointent.modules.BaseModule method) (autointent.modules.BertScorer method) (autointent.modules.CatBoostScorer method) (autointent.modules.decision.AdaptiveDecision method) (autointent.modules.decision.ArgmaxDecision method) (autointent.modules.decision.JinoosDecision method) (autointent.modules.decision.ThresholdDecision method) (autointent.modules.decision.TunableDecision method) (autointent.modules.DNNCScorer method) (autointent.modules.embedding.LogregAimedEmbedding method) (autointent.modules.embedding.RetrievalAimedEmbedding method) (autointent.modules.GCNScorer method) (autointent.modules.JinoosDecision method) (autointent.modules.KNNScorer method) (autointent.modules.LinearScorer method) (autointent.modules.LogregAimedEmbedding method) (autointent.modules.MLKnnScorer method) (autointent.modules.regex.SimpleRegex method) (autointent.modules.RetrievalAimedEmbedding method) (autointent.modules.scoring.BertScorer method) (autointent.modules.scoring.CatBoostScorer method) (autointent.modules.scoring.DNNCScorer method) (autointent.modules.scoring.GCNScorer method) (autointent.modules.scoring.KNNScorer method) (autointent.modules.scoring.LinearScorer method) (autointent.modules.scoring.MLKnnScorer method) (autointent.modules.scoring.SklearnScorer method) (autointent.modules.SimpleRegex method) (autointent.modules.SklearnScorer method) (autointent.modules.ThresholdDecision method) (autointent.modules.TunableDecision method) (autointent.Pipeline method) (autointent.Ranker method) predict_labels() (autointent.modules.MLKnnScorer method) (autointent.modules.scoring.MLKnnScorer method) predict_with_metadata() (autointent.modules.base.BaseModule method) (autointent.modules.BaseModule method) (autointent.modules.DNNCScorer method) (autointent.modules.KNNScorer method) (autointent.modules.MLKnnScorer method) (autointent.modules.regex.SimpleRegex method) (autointent.modules.scoring.DNNCScorer method) (autointent.modules.scoring.KNNScorer method) (autointent.modules.scoring.MLKnnScorer method) (autointent.modules.SimpleRegex method) (autointent.Pipeline method) predictions (autointent.server.http.PredictResponse attribute) (autointent.server.mcp.PredictOutput attribute) prepare_for_refit() (autointent.context.data_handler.DataHandler method) print_progress (autointent.modules.BertScorer attribute) (autointent.modules.scoring.BertScorer attribute) prior_weight (autointent.configs.HPOConfig attribute) project_dir (autointent.configs.LoggingConfig attribute) prompt_maker (autointent.generation.utterances.UtteranceGenerator attribute) prompt_makers (autointent.generation.utterances.UtteranceEvolver attribute) push_to_hub() (autointent.Dataset method) Q query (autointent.configs.TaskTypeEnum attribute) query() (autointent.VectorIndex method) R random_seed (autointent.context.data_handler.StratifiedSplitter attribute) rank() (autointent.Ranker method) ready (autointent.context.data_handler.SplitReadinessResult attribute), [1] reason (autointent.context.data_handler.SplitReadinessResult attribute), [1] regex (autointent.custom_types.NodeType attribute) regex_full_match (autointent.schemas.Intent attribute) REGEX_MODULES (in module autointent.modules) regex_partial_match (autointent.schemas.Intent attribute) RegexpMetrics (in module autointent.schemas.node_validation) report_to (autointent.configs.LoggingConfig attribute) (autointent.modules.BertScorer attribute) (autointent.modules.scoring.BertScorer attribute) resolve_embedder() (autointent.Context method) (autointent.context.Context method) resolve_ranker() (autointent.Context method) (autointent.context.Context method) resolve_transformer() (autointent.Context method) (autointent.context.Context method) revision (autointent.configs.HFModelConfig attribute) role (autointent.generation.chat_templates.Message attribute) run_name (autointent.configs.LoggingConfig attribute) S s (autointent.modules.MLKnnScorer attribute) (autointent.modules.scoring.MLKnnScorer attribute) sampler (autointent.configs.HPOConfig attribute) SamplerType (in module autointent.custom_types) samples (autointent.server.mcp.TrainDataOutput attribute) save() (autointent.Ranker method) scheme (autointent.configs.DataConfig attribute) score (autointent.custom_types.RerankedItem attribute) score() (autointent.modules.base.BaseModule method) (autointent.modules.BaseModule method) score_cv() (autointent.modules.base.BaseDecision method) (autointent.modules.base.BaseModule method) (autointent.modules.base.BaseScorer method) (autointent.modules.BaseModule method) (autointent.modules.embedding.LogregAimedEmbedding method) (autointent.modules.embedding.RetrievalAimedEmbedding method) (autointent.modules.LogregAimedEmbedding method) (autointent.modules.regex.SimpleRegex method) (autointent.modules.RetrievalAimedEmbedding method) (autointent.modules.SimpleRegex method) score_ho() (autointent.modules.base.BaseDecision method) (autointent.modules.base.BaseModule method) (autointent.modules.base.BaseScorer method) (autointent.modules.BaseModule method) (autointent.modules.embedding.LogregAimedEmbedding method) (autointent.modules.embedding.RetrievalAimedEmbedding method) (autointent.modules.LogregAimedEmbedding method) (autointent.modules.regex.SimpleRegex method) (autointent.modules.RetrievalAimedEmbedding method) (autointent.modules.SimpleRegex method) score_metrics_cv() (autointent.modules.base.BaseModule method) (autointent.modules.BaseModule method) (autointent.modules.regex.SimpleRegex method) (autointent.modules.SimpleRegex method) score_metrics_ho() (autointent.modules.base.BaseModule static method) (autointent.modules.BaseModule static method) SCORES_VALUE_TYPE (in module autointent.metrics.custom_types) scoring (autointent.custom_types.NodeType attribute) SCORING_MODULES (in module autointent.modules) ScoringMetrics (in module autointent.schemas.node_validation) search_space (autointent.generation.utterances.IncrementalUtteranceEvolver attribute) (autointent.modules.AdaptiveDecision attribute) (autointent.modules.decision.AdaptiveDecision attribute) (autointent.modules.decision.JinoosDecision attribute) (autointent.modules.JinoosDecision attribute) (autointent.OptimizationConfig attribute) (autointent.schemas.node_validation.DecisionNodeValidator attribute) (autointent.schemas.node_validation.EmbeddingNodeValidator attribute) (autointent.schemas.node_validation.RegexNodeValidator attribute) (autointent.schemas.node_validation.ScoringNodeValidator attribute) SearchSpacePreset (in module autointent.custom_types) SearchSpaceType (in module autointent.schemas.node_validation) SearchSpaceValidationMode (in module autointent.custom_types) seed (autointent.configs.EmbedderFineTuningConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.Context attribute) (autointent.context.Context attribute) (autointent.modules.BertScorer attribute) (autointent.modules.decision.TunableDecision attribute) (autointent.modules.LinearScorer attribute) (autointent.modules.scoring.BertScorer attribute) (autointent.modules.scoring.LinearScorer attribute) (autointent.modules.TunableDecision attribute) (autointent.OptimizationConfig attribute) separation_ratio (autointent.configs.DataConfig attribute) set_config() (autointent.Pipeline method) set_dataset() (autointent.Context method) (autointent.context.Context method) settings (in module autointent.server.http) shuffle (autointent.context.data_handler.StratifiedSplitter attribute) similarity() (autointent.Embedder method) similarity_fn_name (autointent.configs.SentenceTransformerEmbeddingConfig attribute) SimpleLabel (in module autointent.custom_types) SimpleLabelWithOOS (in module autointent.custom_types) split (autointent.generation.chat_templates.BaseSynthesizerTemplate attribute) step (autointent.schemas.node_validation.ParamSpaceFloat attribute) (autointent.schemas.node_validation.ParamSpaceInt attribute) sts (autointent.configs.TaskTypeEnum attribute) supports_multiclass (autointent.modules.AdaptiveDecision attribute) (autointent.modules.ArgmaxDecision attribute) (autointent.modules.base.BaseModule attribute) (autointent.modules.BaseModule attribute) (autointent.modules.BertScorer attribute) (autointent.modules.CatBoostScorer attribute) (autointent.modules.decision.AdaptiveDecision attribute) (autointent.modules.decision.ArgmaxDecision attribute) (autointent.modules.decision.JinoosDecision attribute) (autointent.modules.decision.ThresholdDecision attribute) (autointent.modules.decision.TunableDecision attribute) (autointent.modules.DNNCScorer attribute) (autointent.modules.embedding.LogregAimedEmbedding attribute) (autointent.modules.embedding.RetrievalAimedEmbedding attribute) (autointent.modules.GCNScorer attribute) (autointent.modules.JinoosDecision attribute) (autointent.modules.KNNScorer attribute) (autointent.modules.LinearScorer attribute) (autointent.modules.LogregAimedEmbedding attribute) (autointent.modules.MLKnnScorer attribute) (autointent.modules.regex.SimpleRegex attribute) (autointent.modules.RetrievalAimedEmbedding attribute) (autointent.modules.scoring.BertScorer attribute) (autointent.modules.scoring.CatBoostScorer attribute) (autointent.modules.scoring.DNNCScorer attribute) (autointent.modules.scoring.GCNScorer attribute) (autointent.modules.scoring.KNNScorer attribute) (autointent.modules.scoring.LinearScorer attribute) (autointent.modules.scoring.MLKnnScorer attribute) (autointent.modules.scoring.SklearnScorer attribute) (autointent.modules.SimpleRegex attribute) (autointent.modules.SklearnScorer attribute) (autointent.modules.ThresholdDecision attribute) (autointent.modules.TunableDecision attribute) supports_multilabel (autointent.modules.AdaptiveDecision attribute) (autointent.modules.ArgmaxDecision attribute) (autointent.modules.base.BaseModule attribute) (autointent.modules.BaseModule attribute) (autointent.modules.BertScorer attribute) (autointent.modules.CatBoostScorer attribute) (autointent.modules.decision.AdaptiveDecision attribute) (autointent.modules.decision.ArgmaxDecision attribute) (autointent.modules.decision.JinoosDecision attribute) (autointent.modules.decision.ThresholdDecision attribute) (autointent.modules.decision.TunableDecision attribute) (autointent.modules.DNNCScorer attribute) (autointent.modules.embedding.LogregAimedEmbedding attribute) (autointent.modules.embedding.RetrievalAimedEmbedding attribute) (autointent.modules.GCNScorer attribute) (autointent.modules.JinoosDecision attribute) (autointent.modules.KNNScorer attribute) (autointent.modules.LinearScorer attribute) (autointent.modules.LogregAimedEmbedding attribute) (autointent.modules.MLKnnScorer attribute) (autointent.modules.regex.SimpleRegex attribute) (autointent.modules.RetrievalAimedEmbedding attribute) (autointent.modules.scoring.BertScorer attribute) (autointent.modules.scoring.CatBoostScorer attribute) (autointent.modules.scoring.DNNCScorer attribute) (autointent.modules.scoring.GCNScorer attribute) (autointent.modules.scoring.KNNScorer attribute) (autointent.modules.scoring.LinearScorer attribute) (autointent.modules.scoring.MLKnnScorer attribute) (autointent.modules.scoring.SklearnScorer attribute) (autointent.modules.SimpleRegex attribute) (autointent.modules.SklearnScorer attribute) (autointent.modules.ThresholdDecision attribute) (autointent.modules.TunableDecision attribute) supports_oos (autointent.modules.AdaptiveDecision attribute) (autointent.modules.ArgmaxDecision attribute) (autointent.modules.base.BaseModule attribute) (autointent.modules.base.BaseScorer attribute) (autointent.modules.BaseModule attribute) (autointent.modules.decision.AdaptiveDecision attribute) (autointent.modules.decision.ArgmaxDecision attribute) (autointent.modules.decision.JinoosDecision attribute) (autointent.modules.decision.ThresholdDecision attribute) (autointent.modules.decision.TunableDecision attribute) (autointent.modules.embedding.LogregAimedEmbedding attribute) (autointent.modules.embedding.RetrievalAimedEmbedding attribute) (autointent.modules.JinoosDecision attribute) (autointent.modules.LogregAimedEmbedding attribute) (autointent.modules.regex.SimpleRegex attribute) (autointent.modules.RetrievalAimedEmbedding attribute) (autointent.modules.SimpleRegex attribute) (autointent.modules.ThresholdDecision attribute) (autointent.modules.TunableDecision attribute) SYSTEM (autointent.generation.chat_templates.Role attribute) system_text (autointent.generation.chat_templates.PromptDescription attribute) T T (in module autointent.modules) tags (autointent.context.data_handler.DataHandler property) (autointent.modules.AdaptiveDecision attribute) (autointent.modules.decision.AdaptiveDecision attribute) (autointent.modules.decision.ThresholdDecision attribute) (autointent.modules.decision.TunableDecision attribute) (autointent.modules.ThresholdDecision attribute) (autointent.modules.TunableDecision attribute) (autointent.schemas.Intent attribute) target_metric (autointent.modules.decision.TunableDecision attribute) (autointent.modules.TunableDecision attribute) (autointent.nodes.NodeOptimizer attribute) (autointent.schemas.node_validation.DecisionNodeValidator attribute) (autointent.schemas.node_validation.EmbeddingNodeValidator attribute) (autointent.schemas.node_validation.RegexNodeValidator attribute) (autointent.schemas.node_validation.ScoringNodeValidator attribute) tau_threshold (autointent.modules.GCNScorer attribute) (autointent.modules.scoring.GCNScorer attribute) TEST (autointent.custom_types.Split attribute), [1] test_labels() (autointent.context.data_handler.DataHandler method) test_scores (autointent.context.optimization_info.ScorerArtifact attribute), [1] test_size (autointent.context.data_handler.StratifiedSplitter attribute) test_utterances() (autointent.context.data_handler.DataHandler method) text (autointent.custom_types.Document attribute) (autointent.server.mcp.DataSample attribute) thresh (autointent.modules.decision.JinoosDecision attribute) (autointent.modules.decision.ThresholdDecision attribute) (autointent.modules.JinoosDecision attribute) (autointent.modules.ThresholdDecision attribute) threshold (autointent.configs.EarlyStoppingConfig attribute) timeout (autointent.configs.HPOConfig attribute) (autointent.configs.OpenaiEmbeddingConfig attribute) to_dict() (autointent.Dataset method) to_json() (autointent.Dataset method) to_messages() (autointent.generation.chat_templates.PromptDescription method) to_multilabel() (autointent.Dataset method) tokenizer_config (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.HFModelConfig attribute) total_items (autointent.server.mcp.PaginationInfo attribute) total_pages (autointent.server.mcp.PaginationInfo attribute) TRAIN (autointent.custom_types.Split attribute), [1] train() (autointent.Embedder method) train_head (autointent.configs.CrossEncoderConfig attribute) train_labels() (autointent.context.data_handler.DataHandler method) train_labels_folded() (autointent.context.data_handler.DataHandler method) train_scores (autointent.context.optimization_info.ScorerArtifact attribute), [1] train_utterances() (autointent.context.data_handler.DataHandler method) transformer_config (autointent.OptimizationConfig attribute) transport (autointent.server.mcp.Settings attribute) trial_name (autointent.modules.base.BaseModule property) (autointent.modules.BaseModule property) (autointent.modules.scoring.SklearnScorer property) (autointent.modules.SklearnScorer property) trials (autointent.context.optimization_info.OptimizationInfo attribute), [1] truncation (autointent.configs.TokenizerConfig attribute) trust_remote_code (autointent.configs.HFModelConfig attribute) (autointent.configs.VllmEmbeddingConfig attribute) U underpopulated_classes (autointent.context.data_handler.SplitReadinessResult attribute), [1] update() (autointent.Hasher method) use_cache (autointent.generation.Generator attribute) use_cross_encoder_scores (autointent.modules.RerankScorer attribute) (autointent.modules.scoring.RerankScorer attribute) use_embedding_features (autointent.modules.CatBoostScorer attribute) (autointent.modules.scoring.CatBoostScorer attribute) USER (autointent.generation.chat_templates.Role attribute) user_text (autointent.generation.chat_templates.PromptDescription attribute) utterance (autointent.schemas.Sample attribute) utterance_feature (autointent.Dataset attribute) utterance_generator (autointent.generation.utterances.DatasetBalancer attribute) utterances (autointent.server.http.PredictRequest attribute) V val_fraction (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderFineTuningConfig attribute) (autointent.modules.CatBoostScorer attribute) (autointent.modules.scoring.CatBoostScorer attribute) validate_descriptions() (autointent.Dataset method) validate_embedder_config() (autointent.OptimizationConfig class method) validate_modules() (autointent.Pipeline method) validate_nodes() (autointent.schemas.node_validation.OptimizationSearchSpaceConfig class method) (autointent.schemas.node_validation.SearchSpaceConfig class method) validate_nodes_with_dataset() (autointent.nodes.NodeOptimizer method) validate_report_to() (autointent.configs.LoggingConfig class method) validate_sample() (autointent.schemas.Sample method) validate_search_space() (autointent.nodes.NodeOptimizer method) validate_step_with_log() (autointent.schemas.node_validation.ParamSpaceFloat class method) VALIDATION (autointent.custom_types.Split attribute), [1] validation_iterator() (autointent.context.data_handler.DataHandler method) validation_labels() (autointent.context.data_handler.DataHandler method) validation_scores (autointent.context.optimization_info.ScorerArtifact attribute), [1] validation_size (autointent.configs.DataConfig attribute) validation_utterances() (autointent.context.data_handler.DataHandler method) ValidationScheme (in module autointent.custom_types) vector_index_config (autointent.modules.DNNCScorer attribute) (autointent.modules.embedding.RetrievalAimedEmbedding attribute) (autointent.modules.KNNScorer attribute) (autointent.modules.MLKnnScorer attribute) (autointent.modules.RerankScorer attribute) (autointent.modules.RetrievalAimedEmbedding attribute) (autointent.modules.scoring.DNNCScorer attribute) (autointent.modules.scoring.KNNScorer attribute) (autointent.modules.scoring.MLKnnScorer attribute) (autointent.modules.scoring.RerankScorer attribute) verbose (autointent.modules.CatBoostScorer attribute) (autointent.modules.scoring.CatBoostScorer attribute) vocab (autointent.configs.VocabConfig attribute) W warmup_ratio (autointent.configs.EmbedderFineTuningConfig attribute) WARNING (autointent.custom_types.LogLevel attribute) weights (autointent.modules.KNNScorer attribute) (autointent.modules.scoring.KNNScorer attribute) WeightType (in module autointent.custom_types)
