Index A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | R | S | T | U | V | W | Z A AbsSumNormalizer (class in mllm_shap.shap.normalizers) add_audio() (mllm_shap.connectors.base.chat.BaseMllmChat method) (mllm_shap.connectors.liquid.chat.LiquidAudioChat method) (mllm_shap.connectors.liquid.LiquidAudioChat method) (mllm_shap.connectors.LiquidAudioChat method) (mllm_shap.connectors.TransformersTextChat method) add_audio_with_transcript() (mllm_shap.connectors.base.chat.BaseMllmChat method) (mllm_shap.connectors.liquid.chat.LiquidAudioChat method) (mllm_shap.connectors.liquid.LiquidAudioChat method) (mllm_shap.connectors.LiquidAudioChat method) (mllm_shap.connectors.TransformersTextChat method) add_note() (mllm_shap.connectors.base.chat.AllTextTokensFilteredOutError method) (mllm_shap.shap.base.shap_explainer.NotEnoughTokensToExplainError method) add_text() (mllm_shap.connectors.base.chat.BaseMllmChat method) (mllm_shap.connectors.liquid.chat.LiquidAudioChat method) (mllm_shap.connectors.liquid.LiquidAudioChat method) (mllm_shap.connectors.LiquidAudioChat method) (mllm_shap.connectors.TransformersTextChat method) allow_mask_duplicates (mllm_shap.shap.base.approx.BaseShapApproximation attribute) (mllm_shap.shap.base.complementary.BaseComplementaryShapApproximation attribute) (mllm_shap.shap.base.shap_explainer.BaseShapExplainer attribute) (mllm_shap.shap.complementary.limited.LimitedComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.LimitedComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.standard.StandardComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.StandardComplementaryShapExplainer attribute) (mllm_shap.shap.monte_carlo.limited.LimitedMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.LimitedMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.standard.StandardMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.StandardMcShapExplainer attribute) (mllm_shap.shap.neyman.limited.LimitedComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.LimitedComplementaryNeymanShapExplainer attribute), [1] (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute), [1] (mllm_shap.shap.precise.PreciseShapExplainer attribute) (mllm_shap.shap.PreciseShapExplainer attribute) AllTextTokensFilteredOutError append() (mllm_shap.connectors.base.chat.BaseMllmChat method) (mllm_shap.connectors.liquid.chat.LiquidAudioChat method) (mllm_shap.connectors.liquid.LiquidAudioChat method) (mllm_shap.connectors.LiquidAudioChat method) (mllm_shap.connectors.TransformersTextChat method) apply_text_mask() (mllm_shap.connectors.TransformersTextChat method) approximate_budget() (in module mllm_shap.shap.monte_carlo) (in module mllm_shap.shap.monte_carlo.utils) args (mllm_shap.connectors.base.chat.AllTextTokensFilteredOutError attribute) (mllm_shap.shap.base.shap_explainer.NotEnoughTokensToExplainError attribute) as_integer_ratio() (mllm_shap.connectors.enums.ModalityFlag method) (mllm_shap.connectors.enums.ModelHistoryTrackingMode method) (mllm_shap.connectors.enums.Role method) (mllm_shap.connectors.enums.SystemRolesSetup method) (mllm_shap.shap.hierarchical.enums.Mode method) ASSISTANT (mllm_shap.connectors.enums.Role attribute) attach_audio_to_segments() (mllm_shap.connectors.base.chat.BaseMllmChat method) (mllm_shap.connectors.liquid.chat.LiquidAudioChat method) (mllm_shap.connectors.liquid.LiquidAudioChat method) (mllm_shap.connectors.LiquidAudioChat method) (mllm_shap.connectors.SpectrogramGuidedAligner method) (mllm_shap.connectors.TransformersTextChat method) AUDIO (mllm_shap.connectors.enums.ModalityFlag attribute) (mllm_shap.connectors.enums.ModelHistoryTrackingMode attribute) audio_empty_value (mllm_shap.connectors.liquid.chat.LiquidAudioChat attribute) (mllm_shap.connectors.liquid.LiquidAudioChat attribute) (mllm_shap.connectors.LiquidAudioChat attribute) audio_html() (in module mllm_shap.utils.jupyter) AUDIO_IN_SHAPE (mllm_shap.connectors.liquid.chat.LiquidAudioChat attribute) (mllm_shap.connectors.liquid.LiquidAudioChat attribute) (mllm_shap.connectors.LiquidAudioChat attribute) AUDIO_OUT_SHAPE (mllm_shap.connectors.liquid.chat.LiquidAudioChat attribute) (mllm_shap.connectors.liquid.LiquidAudioChat attribute) (mllm_shap.connectors.LiquidAudioChat attribute) audio_temperature (mllm_shap.connectors.config.ModelConfig attribute) (mllm_shap.connectors.ModelConfig attribute) audio_tokens (mllm_shap.connectors.base.chat.BaseMllmChat property) (mllm_shap.connectors.liquid.chat.LiquidAudioChat property) (mllm_shap.connectors.liquid.LiquidAudioChat property) (mllm_shap.connectors.LiquidAudioChat property) (mllm_shap.connectors.TransformersTextChat property) audio_tokens_mask (mllm_shap.connectors.base.chat.BaseMllmChat property) (mllm_shap.connectors.liquid.chat.LiquidAudioChat property) (mllm_shap.connectors.liquid.LiquidAudioChat property) (mllm_shap.connectors.LiquidAudioChat property) (mllm_shap.connectors.TransformersTextChat property) audio_tokens_no_system_mask (mllm_shap.connectors.base.chat.BaseMllmChat attribute) (mllm_shap.connectors.liquid.chat.LiquidAudioChat attribute) (mllm_shap.connectors.liquid.LiquidAudioChat attribute) (mllm_shap.connectors.LiquidAudioChat attribute) (mllm_shap.connectors.TransformersTextChat attribute) audio_tokens_no_system_mask_filtered (mllm_shap.connectors.base.chat.BaseMllmChat property) (mllm_shap.connectors.liquid.chat.LiquidAudioChat property) (mllm_shap.connectors.liquid.LiquidAudioChat property) (mllm_shap.connectors.LiquidAudioChat property) (mllm_shap.connectors.TransformersTextChat property) audio_top_k (mllm_shap.connectors.config.ModelConfig attribute) (mllm_shap.connectors.ModelConfig attribute) B BaseComplementaryShapApproximation (class in mllm_shap.shap.base.complementary) BaseEmbeddingReducer (class in mllm_shap.shap.base.embeddings) BaseEmbeddingSimilarity (class in mllm_shap.shap.base.similarity) BaseExplainer (class in mllm_shap.shap.base.explainer) BaseExternalEmbedding (class in mllm_shap.shap.base.embeddings) BaseMllmChat (class in mllm_shap.connectors.base.chat) BaseMllmModel (class in mllm_shap.connectors.base.model) BaseNormalizer (class in mllm_shap.shap.base.normalizers) BaseShapApproximation (class in mllm_shap.shap.base.approx) BaseShapExplainer (class in mllm_shap.shap.base.shap_explainer) batch_size (mllm_shap.shap.embeddings.CustomEmbedding attribute) bit_count() (mllm_shap.connectors.enums.ModalityFlag method) (mllm_shap.connectors.enums.ModelHistoryTrackingMode method) (mllm_shap.connectors.enums.Role method) (mllm_shap.connectors.enums.SystemRolesSetup method) (mllm_shap.shap.hierarchical.enums.Mode method) bit_length() (mllm_shap.connectors.enums.ModalityFlag method) (mllm_shap.connectors.enums.ModelHistoryTrackingMode method) (mllm_shap.connectors.enums.Role method) (mllm_shap.connectors.enums.SystemRolesSetup method) (mllm_shap.shap.hierarchical.enums.Mode method) C cache (mllm_shap.connectors.base.chat.BaseMllmChat property) (mllm_shap.connectors.liquid.chat.LiquidAudioChat property) (mllm_shap.connectors.liquid.LiquidAudioChat property) (mllm_shap.connectors.LiquidAudioChat property) (mllm_shap.connectors.TransformersTextChat property) calculated_by (mllm_shap.connectors.base.explainer_cache.ExplainerCache attribute) capitalize() (mllm_shap.shap.enums.Mode method) casefold() (mllm_shap.shap.enums.Mode method) center() (mllm_shap.shap.enums.Mode method) chat (mllm_shap.connectors.base.explainer_cache.ExplainerCache attribute) (mllm_shap.connectors.base.model_response.ModelResponse attribute) ChatEntry (class in mllm_shap.connectors.base.chat_entry) combine() (mllm_shap.utils.audio.TorchAudioHandler static method) ComplementaryNeymanShapExplainer (in module mllm_shap.shap) ComplementaryShapExplainer (in module mllm_shap.shap) computation_graph (mllm_shap.shap.hierarchical.explainer.HierarchicalExplainer attribute) (mllm_shap.shap.hierarchical.HierarchicalExplainer attribute) (mllm_shap.shap.HierarchicalExplainer attribute) config (mllm_shap.connectors.base.model.BaseMllmModel attribute) (mllm_shap.connectors.liquid.LiquidAudio attribute) (mllm_shap.connectors.liquid.model.LiquidAudio attribute) (mllm_shap.connectors.LiquidAudio attribute) (mllm_shap.connectors.TransformersCausalText attribute) conjugate() (mllm_shap.connectors.enums.ModalityFlag method) (mllm_shap.connectors.enums.ModelHistoryTrackingMode method) (mllm_shap.connectors.enums.Role method) (mllm_shap.connectors.enums.SystemRolesSetup method) (mllm_shap.shap.hierarchical.enums.Mode method) content (mllm_shap.connectors.base.chat_entry.ChatEntry attribute) content_type (mllm_shap.connectors.base.chat_entry.ChatEntry attribute) CONTEXTUAL (mllm_shap.shap.enums.Mode attribute) CosineSimilarity (class in mllm_shap.shap.similarity) count() (mllm_shap.shap.enums.Mode method) create() (mllm_shap.connectors.base.explainer_cache.ExplainerCache class method) CustomEmbedding (class in mllm_shap.shap.embeddings) D decode_audio() (mllm_shap.connectors.base.chat.BaseMllmChat method) (mllm_shap.connectors.liquid.chat.LiquidAudioChat method) (mllm_shap.connectors.liquid.LiquidAudioChat method) (mllm_shap.connectors.LiquidAudioChat method) (mllm_shap.connectors.TransformersTextChat method) decode_text() (mllm_shap.connectors.base.chat.BaseMllmChat method) (mllm_shap.connectors.liquid.chat.LiquidAudioChat method) (mllm_shap.connectors.liquid.LiquidAudioChat method) (mllm_shap.connectors.LiquidAudioChat method) (mllm_shap.connectors.TransformersTextChat method) denominator (mllm_shap.connectors.enums.ModalityFlag attribute) (mllm_shap.connectors.enums.ModelHistoryTrackingMode attribute) (mllm_shap.connectors.enums.Role attribute) (mllm_shap.connectors.enums.SystemRolesSetup attribute) (mllm_shap.shap.hierarchical.enums.Mode attribute) device (mllm_shap.connectors.base.model.BaseMllmModel attribute) (mllm_shap.connectors.liquid.chat.LiquidAudioChat property) (mllm_shap.connectors.liquid.LiquidAudio attribute) (mllm_shap.connectors.liquid.LiquidAudioChat property) (mllm_shap.connectors.liquid.model.LiquidAudio attribute) (mllm_shap.connectors.LiquidAudio attribute) (mllm_shap.connectors.LiquidAudioChat property) (mllm_shap.connectors.TransformersCausalText attribute) (mllm_shap.shap.embeddings.CustomEmbedding attribute) display() (mllm_shap.connectors.base.chat_entry.ChatEntry method) display_audio() (in module mllm_shap.utils.audio) display_shap_colors_df() (in module mllm_shap.utils.jupyter) display_shap_colors_df_audio() (in module mllm_shap.utils.jupyter) E emb_model (mllm_shap.shap.embeddings.CustomEmbedding attribute) emb_tokenizer (mllm_shap.shap.embeddings.CustomEmbedding attribute) embedding_model (mllm_shap.shap.base.approx.BaseShapApproximation attribute) (mllm_shap.shap.base.complementary.BaseComplementaryShapApproximation attribute) (mllm_shap.shap.base.shap_explainer.BaseShapExplainer attribute) (mllm_shap.shap.complementary.limited.LimitedComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.LimitedComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.standard.StandardComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.StandardComplementaryShapExplainer attribute) (mllm_shap.shap.monte_carlo.limited.LimitedMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.LimitedMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.standard.StandardMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.StandardMcShapExplainer attribute) (mllm_shap.shap.neyman.limited.LimitedComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.LimitedComplementaryNeymanShapExplainer attribute), [1] (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute), [1] (mllm_shap.shap.precise.PreciseShapExplainer attribute) (mllm_shap.shap.PreciseShapExplainer attribute) embedding_reducer (mllm_shap.shap.base.approx.BaseShapApproximation attribute) (mllm_shap.shap.base.complementary.BaseComplementaryShapApproximation attribute) (mllm_shap.shap.base.shap_explainer.BaseShapExplainer attribute) (mllm_shap.shap.complementary.limited.LimitedComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.LimitedComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.standard.StandardComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.StandardComplementaryShapExplainer attribute) (mllm_shap.shap.monte_carlo.limited.LimitedMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.LimitedMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.standard.StandardMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.StandardMcShapExplainer attribute) (mllm_shap.shap.neyman.limited.LimitedComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.LimitedComplementaryNeymanShapExplainer attribute), [1] (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute), [1] (mllm_shap.shap.precise.PreciseShapExplainer attribute) (mllm_shap.shap.PreciseShapExplainer attribute) EMPTY_ASSISTANT_TURN (mllm_shap.connectors.liquid.chat.LiquidAudioChat attribute) (mllm_shap.connectors.liquid.LiquidAudioChat attribute) (mllm_shap.connectors.LiquidAudioChat attribute) EMPTY_SYSTEM_TURN (mllm_shap.connectors.liquid.chat.LiquidAudioChat attribute) (mllm_shap.connectors.liquid.LiquidAudioChat attribute) (mllm_shap.connectors.LiquidAudioChat attribute) empty_turn_sequences (mllm_shap.connectors.base.chat.BaseMllmChat attribute) (mllm_shap.connectors.liquid.chat.LiquidAudioChat attribute) (mllm_shap.connectors.liquid.LiquidAudioChat attribute) (mllm_shap.connectors.LiquidAudioChat attribute) (mllm_shap.connectors.TransformersTextChat attribute) EMPTY_USER_TURN (mllm_shap.connectors.liquid.chat.LiquidAudioChat attribute) (mllm_shap.connectors.liquid.LiquidAudioChat attribute) (mllm_shap.connectors.LiquidAudioChat attribute) encode() (mllm_shap.shap.enums.Mode method) end_turn() (mllm_shap.connectors.base.chat.BaseMllmChat method) (mllm_shap.connectors.liquid.chat.LiquidAudioChat method) (mllm_shap.connectors.liquid.LiquidAudioChat method) (mllm_shap.connectors.LiquidAudioChat method) (mllm_shap.connectors.TransformersTextChat method) endswith() (mllm_shap.shap.enums.Mode method) EuclideanSimilarity (class in mllm_shap.shap.similarity) ExcludePunctuationTokensFilter (class in mllm_shap.connectors.filters) expandtabs() (mllm_shap.shap.enums.Mode method) Explainer (class in mllm_shap.shap) (class in mllm_shap.shap.compact) ExplainerCache (class in mllm_shap.connectors.base.explainer_cache) ExplainerResult (class in mllm_shap.shap.explainer_result) extend_masks() (mllm_shap.connectors.base.explainer_cache.ExplainerCache method) extend_tensor() (in module mllm_shap.utils.other) extend_values() (mllm_shap.connectors.base.explainer_cache.ExplainerCache static method) external_group_ids (mllm_shap.connectors.base.chat.BaseMllmChat property) (mllm_shap.connectors.liquid.chat.LiquidAudioChat property) (mllm_shap.connectors.liquid.LiquidAudioChat property) (mllm_shap.connectors.LiquidAudioChat property) (mllm_shap.connectors.TransformersTextChat property) external_group_ids_first_positions (mllm_shap.connectors.base.chat.BaseMllmChat property) (mllm_shap.connectors.liquid.chat.LiquidAudioChat property) (mllm_shap.connectors.liquid.LiquidAudioChat property) (mllm_shap.connectors.LiquidAudioChat property) (mllm_shap.connectors.TransformersTextChat property) external_group_ids_positive_mask (mllm_shap.connectors.base.chat.BaseMllmChat property) (mllm_shap.connectors.liquid.chat.LiquidAudioChat property) (mllm_shap.connectors.liquid.LiquidAudioChat property) (mllm_shap.connectors.LiquidAudioChat property) (mllm_shap.connectors.TransformersTextChat property) external_shap_values_mask (mllm_shap.connectors.base.chat.BaseMllmChat property) (mllm_shap.connectors.liquid.chat.LiquidAudioChat property) (mllm_shap.connectors.liquid.LiquidAudioChat property) (mllm_shap.connectors.LiquidAudioChat property) (mllm_shap.connectors.TransformersTextChat property) F find() (mllm_shap.shap.enums.Mode method) first_layer_explainer (mllm_shap.shap.hierarchical.explainer.HierarchicalExplainer attribute) (mllm_shap.shap.hierarchical.HierarchicalExplainer attribute) (mllm_shap.shap.HierarchicalExplainer attribute) FirstReducer (class in mllm_shap.shap.embeddings) format() (mllm_shap.shap.enums.Mode method) format_map() (mllm_shap.shap.enums.Mode method) fraction (mllm_shap.shap.base.approx.BaseShapApproximation attribute) (mllm_shap.shap.base.complementary.BaseComplementaryShapApproximation attribute) (mllm_shap.shap.complementary.limited.LimitedComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.LimitedComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.standard.StandardComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.StandardComplementaryShapExplainer attribute) (mllm_shap.shap.monte_carlo.limited.LimitedMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.LimitedMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.standard.StandardMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.StandardMcShapExplainer attribute) (mllm_shap.shap.neyman.limited.LimitedComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.LimitedComplementaryNeymanShapExplainer attribute), [1] (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute), [1] from_bytes() (mllm_shap.connectors.enums.ModalityFlag class method) (mllm_shap.connectors.enums.ModelHistoryTrackingMode class method) (mllm_shap.connectors.enums.Role class method) (mllm_shap.connectors.enums.SystemRolesSetup class method) (mllm_shap.shap.hierarchical.enums.Mode class method) (mllm_shap.utils.audio.TorchAudioHandler static method) from_chat() (mllm_shap.connectors.base.chat.BaseMllmChat class method) (mllm_shap.connectors.liquid.chat.LiquidAudioChat class method) (mllm_shap.connectors.liquid.LiquidAudioChat class method) (mllm_shap.connectors.LiquidAudioChat class method) (mllm_shap.connectors.TransformersTextChat class method) from_ordinal() (mllm_shap.connectors.enums.Role class method) full_chat (mllm_shap.shap.explainer_result.ExplainerResult attribute) G generate() (mllm_shap.connectors.base.model.BaseMllmModel method) (mllm_shap.connectors.liquid.LiquidAudio method) (mllm_shap.connectors.liquid.model.LiquidAudio method) (mllm_shap.connectors.LiquidAudio method) (mllm_shap.connectors.TransformersCausalText method) generated_audio_tokens (mllm_shap.connectors.base.model_response.ModelResponse attribute) generated_modality_flag (mllm_shap.connectors.base.model_response.ModelResponse attribute) generated_text_tokens (mllm_shap.connectors.base.model_response.ModelResponse attribute) get_contextual_embeddings() (mllm_shap.connectors.base.model.BaseMllmModel method) (mllm_shap.connectors.liquid.LiquidAudio method) (mllm_shap.connectors.liquid.model.LiquidAudio method) (mllm_shap.connectors.LiquidAudio method) (mllm_shap.connectors.TransformersCausalText method) get_conversation() (mllm_shap.connectors.base.chat.BaseMllmChat method) (mllm_shap.connectors.liquid.chat.LiquidAudioChat method) (mllm_shap.connectors.liquid.LiquidAudioChat method) (mllm_shap.connectors.LiquidAudioChat method) (mllm_shap.connectors.TransformersTextChat method) get_logger() (in module mllm_shap.utils.logger) get_new_chat() (mllm_shap.connectors.base.model.BaseMllmModel method) (mllm_shap.connectors.liquid.LiquidAudio method) (mllm_shap.connectors.liquid.model.LiquidAudio method) (mllm_shap.connectors.LiquidAudio method) (mllm_shap.connectors.TransformersCausalText method) get_new_chat_callable (mllm_shap.connectors.base.chat.BaseMllmChat attribute) (mllm_shap.connectors.liquid.chat.LiquidAudioChat attribute) (mllm_shap.connectors.liquid.LiquidAudioChat attribute) (mllm_shap.connectors.LiquidAudioChat attribute) (mllm_shap.connectors.TransformersTextChat attribute) get_static_embeddings() (mllm_shap.connectors.base.model.BaseMllmModel method) (mllm_shap.connectors.liquid.LiquidAudio method) (mllm_shap.connectors.liquid.model.LiquidAudio method) (mllm_shap.connectors.LiquidAudio method) (mllm_shap.connectors.TransformersCausalText method) H had_different_masks (mllm_shap.connectors.base.explainer_cache.ExplainerCache attribute) HierarchicalExplainer (class in mllm_shap.shap) (class in mllm_shap.shap.hierarchical) (class in mllm_shap.shap.hierarchical.explainer) history (mllm_shap.shap.explainer_result.ExplainerResult attribute) history_tracking_mode (mllm_shap.connectors.base.model.BaseMllmModel attribute) (mllm_shap.connectors.liquid.LiquidAudio attribute) (mllm_shap.connectors.liquid.model.LiquidAudio attribute) (mllm_shap.connectors.LiquidAudio attribute) (mllm_shap.connectors.TransformersCausalText attribute) HuggingFaceModelConfig (class in mllm_shap.connectors.config) I IdentityNormalizer (class in mllm_shap.shap.normalizers) IGNORE (mllm_shap.connectors.enums.ModalityFlag attribute) imag (mllm_shap.connectors.enums.ModalityFlag attribute) (mllm_shap.connectors.enums.ModelHistoryTrackingMode attribute) (mllm_shap.connectors.enums.Role attribute) (mllm_shap.connectors.enums.SystemRolesSetup attribute) (mllm_shap.shap.hierarchical.enums.Mode attribute) importance_sampling_min_fraction (mllm_shap.shap.hierarchical.explainer.HierarchicalExplainer attribute) (mllm_shap.shap.hierarchical.HierarchicalExplainer attribute) (mllm_shap.shap.HierarchicalExplainer attribute) include_minimal_masks (mllm_shap.shap.base.approx.BaseShapApproximation attribute) (mllm_shap.shap.base.complementary.BaseComplementaryShapApproximation attribute) (mllm_shap.shap.complementary.limited.LimitedComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.LimitedComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.standard.StandardComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.StandardComplementaryShapExplainer attribute) (mllm_shap.shap.monte_carlo.limited.LimitedMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.LimitedMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.standard.StandardMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.StandardMcShapExplainer attribute) (mllm_shap.shap.neyman.limited.LimitedComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.LimitedComplementaryNeymanShapExplainer attribute), [1] (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute), [1] index() (mllm_shap.shap.enums.Mode method) initial_fraction (mllm_shap.shap.neyman.limited.LimitedComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.LimitedComplementaryNeymanShapExplainer attribute), [1] (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute), [1] initial_num_samples (mllm_shap.shap.neyman.limited.LimitedComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.LimitedComplementaryNeymanShapExplainer attribute), [1] (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute), [1] initial_steps (mllm_shap.shap.neyman.limited.LimitedComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.LimitedComplementaryNeymanShapExplainer attribute), [1] (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute), [1] input_tokens (mllm_shap.connectors.base.chat.BaseMllmChat property) (mllm_shap.connectors.liquid.chat.LiquidAudioChat property) (mllm_shap.connectors.liquid.LiquidAudioChat property) (mllm_shap.connectors.LiquidAudioChat property) (mllm_shap.connectors.TransformersTextChat property) input_tokens_num (mllm_shap.connectors.base.chat.BaseMllmChat property) (mllm_shap.connectors.liquid.chat.LiquidAudioChat property) (mllm_shap.connectors.liquid.LiquidAudioChat property) (mllm_shap.connectors.LiquidAudioChat property) (mllm_shap.connectors.TransformersTextChat property) is_integer() (mllm_shap.connectors.enums.ModalityFlag method) (mllm_shap.connectors.enums.ModelHistoryTrackingMode method) (mllm_shap.connectors.enums.Role method) (mllm_shap.connectors.enums.SystemRolesSetup method) (mllm_shap.shap.hierarchical.enums.Mode method) is_system_turn (mllm_shap.connectors.base.chat.BaseMllmChat property) (mllm_shap.connectors.liquid.chat.LiquidAudioChat property) (mllm_shap.connectors.liquid.LiquidAudioChat property) (mllm_shap.connectors.LiquidAudioChat property) (mllm_shap.connectors.TransformersTextChat property) isalnum() (mllm_shap.shap.enums.Mode method) isalpha() (mllm_shap.shap.enums.Mode method) isascii() (mllm_shap.shap.enums.Mode method) isdecimal() (mllm_shap.shap.enums.Mode method) isdigit() (mllm_shap.shap.enums.Mode method) isidentifier() (mllm_shap.shap.enums.Mode method) islower() (mllm_shap.shap.enums.Mode method) isnumeric() (mllm_shap.shap.enums.Mode method) isprintable() (mllm_shap.shap.enums.Mode method) isspace() (mllm_shap.shap.enums.Mode method) istitle() (mllm_shap.shap.enums.Mode method) isupper() (mllm_shap.shap.enums.Mode method) J join() (mllm_shap.shap.enums.Mode method) K k (mllm_shap.shap.hierarchical.explainer.HierarchicalExplainer attribute) (mllm_shap.shap.hierarchical.HierarchicalExplainer attribute) (mllm_shap.shap.HierarchicalExplainer attribute) KeepAllTokens (class in mllm_shap.connectors.filters) L l2_normalize (mllm_shap.shap.embeddings.CustomEmbedding attribute) LimitedComplementaryNeymanShapExplainer (class in mllm_shap.shap.neyman), [1] (class in mllm_shap.shap.neyman.limited) LimitedComplementaryShapExplainer (class in mllm_shap.shap.complementary) (class in mllm_shap.shap.complementary.limited) LimitedMcShapExplainer (class in mllm_shap.shap.monte_carlo) (class in mllm_shap.shap.monte_carlo.limited) LiquidAudio (class in mllm_shap.connectors) (class in mllm_shap.connectors.liquid) (class in mllm_shap.connectors.liquid.model) LiquidAudioChat (class in mllm_shap.connectors) (class in mllm_shap.connectors.liquid) (class in mllm_shap.connectors.liquid.chat) ljust() (mllm_shap.shap.enums.Mode method) lower() (mllm_shap.shap.enums.Mode method) lstrip() (mllm_shap.shap.enums.Mode method) M make_consecutive_ids_ignore_zero() (in module mllm_shap.utils.other) maketrans() (mllm_shap.shap.enums.Mode static method) masks (mllm_shap.connectors.base.explainer_cache.ExplainerCache attribute) max_length (mllm_shap.shap.embeddings.CustomEmbedding attribute) MaxReducer (class in mllm_shap.shap.embeddings) McShapExplainer (in module mllm_shap.shap) MeanReducer (class in mllm_shap.shap.embeddings) MinMaxNormalizer (class in mllm_shap.shap.normalizers) MinReducer (class in mllm_shap.shap.embeddings) mllm_shap module mllm_shap.connectors module mllm_shap.connectors.base module mllm_shap.connectors.base.chat module mllm_shap.connectors.base.chat_entry module mllm_shap.connectors.base.explainer_cache module mllm_shap.connectors.base.filters module mllm_shap.connectors.base.model module mllm_shap.connectors.base.model_response module mllm_shap.connectors.config module mllm_shap.connectors.enums module mllm_shap.connectors.filters module mllm_shap.connectors.liquid module mllm_shap.connectors.liquid.chat module mllm_shap.connectors.liquid.config module mllm_shap.connectors.liquid.model module mllm_shap.shap module mllm_shap.shap.base module mllm_shap.shap.base.approx module mllm_shap.shap.base.complementary module mllm_shap.shap.base.embeddings module mllm_shap.shap.base.explainer module mllm_shap.shap.base.normalizers module mllm_shap.shap.base.shap_explainer module mllm_shap.shap.base.similarity module mllm_shap.shap.compact module mllm_shap.shap.complementary module mllm_shap.shap.complementary.limited module mllm_shap.shap.complementary.standard module mllm_shap.shap.embeddings module mllm_shap.shap.enums module mllm_shap.shap.explainer_result module mllm_shap.shap.hierarchical module mllm_shap.shap.hierarchical.enums module mllm_shap.shap.hierarchical.explainer module mllm_shap.shap.monte_carlo module mllm_shap.shap.monte_carlo.limited module mllm_shap.shap.monte_carlo.standard module mllm_shap.shap.monte_carlo.utils module mllm_shap.shap.neyman module, [1] mllm_shap.shap.neyman.limited module mllm_shap.shap.neyman.standard module mllm_shap.shap.normalizers module mllm_shap.shap.precise module mllm_shap.shap.similarity module mllm_shap.utils module mllm_shap.utils.audio module mllm_shap.utils.jupyter module mllm_shap.utils.logger module mllm_shap.utils.other module ModalityFlag (class in mllm_shap.connectors.enums) Mode (class in mllm_shap.shap.enums) (class in mllm_shap.shap.hierarchical.enums) mode (mllm_shap.shap.base.approx.BaseShapApproximation attribute) (mllm_shap.shap.base.complementary.BaseComplementaryShapApproximation attribute) (mllm_shap.shap.base.shap_explainer.BaseShapExplainer attribute) (mllm_shap.shap.complementary.limited.LimitedComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.LimitedComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.standard.StandardComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.StandardComplementaryShapExplainer attribute) (mllm_shap.shap.hierarchical.explainer.HierarchicalExplainer attribute) (mllm_shap.shap.hierarchical.HierarchicalExplainer attribute) (mllm_shap.shap.HierarchicalExplainer attribute) (mllm_shap.shap.monte_carlo.limited.LimitedMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.LimitedMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.standard.StandardMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.StandardMcShapExplainer attribute) (mllm_shap.shap.neyman.limited.LimitedComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.LimitedComplementaryNeymanShapExplainer attribute), [1] (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute), [1] (mllm_shap.shap.precise.PreciseShapExplainer attribute) (mllm_shap.shap.PreciseShapExplainer attribute) model (mllm_shap.connectors.base.model.BaseMllmModel attribute) (mllm_shap.connectors.liquid.LiquidAudio attribute) (mllm_shap.connectors.liquid.model.LiquidAudio attribute) (mllm_shap.connectors.LiquidAudio attribute) (mllm_shap.connectors.TransformersCausalText attribute) (mllm_shap.shap.base.explainer.BaseExplainer attribute) (mllm_shap.shap.compact.Explainer attribute) (mllm_shap.shap.Explainer attribute) (mllm_shap.shap.hierarchical.explainer.HierarchicalExplainer attribute) (mllm_shap.shap.hierarchical.HierarchicalExplainer attribute) (mllm_shap.shap.HierarchicalExplainer attribute) model_config (mllm_shap.connectors.base.chat_entry.ChatEntry attribute) (mllm_shap.connectors.base.explainer_cache.ExplainerCache attribute) (mllm_shap.connectors.base.filters.TokenFilter attribute) (mllm_shap.connectors.base.model_response.ModelResponse attribute) (mllm_shap.connectors.config.HuggingFaceModelConfig attribute) (mllm_shap.connectors.config.ModelConfig attribute) (mllm_shap.connectors.filters.ExcludePunctuationTokensFilter attribute) (mllm_shap.connectors.filters.KeepAllTokens attribute) (mllm_shap.connectors.ModelConfig attribute) (mllm_shap.shap.explainer_result.ExplainerResult attribute) model_inputs (mllm_shap.connectors.liquid.chat.LiquidAudioChat attribute) (mllm_shap.connectors.liquid.LiquidAudioChat attribute) (mllm_shap.connectors.LiquidAudioChat attribute) model_post_init() (mllm_shap.connectors.base.explainer_cache.ExplainerCache method) ModelConfig (class in mllm_shap.connectors) (class in mllm_shap.connectors.config) ModelHistoryTrackingMode (class in mllm_shap.connectors.enums) ModelResponse (class in mllm_shap.connectors.base.model_response) module mllm_shap mllm_shap.connectors mllm_shap.connectors.base mllm_shap.connectors.base.chat mllm_shap.connectors.base.chat_entry mllm_shap.connectors.base.explainer_cache mllm_shap.connectors.base.filters mllm_shap.connectors.base.model mllm_shap.connectors.base.model_response mllm_shap.connectors.config mllm_shap.connectors.enums mllm_shap.connectors.filters mllm_shap.connectors.liquid mllm_shap.connectors.liquid.chat mllm_shap.connectors.liquid.config mllm_shap.connectors.liquid.model mllm_shap.shap mllm_shap.shap.base mllm_shap.shap.base.approx mllm_shap.shap.base.complementary mllm_shap.shap.base.embeddings mllm_shap.shap.base.explainer mllm_shap.shap.base.normalizers mllm_shap.shap.base.shap_explainer mllm_shap.shap.base.similarity mllm_shap.shap.compact mllm_shap.shap.complementary mllm_shap.shap.complementary.limited mllm_shap.shap.complementary.standard mllm_shap.shap.embeddings mllm_shap.shap.enums mllm_shap.shap.explainer_result mllm_shap.shap.hierarchical mllm_shap.shap.hierarchical.enums mllm_shap.shap.hierarchical.explainer mllm_shap.shap.monte_carlo mllm_shap.shap.monte_carlo.limited mllm_shap.shap.monte_carlo.standard mllm_shap.shap.monte_carlo.utils mllm_shap.shap.neyman, [1] mllm_shap.shap.neyman.limited mllm_shap.shap.neyman.standard mllm_shap.shap.normalizers mllm_shap.shap.precise mllm_shap.shap.similarity mllm_shap.utils mllm_shap.utils.audio mllm_shap.utils.jupyter mllm_shap.utils.logger mllm_shap.utils.other MULTI_MODAL (mllm_shap.shap.hierarchical.enums.Mode attribute) MULTI_MODAL_MULTI_USER (mllm_shap.shap.hierarchical.enums.Mode attribute) N n (mllm_shap.connectors.base.explainer_cache.ExplainerCache attribute) (mllm_shap.shap.base.embeddings.BaseEmbeddingReducer attribute) (mllm_shap.shap.embeddings.FirstReducer attribute) (mllm_shap.shap.embeddings.MaxReducer attribute) (mllm_shap.shap.embeddings.MeanReducer attribute) (mllm_shap.shap.embeddings.MinReducer attribute) (mllm_shap.shap.embeddings.SumReducer attribute) (mllm_shap.shap.embeddings.ZeroReducer attribute) n_calls (mllm_shap.shap.hierarchical.explainer.HierarchicalExplainer attribute) (mllm_shap.shap.hierarchical.HierarchicalExplainer attribute) (mllm_shap.shap.HierarchicalExplainer attribute) new_turn() (mllm_shap.connectors.base.chat.BaseMllmChat method) (mllm_shap.connectors.liquid.chat.LiquidAudioChat method) (mllm_shap.connectors.liquid.LiquidAudioChat method) (mllm_shap.connectors.LiquidAudioChat method) (mllm_shap.connectors.TransformersTextChat method) NONE (mllm_shap.connectors.enums.SystemRolesSetup attribute) normalize_text() (mllm_shap.connectors.SpectrogramGuidedAligner static method) normalized_values (mllm_shap.connectors.base.explainer_cache.ExplainerCache property) normalizer (mllm_shap.shap.base.approx.BaseShapApproximation attribute) (mllm_shap.shap.base.complementary.BaseComplementaryShapApproximation attribute) (mllm_shap.shap.base.shap_explainer.BaseShapExplainer attribute) (mllm_shap.shap.complementary.limited.LimitedComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.LimitedComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.standard.StandardComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.StandardComplementaryShapExplainer attribute) (mllm_shap.shap.monte_carlo.limited.LimitedMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.LimitedMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.standard.StandardMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.StandardMcShapExplainer attribute) (mllm_shap.shap.neyman.limited.LimitedComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.LimitedComplementaryNeymanShapExplainer attribute), [1] (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute), [1] (mllm_shap.shap.precise.PreciseShapExplainer attribute) (mllm_shap.shap.PreciseShapExplainer attribute) NotEnoughTokensToExplainError num_samples (mllm_shap.shap.base.approx.BaseShapApproximation attribute) (mllm_shap.shap.base.complementary.BaseComplementaryShapApproximation attribute) (mllm_shap.shap.complementary.limited.LimitedComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.LimitedComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.standard.StandardComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.StandardComplementaryShapExplainer attribute) (mllm_shap.shap.monte_carlo.limited.LimitedMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.LimitedMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.standard.StandardMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.StandardMcShapExplainer attribute) (mllm_shap.shap.neyman.limited.LimitedComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.LimitedComplementaryNeymanShapExplainer attribute), [1] (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute), [1] numerator (mllm_shap.connectors.enums.ModalityFlag attribute) (mllm_shap.connectors.enums.ModelHistoryTrackingMode attribute) (mllm_shap.connectors.enums.Role attribute) (mllm_shap.connectors.enums.SystemRolesSetup attribute) (mllm_shap.shap.hierarchical.enums.Mode attribute) O operates_on_embeddings (mllm_shap.shap.base.similarity.BaseEmbeddingSimilarity attribute) (mllm_shap.shap.similarity.CosineSimilarity attribute) (mllm_shap.shap.similarity.EuclideanSimilarity attribute) (mllm_shap.shap.similarity.TfIdfCosineSimilarity attribute) P partition() (mllm_shap.shap.enums.Mode method) phrases_to_exclude (mllm_shap.connectors.base.filters.TokenFilter attribute) (mllm_shap.connectors.filters.ExcludePunctuationTokensFilter attribute) (mllm_shap.connectors.filters.KeepAllTokens attribute) plot_distribution() (in module mllm_shap.utils.jupyter) power (mllm_shap.shap.normalizers.PowerShiftNormalizer attribute) PowerShiftNormalizer (class in mllm_shap.shap.normalizers) PreciseShapExplainer (class in mllm_shap.shap) (class in mllm_shap.shap.precise) processor (mllm_shap.connectors.base.model.BaseMllmModel attribute) (mllm_shap.connectors.liquid.LiquidAudio attribute) (mllm_shap.connectors.liquid.model.LiquidAudio attribute) (mllm_shap.connectors.LiquidAudio attribute) (mllm_shap.connectors.TransformersCausalText attribute) R raise_connector_error() (in module mllm_shap.utils.other) real (mllm_shap.connectors.enums.ModalityFlag attribute) (mllm_shap.connectors.enums.ModelHistoryTrackingMode attribute) (mllm_shap.connectors.enums.Role attribute) (mllm_shap.connectors.enums.SystemRolesSetup attribute) (mllm_shap.shap.hierarchical.enums.Mode attribute) refresh() (mllm_shap.connectors.base.chat.BaseMllmChat method) (mllm_shap.connectors.liquid.chat.LiquidAudioChat method) (mllm_shap.connectors.liquid.LiquidAudioChat method) (mllm_shap.connectors.LiquidAudioChat method) (mllm_shap.connectors.TransformersTextChat method) removeprefix() (mllm_shap.shap.enums.Mode method) removesuffix() (mllm_shap.shap.enums.Mode method) replace() (mllm_shap.shap.enums.Mode method) repo_id (mllm_shap.connectors.config.HuggingFaceModelConfig attribute) responses (mllm_shap.connectors.base.explainer_cache.ExplainerCache attribute) revision (mllm_shap.connectors.config.HuggingFaceModelConfig attribute) rfind() (mllm_shap.shap.enums.Mode method) rindex() (mllm_shap.shap.enums.Mode method) rjust() (mllm_shap.shap.enums.Mode method) Role (class in mllm_shap.connectors.enums) roles (mllm_shap.connectors.base.chat_entry.ChatEntry attribute) rpartition() (mllm_shap.shap.enums.Mode method) rsplit() (mllm_shap.shap.enums.Mode method) rstrip() (mllm_shap.shap.enums.Mode method) S safe_mask() (in module mllm_shap.utils.other) safe_mask_unsqueeze() (in module mllm_shap.utils.other) shap_explainer (mllm_shap.shap.base.explainer.BaseExplainer attribute) (mllm_shap.shap.compact.Explainer attribute) (mllm_shap.shap.Explainer attribute) (mllm_shap.shap.hierarchical.explainer.HierarchicalExplainer attribute) (mllm_shap.shap.hierarchical.HierarchicalExplainer attribute) (mllm_shap.shap.HierarchicalExplainer attribute) shap_values (mllm_shap.connectors.base.chat_entry.ChatEntry attribute) shap_values_mask (mllm_shap.connectors.base.chat.BaseMllmChat property) (mllm_shap.connectors.base.explainer_cache.ExplainerCache attribute) (mllm_shap.connectors.liquid.chat.LiquidAudioChat property) (mllm_shap.connectors.liquid.LiquidAudioChat property) (mllm_shap.connectors.LiquidAudioChat property) (mllm_shap.connectors.TransformersTextChat property) similarity_measure (mllm_shap.shap.base.approx.BaseShapApproximation attribute) (mllm_shap.shap.base.complementary.BaseComplementaryShapApproximation attribute) (mllm_shap.shap.base.shap_explainer.BaseShapExplainer attribute) (mllm_shap.shap.complementary.limited.LimitedComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.LimitedComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.standard.StandardComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.StandardComplementaryShapExplainer attribute) (mllm_shap.shap.monte_carlo.limited.LimitedMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.LimitedMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.standard.StandardMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.StandardMcShapExplainer attribute) (mllm_shap.shap.neyman.limited.LimitedComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.LimitedComplementaryNeymanShapExplainer attribute), [1] (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute), [1] (mllm_shap.shap.precise.PreciseShapExplainer attribute) (mllm_shap.shap.PreciseShapExplainer attribute) source_chat (mllm_shap.shap.explainer_result.ExplainerResult attribute) speaker (mllm_shap.connectors.base.chat.BaseMllmChat attribute) (mllm_shap.connectors.liquid.chat.LiquidAudioChat attribute) (mllm_shap.connectors.liquid.LiquidAudioChat attribute) (mllm_shap.connectors.LiquidAudioChat attribute) (mllm_shap.connectors.TransformersTextChat attribute) SpectrogramGuidedAligner (class in mllm_shap.connectors) split() (mllm_shap.shap.enums.Mode method) splitlines() (mllm_shap.shap.enums.Mode method) StandardComplementaryNeymanShapExplainer (class in mllm_shap.shap.neyman), [1] (class in mllm_shap.shap.neyman.standard) StandardComplementaryShapExplainer (class in mllm_shap.shap.complementary) (class in mllm_shap.shap.complementary.standard) StandardMcShapExplainer (class in mllm_shap.shap.monte_carlo) (class in mllm_shap.shap.monte_carlo.standard) START_MARK (mllm_shap.connectors.liquid.chat.LiquidAudioChat attribute) (mllm_shap.connectors.liquid.LiquidAudioChat attribute) (mllm_shap.connectors.LiquidAudioChat attribute) startswith() (mllm_shap.shap.enums.Mode method) STATIC (mllm_shap.shap.enums.Mode attribute) strip() (mllm_shap.shap.enums.Mode method) SumReducer (class in mllm_shap.shap.embeddings) swapcase() (mllm_shap.shap.enums.Mode method) SYSTEM (mllm_shap.connectors.enums.Role attribute) (mllm_shap.connectors.enums.SystemRolesSetup attribute) SYSTEM_ASSISTANT (mllm_shap.connectors.enums.SystemRolesSetup attribute) system_roles_setup (mllm_shap.connectors.base.chat.BaseMllmChat attribute) (mllm_shap.connectors.liquid.chat.LiquidAudioChat attribute) (mllm_shap.connectors.liquid.LiquidAudioChat attribute) (mllm_shap.connectors.LiquidAudioChat attribute) (mllm_shap.connectors.TransformersTextChat attribute) SystemRolesSetup (class in mllm_shap.connectors.enums) T TEXT (mllm_shap.connectors.enums.ModalityFlag attribute) (mllm_shap.connectors.enums.ModelHistoryTrackingMode attribute) (mllm_shap.shap.hierarchical.enums.Mode attribute) TEXT_AUDIO (mllm_shap.connectors.enums.ModelHistoryTrackingMode attribute) text_temperature (mllm_shap.connectors.config.ModelConfig attribute) (mllm_shap.connectors.ModelConfig attribute) text_tokens (mllm_shap.connectors.base.chat.BaseMllmChat property) (mllm_shap.connectors.liquid.chat.LiquidAudioChat property) (mllm_shap.connectors.liquid.LiquidAudioChat property) (mllm_shap.connectors.LiquidAudioChat property) (mllm_shap.connectors.TransformersTextChat property) text_tokens_mask (mllm_shap.connectors.base.chat.BaseMllmChat property) (mllm_shap.connectors.liquid.chat.LiquidAudioChat property) (mllm_shap.connectors.liquid.LiquidAudioChat property) (mllm_shap.connectors.LiquidAudioChat property) (mllm_shap.connectors.TransformersTextChat property) text_tokens_no_system_mask (mllm_shap.connectors.base.chat.BaseMllmChat attribute) (mllm_shap.connectors.liquid.chat.LiquidAudioChat attribute) (mllm_shap.connectors.liquid.LiquidAudioChat attribute) (mllm_shap.connectors.LiquidAudioChat attribute) (mllm_shap.connectors.TransformersTextChat attribute) text_tokens_no_system_mask_filtered (mllm_shap.connectors.base.chat.BaseMllmChat property) (mllm_shap.connectors.liquid.chat.LiquidAudioChat property) (mllm_shap.connectors.liquid.LiquidAudioChat property) (mllm_shap.connectors.LiquidAudioChat property) (mllm_shap.connectors.TransformersTextChat property) text_top_k (mllm_shap.connectors.config.ModelConfig attribute) (mllm_shap.connectors.ModelConfig attribute) TfIdfCosineSimilarity (class in mllm_shap.shap.similarity) title() (mllm_shap.shap.enums.Mode method) to_bytes() (mllm_shap.connectors.enums.ModalityFlag method) (mllm_shap.connectors.enums.ModelHistoryTrackingMode method) (mllm_shap.connectors.enums.Role method) (mllm_shap.connectors.enums.SystemRolesSetup method) (mllm_shap.shap.hierarchical.enums.Mode method) (mllm_shap.utils.audio.TorchAudioHandler static method) token_filter (mllm_shap.connectors.base.chat.BaseMllmChat attribute) (mllm_shap.connectors.liquid.chat.LiquidAudioChat attribute) (mllm_shap.connectors.liquid.LiquidAudioChat attribute) (mllm_shap.connectors.LiquidAudioChat attribute) (mllm_shap.connectors.TransformersTextChat attribute) token_roles (mllm_shap.connectors.base.chat.BaseMllmChat attribute) (mllm_shap.connectors.liquid.chat.LiquidAudioChat attribute) (mllm_shap.connectors.liquid.LiquidAudioChat attribute) (mllm_shap.connectors.LiquidAudioChat attribute) (mllm_shap.connectors.TransformersTextChat attribute) token_sequences_to_exclude (mllm_shap.connectors.base.chat.BaseMllmChat attribute) (mllm_shap.connectors.liquid.chat.LiquidAudioChat attribute) (mllm_shap.connectors.liquid.LiquidAudioChat attribute) (mllm_shap.connectors.LiquidAudioChat attribute) (mllm_shap.connectors.TransformersTextChat attribute) token_turns (mllm_shap.connectors.base.chat.BaseMllmChat attribute) (mllm_shap.connectors.liquid.chat.LiquidAudioChat attribute) (mllm_shap.connectors.liquid.LiquidAudioChat attribute) (mllm_shap.connectors.LiquidAudioChat attribute) (mllm_shap.connectors.TransformersTextChat attribute) TokenFilter (class in mllm_shap.connectors.base.filters) tokenizer (mllm_shap.connectors.TransformersTextChat attribute) tokenizer_decode (mllm_shap.shap.embeddings.CustomEmbedding attribute) tokens_modality_flag (mllm_shap.connectors.base.chat.BaseMllmChat property) (mllm_shap.connectors.liquid.chat.LiquidAudioChat property) (mllm_shap.connectors.liquid.LiquidAudioChat property) (mllm_shap.connectors.LiquidAudioChat property) (mllm_shap.connectors.TransformersTextChat property) torch_device (mllm_shap.connectors.base.chat.BaseMllmChat attribute) (mllm_shap.connectors.liquid.chat.LiquidAudioChat attribute) (mllm_shap.connectors.liquid.LiquidAudioChat attribute) (mllm_shap.connectors.LiquidAudioChat attribute) (mllm_shap.connectors.TransformersTextChat attribute) TorchAudioHandler (class in mllm_shap.utils.audio) total_n_calls (mllm_shap.shap.base.approx.BaseShapApproximation attribute) (mllm_shap.shap.base.complementary.BaseComplementaryShapApproximation attribute) (mllm_shap.shap.base.explainer.BaseExplainer attribute) (mllm_shap.shap.base.shap_explainer.BaseShapExplainer attribute) (mllm_shap.shap.compact.Explainer attribute) (mllm_shap.shap.complementary.limited.LimitedComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.LimitedComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.standard.StandardComplementaryShapExplainer attribute) (mllm_shap.shap.complementary.StandardComplementaryShapExplainer attribute) (mllm_shap.shap.Explainer attribute) (mllm_shap.shap.explainer_result.ExplainerResult attribute) (mllm_shap.shap.hierarchical.explainer.HierarchicalExplainer attribute) (mllm_shap.shap.hierarchical.HierarchicalExplainer attribute) (mllm_shap.shap.HierarchicalExplainer attribute) (mllm_shap.shap.monte_carlo.limited.LimitedMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.LimitedMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.standard.StandardMcShapExplainer attribute) (mllm_shap.shap.monte_carlo.StandardMcShapExplainer attribute) (mllm_shap.shap.neyman.limited.LimitedComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.LimitedComplementaryNeymanShapExplainer attribute), [1] (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute), [1] (mllm_shap.shap.precise.PreciseShapExplainer attribute) (mllm_shap.shap.PreciseShapExplainer attribute) TransformersCausalText (class in mllm_shap.connectors) TransformersTextChat (class in mllm_shap.connectors) translate() (mllm_shap.shap.enums.Mode method) translate_groups_ids_mask() (mllm_shap.connectors.base.chat.BaseMllmChat method) (mllm_shap.connectors.liquid.chat.LiquidAudioChat method) (mllm_shap.connectors.liquid.LiquidAudioChat method) (mllm_shap.connectors.LiquidAudioChat method) (mllm_shap.connectors.TransformersTextChat method) turn_number (mllm_shap.connectors.base.chat.BaseMllmChat attribute) (mllm_shap.connectors.liquid.chat.LiquidAudioChat attribute) (mllm_shap.connectors.liquid.LiquidAudioChat attribute) (mllm_shap.connectors.LiquidAudioChat attribute) (mllm_shap.connectors.TransformersTextChat attribute) U upper() (mllm_shap.shap.enums.Mode method) use_importance_sampling (mllm_shap.shap.hierarchical.explainer.HierarchicalExplainer attribute) (mllm_shap.shap.hierarchical.HierarchicalExplainer attribute) (mllm_shap.shap.HierarchicalExplainer attribute) use_standard_method (mllm_shap.shap.neyman.limited.LimitedComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.LimitedComplementaryNeymanShapExplainer attribute), [1] (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute), [1] USER (mllm_shap.connectors.enums.Role attribute) V validate_from_chat (mllm_shap.connectors.liquid.chat.LiquidAudioChat attribute) (mllm_shap.connectors.liquid.LiquidAudioChat attribute) (mllm_shap.connectors.LiquidAudioChat attribute) values (mllm_shap.connectors.base.explainer_cache.ExplainerCache property) W with_traceback() (mllm_shap.connectors.base.chat.AllTextTokensFilteredOutError method) (mllm_shap.shap.base.shap_explainer.NotEnoughTokensToExplainError method) Z ZeroReducer (class in mllm_shap.shap.embeddings) zfill() (mllm_shap.shap.enums.Mode method)