Index A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | R | S | T | U | V | W | Y | Z A AbsSumNormalizer (class in mllm_shap.shap.normalizers) add() (mllm_shap.shap.masks.dedup_index.MaskDedupIndex method) (mllm_shap.shap.masks.MaskDedupIndex method) 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.mock.chat.MockChat method) (mllm_shap.connectors.mock.MockChat method) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat method) (mllm_shap.connectors.transformers_text.TransformersTextChat 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.mock.chat.MockChat method) (mllm_shap.connectors.mock.MockChat method) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat method) (mllm_shap.connectors.transformers_text.TransformersTextChat method) (mllm_shap.connectors.TransformersTextChat method) add_metadata() (mllm_shap.shap.pipeline.context.ExplainState method) (mllm_shap.shap.pipeline.ExplainState method) add_note() (mllm_shap.connectors.base.chat.AllTextTokensFilteredOutError method) (mllm_shap.shap.base.shap_explainer.NotEnoughTokensToExplainError method) (mllm_shap.shap.pipeline.stages.InsufficientMasksError method) (mllm_shap.shap.pipeline.stages.sampling_stage.InsufficientMasksError 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.mock.chat.MockChat method) (mllm_shap.connectors.mock.MockChat method) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat method) (mllm_shap.connectors.transformers_text.TransformersTextChat method) (mllm_shap.connectors.TransformersTextChat method) allow_full_or_empty (mllm_shap.shap.pipeline.PipelinePreset attribute) (mllm_shap.shap.pipeline.presets.PipelinePreset attribute) (mllm_shap.shap.pipeline.stages.sampling_stage.SamplingStage attribute) (mllm_shap.shap.pipeline.stages.SamplingStage attribute) allow_mask_duplicates (mllm_shap.shap.base.approx.BaseShapApproximation attribute) (mllm_shap.shap.base.shap_explainer.BaseShapExplainer attribute) (mllm_shap.shap.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) (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.pipeline.PipelinePreset attribute) (mllm_shap.shap.pipeline.presets.PipelinePreset attribute) (mllm_shap.shap.pipeline.stages.sampling_stage.SamplingStage attribute) (mllm_shap.shap.pipeline.stages.SamplingStage attribute) (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.mock.chat.MockChat method) (mllm_shap.connectors.mock.MockChat method) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat method) (mllm_shap.connectors.transformers_text.TransformersTextChat method) (mllm_shap.connectors.TransformersTextChat method) apply_text_mask() (mllm_shap.connectors.mock.chat.MockChat method) (mllm_shap.connectors.mock.MockChat method) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat method) (mllm_shap.connectors.transformers_text.TransformersTextChat method) (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) (mllm_shap.shap.pipeline.stages.InsufficientMasksError attribute) (mllm_shap.shap.pipeline.stages.sampling_stage.InsufficientMasksError 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.mock.chat.MockChat method) (mllm_shap.connectors.mock.MockChat method) (mllm_shap.connectors.SpectrogramGuidedAligner method) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat method) (mllm_shap.connectors.transformers_text.TransformersTextChat method) (mllm_shap.connectors.TransformersTextChat method) AttributionStage (class in mllm_shap.shap.pipeline.stages) (class in mllm_shap.shap.pipeline.stages.attribution_stage) attrs (mllm_shap.observability.events.StageSpan attribute) (mllm_shap.observability.events.TraceEvent attribute) (mllm_shap.observability.StageSpan attribute) (mllm_shap.observability.TraceEvent attribute) 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_FORMAT_MP3 (in module mllm_shap.utils.audio) AUDIO_FORMAT_WAV (in module mllm_shap.utils.audio) 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.mock.chat.MockChat property) (mllm_shap.connectors.mock.MockChat property) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat property) (mllm_shap.connectors.transformers_text.TransformersTextChat 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.mock.chat.MockChat property) (mllm_shap.connectors.mock.MockChat property) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat property) (mllm_shap.connectors.transformers_text.TransformersTextChat 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.mock.chat.MockChat attribute) (mllm_shap.connectors.mock.MockChat attribute) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat attribute) (mllm_shap.connectors.transformers_text.TransformersTextChat 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.mock.chat.MockChat property) (mllm_shap.connectors.mock.MockChat property) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat property) (mllm_shap.connectors.transformers_text.TransformersTextChat property) (mllm_shap.connectors.TransformersTextChat property) audio_top_k (mllm_shap.connectors.config.ModelConfig attribute) (mllm_shap.connectors.ModelConfig attribute) B base_response (mllm_shap.shap.pipeline.context.ExplainContext attribute) (mllm_shap.shap.pipeline.ExplainContext attribute) BaseComplementaryShapApproximation (class in mllm_shap.shap.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) bench (mllm_shap.benchmarks.bench_api_perf.BenchResult attribute) bench_linear_num_samples_update() (in module mllm_shap.benchmarks.bench_api_perf) bench_mask_hash() (in module mllm_shap.benchmarks.bench_api_perf) bench_pipeline_observability_overhead() (in module mllm_shap.benchmarks.bench_api_perf) bench_response_generation() (in module mllm_shap.benchmarks.bench_api_perf) bench_sampling_adapter() (in module mllm_shap.benchmarks.bench_api_perf) BenchResult (class in mllm_shap.benchmarks.bench_api_perf) 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) budget (mllm_shap.shap.pipeline.context.ExplainContext attribute) (mllm_shap.shap.pipeline.ExplainContext attribute) build() (mllm_shap.shap.pipeline.PipelinePreset method) (mllm_shap.shap.pipeline.presets.PipelinePreset method) build_masks_generator() (in module mllm_shap.shap.pipeline.stages.sampling_adapter) 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.mock.chat.MockChat property) (mllm_shap.connectors.mock.MockChat property) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat property) (mllm_shap.connectors.transformers_text.TransformersTextChat property) (mllm_shap.connectors.TransformersTextChat property) cache_manager_factory (mllm_shap.shap.pipeline.PipelinePreset attribute) (mllm_shap.shap.pipeline.presets.PipelinePreset attribute) (mllm_shap.shap.pipeline.stages.sampling_stage.SamplingStage attribute) (mllm_shap.shap.pipeline.stages.SamplingStage attribute) cache_metrics (mllm_shap.shap.core.telemetry.TelemetryData attribute) (mllm_shap.shap.core.TelemetryData attribute) cache_operation() (mllm_shap.shap.core.telemetry.TelemetryProbe method) (mllm_shap.shap.core.TelemetryProbe method) CacheMetrics (class in mllm_shap.shap.core) (class in mllm_shap.shap.core.telemetry) calculated_by (mllm_shap.connectors.base.explainer_cache.ExplainerCache attribute) CallableAdapterStrategy (class in mllm_shap.shap.core) (class in mllm_shap.shap.core.sampling) CallableEstimator (class in mllm_shap.shap.core) (class in mllm_shap.shap.core.estimation) CallableStoppingPolicy (class in mllm_shap.shap.core) (class in mllm_shap.shap.core.estimation) candidate_splits (mllm_shap.shap.core.engine.SamplingStats attribute) (mllm_shap.shap.core.SamplingStats 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 (in module mllm_shap.connectors.liquid.config) (in module mllm_shap.connectors.mock.config) (in module mllm_shap.connectors.transformers_text.config) 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.mock.Mock attribute) (mllm_shap.connectors.mock.model.Mock attribute) (mllm_shap.connectors.transformers_text.model.TransformersCausalText attribute) (mllm_shap.connectors.transformers_text.TransformersCausalText 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) contains() (mllm_shap.shap.masks.dedup_index.MaskDedupIndex method) (mllm_shap.shap.masks.MaskDedupIndex 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) create_generator() (mllm_shap.shap.core.engine.SamplingEngine method) (mllm_shap.shap.core.SamplingEngine method) custom_metric() (mllm_shap.observability.bridge.TelemetryBridge method) (mllm_shap.shap.core.telemetry.TelemetryProbe method) (mllm_shap.shap.core.TelemetryProbe method) custom_metrics (mllm_shap.shap.core.telemetry.TelemetryData attribute) (mllm_shap.shap.core.TelemetryData attribute) 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.mock.chat.MockChat method) (mllm_shap.connectors.mock.MockChat method) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat method) (mllm_shap.connectors.transformers_text.TransformersTextChat 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.mock.chat.MockChat method) (mllm_shap.connectors.mock.MockChat method) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat method) (mllm_shap.connectors.transformers_text.TransformersTextChat method) (mllm_shap.connectors.TransformersTextChat method) dedup_ms (mllm_shap.shap.core.telemetry.TimingMetrics attribute) (mllm_shap.shap.core.TimingMetrics attribute) dedup_rate (mllm_shap.shap.core.MaskMetrics property) (mllm_shap.shap.core.telemetry.MaskMetrics property) 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.mock.Mock attribute) (mllm_shap.connectors.mock.model.Mock attribute) (mllm_shap.connectors.transformers_text.model.TransformersCausalText attribute) (mllm_shap.connectors.transformers_text.TransformersCausalText attribute) (mllm_shap.connectors.TransformersCausalText attribute) (mllm_shap.shap.embeddings.CustomEmbedding attribute) (mllm_shap.shap.pipeline.context.ExplainContext attribute) (mllm_shap.shap.pipeline.ExplainContext 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 elapsed_ms (mllm_shap.observability.events.StageSpan attribute) (mllm_shap.observability.StageSpan attribute) (mllm_shap.shap.core.engine.SamplingStats attribute) (mllm_shap.shap.core.SamplingStats attribute) 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.shap_explainer.BaseShapExplainer attribute) (mllm_shap.shap.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) (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.precise.PreciseShapExplainer attribute) (mllm_shap.shap.PreciseShapExplainer attribute) embedding_reducer (mllm_shap.shap.base.approx.BaseShapApproximation attribute) (mllm_shap.shap.base.shap_explainer.BaseShapExplainer attribute) (mllm_shap.shap.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) (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.precise.PreciseShapExplainer attribute) (mllm_shap.shap.PreciseShapExplainer attribute) emit_event() (mllm_shap.observability.InMemoryObservabilitySink method) (mllm_shap.observability.ObservabilitySink method) (mllm_shap.observability.sink.InMemoryObservabilitySink method) (mllm_shap.observability.sink.ObservabilitySink method) emit_span() (mllm_shap.observability.InMemoryObservabilitySink method) (mllm_shap.observability.ObservabilitySink method) (mllm_shap.observability.sink.InMemoryObservabilitySink method) (mllm_shap.observability.sink.ObservabilitySink method) 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.mock.chat.MockChat attribute) (mllm_shap.connectors.mock.MockChat attribute) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat attribute) (mllm_shap.connectors.transformers_text.TransformersTextChat 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.mock.chat.MockChat method) (mllm_shap.connectors.mock.MockChat method) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat method) (mllm_shap.connectors.transformers_text.TransformersTextChat method) (mllm_shap.connectors.TransformersTextChat method) endswith() (mllm_shap.shap.enums.Mode method) estimate() (mllm_shap.shap.core.CallableEstimator method) (mllm_shap.shap.core.contracts.Estimator method) (mllm_shap.shap.core.estimation.CallableEstimator method) (mllm_shap.shap.core.Estimator method) EstimationPolicy (class in mllm_shap.shap.pipeline) (class in mllm_shap.shap.pipeline.contracts) EstimationResult (class in mllm_shap.shap.core) (class in mllm_shap.shap.core.contracts) Estimator (class in mllm_shap.shap.core) (class in mllm_shap.shap.core.contracts) EuclideanSimilarity (class in mllm_shap.shap.similarity) events (mllm_shap.observability.InMemoryObservabilitySink attribute) (mllm_shap.observability.sink.InMemoryObservabilitySink attribute) ExcludePunctuationTokensFilter (class in mllm_shap.connectors.filters) expandtabs() (mllm_shap.shap.enums.Mode method) ExplainContext (class in mllm_shap.shap.pipeline) (class in mllm_shap.shap.pipeline.context) 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) ExplainPipeline (class in mllm_shap.shap.pipeline) (class in mllm_shap.shap.pipeline.pipeline) ExplainState (class in mllm_shap.shap.pipeline) (class in mllm_shap.shap.pipeline.context) 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.mock.chat.MockChat property) (mllm_shap.connectors.mock.MockChat property) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat property) (mllm_shap.connectors.transformers_text.TransformersTextChat 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.mock.chat.MockChat property) (mllm_shap.connectors.mock.MockChat property) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat property) (mllm_shap.connectors.transformers_text.TransformersTextChat 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.mock.chat.MockChat property) (mllm_shap.connectors.mock.MockChat property) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat property) (mllm_shap.connectors.transformers_text.TransformersTextChat 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.mock.chat.MockChat property) (mllm_shap.connectors.mock.MockChat property) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat property) (mllm_shap.connectors.transformers_text.TransformersTextChat property) (mllm_shap.connectors.TransformersTextChat property) F FinalizeStage (class in mllm_shap.shap.pipeline.stages) (class in mllm_shap.shap.pipeline.stages.finalize_stage) 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) FixedThresholdStoppingPolicy (class in mllm_shap.shap.core) (class in mllm_shap.shap.core.estimation) 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.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) (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute) 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.mock.chat.MockChat class method) (mllm_shap.connectors.mock.MockChat class method) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat class method) (mllm_shap.connectors.transformers_text.TransformersTextChat class method) (mllm_shap.connectors.TransformersTextChat class method) from_ordinal() (mllm_shap.connectors.enums.Role class method) from_probe() (mllm_shap.observability.bridge.TelemetryBridge static 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.mock.Mock method) (mllm_shap.connectors.mock.model.Mock method) (mllm_shap.connectors.transformers_text.model.TransformersCausalText method) (mllm_shap.connectors.transformers_text.TransformersCausalText method) (mllm_shap.connectors.TransformersCausalText method) generate_kwargs (mllm_shap.shap.pipeline.PipelinePreset attribute) (mllm_shap.shap.pipeline.presets.PipelinePreset attribute) (mllm_shap.shap.pipeline.stages.sampling_stage.SamplingStage attribute) (mllm_shap.shap.pipeline.stages.SamplingStage attribute) generate_step (mllm_shap.shap.pipeline.PipelinePreset attribute) (mllm_shap.shap.pipeline.presets.PipelinePreset attribute) (mllm_shap.shap.pipeline.stages.sampling_stage.SamplingStage attribute) (mllm_shap.shap.pipeline.stages.SamplingStage attribute) generated (mllm_shap.shap.core.MaskMetrics attribute) (mllm_shap.shap.core.telemetry.MaskMetrics attribute) 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.mock.Mock method) (mllm_shap.connectors.mock.model.Mock method) (mllm_shap.connectors.transformers_text.model.TransformersCausalText method) (mllm_shap.connectors.transformers_text.TransformersCausalText 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.mock.chat.MockChat method) (mllm_shap.connectors.mock.MockChat method) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat method) (mllm_shap.connectors.transformers_text.TransformersTextChat method) (mllm_shap.connectors.TransformersTextChat method) get_logger() (in module mllm_shap.utils.logger) get_metrics() (mllm_shap.shap.core.JSONProbeSink method) (mllm_shap.shap.core.LogProbeSink method) (mllm_shap.shap.core.ProbeSink method) (mllm_shap.shap.core.telemetry.JSONProbeSink method) (mllm_shap.shap.core.telemetry.LogProbeSink method) (mllm_shap.shap.core.telemetry.ProbeSink method) (mllm_shap.shap.core.telemetry.TelemetryProbe method) (mllm_shap.shap.core.TelemetryProbe method) 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.mock.Mock method) (mllm_shap.connectors.mock.model.Mock method) (mllm_shap.connectors.transformers_text.model.TransformersCausalText method) (mllm_shap.connectors.transformers_text.TransformersCausalText 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.mock.chat.MockChat attribute) (mllm_shap.connectors.mock.MockChat attribute) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat attribute) (mllm_shap.connectors.transformers_text.TransformersTextChat attribute) (mllm_shap.connectors.TransformersTextChat attribute) get_next_split (mllm_shap.shap.pipeline.PipelinePreset attribute) (mllm_shap.shap.pipeline.presets.PipelinePreset attribute) (mllm_shap.shap.pipeline.stages.sampling_stage.SamplingStage attribute) (mllm_shap.shap.pipeline.stages.SamplingStage attribute) get_next_split() (mllm_shap.shap.core.CallableAdapterStrategy method) (mllm_shap.shap.core.contracts.SamplingStrategy method) (mllm_shap.shap.core.sampling.CallableAdapterStrategy method) (mllm_shap.shap.core.SamplingStrategy method) get_num_splits (mllm_shap.shap.pipeline.PipelinePreset attribute) (mllm_shap.shap.pipeline.presets.PipelinePreset attribute) (mllm_shap.shap.pipeline.stages.sampling_stage.SamplingStage attribute) (mllm_shap.shap.pipeline.stages.SamplingStage attribute) get_num_splits() (mllm_shap.shap.core.CallableAdapterStrategy method) (mllm_shap.shap.core.contracts.SamplingStrategy method) (mllm_shap.shap.core.sampling.CallableAdapterStrategy method) (mllm_shap.shap.core.SamplingStrategy method) get_shap_values (mllm_shap.shap.pipeline.PipelinePreset attribute) (mllm_shap.shap.pipeline.presets.PipelinePreset attribute) (mllm_shap.shap.pipeline.stages.attribution_stage.AttributionStage attribute) (mllm_shap.shap.pipeline.stages.AttributionStage attribute) get_similarities (mllm_shap.shap.pipeline.PipelinePreset attribute) (mllm_shap.shap.pipeline.presets.PipelinePreset attribute) (mllm_shap.shap.pipeline.stages.similarity_stage.SimilarityStage attribute) (mllm_shap.shap.pipeline.stages.SimilarityStage 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.mock.Mock method) (mllm_shap.connectors.mock.model.Mock method) (mllm_shap.connectors.transformers_text.model.TransformersCausalText method) (mllm_shap.connectors.transformers_text.TransformersCausalText method) (mllm_shap.connectors.TransformersCausalText method) H had_different_masks (mllm_shap.connectors.base.explainer_cache.ExplainerCache attribute) hash() (mllm_shap.shap.masks.mask_codec.MaskCodec static method) (mllm_shap.shap.masks.MaskCodec static method) 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) (mllm_shap.shap.pipeline.context.ExplainState attribute) (mllm_shap.shap.pipeline.ExplainState 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.mock.Mock attribute) (mllm_shap.connectors.mock.model.Mock attribute) (mllm_shap.connectors.transformers_text.model.TransformersCausalText attribute) (mllm_shap.connectors.transformers_text.TransformersCausalText attribute) (mllm_shap.connectors.TransformersCausalText attribute) hit_rate (mllm_shap.shap.core.CacheMetrics property) (mllm_shap.shap.core.telemetry.CacheMetrics property) hits (mllm_shap.shap.core.CacheMetrics attribute) (mllm_shap.shap.core.telemetry.CacheMetrics 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_attribution (mllm_shap.shap.pipeline.PipelinePreset attribute) (mllm_shap.shap.pipeline.presets.PipelinePreset attribute) include_finalize (mllm_shap.shap.pipeline.PipelinePreset attribute) (mllm_shap.shap.pipeline.presets.PipelinePreset attribute) include_minimal_masks (mllm_shap.shap.base.approx.BaseShapApproximation attribute) (mllm_shap.shap.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) (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute) include_sampling (mllm_shap.shap.pipeline.PipelinePreset attribute) (mllm_shap.shap.pipeline.presets.PipelinePreset attribute) index() (mllm_shap.shap.enums.Mode method) initial_fraction (mllm_shap.shap.neyman.limited.LimitedComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.LimitedComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute) initial_num_samples (mllm_shap.shap.neyman.limited.LimitedComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.LimitedComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute) initial_steps (mllm_shap.shap.neyman.limited.LimitedComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.LimitedComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute) InMemoryObservabilitySink (class in mllm_shap.observability) (class in mllm_shap.observability.sink) 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.mock.chat.MockChat property) (mllm_shap.connectors.mock.MockChat property) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat property) (mllm_shap.connectors.transformers_text.TransformersTextChat 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.mock.chat.MockChat property) (mllm_shap.connectors.mock.MockChat property) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat property) (mllm_shap.connectors.transformers_text.TransformersTextChat property) (mllm_shap.connectors.TransformersTextChat property) InsufficientMasksError, [1] invalid (mllm_shap.shap.core.MaskMetrics attribute) (mllm_shap.shap.core.telemetry.MaskMetrics attribute) 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.mock.chat.MockChat property) (mllm_shap.connectors.mock.MockChat property) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat property) (mllm_shap.connectors.transformers_text.TransformersTextChat 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) JSONProbeSink (class in mllm_shap.shap.core) (class in mllm_shap.shap.core.telemetry) 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) label (mllm_shap.benchmarks.bench_api_perf.BenchResult attribute) last_observability_sink (mllm_shap.shap.base.approx.BaseShapApproximation attribute) (mllm_shap.shap.base.shap_explainer.BaseShapExplainer attribute) (mllm_shap.shap.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) (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.precise.PreciseShapExplainer attribute) (mllm_shap.shap.PreciseShapExplainer attribute) LimitedComplementaryNeymanShapExplainer (class in mllm_shap.shap.neyman) (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) LogProbeSink (class in mllm_shap.shap.core) (class in mllm_shap.shap.core.telemetry) lower() (mllm_shap.shap.enums.Mode method) lstrip() (mllm_shap.shap.enums.Mode method) M main() (in module mllm_shap.benchmarks.bench_api_perf) make_consecutive_ids_ignore_zero() (in module mllm_shap.utils.other) maketrans() (mllm_shap.shap.enums.Mode static method) mask_generated() (mllm_shap.shap.core.telemetry.TelemetryProbe method) (mllm_shap.shap.core.TelemetryProbe method) mask_metrics (mllm_shap.shap.core.telemetry.TelemetryData attribute) (mllm_shap.shap.core.TelemetryData attribute) MaskCodec (class in mllm_shap.shap.masks) (class in mllm_shap.shap.masks.mask_codec) MaskDedupIndex (class in mllm_shap.shap.masks) (class in mllm_shap.shap.masks.dedup_index) masking_ms (mllm_shap.shap.core.telemetry.TimingMetrics attribute) (mllm_shap.shap.core.TimingMetrics attribute) MaskMetrics (class in mllm_shap.shap.core) (class in mllm_shap.shap.core.telemetry) masks (mllm_shap.connectors.base.explainer_cache.ExplainerCache attribute) (mllm_shap.shap.pipeline.context.ExplainState attribute) (mllm_shap.shap.pipeline.ExplainState attribute) masks_manager_factory (mllm_shap.shap.pipeline.PipelinePreset attribute) (mllm_shap.shap.pipeline.presets.PipelinePreset attribute) (mllm_shap.shap.pipeline.stages.sampling_stage.SamplingStage attribute) (mllm_shap.shap.pipeline.stages.SamplingStage attribute) MaskSpace (class in mllm_shap.shap.masks) (class in mllm_shap.shap.masks.mask_space) materialize() (mllm_shap.shap.masks.mask_space.MaskSpace method) (mllm_shap.shap.masks.MaskSpace method) max_length (mllm_shap.shap.embeddings.CustomEmbedding attribute) max_ms (mllm_shap.benchmarks.bench_api_perf.BenchResult property) max_s (mllm_shap.benchmarks.bench_api_perf.BenchResult attribute) MaxReducer (class in mllm_shap.shap.embeddings) McShapExplainer (in module mllm_shap.shap) MeanReducer (class in mllm_shap.shap.embeddings) measure() (mllm_shap.shap.core.StageTimer method) (mllm_shap.shap.core.telemetry.StageTimer method) metadata (mllm_shap.shap.pipeline.context.ExplainState attribute) (mllm_shap.shap.pipeline.ExplainState attribute) min_ms (mllm_shap.benchmarks.bench_api_perf.BenchResult property) min_s (mllm_shap.benchmarks.bench_api_perf.BenchResult attribute) MinMaxNormalizer (class in mllm_shap.shap.normalizers) MinReducer (class in mllm_shap.shap.embeddings) misses (mllm_shap.shap.core.CacheMetrics attribute) (mllm_shap.shap.core.telemetry.CacheMetrics attribute) mllm_shap module mllm_shap.benchmarks module mllm_shap.benchmarks.bench_api_perf 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.connectors.mock module mllm_shap.connectors.mock.chat module mllm_shap.connectors.mock.config module mllm_shap.connectors.mock.model module mllm_shap.connectors.transformers_text module mllm_shap.connectors.transformers_text.chat module mllm_shap.connectors.transformers_text.config module mllm_shap.connectors.transformers_text.model module mllm_shap.observability module mllm_shap.observability.bridge module mllm_shap.observability.events module mllm_shap.observability.sink module mllm_shap.shap module mllm_shap.shap.base module mllm_shap.shap.base.approx 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.core module mllm_shap.shap.core.contracts module mllm_shap.shap.core.engine module mllm_shap.shap.core.estimation module mllm_shap.shap.core.sampling module mllm_shap.shap.core.telemetry 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.masks module mllm_shap.shap.masks.dedup_index module mllm_shap.shap.masks.mask_codec module mllm_shap.shap.masks.mask_space 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 mllm_shap.shap.neyman.limited module mllm_shap.shap.neyman.standard module mllm_shap.shap.normalizers module mllm_shap.shap.pipeline module mllm_shap.shap.pipeline.context module mllm_shap.shap.pipeline.contracts module mllm_shap.shap.pipeline.pipeline module mllm_shap.shap.pipeline.presets module mllm_shap.shap.pipeline.stages module mllm_shap.shap.pipeline.stages.attribution_stage module mllm_shap.shap.pipeline.stages.finalize_stage module mllm_shap.shap.pipeline.stages.sampling_adapter module mllm_shap.shap.pipeline.stages.sampling_stage module mllm_shap.shap.pipeline.stages.similarity_stage 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 Mock (class in mllm_shap.connectors.mock) (class in mllm_shap.connectors.mock.model) MockChat (class in mllm_shap.connectors.mock) (class in mllm_shap.connectors.mock.chat) 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.shap_explainer.BaseShapExplainer attribute) (mllm_shap.shap.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.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) (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute) (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.mock.Mock attribute) (mllm_shap.connectors.mock.model.Mock attribute) (mllm_shap.connectors.transformers_text.model.TransformersCausalText attribute) (mllm_shap.connectors.transformers_text.TransformersCausalText 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) (mllm_shap.shap.pipeline.context.ExplainContext attribute) (mllm_shap.shap.pipeline.ExplainContext 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_ms (mllm_shap.shap.core.telemetry.TimingMetrics attribute) (mllm_shap.shap.core.TimingMetrics 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.benchmarks mllm_shap.benchmarks.bench_api_perf 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.connectors.mock mllm_shap.connectors.mock.chat mllm_shap.connectors.mock.config mllm_shap.connectors.mock.model mllm_shap.connectors.transformers_text mllm_shap.connectors.transformers_text.chat mllm_shap.connectors.transformers_text.config mllm_shap.connectors.transformers_text.model mllm_shap.observability mllm_shap.observability.bridge mllm_shap.observability.events mllm_shap.observability.sink mllm_shap.shap mllm_shap.shap.base mllm_shap.shap.base.approx 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.core mllm_shap.shap.core.contracts mllm_shap.shap.core.engine mllm_shap.shap.core.estimation mllm_shap.shap.core.sampling mllm_shap.shap.core.telemetry 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.masks mllm_shap.shap.masks.dedup_index mllm_shap.shap.masks.mask_codec mllm_shap.shap.masks.mask_space 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 mllm_shap.shap.neyman.limited mllm_shap.shap.neyman.standard mllm_shap.shap.normalizers mllm_shap.shap.pipeline mllm_shap.shap.pipeline.context mllm_shap.shap.pipeline.contracts mllm_shap.shap.pipeline.pipeline mllm_shap.shap.pipeline.presets mllm_shap.shap.pipeline.stages mllm_shap.shap.pipeline.stages.attribution_stage mllm_shap.shap.pipeline.stages.finalize_stage mllm_shap.shap.pipeline.stages.sampling_adapter mllm_shap.shap.pipeline.stages.sampling_stage mllm_shap.shap.pipeline.stages.similarity_stage 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 MONO_CHANNELS (in module mllm_shap.utils.audio) 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_bits (mllm_shap.shap.masks.mask_codec.PackedMask attribute) (mllm_shap.shap.masks.PackedMask attribute) n_calls (mllm_shap.shap.hierarchical.explainer.HierarchicalExplainer attribute) (mllm_shap.shap.hierarchical.HierarchicalExplainer attribute) (mllm_shap.shap.HierarchicalExplainer attribute) n_features (mllm_shap.shap.masks.mask_space.MaskSpace property) (mllm_shap.shap.masks.MaskSpace property) n_generator_jobs (mllm_shap.shap.pipeline.PipelinePreset attribute) (mllm_shap.shap.pipeline.presets.PipelinePreset attribute) (mllm_shap.shap.pipeline.stages.sampling_stage.SamplingStage attribute) (mllm_shap.shap.pipeline.stages.SamplingStage attribute) name (mllm_shap.observability.events.TraceEvent attribute) (mllm_shap.observability.TraceEvent 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.mock.chat.MockChat method) (mllm_shap.connectors.mock.MockChat method) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat method) (mllm_shap.connectors.transformers_text.TransformersTextChat method) (mllm_shap.connectors.TransformersTextChat method) NONE (mllm_shap.connectors.enums.SystemRolesSetup attribute) noop() (mllm_shap.shap.core.telemetry.TelemetryProbe static method) (mllm_shap.shap.core.TelemetryProbe static method) NormalizationPolicy (class in mllm_shap.shap.pipeline) (class in mllm_shap.shap.pipeline.contracts) normalize() (mllm_shap.shap.masks.mask_codec.MaskCodec static method) (mllm_shap.shap.masks.MaskCodec static method) normalize_text() (mllm_shap.connectors.SpectrogramGuidedAligner static method) normalized_shap_values (mllm_shap.shap.pipeline.context.ExplainState attribute) (mllm_shap.shap.pipeline.ExplainState attribute) normalized_values (mllm_shap.connectors.base.explainer_cache.ExplainerCache property) normalizer (mllm_shap.shap.base.approx.BaseShapApproximation attribute) (mllm_shap.shap.base.shap_explainer.BaseShapExplainer attribute) (mllm_shap.shap.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) (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.precise.PreciseShapExplainer attribute) (mllm_shap.shap.PreciseShapExplainer attribute) NotEnoughTokensToExplainError num_samples (mllm_shap.shap.base.approx.BaseShapApproximation attribute) (mllm_shap.shap.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) (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute) 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 ObservabilitySink (class in mllm_shap.observability) (class in mllm_shap.observability.sink) 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) overhead_p50_pct (mllm_shap.benchmarks.bench_api_perf.BenchResult attribute) P p50_ms (mllm_shap.benchmarks.bench_api_perf.BenchResult property) p50_s (mllm_shap.benchmarks.bench_api_perf.BenchResult attribute) pack() (mllm_shap.shap.masks.mask_codec.MaskCodec static method) (mllm_shap.shap.masks.MaskCodec static method) PackedMask (class in mllm_shap.shap.masks) (class in mllm_shap.shap.masks.mask_codec) params (mllm_shap.shap.pipeline.context.ExplainContext attribute) (mllm_shap.shap.pipeline.ExplainContext attribute) partition() (mllm_shap.shap.enums.Mode method) PCM16_SAMPLE_WIDTH_BYTES (in module mllm_shap.utils.audio) PersistencePolicy (class in mllm_shap.shap.pipeline) (class in mllm_shap.shap.pipeline.contracts) phrases_to_exclude (mllm_shap.connectors.base.filters.TokenFilter attribute) (mllm_shap.connectors.filters.ExcludePunctuationTokensFilter attribute) (mllm_shap.connectors.filters.KeepAllTokens attribute) PipelinePreset (class in mllm_shap.shap.pipeline) (class in mllm_shap.shap.pipeline.presets) PipelineStage (class in mllm_shap.shap.pipeline) (class in mllm_shap.shap.pipeline.contracts) 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) ProbeSink (class in mllm_shap.shap.core) (class in mllm_shap.shap.core.telemetry) 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.mock.Mock attribute) (mllm_shap.connectors.mock.model.Mock attribute) (mllm_shap.connectors.transformers_text.model.TransformersCausalText attribute) (mllm_shap.connectors.transformers_text.TransformersCausalText attribute) (mllm_shap.connectors.TransformersCausalText attribute) progress_bar (mllm_shap.shap.pipeline.PipelinePreset attribute) (mllm_shap.shap.pipeline.presets.PipelinePreset attribute) (mllm_shap.shap.pipeline.stages.sampling_stage.SamplingStage attribute) (mllm_shap.shap.pipeline.stages.SamplingStage 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) reason (mllm_shap.shap.core.contracts.StopDecision attribute) (mllm_shap.shap.core.StopDecision attribute) record_cache_operation() (mllm_shap.shap.core.JSONProbeSink method) (mllm_shap.shap.core.LogProbeSink method) (mllm_shap.shap.core.ProbeSink method) (mllm_shap.shap.core.telemetry.JSONProbeSink method) (mllm_shap.shap.core.telemetry.LogProbeSink method) (mllm_shap.shap.core.telemetry.ProbeSink method) record_custom_metric() (mllm_shap.shap.core.JSONProbeSink method) (mllm_shap.shap.core.LogProbeSink method) (mllm_shap.shap.core.ProbeSink method) (mllm_shap.shap.core.telemetry.JSONProbeSink method) (mllm_shap.shap.core.telemetry.LogProbeSink method) (mllm_shap.shap.core.telemetry.ProbeSink method) record_mask_generated() (mllm_shap.shap.core.JSONProbeSink method) (mllm_shap.shap.core.LogProbeSink method) (mllm_shap.shap.core.ProbeSink method) (mllm_shap.shap.core.telemetry.JSONProbeSink method) (mllm_shap.shap.core.telemetry.LogProbeSink method) (mllm_shap.shap.core.telemetry.ProbeSink method) record_timing() (mllm_shap.shap.core.JSONProbeSink method) (mllm_shap.shap.core.LogProbeSink method) (mllm_shap.shap.core.ProbeSink method) (mllm_shap.shap.core.telemetry.JSONProbeSink method) (mllm_shap.shap.core.telemetry.LogProbeSink method) (mllm_shap.shap.core.telemetry.ProbeSink method) (mllm_shap.shap.core.telemetry.TelemetryProbe method) (mllm_shap.shap.core.TelemetryProbe method) 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.mock.chat.MockChat method) (mllm_shap.connectors.mock.MockChat method) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat method) (mllm_shap.connectors.transformers_text.TransformersTextChat 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) reset() (mllm_shap.shap.core.JSONProbeSink method) (mllm_shap.shap.core.LogProbeSink method) (mllm_shap.shap.core.ProbeSink method) (mllm_shap.shap.core.telemetry.JSONProbeSink method) (mllm_shap.shap.core.telemetry.LogProbeSink method) (mllm_shap.shap.core.telemetry.ProbeSink method) (mllm_shap.shap.core.telemetry.TelemetryProbe method) (mllm_shap.shap.core.TelemetryProbe method) response_chat (mllm_shap.shap.pipeline.context.ExplainContext attribute) (mllm_shap.shap.pipeline.ExplainContext attribute) responses (mllm_shap.connectors.base.explainer_cache.ExplainerCache attribute) (mllm_shap.shap.pipeline.context.ExplainState attribute) (mllm_shap.shap.pipeline.ExplainState 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) run() (mllm_shap.shap.pipeline.contracts.EstimationPolicy method) (mllm_shap.shap.pipeline.contracts.NormalizationPolicy method) (mllm_shap.shap.pipeline.contracts.PersistencePolicy method) (mllm_shap.shap.pipeline.contracts.PipelineStage method) (mllm_shap.shap.pipeline.contracts.SamplingPolicy method) (mllm_shap.shap.pipeline.contracts.SimilarityPolicy method) (mllm_shap.shap.pipeline.EstimationPolicy method) (mllm_shap.shap.pipeline.ExplainPipeline method) (mllm_shap.shap.pipeline.NormalizationPolicy method) (mllm_shap.shap.pipeline.PersistencePolicy method) (mllm_shap.shap.pipeline.pipeline.ExplainPipeline method) (mllm_shap.shap.pipeline.PipelineStage method) (mllm_shap.shap.pipeline.SamplingPolicy method) (mllm_shap.shap.pipeline.SimilarityPolicy method) (mllm_shap.shap.pipeline.stages.attribution_stage.AttributionStage method) (mllm_shap.shap.pipeline.stages.AttributionStage method) (mllm_shap.shap.pipeline.stages.finalize_stage.FinalizeStage method) (mllm_shap.shap.pipeline.stages.FinalizeStage method) (mllm_shap.shap.pipeline.stages.sampling_stage.SamplingStage method) (mllm_shap.shap.pipeline.stages.SamplingStage method) (mllm_shap.shap.pipeline.stages.similarity_stage.SimilarityStage method) (mllm_shap.shap.pipeline.stages.SimilarityStage method) run_id (mllm_shap.observability.bridge.TelemetryBridge attribute) (mllm_shap.observability.events.StageSpan attribute) (mllm_shap.observability.events.TraceEvent attribute) (mllm_shap.observability.StageSpan attribute) (mllm_shap.observability.TraceEvent attribute) run_sampling_generation() (in module mllm_shap.shap.pipeline.stages.sampling_adapter) S safe_mask() (in module mllm_shap.utils.other) safe_mask_unsqueeze() (in module mllm_shap.utils.other) sampling_ms (mllm_shap.shap.core.telemetry.TimingMetrics attribute) (mllm_shap.shap.core.TimingMetrics attribute) SamplingEngine (class in mllm_shap.shap.core) (class in mllm_shap.shap.core.engine) SamplingPolicy (class in mllm_shap.shap.pipeline) (class in mllm_shap.shap.pipeline.contracts) SamplingStage (class in mllm_shap.shap.pipeline.stages) (class in mllm_shap.shap.pipeline.stages.sampling_stage) SamplingStats (class in mllm_shap.shap.core) (class in mllm_shap.shap.core.engine) SamplingStrategy (class in mllm_shap.shap.core) (class in mllm_shap.shap.core.contracts) save_to_cache (mllm_shap.shap.pipeline.PipelinePreset attribute) (mllm_shap.shap.pipeline.presets.PipelinePreset attribute) (mllm_shap.shap.pipeline.stages.finalize_stage.FinalizeStage attribute) (mllm_shap.shap.pipeline.stages.FinalizeStage attribute) scoring_ms (mllm_shap.shap.core.telemetry.TimingMetrics attribute) (mllm_shap.shap.core.TimingMetrics attribute) seed (mllm_shap.shap.pipeline.context.ExplainContext attribute) (mllm_shap.shap.pipeline.ExplainContext attribute) 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) (mllm_shap.shap.pipeline.context.ExplainState attribute) (mllm_shap.shap.pipeline.ExplainState 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.mock.chat.MockChat property) (mllm_shap.connectors.mock.MockChat property) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat property) (mllm_shap.connectors.transformers_text.TransformersTextChat property) (mllm_shap.connectors.TransformersTextChat property) (mllm_shap.shap.masks.mask_space.MaskSpace attribute) (mllm_shap.shap.masks.MaskSpace attribute) should_stop (mllm_shap.shap.core.contracts.StopDecision attribute) (mllm_shap.shap.core.StopDecision attribute) should_stop() (mllm_shap.shap.core.CallableStoppingPolicy method) (mllm_shap.shap.core.contracts.StoppingPolicy method) (mllm_shap.shap.core.estimation.CallableStoppingPolicy method) (mllm_shap.shap.core.estimation.FixedThresholdStoppingPolicy method) (mllm_shap.shap.core.FixedThresholdStoppingPolicy method) (mllm_shap.shap.core.StoppingPolicy method) similarities (mllm_shap.shap.pipeline.context.ExplainState attribute) (mllm_shap.shap.pipeline.ExplainState attribute) similarity_measure (mllm_shap.shap.base.approx.BaseShapApproximation attribute) (mllm_shap.shap.base.shap_explainer.BaseShapExplainer attribute) (mllm_shap.shap.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) (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.precise.PreciseShapExplainer attribute) (mllm_shap.shap.PreciseShapExplainer attribute) SimilarityPolicy (class in mllm_shap.shap.pipeline) (class in mllm_shap.shap.pipeline.contracts) SimilarityStage (class in mllm_shap.shap.pipeline.stages) (class in mllm_shap.shap.pipeline.stages.similarity_stage) sink (mllm_shap.observability.bridge.TelemetryBridge attribute) skipped_duplicates (mllm_shap.shap.core.engine.SamplingStats attribute) (mllm_shap.shap.core.SamplingStats attribute) skipped_full_or_empty (mllm_shap.shap.core.engine.SamplingStats attribute) (mllm_shap.shap.core.SamplingStats attribute) skipped_invalid_masks (mllm_shap.shap.core.engine.SamplingStats attribute) (mllm_shap.shap.core.SamplingStats attribute) source_chat (mllm_shap.shap.explainer_result.ExplainerResult attribute) (mllm_shap.shap.pipeline.context.ExplainContext attribute) (mllm_shap.shap.pipeline.ExplainContext attribute) spans (mllm_shap.observability.InMemoryObservabilitySink attribute) (mllm_shap.observability.sink.InMemoryObservabilitySink 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.mock.chat.MockChat attribute) (mllm_shap.connectors.mock.MockChat attribute) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat attribute) (mllm_shap.connectors.transformers_text.TransformersTextChat 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) stage (mllm_shap.observability.events.StageSpan attribute) (mllm_shap.observability.StageSpan attribute) stage_span() (mllm_shap.observability.bridge.TelemetryBridge method) stages (mllm_shap.shap.pipeline.ExplainPipeline attribute) (mllm_shap.shap.pipeline.pipeline.ExplainPipeline attribute) StageSpan (class in mllm_shap.observability) (class in mllm_shap.observability.events) StageTimer (class in mllm_shap.shap.core) (class in mllm_shap.shap.core.telemetry) StandardComplementaryNeymanShapExplainer (class in mllm_shap.shap.neyman) (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) start_time (mllm_shap.shap.core.StageTimer attribute) (mllm_shap.shap.core.telemetry.StageTimer attribute) startswith() (mllm_shap.shap.enums.Mode method) STATIC (mllm_shap.shap.enums.Mode attribute) StopDecision (class in mllm_shap.shap.core) (class in mllm_shap.shap.core.contracts) StoppingPolicy (class in mllm_shap.shap.core) (class in mllm_shap.shap.core.contracts) 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.mock.chat.MockChat attribute) (mllm_shap.connectors.mock.MockChat attribute) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat attribute) (mllm_shap.connectors.transformers_text.TransformersTextChat attribute) (mllm_shap.connectors.TransformersTextChat attribute) SystemRolesSetup (class in mllm_shap.connectors.enums) T target_length (mllm_shap.shap.masks.mask_space.MaskSpace attribute) (mllm_shap.shap.masks.MaskSpace attribute) TARGET_SAMPLE_RATE (in module mllm_shap.utils.audio) TelemetryBridge (class in mllm_shap.observability.bridge) TelemetryData (class in mllm_shap.shap.core) (class in mllm_shap.shap.core.telemetry) TelemetryProbe (class in mllm_shap.shap.core) (class in mllm_shap.shap.core.telemetry) 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.mock.chat.MockChat property) (mllm_shap.connectors.mock.MockChat property) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat property) (mllm_shap.connectors.transformers_text.TransformersTextChat 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.mock.chat.MockChat property) (mllm_shap.connectors.mock.MockChat property) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat property) (mllm_shap.connectors.transformers_text.TransformersTextChat 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.mock.chat.MockChat attribute) (mllm_shap.connectors.mock.MockChat attribute) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat attribute) (mllm_shap.connectors.transformers_text.TransformersTextChat 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.mock.chat.MockChat property) (mllm_shap.connectors.mock.MockChat property) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat property) (mllm_shap.connectors.transformers_text.TransformersTextChat 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) timing() (mllm_shap.shap.core.telemetry.TelemetryProbe method) (mllm_shap.shap.core.TelemetryProbe method) timing_metrics (mllm_shap.shap.core.telemetry.TelemetryData attribute) (mllm_shap.shap.core.TelemetryData attribute) TimingMetrics (class in mllm_shap.shap.core) (class in mllm_shap.shap.core.telemetry) 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) to_dict() (mllm_shap.benchmarks.bench_api_perf.BenchResult method) (mllm_shap.shap.core.CacheMetrics method) (mllm_shap.shap.core.MaskMetrics method) (mllm_shap.shap.core.telemetry.CacheMetrics method) (mllm_shap.shap.core.telemetry.MaskMetrics method) (mllm_shap.shap.core.telemetry.TelemetryData method) (mllm_shap.shap.core.telemetry.TimingMetrics method) (mllm_shap.shap.core.TelemetryData method) (mllm_shap.shap.core.TimingMetrics method) to_json() (mllm_shap.shap.core.JSONProbeSink method) (mllm_shap.shap.core.telemetry.JSONProbeSink 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.mock.chat.MockChat attribute) (mllm_shap.connectors.mock.MockChat attribute) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat attribute) (mllm_shap.connectors.transformers_text.TransformersTextChat 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.mock.chat.MockChat attribute) (mllm_shap.connectors.mock.MockChat attribute) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat attribute) (mllm_shap.connectors.transformers_text.TransformersTextChat 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.mock.chat.MockChat attribute) (mllm_shap.connectors.mock.MockChat attribute) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat attribute) (mllm_shap.connectors.transformers_text.TransformersTextChat 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.mock.chat.MockChat attribute) (mllm_shap.connectors.mock.MockChat attribute) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat attribute) (mllm_shap.connectors.transformers_text.TransformersTextChat attribute) (mllm_shap.connectors.TransformersTextChat attribute) TokenFilter (class in mllm_shap.connectors.base.filters) tokenizer (mllm_shap.connectors.mock.chat.MockChat attribute) (mllm_shap.connectors.mock.MockChat attribute) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat attribute) (mllm_shap.connectors.transformers_text.TransformersTextChat attribute) (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.mock.chat.MockChat property) (mllm_shap.connectors.mock.MockChat property) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat property) (mllm_shap.connectors.transformers_text.TransformersTextChat 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.mock.chat.MockChat attribute) (mllm_shap.connectors.mock.MockChat attribute) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat attribute) (mllm_shap.connectors.transformers_text.TransformersTextChat attribute) (mllm_shap.connectors.TransformersTextChat attribute) TorchAudioHandler (class in mllm_shap.utils.audio) total (mllm_shap.shap.core.CacheMetrics property) (mllm_shap.shap.core.telemetry.CacheMetrics property) total_ms (mllm_shap.shap.core.telemetry.TimingMetrics property) (mllm_shap.shap.core.TimingMetrics property) total_n_calls (mllm_shap.shap.base.approx.BaseShapApproximation 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.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.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) (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.precise.PreciseShapExplainer attribute) (mllm_shap.shap.PreciseShapExplainer attribute) tqdm_desc (mllm_shap.shap.pipeline.PipelinePreset attribute) (mllm_shap.shap.pipeline.presets.PipelinePreset attribute) (mllm_shap.shap.pipeline.stages.sampling_stage.SamplingStage attribute) (mllm_shap.shap.pipeline.stages.SamplingStage attribute) TraceEvent (class in mllm_shap.observability) (class in mllm_shap.observability.events) TransformersCausalText (class in mllm_shap.connectors) (class in mllm_shap.connectors.transformers_text) (class in mllm_shap.connectors.transformers_text.model) TransformersTextChat (class in mllm_shap.connectors) (class in mllm_shap.connectors.transformers_text) (class in mllm_shap.connectors.transformers_text.chat) 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.mock.chat.MockChat method) (mllm_shap.connectors.mock.MockChat method) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat method) (mllm_shap.connectors.transformers_text.TransformersTextChat method) (mllm_shap.connectors.TransformersTextChat method) ts (mllm_shap.observability.events.TraceEvent attribute) (mllm_shap.observability.TraceEvent attribute) 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.mock.chat.MockChat attribute) (mllm_shap.connectors.mock.MockChat attribute) (mllm_shap.connectors.transformers_text.chat.TransformersTextChat attribute) (mllm_shap.connectors.transformers_text.TransformersTextChat attribute) (mllm_shap.connectors.TransformersTextChat attribute) U uncertainty (mllm_shap.shap.core.contracts.EstimationResult attribute), [1] (mllm_shap.shap.core.EstimationResult attribute), [1] unique (mllm_shap.shap.core.MaskMetrics attribute) (mllm_shap.shap.core.telemetry.MaskMetrics attribute) unpack() (mllm_shap.shap.masks.mask_codec.MaskCodec static method) (mllm_shap.shap.masks.MaskCodec static method) 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) (mllm_shap.shap.neyman.standard.StandardComplementaryNeymanShapExplainer attribute) (mllm_shap.shap.neyman.StandardComplementaryNeymanShapExplainer attribute) 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) (mllm_shap.shap.core.contracts.EstimationResult attribute), [1] (mllm_shap.shap.core.EstimationResult attribute), [1] verbose (mllm_shap.shap.pipeline.PipelinePreset attribute) (mllm_shap.shap.pipeline.presets.PipelinePreset attribute) (mllm_shap.shap.pipeline.stages.sampling_stage.SamplingStage attribute) (mllm_shap.shap.pipeline.stages.SamplingStage attribute) W WAVEFORM_2D_DIM (in module mllm_shap.utils.audio) with_json_sink() (mllm_shap.shap.core.telemetry.TelemetryProbe static method) (mllm_shap.shap.core.TelemetryProbe static method) with_log_sink() (mllm_shap.shap.core.telemetry.TelemetryProbe static method) (mllm_shap.shap.core.TelemetryProbe static method) with_traceback() (mllm_shap.connectors.base.chat.AllTextTokensFilteredOutError method) (mllm_shap.shap.base.shap_explainer.NotEnoughTokensToExplainError method) (mllm_shap.shap.pipeline.stages.InsufficientMasksError method) (mllm_shap.shap.pipeline.stages.sampling_stage.InsufficientMasksError method) words (mllm_shap.shap.masks.mask_codec.PackedMask attribute) (mllm_shap.shap.masks.PackedMask attribute) Y yielded_masks (mllm_shap.shap.core.engine.SamplingStats attribute) (mllm_shap.shap.core.SamplingStats attribute) Z ZeroReducer (class in mllm_shap.shap.embeddings) zfill() (mllm_shap.shap.enums.Mode method)