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 (nlp_shap.PluginGroup attribute) (nlp_shap.plugins.groups.PluginGroup attribute) absence_policy (nlp_shap.pipeline.config.ExplanationConfig attribute) (nlp_shap.runtime.archive.CoalitionRecord attribute) (nlp_shap.runtime.archive.CoalitionRecordDraft attribute) (nlp_shap.runtime.CoalitionJob attribute) (nlp_shap.runtime.CoalitionRecord attribute) (nlp_shap.runtime.CoalitionRecordDraft attribute) (nlp_shap.runtime.scheduler.CoalitionJob attribute) AbsencePolicy (class in nlp_shap.protocols.masking) AbsSumNormalizer (class in nlp_shap.estimation.normalizers) aclose() (nlp_shap.backends.api.ApiBackend method) (nlp_shap.backends.lmstudio.LmStudioBackend method) (nlp_shap.backends.transformers.text.TransformersTextBackend method) aggregate() (nlp_shap.BanzhafAggregator method) (nlp_shap.estimation.estimands.banzhaf.BanzhafAggregator method) (nlp_shap.estimation.estimands.shapley.ShapleyAggregator method) (nlp_shap.protocols.estimand.EstimandAggregator method) (nlp_shap.ShapleyAggregator method) aggregation_ms (nlp_shap.runtime.PerfSummary attribute) api_host (nlp_shap.pipeline.config.BackendConfig attribute) ApiBackend (class in nlp_shap.backends.api) append() (nlp_shap.runtime.archive.RunArchive method) (nlp_shap.runtime.RunArchive method) apply() (nlp_shap.masking.DeletePolicy method) (nlp_shap.masking.NeutralPolicy method) (nlp_shap.masking.PadPolicy method) (nlp_shap.masking.policies.DeletePolicy method) (nlp_shap.masking.policies.NeutralPolicy method) (nlp_shap.masking.policies.PadPolicy method) (nlp_shap.protocols.masking.AbsencePolicy method) archive (nlp_shap.pipeline.config.ExplanationConfig attribute) ArchiveConfig (class in nlp_shap.pipeline.config) ASSISTANT (nlp_shap.domain.enums.Role attribute) (nlp_shap.Role attribute) AttributionRenderer (class in nlp_shap.protocols.renderer) audio_token_rows (nlp_shap.GenerationRecord attribute) auto_download (nlp_shap.pipeline.config.BackendConfig attribute) B backend (nlp_shap.ExplainConfig attribute) (nlp_shap.pipeline.config.ExplainConfig attribute) BackendConfig (class in nlp_shap.pipeline.config) BACKENDS (nlp_shap.PluginGroup attribute) (nlp_shap.plugins.groups.PluginGroup attribute) BANZHAF (nlp_shap.domain.estimands.Estimand attribute) (nlp_shap.Estimand attribute) BanzhafAggregator (class in nlp_shap) (class in nlp_shap.estimation.estimands.banzhaf) base (nlp_shap.masking.builder.MaskedSnapshot attribute) (nlp_shap.masking.MaskedSnapshot attribute) BASE_GENERATION_FILE (in module nlp_shap.runtime.archive) base_snapshot_id (nlp_shap.masking.builder.MaskedSnapshot property) (nlp_shap.masking.MaskedSnapshot property) begin_allocation() (nlp_shap.estimation.neyman.NeymanEstimator method) (nlp_shap.NeymanEstimator method) bind_snapshot() (nlp_shap.ComplementaryEstimator method) (nlp_shap.estimation.complementary.ComplementaryEstimator method) (nlp_shap.estimation.exact.ExactEstimator method) (nlp_shap.estimation.monte_carlo.MonteCarloEstimator method) (nlp_shap.estimation.neyman.NeymanEstimator method) (nlp_shap.ExactEstimator method) (nlp_shap.MonteCarloEstimator method) (nlp_shap.NeymanEstimator method) (nlp_shap.protocols.estimator.EstimatorStrategy method) budget (nlp_shap.pipeline.config.ExplanationConfig attribute) BudgetConfig (class in nlp_shap.pipeline.config) build_chat_payload() (in module nlp_shap.backends.api.payload) build_coalition_key() (in module nlp_shap.runtime) (in module nlp_shap.runtime.dedup) build_snapshot_prefix_hash() (in module nlp_shap.runtime) C cache_hit (nlp_shap.runtime.archive.CoalitionRecord attribute) (nlp_shap.runtime.archive.CoalitionRecordDraft attribute) (nlp_shap.runtime.CoalitionRecord attribute) (nlp_shap.runtime.CoalitionRecordDraft attribute) cache_hits (nlp_shap.runtime.scheduler.SchedulerMetrics attribute) (nlp_shap.runtime.SchedulerMetrics attribute) close() (nlp_shap.runtime.archive.RunArchive method) (nlp_shap.runtime.RunArchive method) coalition_key (nlp_shap.runtime.archive.CoalitionRecord attribute) (nlp_shap.runtime.archive.CoalitionRecordDraft attribute) (nlp_shap.runtime.CoalitionJob attribute) (nlp_shap.runtime.CoalitionRecord attribute) (nlp_shap.runtime.CoalitionRecordDraft attribute) (nlp_shap.runtime.scheduler.CoalitionJob attribute) coalition_size() (nlp_shap.CoalitionMask method) (nlp_shap.domain.coalition.CoalitionMask method) coalition_weight() (nlp_shap.BanzhafAggregator method) (nlp_shap.estimation.estimands.banzhaf.BanzhafAggregator method) (nlp_shap.estimation.estimands.shapley.ShapleyAggregator method) (nlp_shap.protocols.estimand.EstimandAggregator method) (nlp_shap.ShapleyAggregator method) CoalitionDedupRegistry (class in nlp_shap.runtime) (class in nlp_shap.runtime.dedup) CoalitionJob (class in nlp_shap.runtime) (class in nlp_shap.runtime.scheduler) CoalitionMask (class in nlp_shap) (class in nlp_shap.domain.coalition) CoalitionProgress (class in nlp_shap.runtime) (class in nlp_shap.runtime.progress) CoalitionRecord (class in nlp_shap.runtime) (class in nlp_shap.runtime.archive) CoalitionRecordDraft (class in nlp_shap.runtime) (class in nlp_shap.runtime.archive) ComplementaryEstimator (class in nlp_shap) (class in nlp_shap.estimation.complementary) contains() (nlp_shap.runtime.CoalitionDedupRegistry method) (nlp_shap.runtime.dedup.CoalitionDedupRegistry method) CONTEXTUAL (nlp_shap.domain.enums.EmbeddingMode attribute) contextual_embedding (nlp_shap.GenerationRecord attribute) ConversationSnapshot (class in nlp_shap) (class in nlp_shap.domain.conversation) CooperativeGame (class in nlp_shap) (class in nlp_shap.domain.game) CosineEmbeddingValue (class in nlp_shap) (class in nlp_shap.value.embedding) D dedup (nlp_shap.pipeline.config.ExplanationConfig attribute) dedup_enabled() (in module nlp_shap.runtime) (in module nlp_shap.runtime.dedup) DedupConfig (class in nlp_shap.pipeline.config) deduplicated (nlp_shap.runtime.scheduler.SchedulerMetrics attribute) (nlp_shap.runtime.SchedulerMetrics attribute) DeletePolicy (class in nlp_shap.masking) (class in nlp_shap.masking.policies) display_attribution_html() (in module nlp_shap.viz) (in module nlp_shap.viz.render) duration_ms (nlp_shap.runtime.SpanRecord attribute) E elapsed_ms (nlp_shap.runtime.archive.CoalitionRecord attribute) (nlp_shap.runtime.archive.CoalitionRecordDraft attribute) (nlp_shap.runtime.CoalitionRecord attribute) (nlp_shap.runtime.CoalitionRecordDraft attribute) embed() (nlp_shap.protocols.embedding.EmbeddingProvider method) embedding (nlp_shap.GenerationRecord attribute) embedding_mode (nlp_shap.pipeline.config.ExplanationConfig attribute) EmbeddingMode (class in nlp_shap.domain.enums) EmbeddingProvider (class in nlp_shap.protocols.embedding) empty_value (nlp_shap.CooperativeGame attribute) (nlp_shap.domain.game.CooperativeGame attribute) enabled (nlp_shap.masking.PrefixTreeStub attribute) (nlp_shap.pipeline.config.DedupConfig attribute) (nlp_shap.pipeline.config.KvCacheConfig attribute) Estimand (class in nlp_shap) (class in nlp_shap.domain.estimands) estimand (nlp_shap.BanzhafAggregator property) (nlp_shap.estimation.estimands.banzhaf.BanzhafAggregator property) (nlp_shap.estimation.estimands.shapley.ShapleyAggregator property) (nlp_shap.ExplainResult attribute) (nlp_shap.pipeline.config.ExplanationConfig attribute) (nlp_shap.pipeline.manifest.RunManifest attribute) (nlp_shap.pipeline.manifest.RunManifestPayload attribute) (nlp_shap.pipeline.result.ExplainResult attribute) (nlp_shap.protocols.estimand.EstimandAggregator property) (nlp_shap.RunManifest attribute) (nlp_shap.ShapleyAggregator property) estimand_to_wire() (in module nlp_shap.domain.estimands) EstimandAggregator (class in nlp_shap.protocols.estimand) ESTIMANDS (nlp_shap.PluginGroup attribute) (nlp_shap.plugins.groups.PluginGroup attribute) EstimandWire (in module nlp_shap.domain.estimands) estimate_attributions() (nlp_shap.ComplementaryEstimator method) (nlp_shap.estimation.complementary.ComplementaryEstimator method) (nlp_shap.estimation.exact.ExactEstimator method) (nlp_shap.estimation.monte_carlo.MonteCarloEstimator method) (nlp_shap.estimation.neyman.NeymanEstimator method) (nlp_shap.ExactEstimator method) (nlp_shap.MonteCarloEstimator method) (nlp_shap.NeymanEstimator method) estimator (nlp_shap.pipeline.config.ExplanationConfig attribute) ESTIMATORS (nlp_shap.PluginGroup attribute) (nlp_shap.plugins.groups.PluginGroup attribute) EstimatorStrategy (class in nlp_shap.protocols.estimator) EuclideanEmbeddingValue (class in nlp_shap.value.embedding) ExactEstimator (class in nlp_shap) (class in nlp_shap.estimation.exact) executed (nlp_shap.runtime.scheduler.SchedulerMetrics attribute) (nlp_shap.runtime.SchedulerMetrics attribute) explain() (nlp_shap.ExplainRunner method) (nlp_shap.pipeline.runner.ExplainRunner method) explain_config_from_yaml() (in module nlp_shap) (in module nlp_shap.pipeline.config) explain_config_to_yaml() (in module nlp_shap) (in module nlp_shap.pipeline.config) explain_sync() (nlp_shap.ExplainRunner method) (nlp_shap.pipeline.runner.ExplainRunner method) explainable_mask (nlp_shap.masking.MaskSpace attribute) (nlp_shap.masking.space.MaskSpace attribute) ExplainConfig (class in nlp_shap) (class in nlp_shap.pipeline.config) ExplainOrchestrator (class in nlp_shap.pipeline.orchestrator) ExplainResult (class in nlp_shap) (class in nlp_shap.pipeline.result) ExplainRunner (class in nlp_shap) (class in nlp_shap.pipeline.runner) ExplainRunOutput (class in nlp_shap) (class in nlp_shap.pipeline.result) explanation (nlp_shap.ExplainConfig attribute) (nlp_shap.pipeline.config.ExplainConfig attribute) ExplanationConfig (class in nlp_shap.pipeline.config) extract_message_content() (in module nlp_shap.backends.api.payload) F fill_char (nlp_shap.masking.NeutralPolicy attribute) (nlp_shap.masking.policies.NeutralPolicy attribute) fit() (nlp_shap.TfIdfCosineValue method) (nlp_shap.value.tfidf.TfIdfCosineValue method) flush() (nlp_shap.runtime.archive.RunArchive method) (nlp_shap.runtime.RunArchive method) flush_every (nlp_shap.pipeline.config.ArchiveConfig attribute) fraction (nlp_shap.pipeline.config.BudgetConfig attribute) from_sequence() (nlp_shap.CoalitionMask class method) (nlp_shap.domain.coalition.CoalitionMask class method) from_turns() (nlp_shap.ConversationSnapshot class method) (nlp_shap.domain.conversation.ConversationSnapshot class method) G generate() (nlp_shap.backends.api.ApiBackend method) (nlp_shap.backends.lmstudio.LmStudioBackend method) (nlp_shap.backends.mock.MockBackend method) (nlp_shap.backends.transformers.text.TransformersTextBackend method) (nlp_shap.protocols.backend.GenerativeBackend method) GenerateFn (in module nlp_shap.runtime.scheduler) generation (nlp_shap.ExplainConfig attribute) (nlp_shap.pipeline.config.ExplainConfig attribute) generation_ms (nlp_shap.runtime.PerfSummary attribute) generation_text (nlp_shap.runtime.archive.CoalitionRecord attribute) (nlp_shap.runtime.archive.CoalitionRecordDraft attribute) (nlp_shap.runtime.CoalitionRecord attribute) (nlp_shap.runtime.CoalitionRecordDraft attribute) GenerationConfig (class in nlp_shap.pipeline.config) GenerationRecord (class in nlp_shap) GenerationResult (class in nlp_shap.protocols.backend) GenerativeBackend (class in nlp_shap.protocols.backend) get() (nlp_shap.runtime.HotResultStore method) (nlp_shap.runtime.store.HotResultStore method) get_at_length() (nlp_shap.runtime.PrefixCacheManager method) get_prefix() (nlp_shap.runtime.PrefixCacheManager method) group_jobs_for_prefix_cache() (in module nlp_shap.runtime) H hash_mask() (nlp_shap.masking.codec.MaskCodec static method) (nlp_shap.masking.MaskCodec static method) history_lazy() (nlp_shap.runtime.archive.RunArchive method) (nlp_shap.runtime.RunArchive method) HotResultStore (class in nlp_shap.runtime) (class in nlp_shap.runtime.store) hub_search (nlp_shap.pipeline.config.BackendConfig attribute) I IdentityNormalizer (class in nlp_shap) (class in nlp_shap.estimation.normalizers) include_minimal_masks (nlp_shap.pipeline.config.ExplanationConfig attribute) InferenceScheduler (class in nlp_shap.runtime) (class in nlp_shap.runtime.scheduler) initial_fraction (nlp_shap.pipeline.config.NeymanConfig attribute) initial_num_samples (nlp_shap.pipeline.config.NeymanConfig attribute) InMemoryObservabilitySink (class in nlp_shap.runtime) iter_mask_ints() (nlp_shap.estimation.exact.ExactEstimator static method) (nlp_shap.ExactEstimator static method) iter_masks() (nlp_shap.estimation.exact.ExactEstimator static method) (nlp_shap.ExactEstimator static method) K kind (nlp_shap.pipeline.config.BackendConfig attribute) kv_cache (nlp_shap.pipeline.config.ExplanationConfig attribute) kv_cache_hits (nlp_shap.backends.transformers.text.TransformersTextBackend property) (nlp_shap.runtime.scheduler.SchedulerMetrics attribute) (nlp_shap.runtime.SchedulerMetrics attribute) KvCacheConfig (class in nlp_shap.pipeline.config) L LmStudioBackend (class in nlp_shap.backends.lmstudio) load() (nlp_shap.runtime.archive.RunArchive class method) (nlp_shap.runtime.RunArchive class method) load_entry_points() (nlp_shap.PluginRegistry method) (nlp_shap.plugins.registry.PluginRegistry method) logprobs (nlp_shap.GenerationRecord attribute) LogprobValue (class in nlp_shap) (class in nlp_shap.value.logprob) lookup() (nlp_shap.runtime.PrefixCacheManager method) M m_counts (nlp_shap.ComplementaryEstimator property) (nlp_shap.estimation.complementary.ComplementaryEstimator property) manifest (nlp_shap.ExplainRunOutput attribute) (nlp_shap.pipeline.result.ExplainRunOutput attribute) mask (nlp_shap.masking.builder.MaskedSnapshot attribute) (nlp_shap.masking.MaskedSnapshot attribute) (nlp_shap.runtime.archive.CoalitionRecord attribute) (nlp_shap.runtime.archive.CoalitionRecordDraft attribute) (nlp_shap.runtime.CoalitionRecord attribute) (nlp_shap.runtime.CoalitionRecordDraft attribute) mask_hash (nlp_shap.masking.builder.MaskedSnapshot property) (nlp_shap.masking.MaskedSnapshot property) mask_int_to_present() (nlp_shap.estimation.exact.ExactEstimator static method) (nlp_shap.ExactEstimator static method) mask_n_bits (nlp_shap.runtime.CoalitionJob attribute) (nlp_shap.runtime.scheduler.CoalitionJob attribute) mask_words (nlp_shap.runtime.CoalitionJob attribute) (nlp_shap.runtime.scheduler.CoalitionJob attribute) MaskBuilder (class in nlp_shap.masking) (class in nlp_shap.masking.builder) MaskCodec (class in nlp_shap.masking) (class in nlp_shap.masking.codec) MaskedSnapshot (class in nlp_shap.masking) (class in nlp_shap.masking.builder) MaskSpace (class in nlp_shap.masking) (class in nlp_shap.masking.space) materialize() (nlp_shap.masking.MaskSpace method) (nlp_shap.masking.space.MaskSpace method) max_inflight (nlp_shap.pipeline.config.ExplanationConfig attribute) max_new_tokens (nlp_shap.pipeline.config.GenerationConfig attribute) maxsize (nlp_shap.runtime.HotResultStore attribute) (nlp_shap.runtime.store.HotResultStore attribute) Message (class in nlp_shap) (class in nlp_shap.domain.conversation) messages (nlp_shap.domain.conversation.Turn attribute) (nlp_shap.Turn attribute) metrics (nlp_shap.ExplainRunOutput attribute) (nlp_shap.pipeline.result.ExplainRunOutput attribute) MinMaxNormalizer (class in nlp_shap) (class in nlp_shap.estimation.normalizers) MockBackend (class in nlp_shap.backends.mock) model_config (nlp_shap.ExplainConfig attribute) (nlp_shap.pipeline.config.ArchiveConfig attribute) (nlp_shap.pipeline.config.BackendConfig attribute) (nlp_shap.pipeline.config.BudgetConfig attribute) (nlp_shap.pipeline.config.DedupConfig attribute) (nlp_shap.pipeline.config.ExplainConfig attribute) (nlp_shap.pipeline.config.ExplanationConfig attribute) (nlp_shap.pipeline.config.GenerationConfig attribute) (nlp_shap.pipeline.config.KvCacheConfig attribute) (nlp_shap.pipeline.config.NeymanConfig attribute) model_id (nlp_shap.backends.api.ApiBackend property) (nlp_shap.backends.lmstudio.LmStudioBackend property) (nlp_shap.backends.mock.MockBackend property) (nlp_shap.backends.transformers.text.TransformersTextBackend property) (nlp_shap.pipeline.config.BackendConfig attribute) (nlp_shap.protocols.backend.GenerativeBackend property) (nlp_shap.runtime.archive.CoalitionRecord attribute) (nlp_shap.runtime.archive.CoalitionRecordDraft attribute) (nlp_shap.runtime.CoalitionJob attribute) (nlp_shap.runtime.CoalitionRecord attribute) (nlp_shap.runtime.CoalitionRecordDraft attribute) (nlp_shap.runtime.scheduler.CoalitionJob attribute) module nlp_shap nlp_shap.backends.api nlp_shap.backends.api.payload nlp_shap.backends.lmstudio nlp_shap.backends.mock nlp_shap.backends.transformers.text nlp_shap.domain.coalition nlp_shap.domain.conversation nlp_shap.domain.enums nlp_shap.domain.estimands nlp_shap.domain.game nlp_shap.domain.players nlp_shap.estimation.complementary nlp_shap.estimation.estimands.banzhaf nlp_shap.estimation.estimands.shapley nlp_shap.estimation.exact nlp_shap.estimation.monte_carlo nlp_shap.estimation.neyman nlp_shap.estimation.normalizers nlp_shap.masking nlp_shap.masking.builder nlp_shap.masking.codec nlp_shap.masking.partitions nlp_shap.masking.policies nlp_shap.masking.space nlp_shap.pipeline.config nlp_shap.pipeline.manifest nlp_shap.pipeline.orchestrator nlp_shap.pipeline.result nlp_shap.pipeline.runner nlp_shap.plugins.builtin nlp_shap.plugins.context nlp_shap.plugins.groups nlp_shap.plugins.registry nlp_shap.protocols.backend nlp_shap.protocols.embedding nlp_shap.protocols.estimand nlp_shap.protocols.estimator nlp_shap.protocols.masking nlp_shap.protocols.partition nlp_shap.protocols.renderer nlp_shap.protocols.value nlp_shap.runtime nlp_shap.runtime.archive nlp_shap.runtime.dedup nlp_shap.runtime.progress nlp_shap.runtime.scheduler nlp_shap.runtime.store nlp_shap.value.embedding nlp_shap.value.logprob nlp_shap.value.tfidf nlp_shap.viz nlp_shap.viz.render nlp_shap.viz.token_bar nlp_shap.viz.token_text MonteCarloEstimator (class in nlp_shap) (class in nlp_shap.estimation.monte_carlo) N n_bits (nlp_shap.masking.codec.PackedMask attribute) (nlp_shap.masking.PackedMask attribute) n_features (nlp_shap.masking.MaskSpace property) (nlp_shap.masking.space.MaskSpace property) name (nlp_shap.ComplementaryEstimator property) (nlp_shap.CosineEmbeddingValue property) (nlp_shap.estimation.complementary.ComplementaryEstimator property) (nlp_shap.estimation.exact.ExactEstimator property) (nlp_shap.estimation.monte_carlo.MonteCarloEstimator property) (nlp_shap.estimation.neyman.NeymanEstimator property) (nlp_shap.estimation.normalizers.AbsSumNormalizer property) (nlp_shap.estimation.normalizers.IdentityNormalizer property) (nlp_shap.estimation.normalizers.MinMaxNormalizer property) (nlp_shap.estimation.normalizers.PowerShiftNormalizer property) (nlp_shap.ExactEstimator property) (nlp_shap.IdentityNormalizer property) (nlp_shap.LogprobValue property) (nlp_shap.masking.DeletePolicy property) (nlp_shap.masking.NeutralPolicy property) (nlp_shap.masking.PadPolicy property) (nlp_shap.masking.partitions.TokenPartitioner property) (nlp_shap.masking.policies.DeletePolicy property) (nlp_shap.masking.policies.NeutralPolicy property) (nlp_shap.masking.policies.PadPolicy property) (nlp_shap.masking.TokenPartitioner property) (nlp_shap.MinMaxNormalizer property) (nlp_shap.MonteCarloEstimator property) (nlp_shap.NeymanEstimator property) (nlp_shap.protocols.embedding.EmbeddingProvider property) (nlp_shap.protocols.estimator.EstimatorStrategy property) (nlp_shap.protocols.masking.AbsencePolicy property) (nlp_shap.protocols.partition.PlayerPartitioner property) (nlp_shap.protocols.renderer.AttributionRenderer property) (nlp_shap.protocols.value.ValueFunction property) (nlp_shap.runtime.SpanRecord attribute) (nlp_shap.TfIdfCosineValue property) (nlp_shap.value.embedding.CosineEmbeddingValue property) (nlp_shap.value.embedding.EuclideanEmbeddingValue property) (nlp_shap.value.logprob.LogprobValue property) (nlp_shap.value.tfidf.TfIdfCosineValue property) (nlp_shap.viz.token_bar.TokenBarRenderer property) (nlp_shap.viz.token_text.TokenTextRenderer property) names() (nlp_shap.PluginRegistry method) (nlp_shap.plugins.registry.PluginRegistry method) NeutralPolicy (class in nlp_shap.masking) (class in nlp_shap.masking.policies) neyman (nlp_shap.pipeline.config.ExplanationConfig attribute) NeymanConfig (class in nlp_shap.pipeline.config) NeymanEstimator (class in nlp_shap) (class in nlp_shap.estimation.neyman) nlp_shap module nlp_shap.backends.api module nlp_shap.backends.api.payload module nlp_shap.backends.lmstudio module nlp_shap.backends.mock module nlp_shap.backends.transformers.text module nlp_shap.domain.coalition module nlp_shap.domain.conversation module nlp_shap.domain.enums module nlp_shap.domain.estimands module nlp_shap.domain.game module nlp_shap.domain.players module nlp_shap.estimation.complementary module nlp_shap.estimation.estimands.banzhaf module nlp_shap.estimation.estimands.shapley module nlp_shap.estimation.exact module nlp_shap.estimation.monte_carlo module nlp_shap.estimation.neyman module nlp_shap.estimation.normalizers module nlp_shap.masking module nlp_shap.masking.builder module nlp_shap.masking.codec module nlp_shap.masking.partitions module nlp_shap.masking.policies module nlp_shap.masking.space module nlp_shap.pipeline.config module nlp_shap.pipeline.manifest module nlp_shap.pipeline.orchestrator module nlp_shap.pipeline.result module nlp_shap.pipeline.runner module nlp_shap.plugins.builtin module nlp_shap.plugins.context module nlp_shap.plugins.groups module nlp_shap.plugins.registry module nlp_shap.protocols.backend module nlp_shap.protocols.embedding module nlp_shap.protocols.estimand module nlp_shap.protocols.estimator module nlp_shap.protocols.masking module nlp_shap.protocols.partition module nlp_shap.protocols.renderer module nlp_shap.protocols.value module nlp_shap.runtime module nlp_shap.runtime.archive module nlp_shap.runtime.dedup module nlp_shap.runtime.progress module nlp_shap.runtime.scheduler module nlp_shap.runtime.store module nlp_shap.value.embedding module nlp_shap.value.logprob module nlp_shap.value.tfidf module nlp_shap.viz module nlp_shap.viz.render module nlp_shap.viz.token_bar module nlp_shap.viz.token_text module NONE (nlp_shap.domain.enums.SystemRolesSetup attribute) normalize() (nlp_shap.estimation.normalizers.AbsSumNormalizer method) (nlp_shap.estimation.normalizers.IdentityNormalizer method) (nlp_shap.estimation.normalizers.MinMaxNormalizer method) (nlp_shap.estimation.normalizers.PowerShiftNormalizer method) (nlp_shap.IdentityNormalizer method) (nlp_shap.masking.codec.MaskCodec static method) (nlp_shap.masking.MaskCodec static method) (nlp_shap.MinMaxNormalizer method) normalizer (nlp_shap.pipeline.config.ExplanationConfig attribute) NORMALIZERS (nlp_shap.PluginGroup attribute) (nlp_shap.plugins.groups.PluginGroup attribute) NullCoalitionProgress (class in nlp_shap.runtime) (class in nlp_shap.runtime.progress) NullObservabilitySink (class in nlp_shap.runtime) num_coalitions() (nlp_shap.estimation.exact.ExactEstimator static method) (nlp_shap.ExactEstimator static method) num_players (nlp_shap.domain.players.PlayerSet property) (nlp_shap.PlayerSet property) O ObservabilitySink (class in nlp_shap.runtime) observe() (nlp_shap.runtime.CoalitionDedupRegistry method) (nlp_shap.runtime.dedup.CoalitionDedupRegistry method) on_coalition_finished() (nlp_shap.runtime.CoalitionProgress method) (nlp_shap.runtime.NullCoalitionProgress method) (nlp_shap.runtime.progress.CoalitionProgress method) (nlp_shap.runtime.progress.NullCoalitionProgress method) on_coalitions_planned() (nlp_shap.runtime.CoalitionProgress method) (nlp_shap.runtime.NullCoalitionProgress method) (nlp_shap.runtime.progress.CoalitionProgress method) (nlp_shap.runtime.progress.NullCoalitionProgress method) open() (nlp_shap.runtime.archive.RunArchive class method) (nlp_shap.runtime.RunArchive class method) P pack() (nlp_shap.masking.codec.MaskCodec static method) (nlp_shap.masking.MaskCodec static method) PackedMask (class in nlp_shap.masking) (class in nlp_shap.masking.codec) PadPolicy (class in nlp_shap.masking) (class in nlp_shap.masking.policies) parse_manifest() (in module nlp_shap) (in module nlp_shap.pipeline.manifest) partition() (nlp_shap.masking.partitions.TokenPartitioner method) (nlp_shap.masking.TokenPartitioner method) (nlp_shap.protocols.partition.PlayerPartitioner method) PARTITIONS (nlp_shap.PluginGroup attribute) (nlp_shap.plugins.groups.PluginGroup attribute) path (nlp_shap.pipeline.config.ArchiveConfig attribute) payload_cache_key() (in module nlp_shap.backends.api.payload) perf (nlp_shap.ExplainRunOutput attribute) (nlp_shap.pipeline.result.ExplainRunOutput attribute) PerfSummary (class in nlp_shap.runtime) placeholder (nlp_shap.masking.PadPolicy attribute) (nlp_shap.masking.policies.PadPolicy attribute) player_ids (nlp_shap.domain.players.PlayerSet attribute) (nlp_shap.PlayerSet attribute) player_set (nlp_shap.CooperativeGame attribute) (nlp_shap.domain.game.CooperativeGame attribute) PlayerPartitioner (class in nlp_shap.protocols.partition) players (nlp_shap.masking.builder.MaskedSnapshot attribute) (nlp_shap.masking.MaskedSnapshot attribute) (nlp_shap.pipeline.config.ExplanationConfig attribute) PlayerSet (class in nlp_shap) (class in nlp_shap.domain.players) PluginContext (class in nlp_shap.plugins.context) PluginFactory (in module nlp_shap.plugins.registry) PluginGroup (class in nlp_shap) (class in nlp_shap.plugins.groups) PluginRegistry (class in nlp_shap) (class in nlp_shap.plugins.registry) policy_name (nlp_shap.masking.builder.MaskBuilder property) (nlp_shap.masking.builder.MaskedSnapshot attribute) (nlp_shap.masking.MaskBuilder property) (nlp_shap.masking.MaskedSnapshot attribute) PowerShiftNormalizer (class in nlp_shap.estimation.normalizers) precompute_base (nlp_shap.pipeline.config.GenerationConfig attribute) prefix_hash (nlp_shap.runtime.CoalitionJob attribute) (nlp_shap.runtime.scheduler.CoalitionJob attribute) PrefixCacheManager (class in nlp_shap.runtime) PrefixTreeStub (class in nlp_shap.masking) present (nlp_shap.CoalitionMask attribute) (nlp_shap.domain.coalition.CoalitionMask attribute) put() (nlp_shap.runtime.HotResultStore method) (nlp_shap.runtime.store.HotResultStore method) Q quantization (nlp_shap.pipeline.config.BackendConfig attribute) R read_base_generation() (nlp_shap.runtime.archive.RunArchive method) (nlp_shap.runtime.RunArchive method) reanalyze() (nlp_shap.ExplainRunner method) (nlp_shap.pipeline.runner.ExplainRunner method) record_id (nlp_shap.runtime.archive.CoalitionRecord attribute) (nlp_shap.runtime.CoalitionRecord attribute) register() (nlp_shap.PluginRegistry method) (nlp_shap.plugins.registry.PluginRegistry method) register_builtin_plugins() (in module nlp_shap.plugins.builtin) registry (nlp_shap.plugins.context.PluginContext attribute) render() (nlp_shap.masking.builder.MaskBuilder method) (nlp_shap.masking.MaskBuilder method) (nlp_shap.protocols.renderer.AttributionRenderer method) (nlp_shap.viz.token_bar.TokenBarRenderer method) (nlp_shap.viz.token_text.TokenTextRenderer method) render_attribution() (in module nlp_shap.viz) (in module nlp_shap.viz.render) render_attribution_html() (in module nlp_shap.viz) (in module nlp_shap.viz.render) RENDERERS (nlp_shap.PluginGroup attribute) (nlp_shap.plugins.groups.PluginGroup attribute) requested (nlp_shap.runtime.scheduler.SchedulerMetrics attribute) (nlp_shap.runtime.SchedulerMetrics attribute) reset() (nlp_shap.runtime.PrefixCacheManager method) reset_sampling_state() (nlp_shap.ComplementaryEstimator method) (nlp_shap.estimation.complementary.ComplementaryEstimator method) resolve() (nlp_shap.PluginRegistry method) (nlp_shap.plugins.registry.PluginRegistry method) resolve_factory() (nlp_shap.PluginRegistry method) (nlp_shap.plugins.registry.PluginRegistry method) resolve_type() (nlp_shap.PluginRegistry method) (nlp_shap.plugins.registry.PluginRegistry method) result (nlp_shap.ExplainRunOutput attribute) (nlp_shap.pipeline.result.ExplainRunOutput attribute) Role (class in nlp_shap) (class in nlp_shap.domain.enums) role (nlp_shap.domain.conversation.Message attribute) (nlp_shap.Message attribute) run() (nlp_shap.pipeline.orchestrator.ExplainOrchestrator method) (nlp_shap.runtime.InferenceScheduler method) (nlp_shap.runtime.scheduler.InferenceScheduler method) run_id (nlp_shap.ExplainRunOutput attribute) (nlp_shap.pipeline.manifest.RunManifest attribute) (nlp_shap.pipeline.manifest.RunManifestPayload attribute) (nlp_shap.pipeline.result.ExplainRunOutput attribute) (nlp_shap.RunManifest attribute) run_iter() (nlp_shap.runtime.InferenceScheduler method) (nlp_shap.runtime.scheduler.InferenceScheduler method) run_stream() (nlp_shap.runtime.InferenceScheduler method) (nlp_shap.runtime.scheduler.InferenceScheduler method) RunArchive (class in nlp_shap.runtime) (class in nlp_shap.runtime.archive) RunManifest (class in nlp_shap) (class in nlp_shap.pipeline.manifest) RunManifestPayload (class in nlp_shap.pipeline.manifest) S sample_allocation_masks() (nlp_shap.estimation.neyman.NeymanEstimator method) (nlp_shap.NeymanEstimator method) sample_masks() (nlp_shap.ComplementaryEstimator method) (nlp_shap.estimation.complementary.ComplementaryEstimator method) (nlp_shap.estimation.exact.ExactEstimator method) (nlp_shap.estimation.monte_carlo.MonteCarloEstimator method) (nlp_shap.estimation.neyman.NeymanEstimator method) (nlp_shap.ExactEstimator method) (nlp_shap.MonteCarloEstimator method) (nlp_shap.NeymanEstimator method) (nlp_shap.protocols.estimator.EstimatorStrategy method) SchedulerMetrics (class in nlp_shap.runtime) (class in nlp_shap.runtime.scheduler) score() (nlp_shap.CosineEmbeddingValue method) (nlp_shap.LogprobValue method) (nlp_shap.protocols.value.ValueFunction method) (nlp_shap.TfIdfCosineValue method) (nlp_shap.value.embedding.CosineEmbeddingValue method) (nlp_shap.value.embedding.EuclideanEmbeddingValue method) (nlp_shap.value.logprob.LogprobValue method) (nlp_shap.value.tfidf.TfIdfCosineValue method) scoring_ms (nlp_shap.runtime.PerfSummary attribute) seed (nlp_shap.pipeline.config.ExplanationConfig attribute) serialize_generate (nlp_shap.pipeline.config.BackendConfig attribute) set_kv_cache_enabled() (nlp_shap.backends.transformers.text.TransformersTextBackend method) SHAPLEY (nlp_shap.domain.estimands.Estimand attribute) (nlp_shap.Estimand attribute) ShapleyAggregator (class in nlp_shap) (class in nlp_shap.estimation.estimands.shapley) snapshot (nlp_shap.runtime.CoalitionJob attribute) (nlp_shap.runtime.scheduler.CoalitionJob attribute) snapshot_id (nlp_shap.ConversationSnapshot attribute) (nlp_shap.domain.conversation.ConversationSnapshot attribute) (nlp_shap.runtime.archive.CoalitionRecord attribute) (nlp_shap.runtime.archive.CoalitionRecordDraft attribute) (nlp_shap.runtime.CoalitionJob attribute) (nlp_shap.runtime.CoalitionRecord attribute) (nlp_shap.runtime.CoalitionRecordDraft attribute) (nlp_shap.runtime.scheduler.CoalitionJob attribute) span() (nlp_shap.runtime.InMemoryObservabilitySink method) (nlp_shap.runtime.NullObservabilitySink method) (nlp_shap.runtime.ObservabilitySink method) SpanRecord (class in nlp_shap.runtime) spans (nlp_shap.runtime.InMemoryObservabilitySink attribute) STATIC (nlp_shap.domain.enums.EmbeddingMode attribute) store() (nlp_shap.runtime.PrefixCacheManager method) SYSTEM (nlp_shap.domain.enums.Role attribute) (nlp_shap.domain.enums.SystemRolesSetup attribute) (nlp_shap.Role attribute) SYSTEM_ASSISTANT (nlp_shap.domain.enums.SystemRolesSetup attribute) SystemRolesSetup (class in nlp_shap.domain.enums) T target_length (nlp_shap.masking.MaskSpace attribute) (nlp_shap.masking.space.MaskSpace attribute) temperature (nlp_shap.pipeline.config.GenerationConfig attribute) text (nlp_shap.domain.conversation.Message attribute) (nlp_shap.GenerationRecord attribute) (nlp_shap.Message attribute) (nlp_shap.protocols.backend.GenerationResult property) text_token_rows (nlp_shap.GenerationRecord attribute) TfIdfCosineValue (class in nlp_shap) (class in nlp_shap.value.tfidf) to_dict() (nlp_shap.pipeline.manifest.RunManifest method) (nlp_shap.RunManifest method) to_html() (nlp_shap.viz.token_text.TokenTextRenderer method) TokenBarRenderer (class in nlp_shap.viz.token_bar) TokenPartitioner (class in nlp_shap.masking) (class in nlp_shap.masking.partitions) TokenTextRenderer (class in nlp_shap.viz.token_text) top_k (nlp_shap.pipeline.config.GenerationConfig attribute) total_ms (nlp_shap.runtime.PerfSummary attribute) TransformersTextBackend (class in nlp_shap.backends.transformers.text) Turn (class in nlp_shap) (class in nlp_shap.domain.conversation) turns (nlp_shap.ConversationSnapshot attribute) (nlp_shap.domain.conversation.ConversationSnapshot attribute) U unpack() (nlp_shap.masking.codec.MaskCodec static method) (nlp_shap.masking.MaskCodec static method) use_standard_method (nlp_shap.pipeline.config.NeymanConfig attribute) USER (nlp_shap.domain.enums.Role attribute) (nlp_shap.Role attribute) utility (nlp_shap.runtime.archive.CoalitionRecord attribute) (nlp_shap.runtime.archive.CoalitionRecordDraft attribute) (nlp_shap.runtime.CoalitionJob attribute) (nlp_shap.runtime.CoalitionRecord attribute) (nlp_shap.runtime.CoalitionRecordDraft attribute) (nlp_shap.runtime.scheduler.CoalitionJob attribute) V validate_against() (nlp_shap.CoalitionMask method) (nlp_shap.domain.coalition.CoalitionMask method) value_fn (nlp_shap.pipeline.config.ExplanationConfig attribute) VALUE_FNS (nlp_shap.PluginGroup attribute) (nlp_shap.plugins.groups.PluginGroup attribute) ValueFunction (class in nlp_shap.protocols.value) values (nlp_shap.ExplainResult attribute) (nlp_shap.pipeline.result.ExplainResult attribute) view() (nlp_shap.masking.builder.MaskBuilder method) (nlp_shap.masking.MaskBuilder method) W words (nlp_shap.masking.codec.PackedMask attribute) (nlp_shap.masking.PackedMask attribute) write_base_generation() (nlp_shap.runtime.archive.RunArchive method) (nlp_shap.runtime.RunArchive method)