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.EmbedderConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VocabConfig 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.EmbedderConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VocabConfig attribute) __pydantic_complete__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VocabConfig attribute) __pydantic_computed_fields__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VocabConfig attribute) __pydantic_core_schema__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VocabConfig attribute) __pydantic_custom_init__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VocabConfig attribute) __pydantic_decorators__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VocabConfig attribute) __pydantic_extra__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VocabConfig attribute) __pydantic_fields__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VocabConfig attribute) __pydantic_fields_set__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VocabConfig attribute) __pydantic_generic_metadata__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VocabConfig attribute) __pydantic_parent_namespace__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VocabConfig attribute) __pydantic_post_init__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VocabConfig attribute) __pydantic_private__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VocabConfig attribute) __pydantic_root_model__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VocabConfig attribute) __pydantic_serializer__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VocabConfig attribute) __pydantic_validator__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VocabConfig attribute) __signature__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EarlyStoppingConfig attribute) (autointent.configs.EmbedderConfig attribute) (autointent.configs.HFModelConfig attribute) (autointent.configs.TokenizerConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.configs.VocabConfig attribute) A add() (autointent.VectorIndex method) 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.UtteranceEvolver attribute) (autointent.generation.utterances.UtteranceGenerator attribute) augment() (autointent.generation.utterances.IncrementalUtteranceEvolver method) (autointent.generation.utterances.UtteranceEvolver method) (autointent.generation.utterances.UtteranceGenerator 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.EmbedderConfig (built-in class) autointent.configs.HFModelConfig (built-in class) autointent.configs.HPOConfig (built-in class) autointent.configs.InferenceNodeConfig (built-in class) autointent.configs.LoggingConfig (built-in class) autointent.configs.TaskTypeEnum (built-in class) autointent.configs.TokenizerConfig (built-in class) autointent.configs.TorchTrainingConfig (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.DataHandler (built-in class) autointent.context.data_handler.split_dataset() built-in function 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.LogLevel (built-in class) autointent.custom_types.NodeType (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.DatasetBalancer (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.BaseDecision (built-in class) autointent.modules.BaseEmbedding (built-in class) autointent.modules.BaseModule (built-in class) autointent.modules.BaseRegex (built-in class) autointent.modules.BaseScorer (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.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.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.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.HFModelConfig attribute) (autointent.configs.TorchTrainingConfig attribute) (autointent.modules.BertScorer attribute) (autointent.modules.scoring.BertScorer attribute) bf16 (autointent.configs.HFModelConfig attribute) built-in function 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.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) classification (autointent.configs.TaskTypeEnum attribute) classification_model_config (autointent.modules.BertScorer attribute) (autointent.modules.scoring.BertScorer attribute) classification_prompt (autointent.configs.EmbedderConfig attribute) clear_cache() (autointent.modules.base.BaseDecision method) (autointent.modules.base.BaseModule method) (autointent.modules.BaseDecision 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.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.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) cluster_prompt (autointent.configs.EmbedderConfig attribute) config (autointent.context.data_handler.DataHandler attribute) (autointent.context.optimization_info.EmbeddingArtifact attribute), [1] (autointent.Embedder attribute) (autointent.Ranker 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) consider_prior (autointent.configs.HPOConfig attribute) constant_liar (autointent.configs.HPOConfig attribute) content (autointent.generation.chat_templates.Message 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) default_prompt (autointent.configs.EmbedderConfig attribute) delete() (autointent.Embedder method) (autointent.VectorIndex method) depth (autointent.modules.CatBoostScorer attribute) (autointent.modules.scoring.CatBoostScorer attribute) description (autointent.schemas.Intent attribute) device (autointent.configs.HFModelConfig attribute) (autointent.configs.TorchTrainingConfig 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) 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_rounds (autointent.modules.CatBoostScorer attribute) (autointent.modules.scoring.CatBoostScorer 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.embedding.LogregAimedEmbedding attribute) (autointent.modules.embedding.RetrievalAimedEmbedding attribute) (autointent.modules.KNNScorer attribute) (autointent.modules.LinearScorer attribute) (autointent.modules.LogregAimedEmbedding attribute) (autointent.modules.MLKnnScorer attribute) (autointent.modules.RetrievalAimedEmbedding attribute) (autointent.modules.scoring.BiEncoderDescriptionScorer attribute) (autointent.modules.scoring.CatBoostScorer attribute) (autointent.modules.scoring.DNNCScorer 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) embedding (autointent.custom_types.NodeType attribute) embedding_model (autointent.Embedder 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) 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) 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.BaseDecision method) (autointent.modules.BaseModule method) (autointent.modules.BaseScorer 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.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.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.HFModelConfig attribute) freeze (autointent.configs.EmbedderConfig 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.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.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.Pipeline class method) from_search_config() (autointent.configs.EarlyStoppingConfig class method) (autointent.configs.HFModelConfig class method) from_search_space() (autointent.Pipeline class method) G generation_params (autointent.generation.Generator attribute) generator (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_all_labels() (autointent.VectorIndex method) get_assets() (autointent.modules.base.BaseDecision method) (autointent.modules.base.BaseModule method) (autointent.modules.base.BaseScorer method) (autointent.modules.BaseDecision method) (autointent.modules.BaseModule method) (autointent.modules.BaseScorer 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.BaseDecision method) (autointent.modules.BaseEmbedding method) (autointent.modules.BaseModule method) (autointent.modules.BaseRegex method) (autointent.modules.BertScorer method) (autointent.modules.BiEncoderDescriptionScorer method) (autointent.modules.CatBoostScorer method) (autointent.modules.CrossEncoderDescriptionScorer method) (autointent.modules.DNNCScorer 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.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_prompt() (autointent.configs.EmbedderConfig method) get_prompt_config() (autointent.configs.EmbedderConfig method) get_run_name() (autointent.configs.LoggingConfig 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.BaseDecision method) (autointent.modules.BaseEmbedding method) (autointent.modules.BaseScorer method) H has_descriptions (autointent.Dataset attribute) 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) hpo_config (autointent.OptimizationConfig attribute) I id (autointent.schemas.Intent attribute) ignore_first_neighbours (autointent.modules.MLKnnScorer attribute) (autointent.modules.scoring.MLKnnScorer attribute) INFO (autointent.custom_types.LogLevel 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_empty() (autointent.VectorIndex method) is_few_shot (autointent.context.data_handler.StratifiedSplitter attribute) is_few_shot_train (autointent.configs.DataConfig attribute) 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.schemas.Sample attribute) label_feature (autointent.context.data_handler.StratifiedSplitter attribute) (autointent.Dataset attribute) labels (autointent.context.optimization_info.DecisionArtifact attribute), [1] (autointent.VectorIndex attribute) 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.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) 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) M m (autointent.modules.RerankScorer attribute) (autointent.modules.scoring.RerankScorer attribute) max_concurrent (autointent.modules.LLMDescriptionScorer attribute) (autointent.modules.scoring.LLMDescriptionScorer attribute) max_length (autointent.configs.TokenizerConfig attribute) max_per_second (autointent.modules.LLMDescriptionScorer attribute) (autointent.modules.scoring.LLMDescriptionScorer attribute) max_retries (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_vocab_size (autointent.configs.VocabConfig attribute) 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) 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) model_dump() (autointent.context.optimization_info.ScorerArtifact method) model_name (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EmbedderConfig attribute) (autointent.configs.HFModelConfig 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.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_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.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.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) 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) 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 padding (autointent.configs.TokenizerConfig attribute) padding_idx (autointent.configs.VocabConfig attribute) ParamSpaceT (in module autointent.schemas.node_validation) passage (autointent.configs.TaskTypeEnum attribute) passage_prompt (autointent.configs.EmbedderConfig attribute) patience (autointent.configs.EarlyStoppingConfig attribute) pipeline_metrics (autointent.context.optimization_info.OptimizationInfo attribute), [1] 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.BaseDecision method) (autointent.modules.BaseModule method) (autointent.modules.BaseScorer 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.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.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) 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) query_prompt (autointent.configs.EmbedderConfig attribute) R random_seed (autointent.context.data_handler.StratifiedSplitter attribute) rank() (autointent.Ranker method) 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) 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) save() (autointent.Ranker method) scheme (autointent.configs.DataConfig 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.BaseDecision method) (autointent.modules.BaseModule method) (autointent.modules.BaseScorer 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.BaseDecision method) (autointent.modules.BaseModule method) (autointent.modules.BaseScorer 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.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) shuffle (autointent.context.data_handler.StratifiedSplitter attribute) similarity() (autointent.Embedder method) similarity_fn_name (autointent.configs.EmbedderConfig 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) sts_prompt (autointent.configs.EmbedderConfig 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.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.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.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.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.BaseScorer 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) 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) texts (autointent.VectorIndex 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) 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) TRAIN (autointent.custom_types.Split attribute), [1] 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) 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) U update() (autointent.Hasher method) use_cache (autointent.configs.EmbedderConfig attribute) (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) V val_fraction (autointent.configs.EarlyStoppingConfig attribute) (autointent.modules.CatBoostScorer attribute) (autointent.modules.scoring.CatBoostScorer attribute) validate_descriptions() (autointent.Dataset 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_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) verbose (autointent.modules.CatBoostScorer attribute) (autointent.modules.scoring.CatBoostScorer attribute) vocab (autointent.configs.VocabConfig attribute) W WARNING (autointent.custom_types.LogLevel attribute) weights (autointent.modules.KNNScorer attribute) (autointent.modules.scoring.KNNScorer attribute) WeightType (in module autointent.custom_types)
