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.EmbedderConfig attribute) __hash__() (autointent.Embedder method) __private_attributes__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EmbedderConfig attribute) __pydantic_complete__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EmbedderConfig attribute) __pydantic_computed_fields__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EmbedderConfig attribute) __pydantic_core_schema__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EmbedderConfig attribute) __pydantic_custom_init__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EmbedderConfig attribute) __pydantic_decorators__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EmbedderConfig attribute) __pydantic_extra__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EmbedderConfig attribute) __pydantic_fields__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EmbedderConfig attribute) __pydantic_fields_set__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EmbedderConfig attribute) __pydantic_generic_metadata__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EmbedderConfig attribute) __pydantic_parent_namespace__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EmbedderConfig attribute) __pydantic_post_init__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EmbedderConfig attribute) __pydantic_private__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EmbedderConfig attribute) __pydantic_root_model__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EmbedderConfig attribute) __pydantic_serializer__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EmbedderConfig attribute) __pydantic_validator__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EmbedderConfig attribute) __signature__ (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EmbedderConfig 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.EmbedderConfig (built-in class) autointent.configs.InferenceNodeConfig (built-in class) autointent.configs.LoggingConfig (built-in class) autointent.configs.TaskTypeEnum (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.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.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.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.embedding module autointent.modules.embedding.LogregAimedEmbedding (built-in class) autointent.modules.embedding.RetrievalAimedEmbedding (built-in class) autointent.modules.regex module autointent.modules.regex.SimpleRegex (built-in class) autointent.modules.scoring module autointent.modules.scoring.DescriptionScorer (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.MLKnnScorer (built-in class) autointent.modules.scoring.RerankScorer (built-in class) autointent.modules.scoring.SklearnScorer (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.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) 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.setup_logging() autointent.utils.load_preset() autointent.utils.load_search_space() C callback_handler (autointent.Context attribute) (autointent.context.Context attribute) CANDIDATE_TYPE (in module autointent.metrics.custom_types) check_valid_prompt() (autointent.generation.chat_templates.PromptDescription class method) classification (autointent.configs.TaskTypeEnum attribute) classifier_prompt (autointent.configs.EmbedderConfig attribute) clear_cache() (autointent.modules.base.BaseDecision method) (autointent.modules.base.BaseModule method) (autointent.modules.embedding.LogregAimedEmbedding method) (autointent.modules.embedding.RetrievalAimedEmbedding method) (autointent.modules.regex.SimpleRegex method) (autointent.modules.scoring.DescriptionScorer 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.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) 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_logging() (autointent.Context method) (autointent.context.Context method) configure_transformer() (autointent.Context method) (autointent.context.Context method) content (autointent.generation.chat_templates.Message attribute) CRITICAL (autointent.custom_types.LogLevel attribute) cross_encoder (autointent.Ranker attribute) cross_encoder_config (autointent.configs.InferenceNodeConfig attribute) (autointent.modules.scoring.DNNCScorer attribute) (autointent.modules.scoring.RerankScorer attribute) (autointent.OptimizationConfig attribute) cv (autointent.modules.embedding.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) default (autointent.configs.TaskTypeEnum attribute) default_prompt (autointent.configs.EmbedderConfig attribute) delete() (autointent.Embedder method) (autointent.VectorIndex method) description (autointent.schemas.Intent attribute) dirpath (autointent.configs.LoggingConfig property) dump() (autointent.Context method) (autointent.context.Context method) (autointent.Embedder method) (autointent.modules.base.BaseModule method) (autointent.modules.regex.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) E embed() (autointent.Embedder method) embedder (autointent.VectorIndex attribute) embedder_config (autointent.configs.InferenceNodeConfig attribute) (autointent.modules.embedding.LogregAimedEmbedding attribute) (autointent.modules.embedding.RetrievalAimedEmbedding attribute) (autointent.modules.scoring.DescriptionScorer 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.OptimizationConfig attribute) embedding (autointent.custom_types.NodeType attribute) embedding_model (autointent.Embedder attribute) ERROR (autointent.custom_types.LogLevel attribute) EVOLUTION_MAPPING (in module autointent.generation.chat_templates) EVOLUTION_NAMES (in module autointent.generation.chat_templates) F fit() (autointent.modules.base.BaseDecision method) (autointent.modules.base.BaseModule method) (autointent.modules.base.BaseScorer 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.embedding.LogregAimedEmbedding method) (autointent.modules.embedding.RetrievalAimedEmbedding method) (autointent.modules.regex.SimpleRegex method) (autointent.modules.scoring.DescriptionScorer 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.nodes.NodeOptimizer method) (autointent.Pipeline method) (autointent.Ranker method) FloatFromZeroToOne (in module autointent.custom_types) folded_scores (autointent.context.optimization_info.ScorerArtifact attribute), [1] from_config() (autointent.nodes.InferenceNode class method) (autointent.Pipeline class method) from_context() (autointent.modules.base.BaseModule 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.embedding.LogregAimedEmbedding class method) (autointent.modules.embedding.RetrievalAimedEmbedding class method) (autointent.modules.regex.SimpleRegex class method) (autointent.modules.scoring.DescriptionScorer class method) (autointent.modules.scoring.DNNCScorer class method) (autointent.modules.scoring.KNNScorer class method) (autointent.modules.scoring.LinearScorer class method) (autointent.modules.scoring.MLKnnScorer class method) (autointent.modules.scoring.RerankScorer class method) (autointent.modules.scoring.SklearnScorer 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_space() (autointent.Pipeline class method) G generation_params (autointent.generation.Generator attribute) generator (autointent.generation.utterances.UtteranceEvolver attribute) (autointent.generation.utterances.UtteranceGenerator 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.embedding.LogregAimedEmbedding method) (autointent.modules.embedding.RetrievalAimedEmbedding method) (autointent.modules.regex.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_embedder_config() (autointent.modules.base.BaseModule method) (autointent.modules.scoring.DescriptionScorer method) (autointent.modules.scoring.KNNScorer method) (autointent.modules.scoring.LinearScorer method) (autointent.modules.scoring.MLKnnScorer 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_config() (autointent.configs.EmbedderConfig method) get_prompt_type() (autointent.configs.EmbedderConfig method) get_run_name() (autointent.configs.LoggingConfig 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.scoring.DescriptionScorer method) H has_descriptions (autointent.Dataset attribute) has_saved_modules() (autointent.Context method) (autointent.context.Context method) hash() (autointent.Hasher class method) hexdigest() (autointent.Hasher method) I id (autointent.schemas.Intent attribute) ignore_first_neighbours (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_multilabel() (autointent.Context method) (autointent.context.Context method) is_ram_to_clear() (autointent.Context method) (autointent.context.Context method) J jinoos_score() (autointent.modules.decision.JinoosDecision static method) K k (autointent.modules.embedding.RetrievalAimedEmbedding attribute) (autointent.modules.scoring.DNNCScorer attribute) (autointent.modules.scoring.KNNScorer attribute) (autointent.modules.scoring.MLKnnScorer 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) ListOfGenericLabels (in module autointent.custom_types) ListOfLabels (in module autointent.custom_types) ListOfLabelsWithOOS (in module autointent.custom_types) load() (autointent.Embedder class method) (autointent.modules.base.BaseModule method) (autointent.modules.regex.SimpleRegex method) (autointent.Pipeline class method) (autointent.Ranker class method) (autointent.schemas.TagsList class method) (autointent.VectorIndex class method) load_path (autointent.configs.InferenceNodeConfig 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) M m (autointent.modules.scoring.RerankScorer attribute) max_sample_utterances (autointent.generation.chat_templates.BaseSynthesizerTemplate attribute) max_samples (autointent.generation.utterances.DatasetBalancer attribute) message (autointent.exceptions.MismatchNumClassesError attribute) (autointent.exceptions.WrongClassificationError attribute) METRIC_FN (in module autointent.metrics) metrics (autointent.nodes.NodeOptimizer 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.LoggingConfig attribute) (autointent.context.optimization_info.DecisionArtifact attribute) (autointent.context.optimization_info.ScorerArtifact attribute) model_name (autointent.configs.CrossEncoderConfig attribute) (autointent.configs.EmbedderConfig attribute) (autointent.generation.Generator attribute) 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.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) multilabel (autointent.context.data_handler.DataHandler property) (autointent.Dataset property) MultiLabel (in module autointent.custom_types) MultiLabelWithOOS (in module autointent.custom_types) N n_classes (autointent.Dataset property) n_folds (autointent.configs.DataConfig attribute) n_optuna_trials (autointent.modules.decision.TunableDecision 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.base.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.regex.SimpleRegex attribute) (autointent.modules.scoring.DescriptionScorer attribute) (autointent.modules.scoring.DNNCScorer attribute) (autointent.modules.scoring.KNNScorer attribute) (autointent.modules.scoring.LinearScorer attribute) (autointent.modules.scoring.MLKnnScorer attribute) (autointent.modules.scoring.RerankScorer attribute) (autointent.modules.scoring.SklearnScorer 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) nodes (autointent.Pipeline attribute) NODES_INFO (in module autointent.nodes.info) O objective() (autointent.nodes.NodeOptimizer method) optimization_info (autointent.Context attribute) (autointent.context.Context attribute) P passage (autointent.configs.TaskTypeEnum attribute) passage_prompt (autointent.configs.EmbedderConfig attribute) pipeline_metrics (autointent.context.optimization_info.OptimizationInfo attribute), [1] predict() (autointent.modules.base.BaseDecision method) (autointent.modules.base.BaseModule method) (autointent.modules.base.BaseScorer 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.embedding.LogregAimedEmbedding method) (autointent.modules.embedding.RetrievalAimedEmbedding method) (autointent.modules.regex.SimpleRegex method) (autointent.modules.scoring.DescriptionScorer 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.Pipeline method) (autointent.Ranker method) predict_labels() (autointent.modules.scoring.MLKnnScorer method) predict_with_metadata() (autointent.modules.base.BaseModule method) (autointent.modules.regex.SimpleRegex method) (autointent.modules.scoring.DNNCScorer method) (autointent.modules.scoring.KNNScorer method) (autointent.modules.scoring.MLKnnScorer method) (autointent.Pipeline method) prepare_for_refit() (autointent.context.data_handler.DataHandler method) 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) rank_threshold_cutoff (autointent.modules.scoring.RerankScorer attribute) regex (autointent.custom_types.NodeType attribute) regex_full_match (autointent.schemas.Intent attribute) regex_partial_match (autointent.schemas.Intent attribute) report_to (autointent.configs.LoggingConfig attribute) resolve_embedder() (autointent.Context method) (autointent.context.Context method) resolve_ranker() (autointent.Context method) (autointent.context.Context method) role (autointent.generation.chat_templates.Message attribute) run_name (autointent.configs.LoggingConfig attribute) S s (autointent.modules.scoring.MLKnnScorer attribute) sampler (autointent.OptimizationConfig attribute) SamplerType (in module autointent.custom_types) save() (autointent.Ranker method) scheme (autointent.configs.DataConfig attribute) score() (autointent.modules.base.BaseModule method) score_cv() (autointent.modules.base.BaseDecision method) (autointent.modules.base.BaseModule method) (autointent.modules.base.BaseScorer method) (autointent.modules.embedding.LogregAimedEmbedding method) (autointent.modules.embedding.RetrievalAimedEmbedding method) (autointent.modules.regex.SimpleRegex method) (autointent.modules.scoring.DescriptionScorer method) score_ho() (autointent.modules.base.BaseDecision method) (autointent.modules.base.BaseModule method) (autointent.modules.base.BaseScorer method) (autointent.modules.embedding.LogregAimedEmbedding method) (autointent.modules.embedding.RetrievalAimedEmbedding method) (autointent.modules.regex.SimpleRegex method) score_metrics_cv() (autointent.modules.base.BaseModule method) (autointent.modules.regex.SimpleRegex method) score_metrics_ho() (autointent.modules.base.BaseModule static method) SCORES_VALUE_TYPE (in module autointent.metrics.custom_types) scoring (autointent.custom_types.NodeType attribute) search_space (autointent.generation.utterances.IncrementalUtteranceEvolver attribute) (autointent.modules.decision.AdaptiveDecision attribute) (autointent.modules.decision.JinoosDecision attribute) (autointent.OptimizationConfig attribute) SearchSpacePreset (in module autointent.custom_types) SearchSpaceValidationMode (in module autointent.custom_types) seed (autointent.Context attribute) (autointent.context.Context attribute) (autointent.modules.decision.TunableDecision attribute) (autointent.modules.scoring.LinearScorer 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) SimpleLabel (in module autointent.custom_types) SimpleLabelWithOOS (in module autointent.custom_types) split (autointent.generation.chat_templates.BaseSynthesizerTemplate attribute) sts (autointent.configs.TaskTypeEnum attribute) sts_prompt (autointent.configs.EmbedderConfig attribute) suggest() (autointent.nodes.NodeOptimizer method) supports_multiclass (autointent.modules.base.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.regex.SimpleRegex attribute) (autointent.modules.scoring.DescriptionScorer 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) supports_multilabel (autointent.modules.base.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.regex.SimpleRegex attribute) (autointent.modules.scoring.DescriptionScorer 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) supports_oos (autointent.modules.base.BaseModule attribute) (autointent.modules.base.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.regex.SimpleRegex attribute) SYSTEM (autointent.generation.chat_templates.Role attribute) T tags (autointent.context.data_handler.DataHandler property) (autointent.modules.decision.AdaptiveDecision attribute) (autointent.modules.decision.ThresholdDecision attribute) (autointent.modules.decision.TunableDecision attribute) (autointent.schemas.Intent attribute) target_metric (autointent.modules.decision.TunableDecision attribute) (autointent.nodes.NodeOptimizer attribute) temperature (autointent.modules.scoring.DescriptionScorer 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.generation.chat_templates.PromptDescription attribute) texts (autointent.VectorIndex attribute) thresh (autointent.modules.decision.JinoosDecision attribute) (autointent.modules.decision.ThresholdDecision attribute) to_dict() (autointent.Dataset method) to_json() (autointent.Dataset method) to_multilabel() (autointent.Dataset method) 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) trials (autointent.context.optimization_info.OptimizationInfo attribute), [1] U update() (autointent.Hasher method) use_cache (autointent.configs.EmbedderConfig attribute) USER (autointent.generation.chat_templates.Role attribute) utterance (autointent.schemas.Sample attribute) utterance_feature (autointent.Dataset attribute) utterance_generator (autointent.generation.utterances.DatasetBalancer attribute) V validate_descriptions() (autointent.Dataset method) validate_modules() (autointent.Pipeline method) validate_nodes_with_dataset() (autointent.nodes.NodeOptimizer method) validate_sample() (autointent.schemas.Sample method) validate_search_space() (autointent.nodes.NodeOptimizer 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) W WARNING (autointent.custom_types.LogLevel attribute) weights (autointent.modules.scoring.KNNScorer attribute) WeightType (in module autointent.custom_types)
