Index A | B | C | D | E | F | G | H | I | K | L | M | N | O | P | Q | R | S | T | U | V | W A ABSENCE_POLICIES (mllm_shap.plugins.groups.PluginGroup attribute) absence_policy (mllm_shap.pipeline.config.ExplanationConfig attribute) (mllm_shap.pipeline.manifest.RunManifest attribute) (mllm_shap.pipeline.manifest.RunManifestPayload attribute) (mllm_shap.runtime.archive.CoalitionRecord attribute) (mllm_shap.runtime.archive.CoalitionRecordDraft attribute) (mllm_shap.runtime.scheduler.CoalitionJob attribute) AbsencePolicy (class in mllm_shap.protocols.masking) AbsSumNormalizer (class in mllm_shap.estimation.normalizers) aclose() (mllm_shap.backends.api.backend.ApiBackend method) (mllm_shap.backends.lmstudio.backend.LmStudioBackend method) (mllm_shap.backends.transformers.text.TransformersTextBackend method) (mllm_shap.pipeline.runner.ExplainRunner method) (mllm_shap.protocols.backend.SupportsAclose method) aggregate() (mllm_shap.estimation.estimands.banzhaf.BanzhafAggregator method) (mllm_shap.estimation.estimands.shapley.ShapleyAggregator method) (mllm_shap.protocols.estimand.EstimandAggregator method) aggregation_ms (mllm_shap.runtime.metrics.PerfSummary attribute) align() (mllm_shap.alignment.sgpa.SpectrogramGuidedAligner method) api_host (mllm_shap.pipeline.config.BackendConfig attribute) ApiBackend (class in mllm_shap.backends.api.backend) append() (mllm_shap.runtime.archive.RunArchive method) apply() (mllm_shap.masking.policies.DeletePolicy method) (mllm_shap.masking.policies.NeutralPolicy method) (mllm_shap.masking.policies.PadPolicy method) (mllm_shap.protocols.masking.AbsencePolicy method) apply_attribution_theme() (in module mllm_shap.viz.style) archive (mllm_shap.pipeline.config.ExplanationConfig attribute) archive_root (mllm_shap.pipeline.context.ExplainContext attribute) ARCHIVE_SCHEMA_VERSION (in module mllm_shap.runtime.archive) ArchiveConfig (class in mllm_shap.pipeline.config) ArchiveCorruptError ArchiveExistsError ArchiveIncompleteError ArchiveNotFoundError area (mllm_shap.pipeline.faithfulness.DeletionCurve property) ASSISTANT (mllm_shap.domain.enums.Role attribute) attn_implementation (mllm_shap.backends.transformers.options.TransformersOptions attribute) AttributionRenderer (class in mllm_shap.protocols.renderer) audio (mllm_shap.alignment.segments.AudioSegment attribute) (mllm_shap.backends.lmstudio.options.LmStudioOptions attribute) audio_token_rows (mllm_shap.domain.generation.GenerationRecord attribute) AudioPart (class in mllm_shap.domain.conversation) AudioSegment (class in mllm_shap.alignment.segments) auto_download (mllm_shap.backends.lmstudio.options.LmStudioOptions attribute) B backend (mllm_shap.pipeline.config.ExplainConfig attribute) BACKEND (mllm_shap.pipeline.manifest.EmbeddingSource attribute) backend_kind (mllm_shap.pipeline.manifest.RunManifest attribute) (mllm_shap.pipeline.manifest.RunManifestPayload attribute) BackendConfig (class in mllm_shap.pipeline.config) BACKENDS (mllm_shap.plugins.groups.PluginGroup attribute) BackendUnavailableError BANZHAF (mllm_shap.domain.estimands.Estimand attribute) BanzhafAggregator (class in mllm_shap.estimation.estimands.banzhaf) bar_color() (in module mllm_shap.viz.colors) base (mllm_shap.masking.builder.MaskedSnapshot attribute) BASE_GENERATION_FILE (in module mllm_shap.runtime.archive) base_snapshot_id (mllm_shap.masking.builder.MaskedSnapshot property) base_value (mllm_shap.pipeline.result.ExplainResult attribute) (mllm_shap.pipeline.result.ExplainRunPayload attribute) begin_allocation() (mllm_shap.estimation.neyman.NeymanEstimator method) (mllm_shap.protocols.estimator.TwoPhaseEstimator method) bind_snapshot() (mllm_shap.estimation.complementary.ComplementaryEstimator method) (mllm_shap.estimation.exact.ExactEstimator method) (mllm_shap.estimation.monte_carlo.MonteCarloEstimator method) (mllm_shap.protocols.estimator.EstimatorStrategy method) blank_id (mllm_shap.alignment.sgpa.CtcModel attribute) (mllm_shap.alignment.sgpa.Wav2Vec2Ctc attribute) BLANK_STATE (in module mllm_shap.alignment.ctc) boundary_refined (mllm_shap.alignment.segments.AudioSegment attribute) budget (mllm_shap.pipeline.config.ExplanationConfig attribute) BudgetConfig (class in mllm_shap.pipeline.config) build_chat_payload() (in module mllm_shap.backends.api.payload) build_coalition_key() (in module mllm_shap.runtime.dedup) build_snapshot_prefix_hash() (in module mllm_shap.runtime.kv_cache) BUILTIN_PLUGINS (in module mllm_shap.plugins.builtin) C cache_hit (mllm_shap.runtime.archive.CoalitionRecord attribute) (mllm_shap.runtime.archive.CoalitionRecordDraft attribute) cache_hits (mllm_shap.runtime.scheduler.SchedulerMetrics attribute) check_attribution() (in module mllm_shap.viz.labels) check_manifest_schema_version() (in module mllm_shap.runtime.archive) check_plugin_options() (in module mllm_shap.plugins.options) close() (mllm_shap.pipeline.runner.ExplainRunner method) (mllm_shap.runtime.archive.RunArchive method) coalition_key (mllm_shap.runtime.archive.CoalitionRecord attribute) (mllm_shap.runtime.archive.CoalitionRecordDraft attribute) (mllm_shap.runtime.scheduler.CoalitionJob attribute) coalition_size() (mllm_shap.domain.coalition.CoalitionMask method) coalition_weight() (mllm_shap.estimation.estimands.banzhaf.BanzhafAggregator method) (mllm_shap.estimation.estimands.shapley.ShapleyAggregator method) (mllm_shap.protocols.estimand.EstimandAggregator method) CoalitionDedupRegistry (class in mllm_shap.runtime.dedup) CoalitionJob (class in mllm_shap.runtime.scheduler) CoalitionMask (class in mllm_shap.domain.coalition) CoalitionProgress (class in mllm_shap.runtime.progress) CoalitionRecord (class in mllm_shap.runtime.archive) CoalitionRecordDraft (class in mllm_shap.runtime.archive) ComplementaryEstimator (class in mllm_shap.estimation.complementary) compute_embeddings (mllm_shap.domain.config.GenerationConfig attribute) (mllm_shap.pipeline.config.GenerationConfig attribute) confidence (mllm_shap.alignment.ctc.TargetSpan attribute) (mllm_shap.alignment.segments.AudioSegment attribute) config (mllm_shap.pipeline.context.ExplainContext attribute) (mllm_shap.pipeline.manifest.RunManifest attribute) (mllm_shap.pipeline.manifest.RunManifestPayload attribute) (mllm_shap.plugins.context.PluginContext attribute) ConfigError configure_logging() (in module mllm_shap) contains() (mllm_shap.runtime.dedup.CoalitionDedupRegistry method) content (mllm_shap.domain.conversation.Message attribute) (mllm_shap.domain.conversation.MessagePayload attribute) ContentPart (in module mllm_shap.domain.conversation) CONTEXTUAL (mllm_shap.domain.enums.EmbeddingMode attribute) contextual_embedding (mllm_shap.domain.generation.GenerationRecord attribute) contextual_embedding() (in module mllm_shap.backends.transformers.embeddings) ConversationSnapshot (class in mllm_shap.domain.conversation) CooperativeGame (class in mllm_shap.domain.game) copy() (mllm_shap.plugins.registry.PluginRegistry method) CosineEmbeddingValue (class in mllm_shap.value.embedding) crop() (mllm_shap.runtime.kv_cache.CroppableCache method) CroppableCache (class in mllm_shap.runtime.kv_cache) ctc_end_time (mllm_shap.alignment.segments.AudioSegment attribute) ctc_start_time (mllm_shap.alignment.segments.AudioSegment attribute) CtcModel (class in mllm_shap.alignment.sgpa) D data (mllm_shap.domain.conversation.PartPayload attribute) data() (mllm_shap.domain.conversation.AudioPart method) DeclaresPluginOptions (class in mllm_shap.protocols.plugin) decode_audio() (in module mllm_shap.alignment.io) dedup (mllm_shap.pipeline.config.ExplanationConfig attribute) dedup_enabled() (in module mllm_shap.runtime.dedup) DedupConfig (class in mllm_shap.domain.config) (class in mllm_shap.pipeline.config) deduplicated (mllm_shap.runtime.scheduler.SchedulerMetrics attribute) DEFAULT_MODEL (in module mllm_shap.alignment.sgpa) default_registry() (in module mllm_shap.plugins.builtin) DeletePolicy (class in mllm_shap.masking.policies) deletion_curve() (in module mllm_shap.pipeline.faithfulness) DeletionCurve (class in mllm_shap.pipeline.faithfulness) device (mllm_shap.alignment.partitions.SgpaOptions attribute) display_attribution_html() (in module mllm_shap.viz.render) display_label (mllm_shap.domain.players.PlayerSpan property) diverging_rgba() (in module mllm_shap.viz.colors) drops (mllm_shap.pipeline.faithfulness.DeletionCurve property) dtype (mllm_shap.backends.transformers.options.TransformersOptions attribute) (mllm_shap.backends.transformers.text.TransformersTextBackend property) duration (mllm_shap.alignment.segments.AudioSegment property) duration_ms (mllm_shap.runtime.telemetry.SpanRecord attribute) E elapsed_ms (mllm_shap.runtime.archive.CoalitionRecord attribute) (mllm_shap.runtime.archive.CoalitionRecordDraft attribute) embed() (mllm_shap.protocols.embedding.EmbeddingProvider method) EMBED_DIM (in module mllm_shap.value.generation_records) embedding (mllm_shap.domain.generation.GenerationRecord attribute) embedding_mode (mllm_shap.pipeline.config.ExplanationConfig attribute) embedding_model (mllm_shap.pipeline.manifest.RunManifest attribute) (mllm_shap.pipeline.manifest.RunManifestPayload attribute) embedding_source (mllm_shap.pipeline.manifest.RunManifest attribute) (mllm_shap.pipeline.manifest.RunManifestPayload attribute) EmbeddingMode (class in mllm_shap.domain.enums) EmbeddingProvider (class in mllm_shap.protocols.embedding) EmbeddingSource (class in mllm_shap.pipeline.manifest) EmbeddingValue (class in mllm_shap.value.embedding) enabled (mllm_shap.domain.config.DedupConfig attribute) (mllm_shap.domain.config.KvCacheConfig attribute) (mllm_shap.pipeline.config.DedupConfig attribute) (mllm_shap.pipeline.config.KvCacheConfig attribute) encode_wav() (in module mllm_shap.alignment.io) end (mllm_shap.alignment.ctc.TargetSpan attribute) (mllm_shap.domain.players.PlayerSpan attribute) (mllm_shap.pipeline.result.PlayerLabelPayload attribute) end_sample (mllm_shap.alignment.segments.AudioSegment attribute) end_time (mllm_shap.alignment.segments.AudioSegment attribute) energy_weight (mllm_shap.alignment.partitions.SgpaOptions attribute) entry_point_name (mllm_shap.errors.PluginLoadError attribute) Estimand (class in mllm_shap.domain.estimands) estimand (mllm_shap.estimation.estimands.banzhaf.BanzhafAggregator property) (mllm_shap.estimation.estimands.shapley.ShapleyAggregator property) (mllm_shap.pipeline.config.ExplanationConfig attribute) (mllm_shap.pipeline.manifest.RunManifest attribute) (mllm_shap.pipeline.manifest.RunManifestPayload attribute) (mllm_shap.pipeline.result.ExplainResult attribute) (mllm_shap.pipeline.result.ExplainRunPayload attribute) (mllm_shap.protocols.estimand.EstimandAggregator property) estimand_to_wire() (in module mllm_shap.domain.estimands) EstimandAggregator (class in mllm_shap.protocols.estimand) ESTIMANDS (mllm_shap.plugins.groups.PluginGroup attribute) EstimandWire (in module mllm_shap.domain.estimands) estimate_attributions() (mllm_shap.estimation.complementary.ComplementaryEstimator method) (mllm_shap.estimation.exact.ExactEstimator method) (mllm_shap.estimation.loo.LeaveOneOutEstimator method) (mllm_shap.estimation.monte_carlo.MonteCarloEstimator method) (mllm_shap.protocols.estimator.EstimatorStrategy method) estimator (mllm_shap.pipeline.config.ExplanationConfig attribute) (mllm_shap.pipeline.manifest.RunManifest attribute) (mllm_shap.pipeline.manifest.RunManifestPayload attribute) ESTIMATORS (mllm_shap.plugins.groups.PluginGroup attribute) EstimatorStrategy (class in mllm_shap.protocols.estimator) EuclideanEmbeddingValue (class in mllm_shap.value.embedding) evaluations (mllm_shap.pipeline.config.BudgetConfig attribute) ExactEstimator (class in mllm_shap.estimation.exact) EXAMPLE_CONFIG (in module mllm_shap.cli) executed (mllm_shap.runtime.scheduler.SchedulerMetrics attribute) EXIT_BACKEND_UNAVAILABLE (in module mllm_shap.cli) EXIT_INVALID (in module mllm_shap.cli) EXIT_OK (in module mllm_shap.cli) explain() (mllm_shap.pipeline.runner.ExplainRunner method) explain_config_from_yaml() (in module mllm_shap.pipeline.config) explain_config_to_yaml() (in module mllm_shap.pipeline.config) explain_sync() (mllm_shap.pipeline.runner.ExplainRunner method) explainable_mask (mllm_shap.masking.space.MaskSpace attribute) ExplainConfig (class in mllm_shap.pipeline.config) ExplainContext (class in mllm_shap.pipeline.context) ExplainOrchestrator (class in mllm_shap.pipeline.orchestrator) ExplainResult (class in mllm_shap.pipeline.result) ExplainRunner (class in mllm_shap.pipeline.runner) ExplainRunOutput (class in mllm_shap.pipeline.result) ExplainRunPayload (class in mllm_shap.pipeline.result) explanation (mllm_shap.pipeline.config.ExplainConfig attribute) ExplanationConfig (class in mllm_shap.pipeline.config) extract_logprobs() (in module mllm_shap.backends.api.payload) extract_message_content() (in module mllm_shap.backends.api.payload) F fill_char (mllm_shap.masking.policies.NeutralOptions attribute) (mllm_shap.masking.policies.NeutralPolicy attribute) fit() (mllm_shap.protocols.value.FittableValueFunction method) (mllm_shap.value.tfidf.TfIdfCosineValue method) FittableValueFunction (class in mllm_shap.protocols.value) flush() (mllm_shap.runtime.archive.RunArchive method) flush_every (mllm_shap.pipeline.config.ArchiveConfig attribute) flux_weight (mllm_shap.alignment.partitions.SgpaOptions attribute) forced_align() (in module mllm_shap.alignment.ctc) fraction (mllm_shap.pipeline.config.BudgetConfig attribute) from_json() (mllm_shap.domain.conversation.ConversationSnapshot class method) from_sequence() (mllm_shap.domain.coalition.CoalitionMask class method) from_turns() (mllm_shap.domain.conversation.ConversationSnapshot class method) G generate() (mllm_shap.backends.api.backend.ApiBackend method) (mllm_shap.backends.lmstudio.backend.LmStudioBackend method) (mllm_shap.backends.mock.audio.MockAudioBackend method) (mllm_shap.backends.mock.backend.MockBackend method) (mllm_shap.backends.transformers.text.TransformersTextBackend method) (mllm_shap.protocols.backend.GenerativeBackend method) GenerateFn (in module mllm_shap.runtime.scheduler) generation (mllm_shap.pipeline.config.ExplainConfig attribute) generation_ms (mllm_shap.runtime.metrics.PerfSummary attribute) generation_record_from_text() (in module mllm_shap.value.generation_records) generation_text (mllm_shap.runtime.archive.CoalitionRecord attribute) (mllm_shap.runtime.archive.CoalitionRecordDraft attribute) GenerationConfig (class in mllm_shap.domain.config) (class in mllm_shap.pipeline.config) GenerationRecord (class in mllm_shap.domain.generation) GenerationResult (class in mllm_shap.protocols.backend) GenerativeBackend (class in mllm_shap.protocols.backend) get() (mllm_shap.runtime.store.HotResultStore method) grand_value (mllm_shap.pipeline.faithfulness.DeletionCurve attribute) (mllm_shap.pipeline.result.ExplainResult attribute) (mllm_shap.pipeline.result.ExplainRunPayload attribute) group_jobs_for_prefix_cache() (in module mllm_shap.runtime.kv_cache) group_key() (in module mllm_shap.plugins.options) H HASH (mllm_shap.pipeline.manifest.EmbeddingSource attribute) hash_embedding() (in module mllm_shap.value.generation_records) hash_mask() (mllm_shap.masking.codec.MaskCodec static method) hidden_text (mllm_shap.domain.players.PlayerSet attribute) hide_text() (in module mllm_shap.masking.audio) history_lazy() (mllm_shap.runtime.archive.RunArchive method) hits (mllm_shap.runtime.kv_cache.PrefixCacheManager attribute) HotResultStore (class in mllm_shap.runtime.store) hub_search (mllm_shap.backends.lmstudio.options.LmStudioOptions attribute) I IdentityNormalizer (class in mllm_shap.estimation.normalizers) include_minimal_masks (mllm_shap.pipeline.config.ExplanationConfig attribute) InferenceScheduler (class in mllm_shap.runtime.scheduler) initial_fraction (mllm_shap.pipeline.config.NeymanConfig attribute) initial_num_samples (mllm_shap.pipeline.config.NeymanConfig attribute) InMemoryObservabilitySink (class in mllm_shap.runtime.telemetry) instantiate_backend() (in module mllm_shap.plugins.backends) is_complete (mllm_shap.runtime.archive.RunArchive property) iter_mask_ints() (mllm_shap.estimation.exact.ExactEstimator static method) iter_masks() (mllm_shap.estimation.exact.ExactEstimator static method) K kind (mllm_shap.pipeline.config.BackendConfig attribute) kv_cache (mllm_shap.pipeline.config.ExplanationConfig attribute) kv_cache_hits (mllm_shap.backends.transformers.text.TransformersTextBackend property) (mllm_shap.protocols.backend.SupportsKvCache property) (mllm_shap.runtime.scheduler.SchedulerMetrics attribute) kv_cache_reused_tokens (mllm_shap.backends.transformers.text.TransformersTextBackend property) (mllm_shap.protocols.backend.SupportsKvCache property) (mllm_shap.runtime.scheduler.SchedulerMetrics attribute) KvCacheConfig (class in mllm_shap.domain.config) (class in mllm_shap.pipeline.config) L label (mllm_shap.domain.players.PlayerSpan attribute) (mllm_shap.pipeline.result.PlayerLabelPayload attribute) LABEL_PREVIEW_CHARS (in module mllm_shap.masking.partitions) labels (mllm_shap.pipeline.result.ExplainRunPayload attribute) LeaveOneOutEstimator (class in mllm_shap.estimation.loo) LmStudioBackend (class in mllm_shap.backends.lmstudio.backend) LmStudioOptions (class in mllm_shap.backends.lmstudio.options) load() (mllm_shap.runtime.archive.RunArchive class method) load_entry_points() (mllm_shap.plugins.registry.PluginRegistry method) LOG_LEVELS (in module mllm_shap.cli) log_probs() (mllm_shap.alignment.sgpa.CtcModel method) (mllm_shap.alignment.sgpa.Wav2Vec2Ctc method) logprobs (mllm_shap.domain.generation.GenerationRecord attribute) (mllm_shap.runtime.archive.CoalitionRecord attribute) (mllm_shap.runtime.archive.CoalitionRecordDraft attribute) logprobs() (mllm_shap.runtime.store.HotResultStore method) LogprobsUnavailableError LogprobValue (class in mllm_shap.value.logprob) longest_prefix() (mllm_shap.runtime.kv_cache.PrefixCacheManager method) M m_counts (mllm_shap.estimation.complementary.ComplementaryEstimator property) main() (in module mllm_shap.cli) manifest (mllm_shap.pipeline.result.ExplainRunOutput attribute) (mllm_shap.pipeline.result.ExplainRunPayload attribute) MANIFEST_SCHEMA_VERSION (in module mllm_shap.runtime.archive) ManifestPayloadSource (class in mllm_shap.runtime.archive) ManifestVersionError mark_complete() (mllm_shap.runtime.archive.RunArchive method) mask (mllm_shap.masking.builder.MaskedSnapshot attribute) (mllm_shap.runtime.archive.CoalitionRecord attribute) (mllm_shap.runtime.archive.CoalitionRecordDraft attribute) mask_hash (mllm_shap.masking.builder.MaskedSnapshot property) mask_int_to_present() (mllm_shap.estimation.exact.ExactEstimator static method) mask_n_bits (mllm_shap.runtime.scheduler.CoalitionJob attribute) mask_words (mllm_shap.runtime.scheduler.CoalitionJob attribute) MaskBuilder (class in mllm_shap.masking.builder) MaskCodec (class in mllm_shap.masking.codec) MaskedSnapshot (class in mllm_shap.masking.builder) MaskSpace (class in mllm_shap.masking.space) match_downloaded_model_key() (in module mllm_shap.backends.lmstudio.models) materialize() (mllm_shap.masking.space.MaskSpace method) max_entries (mllm_shap.domain.config.KvCacheConfig attribute) (mllm_shap.pipeline.config.KvCacheConfig attribute) max_inflight (mllm_shap.pipeline.config.ExplanationConfig attribute) max_new_tokens (mllm_shap.domain.config.GenerationConfig attribute) (mllm_shap.pipeline.config.GenerationConfig attribute) max_players (mllm_shap.pipeline.config.ExplanationConfig attribute) max_retries (mllm_shap.pipeline.config.BackendConfig attribute) MAX_RETRY_DELAY_S (in module mllm_shap.backends.api.backend) maxsize (mllm_shap.runtime.store.HotResultStore attribute) Message (class in mllm_shap.domain.conversation) message_index (mllm_shap.domain.players.PlayerSpan attribute) (mllm_shap.pipeline.result.PlayerLabelPayload attribute) MessagePartitioner (class in mllm_shap.masking.partitions) MessagePayload (class in mllm_shap.domain.conversation) messages (mllm_shap.domain.conversation.Turn attribute) (mllm_shap.domain.conversation.TurnPayload attribute) messages() (mllm_shap.domain.conversation.ConversationSnapshot method) MessagesOptions (in module mllm_shap.masking.partitions) metrics (mllm_shap.pipeline.result.ExplainRunOutput attribute) (mllm_shap.pipeline.result.ExplainRunPayload attribute) MIN_DURATION_S (in module mllm_shap.alignment.sgpa) MIN_GAP_S (in module mllm_shap.backends.mock.audio) MinMaxNormalizer (class in mllm_shap.estimation.normalizers) misses (mllm_shap.runtime.kv_cache.PrefixCacheManager attribute) mllm_shap module mllm_shap.__version__ (in module mllm_shap) mllm_shap.alignment module mllm_shap.alignment.ctc module mllm_shap.alignment.io module mllm_shap.alignment.partitions module mllm_shap.alignment.segments module mllm_shap.alignment.sgpa module mllm_shap.backends module mllm_shap.backends.api module mllm_shap.backends.api.backend module mllm_shap.backends.api.payload module mllm_shap.backends.lmstudio module mllm_shap.backends.lmstudio.backend module mllm_shap.backends.lmstudio.chat module mllm_shap.backends.lmstudio.models module mllm_shap.backends.lmstudio.options module mllm_shap.backends.mock module mllm_shap.backends.mock.audio module mllm_shap.backends.mock.backend module mllm_shap.backends.transformers module mllm_shap.backends.transformers.audio module mllm_shap.backends.transformers.chat module mllm_shap.backends.transformers.embeddings module mllm_shap.backends.transformers.options module mllm_shap.backends.transformers.text module mllm_shap.cli module mllm_shap.domain module mllm_shap.domain.coalition module mllm_shap.domain.config module mllm_shap.domain.conversation module mllm_shap.domain.enums module mllm_shap.domain.estimands module mllm_shap.domain.game module mllm_shap.domain.generation module mllm_shap.domain.players module mllm_shap.errors module mllm_shap.estimation module mllm_shap.estimation.complementary module mllm_shap.estimation.estimands module mllm_shap.estimation.estimands.banzhaf module mllm_shap.estimation.estimands.shapley module mllm_shap.estimation.exact module mllm_shap.estimation.loo module mllm_shap.estimation.monte_carlo module mllm_shap.estimation.neyman module mllm_shap.estimation.normalizers module mllm_shap.masking module mllm_shap.masking.audio module mllm_shap.masking.builder module mllm_shap.masking.codec module mllm_shap.masking.partitions module mllm_shap.masking.policies module mllm_shap.masking.space module mllm_shap.masking.tokens module mllm_shap.pipeline module mllm_shap.pipeline.config module mllm_shap.pipeline.context module mllm_shap.pipeline.faithfulness module mllm_shap.pipeline.manifest module mllm_shap.pipeline.orchestrator module mllm_shap.pipeline.reanalyze module mllm_shap.pipeline.result module mllm_shap.pipeline.runner module mllm_shap.plugins module mllm_shap.plugins.backends module mllm_shap.plugins.builtin module mllm_shap.plugins.context module mllm_shap.plugins.groups module mllm_shap.plugins.options module mllm_shap.plugins.registry module mllm_shap.protocols module mllm_shap.protocols.backend module mllm_shap.protocols.embedding module mllm_shap.protocols.estimand module mllm_shap.protocols.estimator module mllm_shap.protocols.masking module mllm_shap.protocols.normalizer module mllm_shap.protocols.partition module mllm_shap.protocols.plugin module mllm_shap.protocols.renderer module mllm_shap.protocols.value module mllm_shap.runtime module mllm_shap.runtime.archive module mllm_shap.runtime.dedup module mllm_shap.runtime.kv_cache module mllm_shap.runtime.metrics module mllm_shap.runtime.progress module mllm_shap.runtime.scheduler module mllm_shap.runtime.store module mllm_shap.runtime.telemetry module mllm_shap.value module mllm_shap.value.embedding module mllm_shap.value.generation_records module mllm_shap.value.logprob module mllm_shap.value.tfidf module mllm_shap.value.wer module mllm_shap.viz module mllm_shap.viz.audio module mllm_shap.viz.colors module mllm_shap.viz.conversation module mllm_shap.viz.labels module mllm_shap.viz.render module mllm_shap.viz.style module mllm_shap.viz.token_bar module mllm_shap.viz.token_text module mllm_shap_version (mllm_shap.pipeline.manifest.RunManifest attribute) (mllm_shap.pipeline.manifest.RunManifestPayload attribute) MllmShapError MockAudioBackend (class in mllm_shap.backends.mock.audio) MockBackend (class in mllm_shap.backends.mock.backend) model_class (mllm_shap.backends.transformers.options.TransformersOptions attribute) model_config (mllm_shap.alignment.partitions.SgpaOptions attribute) (mllm_shap.backends.lmstudio.options.LmStudioOptions attribute) (mllm_shap.backends.transformers.options.TransformersOptions attribute) (mllm_shap.domain.config.DedupConfig attribute) (mllm_shap.domain.config.GenerationConfig attribute) (mllm_shap.domain.config.KvCacheConfig attribute) (mllm_shap.estimation.normalizers.PowerShiftOptions attribute) (mllm_shap.masking.partitions.RolesOptions attribute) (mllm_shap.masking.policies.NeutralOptions attribute) (mllm_shap.masking.policies.PadOptions attribute) (mllm_shap.pipeline.config.ArchiveConfig attribute) (mllm_shap.pipeline.config.BackendConfig attribute) (mllm_shap.pipeline.config.BudgetConfig attribute) (mllm_shap.pipeline.config.DedupConfig attribute) (mllm_shap.pipeline.config.ExplainConfig attribute) (mllm_shap.pipeline.config.ExplanationConfig attribute) (mllm_shap.pipeline.config.GenerationConfig attribute) (mllm_shap.pipeline.config.KvCacheConfig attribute) (mllm_shap.pipeline.config.NeymanConfig attribute) (mllm_shap.protocols.plugin.PluginOptions attribute) (mllm_shap.value.wer.ReferenceWerOptions attribute) model_id (mllm_shap.alignment.partitions.SgpaOptions attribute) (mllm_shap.backends.api.backend.ApiBackend property) (mllm_shap.backends.lmstudio.backend.LmStudioBackend property) (mllm_shap.backends.mock.backend.MockBackend property) (mllm_shap.backends.transformers.text.TransformersTextBackend property) (mllm_shap.pipeline.config.BackendConfig attribute) (mllm_shap.pipeline.manifest.RunManifest attribute) (mllm_shap.pipeline.manifest.RunManifestPayload attribute) (mllm_shap.protocols.backend.GenerativeBackend property) (mllm_shap.runtime.archive.CoalitionRecord attribute) (mllm_shap.runtime.archive.CoalitionRecordDraft attribute) (mllm_shap.runtime.scheduler.CoalitionJob attribute) module mllm_shap mllm_shap.alignment mllm_shap.alignment.ctc mllm_shap.alignment.io mllm_shap.alignment.partitions mllm_shap.alignment.segments mllm_shap.alignment.sgpa mllm_shap.backends mllm_shap.backends.api mllm_shap.backends.api.backend mllm_shap.backends.api.payload mllm_shap.backends.lmstudio mllm_shap.backends.lmstudio.backend mllm_shap.backends.lmstudio.chat mllm_shap.backends.lmstudio.models mllm_shap.backends.lmstudio.options mllm_shap.backends.mock mllm_shap.backends.mock.audio mllm_shap.backends.mock.backend mllm_shap.backends.transformers mllm_shap.backends.transformers.audio mllm_shap.backends.transformers.chat mllm_shap.backends.transformers.embeddings mllm_shap.backends.transformers.options mllm_shap.backends.transformers.text mllm_shap.cli mllm_shap.domain mllm_shap.domain.coalition mllm_shap.domain.config mllm_shap.domain.conversation mllm_shap.domain.enums mllm_shap.domain.estimands mllm_shap.domain.game mllm_shap.domain.generation mllm_shap.domain.players mllm_shap.errors mllm_shap.estimation mllm_shap.estimation.complementary mllm_shap.estimation.estimands mllm_shap.estimation.estimands.banzhaf mllm_shap.estimation.estimands.shapley mllm_shap.estimation.exact mllm_shap.estimation.loo mllm_shap.estimation.monte_carlo mllm_shap.estimation.neyman mllm_shap.estimation.normalizers mllm_shap.masking mllm_shap.masking.audio mllm_shap.masking.builder mllm_shap.masking.codec mllm_shap.masking.partitions mllm_shap.masking.policies mllm_shap.masking.space mllm_shap.masking.tokens mllm_shap.pipeline mllm_shap.pipeline.config mllm_shap.pipeline.context mllm_shap.pipeline.faithfulness mllm_shap.pipeline.manifest mllm_shap.pipeline.orchestrator mllm_shap.pipeline.reanalyze mllm_shap.pipeline.result mllm_shap.pipeline.runner mllm_shap.plugins mllm_shap.plugins.backends mllm_shap.plugins.builtin mllm_shap.plugins.context mllm_shap.plugins.groups mllm_shap.plugins.options mllm_shap.plugins.registry mllm_shap.protocols mllm_shap.protocols.backend mllm_shap.protocols.embedding mllm_shap.protocols.estimand mllm_shap.protocols.estimator mllm_shap.protocols.masking mllm_shap.protocols.normalizer mllm_shap.protocols.partition mllm_shap.protocols.plugin mllm_shap.protocols.renderer mllm_shap.protocols.value mllm_shap.runtime mllm_shap.runtime.archive mllm_shap.runtime.dedup mllm_shap.runtime.kv_cache mllm_shap.runtime.metrics mllm_shap.runtime.progress mllm_shap.runtime.scheduler mllm_shap.runtime.store mllm_shap.runtime.telemetry mllm_shap.value mllm_shap.value.embedding mllm_shap.value.generation_records mllm_shap.value.logprob mllm_shap.value.tfidf mllm_shap.value.wer mllm_shap.viz mllm_shap.viz.audio mllm_shap.viz.colors mllm_shap.viz.conversation mllm_shap.viz.labels mllm_shap.viz.render mllm_shap.viz.style mllm_shap.viz.token_bar mllm_shap.viz.token_text MonteCarloEstimator (class in mllm_shap.estimation.monte_carlo) N n_bits (mllm_shap.masking.codec.PackedMask attribute) n_features (mllm_shap.masking.space.MaskSpace property) name (mllm_shap.alignment.partitions.SgpaSegmentPartitioner property) (mllm_shap.estimation.complementary.ComplementaryEstimator property) (mllm_shap.estimation.exact.ExactEstimator property) (mllm_shap.estimation.loo.LeaveOneOutEstimator property) (mllm_shap.estimation.monte_carlo.MonteCarloEstimator property) (mllm_shap.estimation.neyman.NeymanEstimator property) (mllm_shap.estimation.normalizers.AbsSumNormalizer property) (mllm_shap.estimation.normalizers.IdentityNormalizer property) (mllm_shap.estimation.normalizers.MinMaxNormalizer property) (mllm_shap.estimation.normalizers.PowerShiftNormalizer property) (mllm_shap.masking.partitions.MessagePartitioner property) (mllm_shap.masking.partitions.TokenPartitioner property) (mllm_shap.masking.policies.DeletePolicy property) (mllm_shap.masking.policies.NeutralPolicy property) (mllm_shap.masking.policies.PadPolicy property) (mllm_shap.protocols.embedding.EmbeddingProvider property) (mllm_shap.protocols.estimator.EstimatorStrategy property) (mllm_shap.protocols.masking.AbsencePolicy property) (mllm_shap.protocols.normalizer.Normalizer property) (mllm_shap.protocols.partition.PlayerPartitioner property) (mllm_shap.protocols.renderer.AttributionRenderer property) (mllm_shap.protocols.value.ValueFunction property) (mllm_shap.runtime.telemetry.SpanRecord attribute) (mllm_shap.value.embedding.EmbeddingValue property) (mllm_shap.value.logprob.LogprobValue property) (mllm_shap.value.tfidf.TfIdfCosineValue property) (mllm_shap.value.wer.ReferenceWerValue property) (mllm_shap.viz.token_bar.TokenBarRenderer property) (mllm_shap.viz.token_text.TokenTextRenderer property) names() (mllm_shap.plugins.registry.PluginRegistry method) needs_embeddings (mllm_shap.protocols.value.RequiresEmbeddings property) (mllm_shap.value.embedding.EmbeddingValue property) needs_logprobs (mllm_shap.protocols.value.RequiresLogprobs property) (mllm_shap.value.logprob.LogprobValue property) NeutralOptions (class in mllm_shap.masking.policies) NeutralPolicy (class in mllm_shap.masking.policies) new_attribution_figure() (in module mllm_shap.viz.style) neyman (mllm_shap.pipeline.config.ExplanationConfig attribute) NeymanConfig (class in mllm_shap.pipeline.config) NeymanEstimator (class in mllm_shap.estimation.neyman) NONE (mllm_shap.pipeline.manifest.EmbeddingSource attribute) normalize() (mllm_shap.estimation.normalizers.AbsSumNormalizer method) (mllm_shap.estimation.normalizers.IdentityNormalizer method) (mllm_shap.estimation.normalizers.MinMaxNormalizer method) (mllm_shap.estimation.normalizers.PowerShiftNormalizer method) (mllm_shap.masking.codec.MaskCodec static method) (mllm_shap.protocols.normalizer.Normalizer method) normalize_model_token() (in module mllm_shap.backends.lmstudio.models) Normalizer (class in mllm_shap.protocols.normalizer) normalizer (mllm_shap.pipeline.config.ExplanationConfig attribute) (mllm_shap.pipeline.manifest.RunManifest attribute) (mllm_shap.pipeline.manifest.RunManifestPayload attribute) NORMALIZERS (mllm_shap.plugins.groups.PluginGroup attribute) NullCoalitionProgress (class in mllm_shap.runtime.progress) NullObservabilitySink (class in mllm_shap.runtime.telemetry) num_coalitions() (mllm_shap.estimation.exact.ExactEstimator static method) num_players (mllm_shap.domain.players.PlayerSet property) (mllm_shap.pipeline.faithfulness.DeletionCurve attribute) O ObservabilitySink (class in mllm_shap.runtime.telemetry) observe() (mllm_shap.runtime.dedup.CoalitionDedupRegistry method) on_coalition_finished() (mllm_shap.runtime.progress.CoalitionProgress method) (mllm_shap.runtime.progress.NullCoalitionProgress method) on_coalitions_planned() (mllm_shap.runtime.progress.CoalitionProgress method) (mllm_shap.runtime.progress.NullCoalitionProgress method) on_exists (mllm_shap.pipeline.config.ArchiveConfig attribute) open() (mllm_shap.runtime.archive.RunArchive class method) OPENAI_API_HOST (in module mllm_shap.backends.api.backend) option() (mllm_shap.plugins.context.PluginContext method) options (mllm_shap.backends.lmstudio.backend.LmStudioBackend property) (mllm_shap.pipeline.config.BackendConfig attribute) (mllm_shap.plugins.context.PluginContext attribute) options_model (mllm_shap.alignment.partitions.SgpaSegmentPartitioner attribute) (mllm_shap.backends.api.backend.ApiBackend attribute) (mllm_shap.backends.lmstudio.backend.LmStudioBackend attribute) (mllm_shap.backends.mock.backend.MockBackend attribute) (mllm_shap.backends.transformers.text.TransformersTextBackend attribute) (mllm_shap.estimation.complementary.ComplementaryEstimator attribute) (mllm_shap.estimation.estimands.banzhaf.BanzhafAggregator attribute) (mllm_shap.estimation.estimands.shapley.ShapleyAggregator attribute) (mllm_shap.estimation.exact.ExactEstimator attribute) (mllm_shap.estimation.monte_carlo.MonteCarloEstimator attribute) (mllm_shap.estimation.normalizers.AbsSumNormalizer attribute) (mllm_shap.estimation.normalizers.IdentityNormalizer attribute) (mllm_shap.estimation.normalizers.MinMaxNormalizer attribute) (mllm_shap.estimation.normalizers.PowerShiftNormalizer attribute) (mllm_shap.masking.partitions.MessagePartitioner attribute) (mllm_shap.masking.partitions.TokenPartitioner attribute) (mllm_shap.masking.policies.DeletePolicy attribute) (mllm_shap.masking.policies.NeutralPolicy attribute) (mllm_shap.masking.policies.PadPolicy attribute) (mllm_shap.protocols.plugin.DeclaresPluginOptions attribute) (mllm_shap.value.embedding.EmbeddingValue attribute) (mllm_shap.value.logprob.LogprobValue attribute) (mllm_shap.value.tfidf.TfIdfCosineValue attribute) (mllm_shap.value.wer.ReferenceWerValue attribute) (mllm_shap.viz.token_bar.TokenBarRenderer attribute) (mllm_shap.viz.token_text.TokenTextRenderer attribute) P pack() (mllm_shap.masking.codec.MaskCodec static method) PackedMask (class in mllm_shap.masking.codec) PadOptions (class in mllm_shap.masking.policies) PadPolicy (class in mllm_shap.masking.policies) parse_lmstudio_options() (in module mllm_shap.backends.lmstudio.options) parse_manifest() (in module mllm_shap.pipeline.manifest) parse_transformers_options() (in module mllm_shap.backends.transformers.options) partition() (mllm_shap.alignment.partitions.SgpaSegmentPartitioner method) (mllm_shap.masking.partitions.MessagePartitioner method) (mllm_shap.masking.partitions.TokenPartitioner method) (mllm_shap.protocols.partition.PlayerPartitioner method) PARTITIONS (mllm_shap.plugins.groups.PluginGroup attribute) PartPayload (class in mllm_shap.domain.conversation) path (mllm_shap.domain.conversation.PartPayload attribute) (mllm_shap.pipeline.config.ArchiveConfig attribute) payload_cache_key() (in module mllm_shap.backends.api.payload) perf (mllm_shap.pipeline.result.ExplainRunOutput attribute) (mllm_shap.pipeline.result.ExplainRunPayload attribute) PerfSummary (class in mllm_shap.runtime.metrics) pick_download_option() (in module mllm_shap.backends.lmstudio.models) pick_search_result() (in module mllm_shap.backends.lmstudio.models) placeholder (mllm_shap.masking.policies.PadOptions attribute) (mllm_shap.masking.policies.PadPolicy attribute) player_id (mllm_shap.pipeline.result.PlayerLabelPayload attribute) player_ids (mllm_shap.domain.players.PlayerSet attribute) (mllm_shap.pipeline.manifest.RunManifest attribute) (mllm_shap.pipeline.manifest.RunManifestPayload attribute) player_set (mllm_shap.domain.game.CooperativeGame attribute) (mllm_shap.pipeline.context.ExplainContext attribute) (mllm_shap.pipeline.result.ExplainRunOutput attribute) PlayerLabelPayload (class in mllm_shap.pipeline.result) PlayerPartitioner (class in mllm_shap.protocols.partition) players (mllm_shap.masking.builder.MaskedSnapshot attribute) (mllm_shap.pipeline.config.ExplanationConfig attribute) (mllm_shap.pipeline.manifest.RunManifest attribute) (mllm_shap.pipeline.manifest.RunManifestPayload attribute) PlayerSet (class in mllm_shap.domain.players) PlayerSpan (class in mllm_shap.domain.players) plot_audio_segments() (in module mllm_shap.viz.audio) plot_conversation() (in module mllm_shap.viz.conversation) plugin_context() (mllm_shap.pipeline.context.ExplainContext method) plugin_options (mllm_shap.pipeline.config.ExplanationConfig attribute) PluginConflictError PluginContext (class in mllm_shap.plugins.context) PluginFactory (in module mllm_shap.plugins.registry) PluginGroup (class in mllm_shap.plugins.groups) PluginLoadError PluginNotFoundError PluginOptions (class in mllm_shap.protocols.plugin) PluginRegistry (class in mllm_shap.plugins.registry) policy_name (mllm_shap.masking.builder.MaskBuilder property) (mllm_shap.masking.builder.MaskedSnapshot attribute) polish_bar_axes() (in module mllm_shap.viz.style) polish_text_axes() (in module mllm_shap.viz.style) power (mllm_shap.estimation.normalizers.PowerShiftOptions attribute) PowerShiftNormalizer (class in mllm_shap.estimation.normalizers) PowerShiftOptions (class in mllm_shap.estimation.normalizers) prefix_hash (mllm_shap.runtime.scheduler.CoalitionJob attribute) PrefixCacheManager (class in mllm_shap.runtime.kv_cache) present (mllm_shap.domain.coalition.CoalitionMask attribute) processor_inputs() (in module mllm_shap.backends.transformers.audio) progress (mllm_shap.pipeline.context.ExplainContext attribute) put() (mllm_shap.runtime.store.HotResultStore method) Q quantization (mllm_shap.backends.lmstudio.options.LmStudioOptions attribute) R read_base_generation() (mllm_shap.runtime.archive.RunArchive method) read_manifest_payload() (in module mllm_shap.runtime.archive) reanalyze() (mllm_shap.pipeline.runner.ExplainRunner method) reanalyze_sync() (in module mllm_shap.pipeline.reanalyze) ReanalyzeMismatchError record_id (mllm_shap.runtime.archive.CoalitionRecord attribute) reference (mllm_shap.value.wer.ReferenceWerOptions attribute) (mllm_shap.value.wer.ReferenceWerValue attribute) ReferenceWerOptions (class in mllm_shap.value.wer) ReferenceWerValue (class in mllm_shap.value.wer) register() (mllm_shap.plugins.registry.PluginRegistry method) register_builtin_plugins() (in module mllm_shap.plugins.builtin) registered_name (mllm_shap.value.embedding.CosineEmbeddingValue attribute) (mllm_shap.value.embedding.EmbeddingValue attribute) (mllm_shap.value.embedding.EuclideanEmbeddingValue attribute) registry (mllm_shap.pipeline.context.ExplainContext attribute) (mllm_shap.pipeline.runner.ExplainRunner property) (mllm_shap.plugins.context.PluginContext attribute) removed (mllm_shap.pipeline.faithfulness.DeletionCurve attribute) render() (mllm_shap.masking.builder.MaskBuilder method) (mllm_shap.protocols.renderer.AttributionRenderer method) (mllm_shap.viz.token_bar.TokenBarRenderer method) (mllm_shap.viz.token_text.TokenTextRenderer method) render_attribution() (in module mllm_shap.viz.render) render_attribution_html() (in module mllm_shap.viz.render) render_audio() (in module mllm_shap.masking.audio) render_conversation_html() (in module mllm_shap.viz.conversation) render_prompt() (in module mllm_shap.backends.transformers.chat) render_spans() (in module mllm_shap.masking.tokens) RENDERERS (in module mllm_shap.cli) (mllm_shap.plugins.groups.PluginGroup attribute) requested (mllm_shap.runtime.scheduler.SchedulerMetrics attribute) require() (in module mllm_shap.alignment.io) RequiresEmbeddings (class in mllm_shap.protocols.value) RequiresLogprobs (class in mllm_shap.protocols.value) reset() (mllm_shap.runtime.kv_cache.PrefixCacheManager method) reset_sampling_state() (mllm_shap.estimation.complementary.ComplementaryEstimator method) resolve() (mllm_shap.plugins.registry.PluginRegistry method) resolve_factory() (mllm_shap.plugins.registry.PluginRegistry method) resolve_model_key() (in module mllm_shap.backends.lmstudio.models) resolve_type() (mllm_shap.plugins.registry.PluginRegistry method) resolved_progress() (mllm_shap.pipeline.context.ExplainContext method) resolved_telemetry() (mllm_shap.pipeline.context.ExplainContext method) RESPONSE_CACHE_SIZE (in module mllm_shap.backends.api.backend) result (mllm_shap.pipeline.result.ExplainRunOutput attribute) RETRYABLE_STATUS (in module mllm_shap.backends.api.backend) returns_logprobs (mllm_shap.backends.api.backend.ApiBackend property) (mllm_shap.backends.transformers.text.TransformersTextBackend property) (mllm_shap.protocols.backend.SupportsLogprobs property) revision (mllm_shap.alignment.partitions.SgpaOptions attribute) (mllm_shap.backends.transformers.options.TransformersOptions attribute) rgba_css() (in module mllm_shap.viz.colors) Role (class in mllm_shap.domain.enums) role (mllm_shap.domain.conversation.Message attribute) (mllm_shap.domain.conversation.MessagePayload attribute) RoleName (in module mllm_shap.domain.enums) roles (mllm_shap.masking.partitions.MessagePartitioner attribute) (mllm_shap.masking.partitions.RolesOptions attribute) (mllm_shap.masking.partitions.TokenPartitioner attribute) RolesOptions (class in mllm_shap.masking.partitions) run() (mllm_shap.pipeline.orchestrator.ExplainOrchestrator method) (mllm_shap.runtime.scheduler.InferenceScheduler method) run_id (mllm_shap.pipeline.context.ExplainContext attribute) (mllm_shap.pipeline.manifest.RunManifest attribute) (mllm_shap.pipeline.manifest.RunManifestPayload attribute) (mllm_shap.pipeline.result.ExplainRunOutput attribute) run_iter() (mllm_shap.runtime.scheduler.InferenceScheduler method) run_plugins() (in module mllm_shap.plugins.options) RunArchive (class in mllm_shap.runtime.archive) RunManifest (class in mllm_shap.pipeline.manifest) RunManifestPayload (class in mllm_shap.pipeline.manifest) S sample_allocation_masks() (mllm_shap.estimation.neyman.NeymanEstimator method) (mllm_shap.protocols.estimator.TwoPhaseEstimator method) sample_masks() (mllm_shap.estimation.complementary.ComplementaryEstimator method) (mllm_shap.estimation.exact.ExactEstimator method) (mllm_shap.estimation.loo.LeaveOneOutEstimator method) (mllm_shap.estimation.monte_carlo.MonteCarloEstimator method) (mllm_shap.estimation.neyman.NeymanEstimator method) (mllm_shap.protocols.estimator.EstimatorStrategy method) sample_rate (mllm_shap.alignment.segments.AudioSegment attribute) (mllm_shap.alignment.sgpa.CtcModel attribute) (mllm_shap.alignment.sgpa.Wav2Vec2Ctc attribute) (mllm_shap.domain.conversation.AudioPart attribute) (mllm_shap.domain.conversation.PartPayload attribute) samples (mllm_shap.domain.players.PlayerSpan attribute) SchedulerMetrics (class in mllm_shap.runtime.scheduler) schema_version (mllm_shap.pipeline.manifest.RunManifest attribute) (mllm_shap.pipeline.manifest.RunManifestPayload attribute) score() (mllm_shap.protocols.value.ValueFunction method) (mllm_shap.value.embedding.EmbeddingValue method) (mllm_shap.value.logprob.LogprobValue method) (mllm_shap.value.tfidf.TfIdfCosineValue method) (mllm_shap.value.wer.ReferenceWerValue method) score_coalitions() (in module mllm_shap.pipeline.orchestrator) scoring_ms (mllm_shap.runtime.metrics.PerfSummary attribute) seed (mllm_shap.pipeline.config.ExplanationConfig attribute) select_plugin_options() (in module mllm_shap.plugins.options) serialize_generate (mllm_shap.backends.lmstudio.options.LmStudioOptions attribute) set_kv_cache_enabled() (mllm_shap.backends.transformers.text.TransformersTextBackend method) (mllm_shap.protocols.backend.SupportsKvCache method) SgpaOptions (class in mllm_shap.alignment.partitions) SgpaSegmentPartitioner (class in mllm_shap.alignment.partitions) SHAPLEY (mllm_shap.domain.estimands.Estimand attribute) ShapleyAggregator (class in mllm_shap.estimation.estimands.shapley) SILENCE (in module mllm_shap.backends.mock.audio) snapshot (mllm_shap.pipeline.context.ExplainContext attribute) (mllm_shap.runtime.scheduler.CoalitionJob attribute) snapshot_id (mllm_shap.domain.conversation.ConversationSnapshot attribute) (mllm_shap.domain.conversation.SnapshotPayload attribute) (mllm_shap.pipeline.manifest.RunManifest attribute) (mllm_shap.pipeline.manifest.RunManifestPayload attribute) (mllm_shap.runtime.archive.CoalitionRecord attribute) (mllm_shap.runtime.archive.CoalitionRecordDraft attribute) (mllm_shap.runtime.scheduler.CoalitionJob attribute) snapshot_to_api_messages() (in module mllm_shap.backends.api.payload) snapshot_to_chat() (in module mllm_shap.backends.lmstudio.chat) SnapshotPayload (class in mllm_shap.domain.conversation) source (mllm_shap.domain.conversation.AudioPart attribute) span() (mllm_shap.runtime.telemetry.InMemoryObservabilitySink method) (mllm_shap.runtime.telemetry.NullObservabilitySink method) (mllm_shap.runtime.telemetry.ObservabilitySink method) SpanRecord (class in mllm_shap.runtime.telemetry) spans (mllm_shap.domain.players.PlayerSet attribute) (mllm_shap.runtime.telemetry.InMemoryObservabilitySink attribute) speaker (mllm_shap.domain.conversation.Message attribute) (mllm_shap.domain.conversation.MessagePayload attribute) (mllm_shap.domain.players.PlayerSpan attribute) (mllm_shap.pipeline.result.PlayerLabelPayload attribute) SpectrogramGuidedAligner (class in mllm_shap.alignment.sgpa) stable_token_id() (in module mllm_shap.value.generation_records) start (mllm_shap.alignment.ctc.TargetSpan attribute) (mllm_shap.domain.players.PlayerSpan attribute) (mllm_shap.pipeline.result.PlayerLabelPayload attribute) start_sample (mllm_shap.alignment.segments.AudioSegment attribute) start_time (mllm_shap.alignment.segments.AudioSegment attribute) STATIC (mllm_shap.domain.enums.EmbeddingMode attribute) static_embedding() (in module mllm_shap.backends.transformers.embeddings) store() (mllm_shap.runtime.kv_cache.PrefixCacheManager method) SupportsAclose (class in mllm_shap.protocols.backend) SupportsKvCache (class in mllm_shap.protocols.backend) SupportsLogprobs (class in mllm_shap.protocols.backend) SYSTEM (mllm_shap.domain.enums.Role attribute) T target_length (mllm_shap.masking.space.MaskSpace attribute) target_spans() (in module mllm_shap.alignment.ctc) TargetSpan (class in mllm_shap.alignment.ctc) telemetry (mllm_shap.pipeline.context.ExplainContext attribute) temperature (mllm_shap.domain.config.GenerationConfig attribute) (mllm_shap.pipeline.config.GenerationConfig attribute) text (mllm_shap.domain.conversation.Message property) (mllm_shap.domain.conversation.MessagePayload attribute) (mllm_shap.domain.conversation.PartPayload attribute) (mllm_shap.domain.conversation.TextPart attribute) (mllm_shap.domain.generation.GenerationRecord attribute) (mllm_shap.domain.players.PlayerSpan attribute) (mllm_shap.pipeline.result.PlayerLabelPayload attribute) (mllm_shap.protocols.backend.GenerationResult property) text_roles (mllm_shap.alignment.partitions.SgpaOptions attribute) text_token_rows (mllm_shap.domain.generation.GenerationRecord attribute) TextPart (class in mllm_shap.domain.conversation) TfIdfCosineValue (class in mllm_shap.value.tfidf) timeout_s (mllm_shap.pipeline.config.BackendConfig attribute) to_dict() (mllm_shap.pipeline.manifest.RunManifest method) (mllm_shap.pipeline.result.ExplainRunOutput method) (mllm_shap.runtime.archive.ManifestPayloadSource method) to_html() (mllm_shap.viz.token_text.TokenTextRenderer method) to_json() (mllm_shap.domain.conversation.ConversationSnapshot method) token (mllm_shap.alignment.segments.AudioSegment attribute) token_background_css() (in module mllm_shap.viz.colors) token_background_rgba() (in module mllm_shap.viz.colors) token_index (mllm_shap.alignment.segments.AudioSegment attribute) token_labels() (in module mllm_shap.viz.labels) token_spans() (in module mllm_shap.masking.tokens) TokenBarRenderer (class in mllm_shap.viz.token_bar) TokenPartitioner (class in mllm_shap.masking.partitions) TokenTextRenderer (class in mllm_shap.viz.token_text) top_k (mllm_shap.domain.config.GenerationConfig attribute) (mllm_shap.pipeline.config.GenerationConfig attribute) TorchDtype (in module mllm_shap.backends.transformers.options) total_ms (mllm_shap.runtime.metrics.PerfSummary attribute) transcript (mllm_shap.alignment.partitions.SgpaOptions attribute) TransformersOptions (class in mllm_shap.backends.transformers.options) TransformersTextBackend (class in mllm_shap.backends.transformers.text) Turn (class in mllm_shap.domain.conversation) TurnPayload (class in mllm_shap.domain.conversation) turns (mllm_shap.domain.conversation.ConversationSnapshot attribute) (mllm_shap.domain.conversation.SnapshotPayload attribute) TwoPhaseEstimator (class in mllm_shap.protocols.estimator) type (mllm_shap.domain.conversation.PartPayload attribute) U unpack() (mllm_shap.masking.codec.MaskCodec static method) use_standard_method (mllm_shap.pipeline.config.NeymanConfig attribute) USER (mllm_shap.domain.enums.Role attribute) V validate_against() (mllm_shap.domain.coalition.CoalitionMask method) validate_plugin_options() (in module mllm_shap.plugins.options) value_fn (mllm_shap.pipeline.config.ExplanationConfig attribute) (mllm_shap.pipeline.manifest.RunManifest attribute) (mllm_shap.pipeline.manifest.RunManifestPayload attribute) VALUE_FNS (mllm_shap.plugins.groups.PluginGroup attribute) ValueFunction (class in mllm_shap.protocols.value) values (mllm_shap.pipeline.faithfulness.DeletionCurve attribute) (mllm_shap.pipeline.result.ExplainResult attribute) view() (mllm_shap.masking.builder.MaskBuilder method) vocab (mllm_shap.alignment.sgpa.CtcModel attribute) (mllm_shap.alignment.sgpa.Wav2Vec2Ctc attribute) W Wav2Vec2Ctc (class in mllm_shap.alignment.sgpa) with_audio() (mllm_shap.domain.conversation.Message method) with_text() (mllm_shap.domain.conversation.Message method) word_error_rate() (in module mllm_shap.value.wer) words (mllm_shap.masking.codec.PackedMask attribute) write_base_generation() (mllm_shap.runtime.archive.RunArchive method) write_manifest() (mllm_shap.runtime.archive.RunArchive method)