Index

A

acronyms (lalandre_core.linking.entity_linker.ActAliasEntry attribute) ActAliasEntry (class in lalandre_core.linking.entity_linker) ActContext (class in lalandre_rag.retrieval.context.models) active (lalandre_chunking.pipeline.ArticleLevelPlan attribute) ActMeta (class in lalandre_rag.retrieval.context.community_reports) ActMetadata (class in lalandre_core.models.act_metadata) ActMetadataSQL (class in lalandre_db_postgres.models) ActNode (class in lalandre_db_neo4j.models) ActRelations (class in lalandre_core.models.act_relations) ActRelationship (class in lalandre_db_neo4j.models) ActRelationsSQL (class in lalandre_db_postgres.models) Acts (class in lalandre_core.models.acts) ActsSQL (class in lalandre_db_postgres.models) ActSubjects (class in lalandre_core.models.act_subjects) ActSubjectsSQL (class in lalandre_db_postgres.models) ActSummaryService (class in lalandre_rag.summaries.service) ActSummarySQL (class in lalandre_db_postgres.models) ActType (class in lalandre_core.models.types.act_type) add_conversation_message() (lalandre_db_postgres.repository.PostgresRepository static method) add_metadata() (lalandre_rag.response.builder.ResponseBuilder method) AgenticComplementaryQuery (class in lalandre_rag.agentic.runtime) AgenticPlanningDeps (class in lalandre_rag.agentic.deps) AgenticRetrievalPlan (class in lalandre_rag.agentic.runtime) alias_count (lalandre_core.linking.entity_linker.LegalEntityLinker property) analyze_relation_intent() (in module rag_service.graph.intent) api_gateway module api_gateway.auth module api_gateway.bootstrap module api_gateway.deps module api_gateway.job_service module api_gateway.main module

api_gateway.rate_limit module api_gateway.routers module api_gateway.routers.admin_pipeline module api_gateway.routers.config module api_gateway.routers.conversations module api_gateway.routers.embedding module api_gateway.routers.health module api_gateway.routers.jobs module api_gateway.routers.rag_proxy module api_gateway.service_metrics module APIKeyPool (class in lalandre_core.utils.api_key_pool) apply_config_defaults_query() (in module rag_service.routers.query) apply_config_defaults_search() (in module rag_service.routers.search) apply_cross_field_defaults() (lalandre_rag.retrieval.query_parser.ParsedQueryIntent method) apply_defaults() (lalandre_rag.agentic.models.RoutingIntentOutput method) article_content (lalandre_chunking.pipeline.ArticleLevelPlan attribute) ArticleLevelPlan (class in lalandre_chunking.pipeline) as_dict() (in module lalandre_core.utils.parse_utils) as_document_list() (in module lalandre_core.utils.parse_utils) as_optional_dict() (in module lalandre_core.utils.parse_utils) as_str() (in module lalandre_core.utils.parse_utils) attach_citation_validation() (in module lalandre_rag.modes.hybrid_helpers) augment_compare_question() (lalandre_rag.summaries.service.QuestionSummaryService method) augment_question() (lalandre_rag.summaries.service.QuestionSummaryService method) available (lalandre_rag.graph.community.CommunityContextEnricher property) (lalandre_rag.summaries.models.CanonicalSummarySnapshot property)

B

Base (class in lalandre_db_postgres.models) base_url (lalandre_core.linking.ner_client.NerClient property) BaseRepository (class in lalandre_core.repositories.base.repository) BaseRuntimeParams (class in lalandre_core.queue.worker_loop) batch() (lalandre_core.llm.langchain.PooledChatModel method) (lalandre_core.llm.langchain.SharedKeyPoolChatModel method) BenchmarkSummary (class in scripts.benchmark_graphrag) BM25SearchService (class in lalandre_rag.retrieval.bm25_search) bootstrap_system() (in module api_gateway.bootstrap) BudgetAllocation (class in lalandre_rag.graph.context_budget) build() (lalandre_rag.graph.context_budget.GraphContextBudget method) (lalandre_rag.response.builder.ResponseBuilder method) build_act_context() (in module lalandre_rag.response.builder) build_act_document_payload() (in module lalandre_embedding.pipeline) build_act_payload() (lalandre_core.repositories.common.payload_builder.PayloadBuilder method) build_chat_model() (in module lalandre_core.llm.langchain) build_chunk_payload() (in module lalandre_embedding.pipeline) (lalandre_core.repositories.common.payload_builder.PayloadBuilder method) build_clarification_answer() (in module lalandre_rag.response.policy) build_clients_by_key() (in module lalandre_core.utils.shared_key_pool) build_context() (lalandre_rag.agentic.deps.CommunityEnricherProtocol method) (lalandre_rag.graph.community.CommunityContextEnricher method) build_cypher_row_source_item() (in module lalandre_rag.graph.source_payloads) build_default_summary_questions() (in module lalandre_rag.summaries.models) build_evidence_score_payload() (in module lalandre_rag.scoring) build_external_detector() (in module lalandre_rag.linker_factory) build_graph_edge_source_item() (in module lalandre_rag.graph.source_payloads) build_graph_node_source_item() (in module lalandre_rag.graph.source_payloads)

build_invalid_citation_blocked_answer() (in module lalandre_rag.response.fallbacks) build_linker() (in module lalandre_rag.linker_factory) build_ner_external_detector() (in module lalandre_rag.ner_external) build_nl_to_cypher_prompt() (in module lalandre_rag.graph.helpers) build_no_source_blocked_answer() (in module lalandre_rag.response.fallbacks) build_payload_from_schema() (lalandre_core.repositories.common.schema_loader.PayloadSchemaLoader method) build_plan_metadata() (in module lalandre_rag.modes.hybrid_helpers) build_query_response() (in module rag_service.routers.query) build_rag_llm_clients() (in module lalandre_rag.llm.factory) build_ragas_embeddings() (in module scripts.bench_utils) build_ranked_graph_context() (in module lalandre_rag.modes.hybrid_helpers) build_relation_summary() (in module lalandre_rag.modes.hybrid_helpers) build_relevance_score_payload() (in module lalandre_rag.scoring) build_reports() (lalandre_rag.retrieval.context.community_reports.CommunityReportBuilder method) build_retrieval_fallback_answer() (in module lalandre_rag.response.fallbacks) build_retrieval_overview() (in module lalandre_rag.retrieval.overview) build_runtime() (in module chunking_worker.worker) (in module embedding_worker.worker) (in module extraction_worker.worker) build_runtime_model_id() (lalandre_rag.summaries.service.ActSummaryService static method) build_source_context() (in module lalandre_rag.modes.hybrid_helpers) build_source_document() (in module lalandre_rag.response.builder) build_source_trace() (in module lalandre_rag.response.builder) build_sources() (in module lalandre_rag.response.source_builder) build_structured_prompt() (in module lalandre_core.llm.structured) build_subdivision_payload() (in module lalandre_embedding.pipeline) (lalandre_core.repositories.common.payload_builder.PayloadBuilder method) build_weakly_grounded_answer() (in module lalandre_rag.response.policy) build_worker_metrics() (in module lalandre_core.queue.worker_metrics)

C

cache_key() (lalandre_rag.retrieval.result_cache.RetrievalCache static method) CanonicalSummaryGenerator (class in lalandre_rag.summaries.generator) CanonicalSummaryOutput (class in lalandre_rag.summaries.agent) CanonicalSummarySnapshot (class in lalandre_rag.summaries.models) cap_complementary_queries() (lalandre_rag.agentic.models.RetrievalPlannerOutput method) CentralAct (class in lalandre_rag.retrieval.context.community_reports) chunk_act() (in module api_gateway.routers.jobs) chunk_all() (in module api_gateway.routers.jobs) chunk_subdivision() (lalandre_chunking.chunker.Chunker method) (lalandre_chunking.sac_chunker.SACChunker method) ChunkEmbeddingService (class in lalandre_embedding.pipeline) Chunker (class in lalandre_chunking.chunker) chunking_worker module chunking_worker.bootstrap module chunking_worker.service_metrics module chunking_worker.worker module ChunkingComponents (class in chunking_worker.bootstrap) ChunkingConfig (class in lalandre_core.config) ChunkingEmbeddingConfig (class in lalandre_core.config) Chunks (class in lalandre_core.models.chunks) ChunksSQL (class in lalandre_db_postgres.models) clamp_unit_interval() (in module lalandre_rag.scoring) classify_error() (in module lalandre_core.utils.metrics_utils) clean_clarification_question() (lalandre_rag.agentic.models.RetrievalPlannerOutput class method) clean_gap() (lalandre_rag.agentic.models.RetrievalEvaluationOutput class method) clean_intent_label() (lalandre_rag.retrieval.query_parser.ParsedQueryIntent class method) clean_normalized_query() (lalandre_rag.retrieval.query_parser.ParsedQueryIntent class method) clean_optional_text() (lalandre_rag.agentic.models.RoutingIntentOutput class method) clean_primary_query() (lalandre_rag.agentic.models.RetrievalPlannerOutput class method) clean_query() (lalandre_rag.agentic.models.ComplementaryQueryOutput class method) clean_rationale() (lalandre_extraction.llm.models.ExtractedRelationItem class method) (lalandre_rag.agentic.models.RetrievalPlannerOutput class method) (lalandre_rag.agentic.models.RoutingIntentOutput class method) (lalandre_rag.retrieval.query_parser.ParsedQueryIntent class method) clean_refine_rationale() (lalandre_rag.agentic.models.RetrievalRefinementOutput class method) clean_refined_query() (lalandre_rag.agentic.models.RetrievalRefinementOutput class method) clean_sub_questions() (lalandre_rag.agentic.models.DecompositionOutput class method) clean_summary() (lalandre_rag.summaries.agent.CanonicalSummaryOutput class method) clean_text() (lalandre_extraction.llm.models.ExtractedRelationItem class method) clear_act_relations() (lalandre_db_postgres.repository.PostgresRepository static method) clear_act_relationships() (lalandre_db_neo4j.repository.Neo4jRepository method) clear_act_summaries() (lalandre_db_postgres.repository.PostgresRepository static method) clear_chunks() (lalandre_db_postgres.repository.PostgresRepository static method) clear_communities() (lalandre_db_neo4j.repository.Neo4jRepository method) clear_embedding_states() (lalandre_db_postgres.repository.PostgresRepository static method) close() (lalandre_core.repositories.base.repository.BaseRepository method) (lalandre_db_neo4j.repository.Neo4jRepository method) (lalandre_db_postgres.repository.PostgresRepository method) (lalandre_db_qdrant.repository.QdrantRepository method) coerce_bool() (in module lalandre_core.utils.parse_utils) (lalandre_rag.retrieval.query_parser.ParsedQueryIntent class method) coerce_confidence() (lalandre_rag.retrieval.query_parser.ParsedQueryIntent class method)

coerce_finite_float() (in module lalandre_rag.scoring) coerce_float() (in module lalandre_core.utils.parse_utils) coerce_json_object() (in module lalandre_core.http.llm_client) coerce_top_k() (lalandre_rag.retrieval.query_parser.ParsedQueryIntent class method) collect_act_contexts() (in module lalandre_rag.response.builder) collect_cypher_support() (in module rag_service.graph.cypher_branch) collect_samples() (in module scripts.eval_ragas) collect_simple_metrics() (in module scripts.eval_ragas) collection_exists() (lalandre_db_qdrant.repository.QdrantRepository method) CommunityContextEnricher (class in lalandre_rag.graph.community) CommunityEnricherProtocol (class in lalandre_rag.agentic.deps) CommunityNode (class in lalandre_db_neo4j.models) CommunityReport (class in lalandre_rag.retrieval.context.community_reports) CommunityReportBuilder (class in lalandre_rag.retrieval.context.community_reports) compare() (lalandre_rag.adapters.llamaindex.LlamaIndexAdapter method) (lalandre_rag.modes.summarize_mode.CompareMode method) (lalandre_rag.service.RAGService method) CompareMode (class in lalandre_rag.modes.summarize_mode) ComplementaryQueryOutput (class in lalandre_rag.agentic.models) compress_context() (in module lalandre_rag.retrieval.context.compressor) CompressContext (class in lalandre_rag.agentic.graph) compute_payload_hash() (in module lalandre_embedding.pipeline) connection_string (lalandre_core.config.DatabaseConfig property) context_slice_key() (lalandre_rag.adapters.llamaindex.LlamaIndexAdapter static method) context_slices_to_nodes() (lalandre_rag.adapters.llamaindex.LlamaIndexAdapter method) ContextBudgetConfig (class in lalandre_core.config) ContextBuildResult (class in lalandre_rag.graph.context_budget) ContextService (class in lalandre_rag.retrieval.context.service) ContextServiceProtocol (class in lalandre_rag.agentic.deps) ContextSlice (class in lalandre_rag.retrieval.context.models) ConversationContext (class in rag_service.conversation) ConversationManager (class in rag_service.conversation) ConversationMessageSQL (class in lalandre_db_postgres.models) ConversationSQL (class in lalandre_db_postgres.models) convert_dates_to_strings() (in module lalandre_core.utils.date_utils) count_acts() (lalandre_db_postgres.repository.PostgresRepository static method) count_acts_pending_extraction() (lalandre_db_postgres.repository.PostgresRepository static method) count_chunks() (lalandre_db_postgres.repository.PostgresRepository static method) count_embedded_chunks() (lalandre_db_postgres.repository.PostgresRepository static method) count_embedded_subdivisions() (lalandre_db_postgres.repository.PostgresRepository static method) count_subdivisions() (lalandre_db_postgres.repository.PostgresRepository static method) count_subdivisions_without_chunks() (lalandre_db_postgres.repository.PostgresRepository static method) create_act_node() (lalandre_db_neo4j.repository.Neo4jRepository method) create_act_relationship() (lalandre_db_neo4j.repository.Neo4jRepository method) create_blocked_sourced_response() (in module lalandre_rag.response.fallbacks) create_collection() (lalandre_db_qdrant.repository.QdrantRepository method) create_compare_response() (in module lalandre_rag.response.factories) create_conversation() (lalandre_db_postgres.repository.PostgresRepository static method) create_empty_response() (in module lalandre_rag.response.factories) create_llm_only_response() (in module lalandre_rag.response.factories) create_payload_index() (lalandre_db_qdrant.repository.QdrantRepository method) create_rag_response() (in module lalandre_rag.response.factories) create_summarize_response() (in module lalandre_rag.response.factories) create_sync_redis_client() (in module lalandre_core.redis_client) CypherResolution (class in rag_service.graph.cypher_branch) CypherTemplateMatch (class in rag_service.graph.templates)

D

DatabaseConfig (class in lalandre_core.config) DatabaseConnectionError DatabaseOperationError decide_post_generation() (in module lalandre_rag.response.policy) decide_pre_generation() (in module lalandre_rag.response.policy) decompose_query() (in module lalandre_rag.agentic.runtime) DecomposedQuery (class in lalandre_rag.agentic.runtime) DecomposeQuestion (class in lalandre_rag.agentic.graph) DecompositionOutput (class in lalandre_rag.agentic.models) deduplicate_dicts_by_id() (in module lalandre_core.utils.collection_utils) deduplicate_dicts_by_tuple_key() (in module lalandre_core.utils.collection_utils) delete_chunks_for_act() (lalandre_db_postgres.repository.PostgresRepository static method) delete_chunks_for_subdivision() (lalandre_db_postgres.repository.PostgresRepository static method)

delete_conversation() (in module api_gateway.routers.conversations) (in module rag_service.routers.conversations) (lalandre_db_postgres.repository.PostgresRepository static method) delete_embedding_states_for_act_ids() (lalandre_db_postgres.repository.PostgresRepository static method) delete_embedding_states_for_chunk_ids() (lalandre_db_postgres.repository.PostgresRepository static method) delete_points() (lalandre_db_qdrant.repository.QdrantRepository method) delete_points_by_filter() (lalandre_db_qdrant.repository.QdrantRepository method) derive_acronyms() (lalandre_core.linking.entity_linker.LegalEntityLinker class method) derive_aliases() (lalandre_core.linking.entity_linker.LegalEntityLinker class method) describe_citation_validation_failure() (in module lalandre_rag.response.fallbacks) detect() (lalandre_core.linking.ner_client.NerClient method) dispatch_all_act_jobs() (in module lalandre_core.queue.dispatch_all) DocumentMeta (class in lalandre_rag.retrieval.context.models)

E

eli (lalandre_core.linking.entity_linker.ActAliasEntry attribute) (lalandre_core.linking.entity_linker.LinkResolution attribute) embed_act() (in module api_gateway.routers.jobs) embed_all() (in module api_gateway.routers.jobs) embed_batch() (lalandre_embedding.base.EmbeddingProvider method) (lalandre_embedding.pipeline.ChunkEmbeddingService method) (lalandre_embedding.providers.local.LocalEmbedding method) (lalandre_embedding.providers.mistral.MistralEmbedding method) (lalandre_embedding.service.EmbeddingService method) embed_single() (in module embedding_service.main) embed_text() (lalandre_embedding.base.EmbeddingProvider method) (lalandre_embedding.providers.local.LocalEmbedding method) (lalandre_embedding.providers.mistral.MistralEmbedding method) (lalandre_embedding.service.EmbeddingService method) embed_texts() (in module embedding_service.main) EmbedBatchResult (class in lalandre_embedding.pipeline) embedding_max_chars (lalandre_core.config.TokenLimitsConfig property) embedding_service module embedding_service.main module embedding_service.service_metrics module embedding_worker module embedding_worker.bootstrap module embedding_worker.service_metrics module embedding_worker.worker module EmbeddingComponents (class in embedding_worker.bootstrap) EmbeddingConfig (class in lalandre_core.config) EmbeddingPresetConfig (class in lalandre_core.config) EmbeddingPresetItem (class in api_gateway.routers.embedding) EmbeddingPresetsResponse (class in api_gateway.routers.embedding) EmbeddingProvider (class in lalandre_embedding.base) EmbeddingService (class in lalandre_embedding.service) EmbeddingState (class in lalandre_core.models.embedding_state) EmbeddingStateSQL (class in lalandre_db_postgres.models) EmbeddingSwitchRequest (class in api_gateway.routers.embedding) EmbedRequest (class in embedding_service.main) EmbedResponse (class in embedding_service.main) EmbedSingleResponse (class in embedding_service.main) emit_progress() (in module lalandre_rag.modes.hybrid_helpers) enabled (lalandre_rag.retrieval.result_cache.RetrievalCache property) enabled_embedding_presets() (lalandre_core.config.LalandreConfig method) enforce_cited_answer() (in module lalandre_rag.response.fallbacks) enqueue_job() (in module lalandre_core.queue.job_queue) enrich_results() (lalandre_rag.agentic.deps.ContextServiceProtocol method) (lalandre_rag.retrieval.context.service.ContextService method) ensure_components() (chunking_worker.worker.WorkerRuntime method) (embedding_worker.worker.WorkerRuntime method) (extraction_worker.worker.WorkerRuntime method)

ensure_embedding_state_table() (lalandre_db_postgres.repository.PostgresRepository static method) ensure_graph_rag_service() (in module rag_service.bootstrap) EntityNode (class in lalandre_db_neo4j.models) EnvSettings (class in lalandre_core.config) estimate_tokens() (lalandre_embedding.base.EmbeddingProvider method) (lalandre_embedding.pipeline.ChunkEmbeddingService method) (lalandre_embedding.providers.local.LocalEmbedding method) (lalandre_embedding.providers.mistral.MistralEmbedding method) (lalandre_embedding.service.EmbeddingService method) EvalExample (class in scripts.eval_retrieval) EvalResult (class in lalandre_rag.agentic.runtime) evaluate() (in module scripts.eval_retrieval) evaluate_retrieval() (in module lalandre_rag.agentic.runtime) EvaluateEvidence (class in lalandre_rag.agentic.graph) execute_read_only_query() (lalandre_db_neo4j.repository.Neo4jRepository method) expand() (lalandre_rag.retrieval.query_expansion.LegalQueryExpansionService method) expand_from_acts() (lalandre_db_neo4j.repository.Neo4jRepository method) ExpandedQuery (class in lalandre_rag.retrieval.query_expansion) ExternalDetection (class in lalandre_rag.prose_linker) extract_act() (in module api_gateway.routers.jobs) extract_all() (in module api_gateway.routers.jobs) extract_and_store_for_act() (extraction_worker.graph.relation_service.RelationGraphService method) extract_cypher() (in module lalandre_rag.graph.helpers) extract_json_object() (in module lalandre_core.utils.parse_utils) extract_metadata() (in module lalandre_embedding.pipeline) extract_relations() (lalandre_extraction.llm.client.ExtractionLLMClient method) (lalandre_extraction.relation_extractor.RegulatoryRelationExtractor method) extract_source_ids() (in module lalandre_rag.response.fallbacks) extract_trace() (in module lalandre_rag.retrieval.trace) extract_user_id() (in module api_gateway.deps) (in module rag_service.routers._deps) ExtractedRelation (class in lalandre_extraction.relation_extractor) ExtractedRelationItem (class in lalandre_extraction.llm.models) extraction_worker module extraction_worker.bootstrap module extraction_worker.graph module extraction_worker.graph.community_builder module extraction_worker.graph.relation_service module extraction_worker.service_metrics module extraction_worker.worker module ExtractionComponents (class in extraction_worker.bootstrap) ExtractionConfidenceConfig (class in lalandre_core.config) ExtractionConfig (class in lalandre_core.config) ExtractionLLMClient (class in lalandre_extraction.llm.client) ExtractionMetricsRecorder (class in lalandre_extraction.metrics) ExtractionOutput (class in lalandre_extraction.llm.models)

F

fetch_graph_context() (in module lalandre_rag.modes.hybrid_graph) flatten_policy_sources() (in module lalandre_rag.response.policy) flatten_source_items() (in module lalandre_rag.response.fallbacks) format_cypher_rows_for_context() (in module lalandre_rag.graph.helpers) format_date() (in module lalandre_core.utils.date_utils) format_doc_location() (in module lalandre_rag.response.builder) format_float() (in module scripts.bench_utils) format_reports_block() (in module lalandre_rag.modes.hybrid_helpers) format_source_header() (in module lalandre_rag.response.builder)

from_embedding_service_with_auto_collection() (lalandre_db_qdrant.repository.QdrantRepository class method) from_env() (lalandre_core.config.LalandreConfig class method) (lalandre_core.utils.api_key_pool.APIKeyPool class method) from_key_pool() (lalandre_core.http.llm_client.SharedKeyPoolJSONHTTPLLMClient class method) from_overrides() (lalandre_rag.retrieval.search_config.ResolvedSearchConfig class method) from_routing_output() (lalandre_rag.retrieval.query_parser.ParsedQueryIntent class method) from_runtime() (lalandre_extraction.llm.client.ExtractionLLMClient class method) (lalandre_rag.retrieval.query_parser.LLMQueryParserClient class method) full_reset_pipeline() (in module api_gateway.routers.admin_pipeline) fuse() (lalandre_rag.retrieval.fusion_service.ResultFusionService method)

G

GatewayConfig (class in lalandre_core.config) generate() (lalandre_core.http.llm_client.JSONHTTPLLMClient method) (lalandre_core.http.llm_client.SharedKeyPoolJSONHTTPLLMClient method) (lalandre_rag.summaries.generator.CanonicalSummaryGenerator method) generate_qa_pairs() (in module scripts.generate_eval_dataset) generate_report() (in module scripts.report_generator) generate_retrieval_queries() (in module scripts.generate_eval_dataset) generation() (lalandre_rag.summaries.models.SummaryTraceRecorder static method) GenerationConfig (class in lalandre_core.config) get() (lalandre_rag.retrieval.result_cache.RetrievalCache method) get_act_by_celex() (lalandre_db_postgres.repository.PostgresRepository static method) get_act_summary() (lalandre_db_postgres.repository.PostgresRepository static method) get_cache_size() (lalandre_embedding.base.SupportsCacheSize method) (lalandre_embedding.providers.local.LocalEmbedding method) get_canonical_summary_by_celex() (lalandre_rag.summaries.service.ActSummaryService method) get_chunk_status() (in module api_gateway.routers.jobs) get_chunker() (in module lalandre_chunking) get_collection_info() (lalandre_db_qdrant.repository.QdrantRepository method) get_communities_for_acts() (lalandre_db_neo4j.repository.Neo4jRepository method) get_components() (in module rag_service.routers._deps) get_config() (in module lalandre_core.config) get_config_info() (in module rag_service.main) get_conversation() (lalandre_db_postgres.repository.PostgresRepository static method) get_conversation_messages() (in module api_gateway.routers.conversations) (in module rag_service.routers.conversations) (lalandre_db_postgres.repository.PostgresRepository static method) get_current_version_for_act() (lalandre_db_postgres.repository.PostgresRepository static method) get_default_embedding_preset() (in module lalandre_core.embedding_presets) (lalandre_core.config.LalandreConfig method) get_default_embedding_preset_id() (in module lalandre_core.embedding_presets) get_embed_status() (in module api_gateway.routers.jobs) get_embedding_preset() (in module lalandre_core.embedding_presets) (lalandre_core.config.LalandreConfig method) get_embedding_service() (in module embedding_service.main) get_embedding_state_map() (lalandre_db_postgres.repository.PostgresRepository static method) get_env_settings() (in module lalandre_core.config) get_extract_status() (in module api_gateway.routers.jobs)

get_gateway_config() (in module lalandre_core.config) get_job_status() (in module api_gateway.job_service) get_langchain_prompt() (in module lalandre_rag.prompts) get_llamaindex_prompt() (in module lalandre_rag.prompts) get_max_input_tokens() (lalandre_embedding.base.EmbeddingProvider method) (lalandre_embedding.providers.local.LocalEmbedding method) (lalandre_embedding.providers.mistral.MistralEmbedding method) (lalandre_embedding.service.EmbeddingService method) get_neo4j_type() (lalandre_db_neo4j.models.ActRelationship method) get_num_keys() (lalandre_embedding.base.SupportsNumKeys method) (lalandre_embedding.providers.mistral.MistralEmbedding method) get_postgres_connection_string() (in module lalandre_core.config) get_reconcile_params() (in module lalandre_core.queue.worker_config) get_redis() (in module api_gateway.main) get_runtime_config() (in module api_gateway.deps) get_schema() (lalandre_core.repositories.common.schema_loader.PayloadSchemaLoader method) get_session() (lalandre_db_neo4j.repository.Neo4jRepository method) (lalandre_db_postgres.repository.PostgresRepository method) get_statistics() (lalandre_db_neo4j.repository.Neo4jRepository method) (lalandre_db_qdrant.repository.QdrantRepository method) (lalandre_rag.retrieval.bm25_search.BM25SearchService method) (lalandre_rag.retrieval.fusion_service.ResultFusionService method) (lalandre_rag.retrieval.semantic_search.SemanticSearchService method) (lalandre_rag.retrieval.service.RetrievalService method) (lalandre_rag.service.RAGService method) get_system_config() (in module api_gateway.routers.config) get_text2cypher_prompt_template() (in module lalandre_rag.prompts) get_vector_size() (lalandre_embedding.base.EmbeddingProvider method) (lalandre_embedding.providers.local.LocalEmbedding method) (lalandre_embedding.providers.mistral.MistralEmbedding method) (lalandre_embedding.service.EmbeddingService method) GraphConfig (class in lalandre_core.config) GraphContextBudget (class in lalandre_rag.graph.context_budget) GraphFetchResult (class in lalandre_rag.modes.hybrid_helpers) GraphQueryResult (class in lalandre_db_neo4j.models) GraphRAGService (class in lalandre_rag.graph.service) GraphRAGServiceProtocol (class in lalandre_rag.agentic.deps) GraphSupportDecision (class in lalandre_rag.agentic.models)

H

handle_compare_mode() (in module rag_service.mode_handlers) handle_llm_only_mode() (in module rag_service.mode_handlers) handle_rag_mode() (in module rag_service.mode_handlers) handle_summarize_mode() (in module rag_service.mode_handlers) has_explicit_legal_reference() (in module lalandre_rag.retrieval.strategies.hybrid) health() (in module rerank_service.main) health_check() (in module api_gateway.routers.health) (in module embedding_service.main) (in module rag_service.main) (lalandre_core.repositories.base.repository.BaseRepository method) (lalandre_db_neo4j.repository.Neo4jRepository method) (lalandre_db_postgres.repository.PostgresRepository method) (lalandre_db_qdrant.repository.QdrantRepository method)

HealthResponse (class in embedding_service.main) (class in rag_service.models) hybrid_with_embedding() (lalandre_rag.retrieval.strategies.hybrid.HybridStrategyMixin method) HybridMode (class in lalandre_rag.modes.hybrid_mode) HybridStrategyMixin (class in lalandre_rag.retrieval.strategies.hybrid)

I

indexing_enabled_embedding_presets() (lalandre_core.config.LalandreConfig method) infer_citation_status() (in module lalandre_rag.response.policy) infer_evidence_grade() (in module lalandre_rag.response.policy) infer_intent_class() (in module lalandre_rag.response.policy) infer_query_outcome() (in module rag_service.metrics.service) infer_regulatory_level() (in module lalandre_core.utils.regulatory_level) init_components() (in module chunking_worker.bootstrap) (in module embedding_worker.bootstrap) (in module extraction_worker.bootstrap) (in module rag_service.bootstrap) initialize_routers() (in module api_gateway.main)

insert_chunk_records() (lalandre_db_postgres.repository.PostgresRepository static method) instrumented_process_job() (in module lalandre_core.queue.worker_loop) internal_error_handler() (in module api_gateway.main) invoke() (lalandre_core.llm.langchain.PooledChatModel method) (lalandre_core.llm.langchain.SharedKeyPoolChatModel method) is_anchored_legal_question() (in module lalandre_rag.response.policy) is_available() (lalandre_rag.graph.neo4j_adapter.Neo4jGraphRAGAdapter method) is_default_summary_question() (in module lalandre_rag.summaries.models) is_eurlex_celex() (in module lalandre_core.utils.celex_utils) is_generic_target() (in module lalandre_core.linking.heuristics) is_legifrance_celex() (in module lalandre_core.utils.celex_utils) is_valid_celex() (in module lalandre_core.utils.celex_utils)

J

job_already_queued() (in module lalandre_core.queue.job_queue) JobPayload (class in lalandre_core.queue.job_queue) JobResponse (class in api_gateway.job_service)

JobStatus (class in api_gateway.job_service) json_payload_from_text() (in module lalandre_core.llm.structured) JSONHTTPLLMClient (class in lalandre_core.http.llm_client)

L

lalandre_chunking module lalandre_chunking.chunker module lalandre_chunking.pipeline module lalandre_chunking.sac_chunker module lalandre_core module lalandre_core.config module lalandre_core.embedding_presets module lalandre_core.http module lalandre_core.http.llm_client module lalandre_core.http.middleware module lalandre_core.linking module lalandre_core.linking.entity_linker module lalandre_core.linking.heuristics module lalandre_core.linking.ner_client module lalandre_core.llm module lalandre_core.llm.langchain module lalandre_core.llm.providers module lalandre_core.llm.structured module lalandre_core.logging_setup module lalandre_core.models module lalandre_core.models.act_metadata module lalandre_core.models.act_relations module lalandre_core.models.act_subjects module lalandre_core.models.acts module lalandre_core.models.chunks module lalandre_core.models.embedding_state module lalandre_core.models.subdivisions module lalandre_core.models.subject_matters module lalandre_core.models.types module lalandre_core.models.types.act_type module lalandre_core.models.types.language_code module lalandre_core.models.types.relation_type module lalandre_core.models.types.subdivision_type module lalandre_core.models.types.version_type module lalandre_core.models.versions module lalandre_core.queue module lalandre_core.queue.dispatch_all module lalandre_core.queue.job_queue module lalandre_core.queue.reconcile module lalandre_core.queue.worker_config module lalandre_core.queue.worker_loop module lalandre_core.queue.worker_metrics module lalandre_core.redis_client module lalandre_core.repositories module lalandre_core.repositories.base module lalandre_core.repositories.base.exceptions module lalandre_core.repositories.base.repository module lalandre_core.repositories.common module lalandre_core.repositories.common.payload_builder module lalandre_core.repositories.common.schema_loader module lalandre_core.runtime_values module lalandre_core.utils module lalandre_core.utils.api_key_pool module lalandre_core.utils.celex_utils module lalandre_core.utils.collection_utils module lalandre_core.utils.date_utils module lalandre_core.utils.metrics_utils module lalandre_core.utils.mode_aliases module lalandre_core.utils.parse_utils module lalandre_core.utils.regulatory_level module lalandre_core.utils.shared_key_pool module lalandre_core.utils.text_utils module lalandre_db_neo4j module lalandre_db_neo4j.models module lalandre_db_neo4j.repository module lalandre_db_postgres module lalandre_db_postgres.models module lalandre_db_postgres.repository module lalandre_db_qdrant module lalandre_db_qdrant.models module lalandre_db_qdrant.repository module lalandre_embedding module lalandre_embedding.base module lalandre_embedding.pipeline module lalandre_embedding.providers module lalandre_embedding.providers.local module lalandre_embedding.providers.mistral module lalandre_embedding.service module lalandre_extraction module lalandre_extraction.llm module lalandre_extraction.llm.agent module lalandre_extraction.llm.client module lalandre_extraction.llm.models module lalandre_extraction.metrics module lalandre_extraction.prompts module lalandre_extraction.relation_extractor module lalandre_rag module lalandre_rag.adapters module lalandre_rag.adapters.llamaindex module lalandre_rag.agentic module lalandre_rag.agentic.deps module

lalandre_rag.agentic.graph module lalandre_rag.agentic.models module lalandre_rag.agentic.runtime module lalandre_rag.agentic.tools module lalandre_rag.citation_sanitizer module lalandre_rag.graph module lalandre_rag.graph.community module lalandre_rag.graph.context_budget module lalandre_rag.graph.helpers module lalandre_rag.graph.map_reduce module lalandre_rag.graph.neo4j_adapter module lalandre_rag.graph.ranker module lalandre_rag.graph.service module lalandre_rag.graph.source_payloads module lalandre_rag.linker_factory module lalandre_rag.llm module lalandre_rag.llm.factory module lalandre_rag.models module lalandre_rag.models.api module lalandre_rag.modes module lalandre_rag.modes.hybrid_generation module lalandre_rag.modes.hybrid_graph module lalandre_rag.modes.hybrid_helpers module lalandre_rag.modes.hybrid_mode module lalandre_rag.modes.llm_mode module lalandre_rag.modes.summarize_mode module lalandre_rag.ner_external module lalandre_rag.prompts module lalandre_rag.prose_linker module lalandre_rag.prose_rewriter module lalandre_rag.response module lalandre_rag.response.builder module lalandre_rag.response.factories module lalandre_rag.response.fallbacks module lalandre_rag.response.policy module lalandre_rag.response.source_builder module lalandre_rag.retrieval module lalandre_rag.retrieval.bm25_search module lalandre_rag.retrieval.context module lalandre_rag.retrieval.context.community_reports module lalandre_rag.retrieval.context.compressor module lalandre_rag.retrieval.context.models module lalandre_rag.retrieval.context.service module lalandre_rag.retrieval.decomposer module lalandre_rag.retrieval.evaluator module lalandre_rag.retrieval.fusion_service module lalandre_rag.retrieval.metrics module lalandre_rag.retrieval.overview module lalandre_rag.retrieval.planner module lalandre_rag.retrieval.query_expansion module lalandre_rag.retrieval.query_parser module lalandre_rag.retrieval.query_router module lalandre_rag.retrieval.query_utils module lalandre_rag.retrieval.rerank_service module lalandre_rag.retrieval.result module lalandre_rag.retrieval.result_cache module lalandre_rag.retrieval.search_config module lalandre_rag.retrieval.semantic_search module lalandre_rag.retrieval.service module lalandre_rag.retrieval.strategies module lalandre_rag.retrieval.strategies.hybrid module lalandre_rag.retrieval.strategies.lexical module lalandre_rag.retrieval.strategies.semantic module lalandre_rag.retrieval.trace module lalandre_rag.scoring module lalandre_rag.service module lalandre_rag.summaries module lalandre_rag.summaries.agent module lalandre_rag.summaries.generator module lalandre_rag.summaries.models module lalandre_rag.summaries.service module LalandreConfig (class in lalandre_core.config) LanguageCode (class in lalandre_core.models.types.language_code) legacy_metadata() (lalandre_rag.response.policy.ResponsePolicyDecision method) LegalEntityLinker (class in lalandre_core.linking.entity_linker) LegalQueryExpansionService (class in lalandre_rag.retrieval.query_expansion) level_to_label() (in module lalandre_core.utils.regulatory_level) lexical_only() (lalandre_rag.retrieval.strategies.lexical.LexicalStrategyMixin method) LexicalStrategyMixin (class in lalandre_rag.retrieval.strategies.lexical) lifespan() (in module api_gateway.main) (in module embedding_service.main) (in module rag_service.main) (in module rerank_service.main) link_acts_to_communities() (lalandre_db_neo4j.repository.Neo4jRepository method) link_prose() (in module lalandre_rag.prose_linker) LinkResolution (class in lalandre_core.linking.entity_linker) list_acts_with_metadata() (lalandre_db_postgres.repository.PostgresRepository static method) list_celex_needing_canonical_summary() (lalandre_rag.summaries.service.ActSummaryService method) list_chunk_ids_for_act() (lalandre_db_postgres.repository.PostgresRepository static method) list_chunk_ids_for_subdivision() (lalandre_db_postgres.repository.PostgresRepository static method) list_chunks_for_act() (lalandre_db_postgres.repository.PostgresRepository static method) list_conversations() (in module api_gateway.routers.conversations) (in module rag_service.routers.conversations) (lalandre_db_postgres.repository.PostgresRepository static method) list_embedding_presets() (in module lalandre_core.embedding_presets) list_presets() (in module api_gateway.routers.embedding) list_subdivisions_for_act() (lalandre_db_postgres.repository.PostgresRepository static method) list_subdivisions_for_act_version() (lalandre_db_postgres.repository.PostgresRepository static method) LlamaIndexAdapter (class in lalandre_rag.adapters.llamaindex) LLMMode (class in lalandre_rag.modes.llm_mode) LLMQueryParserClient (class in lalandre_rag.retrieval.query_parser) load() (lalandre_rag.retrieval.rerank_service.RerankService method) load_dataset() (in module scripts.eval_ragas) (in module scripts.eval_retrieval) load_history() (rag_service.conversation.ConversationManager method) load_prompt_template() (in module lalandre_extraction.llm.client) LoadConversationContext (class in lalandre_rag.agentic.graph) LocalEmbedding (class in lalandre_embedding.providers.local) looks_like_identifier() (in module lalandre_core.linking.heuristics) lookup() (lalandre_rag.summaries.models.SummaryTraceRecorder static method)

M

main() (in module chunking_worker.worker) (in module embedding_worker.worker) (in module extraction_worker.worker) (in module scripts.backfill_regulatory_level) (in module scripts.benchmark_graphrag) (in module scripts.benchmark_rag) (in module scripts.diag_ner_vs_regex) (in module scripts.eval_ragas) (in module scripts.eval_retrieval) (in module scripts.extract_scope) (in module scripts.generate_eval_dataset) (in module scripts.merge_entities) (in module scripts.report_generator) (in module scripts.split_scope) make_article_level_chunks() (in module lalandre_chunking.pipeline) make_collection_name() (lalandre_db_qdrant.repository.QdrantRepository static method) make_http_instrumentation_middleware() (in module lalandre_core.http.middleware) make_key() (in module scripts.merge_entities) make_single_chunk() (lalandre_chunking.chunker.Chunker method) make_state_record() (in module lalandre_embedding.pipeline) map_reduce_generate() (in module lalandre_rag.graph.map_reduce) match_template() (in module rag_service.graph.templates) MaybeFetchGraphSupport (class in lalandre_rag.agentic.graph) mean_pool_vectors() (in module lalandre_embedding.pipeline) merge_sources_payload() (in module lalandre_rag.response.fallbacks) metrics() (in module api_gateway.main) (in module embedding_service.main) (in module rag_service.main) MistralEmbedding (class in lalandre_embedding.providers.mistral) model (lalandre_extraction.llm.client.ExtractionLLMClient property) model_config (api_gateway.job_service.JobResponse attribute) (api_gateway.job_service.JobStatus attribute) (api_gateway.routers.admin_pipeline.PipelineFullResetResponse attribute) (api_gateway.routers.admin_pipeline.PipelineRunningJob attribute) (api_gateway.routers.embedding.EmbeddingPresetItem attribute) (api_gateway.routers.embedding.EmbeddingPresetsResponse attribute) (api_gateway.routers.embedding.EmbeddingSwitchRequest attribute) (api_gateway.routers.rag_proxy.QueryRequest attribute) (embedding_service.main.EmbedRequest attribute) (embedding_service.main.EmbedResponse attribute) (embedding_service.main.EmbedSingleResponse attribute) (embedding_service.main.HealthResponse attribute) (embedding_service.main.ServiceInfoResponse attribute) (lalandre_core.config.ChunkingConfig attribute) (lalandre_core.config.ChunkingEmbeddingConfig attribute) (lalandre_core.config.ContextBudgetConfig attribute) (lalandre_core.config.DatabaseConfig attribute) (lalandre_core.config.EmbeddingConfig attribute) (lalandre_core.config.EmbeddingPresetConfig attribute) (lalandre_core.config.EnvSettings attribute) (lalandre_core.config.ExtractionConfidenceConfig attribute) (lalandre_core.config.ExtractionConfig attribute) (lalandre_core.config.GatewayConfig attribute) (lalandre_core.config.GenerationConfig attribute) (lalandre_core.config.GraphConfig attribute) (lalandre_core.config.LalandreConfig attribute) (lalandre_core.config.SearchConfig attribute) (lalandre_core.config.TokenLimitsConfig attribute) (lalandre_core.config.VectorConfig attribute) (lalandre_core.config.WorkersConfig attribute) (lalandre_core.models.act_metadata.ActMetadata attribute) (lalandre_core.models.act_relations.ActRelations attribute) (lalandre_core.models.act_subjects.ActSubjects attribute) (lalandre_core.models.acts.Acts attribute) (lalandre_core.models.chunks.Chunks attribute) (lalandre_core.models.embedding_state.EmbeddingState attribute) (lalandre_core.models.subdivisions.Subdivisions attribute) (lalandre_core.models.subject_matters.SubjectMatters attribute) (lalandre_core.models.versions.Versions attribute) (lalandre_db_neo4j.models.ActNode attribute) (lalandre_db_neo4j.models.ActRelationship attribute) (lalandre_db_neo4j.models.CommunityNode attribute) (lalandre_db_neo4j.models.EntityNode attribute) (lalandre_db_neo4j.models.GraphQueryResult attribute) (lalandre_db_qdrant.models.SearchResult attribute) (lalandre_db_qdrant.models.VectorPoint attribute) (lalandre_extraction.llm.models.ExtractedRelationItem attribute) (lalandre_extraction.llm.models.ExtractionOutput attribute) (lalandre_extraction.relation_extractor.ExtractedRelation attribute) (lalandre_rag.agentic.models.ComplementaryQueryOutput attribute) (lalandre_rag.agentic.models.DecompositionOutput attribute) (lalandre_rag.agentic.models.GraphSupportDecision attribute) (lalandre_rag.agentic.models.PhaseTraceEvent attribute) (lalandre_rag.agentic.models.RetrievalEvaluationOutput attribute) (lalandre_rag.agentic.models.RetrievalPlannerOutput attribute) (lalandre_rag.agentic.models.RetrievalRefinementOutput attribute) (lalandre_rag.agentic.models.RoutingIntentOutput attribute) (lalandre_rag.models.api.QueryResponse attribute) (lalandre_rag.models.api.SearchRequest attribute) (lalandre_rag.models.api.SearchResponse attribute) (lalandre_rag.models.api.SearchResult attribute) (lalandre_rag.models.api.SourcesResponse attribute) (lalandre_rag.response.builder.RAGResponse attribute) (lalandre_rag.response.builder.SourcesBlock attribute) (lalandre_rag.retrieval.query_parser.ParsedQueryIntent attribute) (lalandre_rag.summaries.agent.CanonicalSummaryOutput attribute) (rag_service.models.HealthResponse attribute) (rag_service.models.QueryRequest attribute) (rerank_service.models.RerankDocument attribute) (rerank_service.models.RerankRequest attribute) (rerank_service.models.RerankResponse attribute) (rerank_service.models.RerankResult attribute) module api_gateway api_gateway.auth api_gateway.bootstrap api_gateway.deps api_gateway.job_service api_gateway.main api_gateway.rate_limit api_gateway.routers api_gateway.routers.admin_pipeline api_gateway.routers.config api_gateway.routers.conversations api_gateway.routers.embedding api_gateway.routers.health api_gateway.routers.jobs api_gateway.routers.rag_proxy api_gateway.service_metrics chunking_worker chunking_worker.bootstrap chunking_worker.service_metrics chunking_worker.worker embedding_service embedding_service.main embedding_service.service_metrics embedding_worker embedding_worker.bootstrap embedding_worker.service_metrics embedding_worker.worker extraction_worker extraction_worker.bootstrap extraction_worker.graph extraction_worker.graph.community_builder extraction_worker.graph.relation_service extraction_worker.service_metrics extraction_worker.worker lalandre_chunking lalandre_chunking.chunker lalandre_chunking.pipeline lalandre_chunking.sac_chunker lalandre_core lalandre_core.config lalandre_core.embedding_presets lalandre_core.http lalandre_core.http.llm_client lalandre_core.http.middleware lalandre_core.linking lalandre_core.linking.entity_linker lalandre_core.linking.heuristics lalandre_core.linking.ner_client lalandre_core.llm lalandre_core.llm.langchain lalandre_core.llm.providers lalandre_core.llm.structured lalandre_core.logging_setup lalandre_core.models lalandre_core.models.act_metadata lalandre_core.models.act_relations lalandre_core.models.act_subjects lalandre_core.models.acts lalandre_core.models.chunks lalandre_core.models.embedding_state lalandre_core.models.subdivisions lalandre_core.models.subject_matters lalandre_core.models.types lalandre_core.models.types.act_type lalandre_core.models.types.language_code lalandre_core.models.types.relation_type lalandre_core.models.types.subdivision_type lalandre_core.models.types.version_type lalandre_core.models.versions lalandre_core.queue lalandre_core.queue.dispatch_all lalandre_core.queue.job_queue lalandre_core.queue.reconcile lalandre_core.queue.worker_config lalandre_core.queue.worker_loop lalandre_core.queue.worker_metrics lalandre_core.redis_client lalandre_core.repositories lalandre_core.repositories.base lalandre_core.repositories.base.exceptions lalandre_core.repositories.base.repository lalandre_core.repositories.common lalandre_core.repositories.common.payload_builder lalandre_core.repositories.common.schema_loader lalandre_core.runtime_values lalandre_core.utils lalandre_core.utils.api_key_pool lalandre_core.utils.celex_utils lalandre_core.utils.collection_utils lalandre_core.utils.date_utils lalandre_core.utils.metrics_utils lalandre_core.utils.mode_aliases lalandre_core.utils.parse_utils lalandre_core.utils.regulatory_level lalandre_core.utils.shared_key_pool lalandre_core.utils.text_utils lalandre_db_neo4j lalandre_db_neo4j.models lalandre_db_neo4j.repository lalandre_db_postgres lalandre_db_postgres.models lalandre_db_postgres.repository lalandre_db_qdrant lalandre_db_qdrant.models lalandre_db_qdrant.repository lalandre_embedding lalandre_embedding.base lalandre_embedding.pipeline lalandre_embedding.providers lalandre_embedding.providers.local lalandre_embedding.providers.mistral lalandre_embedding.service lalandre_extraction lalandre_extraction.llm lalandre_extraction.llm.agent lalandre_extraction.llm.client lalandre_extraction.llm.models lalandre_extraction.metrics lalandre_extraction.prompts lalandre_extraction.relation_extractor lalandre_rag lalandre_rag.adapters lalandre_rag.adapters.llamaindex lalandre_rag.agentic lalandre_rag.agentic.deps lalandre_rag.agentic.graph lalandre_rag.agentic.models lalandre_rag.agentic.runtime lalandre_rag.agentic.tools lalandre_rag.citation_sanitizer lalandre_rag.graph lalandre_rag.graph.community lalandre_rag.graph.context_budget lalandre_rag.graph.helpers lalandre_rag.graph.map_reduce lalandre_rag.graph.neo4j_adapter lalandre_rag.graph.ranker lalandre_rag.graph.service lalandre_rag.graph.source_payloads lalandre_rag.linker_factory lalandre_rag.llm lalandre_rag.llm.factory lalandre_rag.models lalandre_rag.models.api lalandre_rag.modes lalandre_rag.modes.hybrid_generation lalandre_rag.modes.hybrid_graph lalandre_rag.modes.hybrid_helpers lalandre_rag.modes.hybrid_mode lalandre_rag.modes.llm_mode lalandre_rag.modes.summarize_mode lalandre_rag.ner_external lalandre_rag.prompts lalandre_rag.prose_linker lalandre_rag.prose_rewriter lalandre_rag.response lalandre_rag.response.builder lalandre_rag.response.factories lalandre_rag.response.fallbacks lalandre_rag.response.policy lalandre_rag.response.source_builder lalandre_rag.retrieval lalandre_rag.retrieval.bm25_search lalandre_rag.retrieval.context lalandre_rag.retrieval.context.community_reports lalandre_rag.retrieval.context.compressor lalandre_rag.retrieval.context.models lalandre_rag.retrieval.context.service lalandre_rag.retrieval.decomposer lalandre_rag.retrieval.evaluator lalandre_rag.retrieval.fusion_service lalandre_rag.retrieval.metrics lalandre_rag.retrieval.overview lalandre_rag.retrieval.planner lalandre_rag.retrieval.query_expansion lalandre_rag.retrieval.query_parser lalandre_rag.retrieval.query_router lalandre_rag.retrieval.query_utils lalandre_rag.retrieval.rerank_service lalandre_rag.retrieval.result lalandre_rag.retrieval.result_cache lalandre_rag.retrieval.search_config lalandre_rag.retrieval.semantic_search lalandre_rag.retrieval.service lalandre_rag.retrieval.strategies lalandre_rag.retrieval.strategies.hybrid lalandre_rag.retrieval.strategies.lexical lalandre_rag.retrieval.strategies.semantic lalandre_rag.retrieval.trace lalandre_rag.scoring lalandre_rag.service lalandre_rag.summaries lalandre_rag.summaries.agent lalandre_rag.summaries.generator lalandre_rag.summaries.models lalandre_rag.summaries.service rag_service rag_service.bootstrap rag_service.conversation rag_service.graph rag_service.graph.cypher_branch rag_service.graph.intent rag_service.graph.templates rag_service.main rag_service.metrics rag_service.metrics.retrieval rag_service.metrics.service rag_service.mode_handlers rag_service.models rag_service.routers rag_service.routers._deps rag_service.routers.conversations rag_service.routers.query rag_service.routers.search rag_service.routers.stream rerank_service rerank_service.main rerank_service.models scripts scripts.backfill_regulatory_level scripts.bench_utils scripts.benchmark_graphrag scripts.benchmark_rag scripts.diag_ner_vs_regex scripts.eval_ragas scripts.eval_retrieval scripts.extract_scope scripts.generate_eval_dataset scripts.merge_entities scripts.report_generator scripts.split_scope

N

Neo4jGraphRAGAdapter (class in lalandre_rag.graph.neo4j_adapter) Neo4jRepository (class in lalandre_db_neo4j.repository) NerClient (class in lalandre_core.linking.ner_client) NerSpan (class in lalandre_core.linking.ner_client) next_key() (lalandre_core.utils.api_key_pool.APIKeyPool method) non_negative() (in module lalandre_rag.scoring) normalize() (in module scripts.merge_entities) normalize_base_url() (in module lalandre_core.llm.providers) normalize_by_max() (in module lalandre_rag.scoring) normalize_celex() (in module lalandre_core.utils.celex_utils) normalize_celex_fields() (rag_service.models.QueryRequest method) normalize_citation_tags() (in module lalandre_rag.citation_sanitizer) normalize_cypher_candidate() (in module lalandre_rag.graph.helpers)

normalize_execution_mode() (lalandre_rag.retrieval.query_parser.ParsedQueryIntent class method) normalize_granularity() (in module lalandre_core.utils.metrics_utils) (lalandre_rag.agentic.models.RoutingIntentOutput class method) (lalandre_rag.retrieval.query_parser.ParsedQueryIntent class method) normalize_intent_class() (lalandre_rag.agentic.models.RetrievalPlannerOutput class method) normalize_label() (in module lalandre_core.utils.metrics_utils) normalize_profile() (lalandre_rag.retrieval.query_parser.ParsedQueryIntent class method) normalize_provider() (in module lalandre_core.llm.providers) normalize_relation_type() (lalandre_extraction.llm.models.ExtractedRelationItem class method) normalize_search_mode() (in module lalandre_core.utils.metrics_utils) normalize_sources_payload() (in module lalandre_rag.response.fallbacks) normalize_text() (in module lalandre_core.utils.text_utils) normalized_global_shares() (lalandre_core.config.ContextBudgetConfig method) not_found_handler() (in module api_gateway.main)

O

observe_call() (extraction_worker.service_metrics.PrometheusExtractionMetricsRecorder method) (lalandre_extraction.metrics.ExtractionMetricsRecorder method) observe_embed_error() (in module embedding_service.service_metrics) observe_embed_request() (in module embedding_service.service_metrics) observe_error() (extraction_worker.service_metrics.PrometheusExtractionMetricsRecorder method) (lalandre_extraction.metrics.ExtractionMetricsRecorder method) (lalandre_rag.retrieval.metrics.RetrievalMetricsRecorder method) (rag_service.metrics.retrieval.PrometheusRetrievalMetricsRecorder method) observe_extraction_llm_call() (in module lalandre_extraction.metrics) observe_extraction_llm_error() (in module lalandre_extraction.metrics) observe_extraction_llm_relations() (in module lalandre_extraction.metrics) observe_http_request() (in module api_gateway.service_metrics) (in module embedding_service.service_metrics) (in module rag_service.metrics.service)

observe_json_parse() (extraction_worker.service_metrics.PrometheusExtractionMetricsRecorder method) (lalandre_extraction.metrics.ExtractionMetricsRecorder method) observe_phase() (lalandre_rag.retrieval.metrics.RetrievalMetricsRecorder method) (rag_service.metrics.retrieval.PrometheusRetrievalMetricsRecorder method) observe_provider_error() (in module rag_service.metrics.service) observe_provider_fallbacks() (in module rag_service.metrics.service) observe_proxy_error() (in module api_gateway.service_metrics) observe_query_request() (in module api_gateway.service_metrics) (in module rag_service.metrics.service) observe_relations() (extraction_worker.service_metrics.PrometheusExtractionMetricsRecorder method) (lalandre_extraction.metrics.ExtractionMetricsRecorder method) observe_retrieval_error() (in module lalandre_rag.retrieval.metrics) observe_retrieval_phase() (in module lalandre_rag.retrieval.metrics) observe_search_request() (in module api_gateway.service_metrics) (in module rag_service.metrics.service)

P

parse() (lalandre_rag.retrieval.query_parser.LLMQueryParserClient method) parse_args() (in module scripts.benchmark_rag) (in module scripts.eval_ragas) (in module scripts.eval_retrieval) (in module scripts.generate_eval_dataset) parse_job_payload() (in module lalandre_core.queue.worker_loop) ParsedQueryIntent (class in lalandre_rag.retrieval.query_parser) PayloadBuilder (class in lalandre_core.repositories.common.payload_builder) PayloadSchemaLoader (class in lalandre_core.repositories.common.schema_loader) percentile() (in module scripts.bench_utils) PhaseTraceEvent (class in lalandre_rag.agentic.models) PipelineFullResetResponse (class in api_gateway.routers.admin_pipeline) PipelineRunningJob (class in api_gateway.routers.admin_pipeline) plan_retrieval() (in module lalandre_rag.agentic.runtime) PlanningContext (class in lalandre_rag.agentic.models) PlanningEarlyExit (class in lalandre_rag.agentic.models) PlanningGraphState (class in lalandre_rag.agentic.models) PlanRetrieval (class in lalandre_rag.agentic.graph) PooledChatModel (class in lalandre_core.llm.langchain) PostgresRepository (class in lalandre_db_postgres.repository) prepare_act_document_embedding() (in module lalandre_embedding.pipeline)

prepare_article_level_plan() (in module lalandre_chunking.pipeline) prepare_chunk_embeddings() (in module lalandre_embedding.pipeline) prepare_subdivision_embeddings() (in module lalandre_embedding.pipeline) process_build_communities() (in module extraction_worker.worker) process_chunk_act() (in module chunking_worker.worker) process_chunk_all() (in module chunking_worker.worker) process_embed_act() (in module embedding_worker.worker) process_embed_all() (in module embedding_worker.worker) process_extract_act() (in module extraction_worker.worker) process_extract_all() (in module extraction_worker.worker) process_job() (in module chunking_worker.worker) (in module embedding_worker.worker) (in module extraction_worker.worker) process_query() (in module rag_service.routers.query) process_query_stream() (in module rag_service.routers.stream) process_summarize_act() (in module extraction_worker.worker) process_summarize_all() (in module extraction_worker.worker) PrometheusExtractionMetricsRecorder (class in extraction_worker.service_metrics) PrometheusRetrievalMetricsRecorder (class in rag_service.metrics.retrieval) provider (lalandre_extraction.llm.client.ExtractionLLMClient property) purge_orphan_embedding_states() (lalandre_db_postgres.repository.PostgresRepository static method)

Q

QAExample (class in scripts.eval_ragas) QdrantRepository (class in lalandre_db_qdrant.repository) query() (in module api_gateway.routers.rag_proxy) (lalandre_rag.modes.hybrid_mode.HybridMode method) (lalandre_rag.modes.llm_mode.LLMMode method) (lalandre_rag.service.RAGService method) query_global_mode() (in module lalandre_rag.modes.hybrid_generation) query_llm_only() (lalandre_rag.service.RAGService method) query_standard_mode() (in module lalandre_rag.modes.hybrid_generation)

query_stream() (in module api_gateway.routers.rag_proxy) QueryMetadata (class in lalandre_rag.models.api) QueryRequest (class in api_gateway.routers.rag_proxy) (class in rag_service.models) QueryResponse (class in lalandre_rag.models.api) QueryRouter (class in lalandre_rag.retrieval.query_router) QueryRouterProtocol (class in lalandre_rag.agentic.deps) QuestionSummaryService (class in lalandre_rag.summaries.service) QueueRuntime (class in lalandre_core.queue.job_queue)

R

rag_service module rag_service.bootstrap module rag_service.conversation module rag_service.graph module rag_service.graph.cypher_branch module rag_service.graph.intent module rag_service.graph.templates module rag_service.main module rag_service.metrics module rag_service.metrics.retrieval module rag_service.metrics.service module rag_service.mode_handlers module rag_service.models module rag_service.routers module rag_service.routers._deps module rag_service.routers.conversations module rag_service.routers.query module rag_service.routers.search module rag_service.routers.stream module RagasInputRow (class in scripts.eval_ragas) RagComponents (class in rag_service.bootstrap) RAGLLMClients (class in lalandre_rag.llm.factory) RAGResponse (class in lalandre_rag.response.builder) RAGService (class in lalandre_rag.service) rank_graph_nodes() (in module lalandre_rag.graph.ranker) rank_relationships() (in module lalandre_rag.graph.ranker) RawExtractedRelation (class in lalandre_extraction.llm.client) reciprocal_rank_fusion() (lalandre_rag.retrieval.fusion_service.ResultFusionService method) refine_retrieval() (in module lalandre_rag.agentic.runtime) refresh_backend_health() (in module api_gateway.service_metrics) (in module rag_service.metrics.service) refresh_canonical_summary_for_celex() (lalandre_rag.summaries.service.ActSummaryService method) RegulatoryRelationExtractor (class in lalandre_extraction.relation_extractor) RelationGraphService (class in extraction_worker.graph.relation_service) RelationIntent (class in rag_service.graph.intent) RelationPayload (class in lalandre_rag.retrieval.context.service) RelationRow (class in lalandre_rag.retrieval.context.community_reports) RelationType (class in lalandre_core.models.types.relation_type) RelationTypeCount (class in lalandre_rag.retrieval.context.community_reports) reload_model() (in module embedding_service.main) (in module rerank_service.main) reload_rerank() (in module api_gateway.routers.config) render_compressor_prompt() (in module lalandre_rag.prompts) render_intent_parser_prompt() (in module lalandre_rag.prompts) render_llm_only_prompt() (in module lalandre_rag.prompts) render_nl_to_cypher_prompt() (in module lalandre_rag.prompts) render_planner_prompt() (in module lalandre_rag.prompts) repair_citations_once() (in module lalandre_rag.response.fallbacks) RepositoryError require_admin() (in module api_gateway.auth) require_auth() (in module api_gateway.auth) require_bool() (in module lalandre_core.runtime_values) require_float() (in module lalandre_core.runtime_values) require_gateway_config() (in module lalandre_core.queue.worker_config) require_int() (in module lalandre_core.runtime_values) require_valid_celex() (in module api_gateway.job_service) rerank() (in module rerank_service.main) (lalandre_rag.retrieval.rerank_service.RerankService method)

rerank_service module rerank_service.main module rerank_service.models module RerankConfig (class in lalandre_rag.retrieval.rerank_service) RerankDocument (class in rerank_service.models) RerankRequest (class in rerank_service.models) RerankResponse (class in rerank_service.models) RerankResult (class in rerank_service.models) RerankService (class in lalandre_rag.retrieval.rerank_service) reset_all_extraction_statuses() (lalandre_db_postgres.repository.PostgresRepository static method) reset_config() (in module lalandre_core.config) reset_extraction_status() (lalandre_db_postgres.repository.PostgresRepository static method) reset_stale_extracting_acts() (lalandre_db_postgres.repository.PostgresRepository static method) resolve() (lalandre_core.linking.entity_linker.LegalEntityLinker method) resolve_api_key() (in module lalandre_core.llm.providers) resolve_base_runtime_params() (in module lalandre_core.queue.worker_loop) resolve_embed_queue_name() (in module lalandre_core.embedding_presets) resolve_embedding_preset_or_default() (in module lalandre_core.embedding_presets) resolve_max_chunk_size() (lalandre_core.config.ChunkingConfig method) resolve_mode_alias() (in module lalandre_core.utils.mode_aliases) resolve_mode_aliases() (rag_service.models.QueryRequest class method) resolve_with_article() (lalandre_core.linking.entity_linker.LegalEntityLinker method) resolve_worker_embedding_preset() (in module lalandre_core.embedding_presets) resolved_queue_name() (lalandre_core.config.EmbeddingPresetConfig method) resolved_subdivision_embed_max_chars() (in module lalandre_embedding.pipeline) ResolvedSearchConfig (class in lalandre_rag.retrieval.search_config) ResponseBuilder (class in lalandre_rag.response.builder) ResponsePolicyDecision (class in lalandre_rag.response.policy) Result (class in scripts.diag_ner_vs_regex) ResultFusionService (class in lalandre_rag.retrieval.fusion_service) RetrievalCache (class in lalandre_rag.retrieval.result_cache) RetrievalEvaluationOutput (class in lalandre_rag.agentic.models) RetrievalMetricsRecorder (class in lalandre_rag.retrieval.metrics) RetrievalPlan (class in lalandre_rag.retrieval.query_router) RetrievalPlannerOutput (class in lalandre_rag.agentic.models) RetrievalRefinementOutput (class in lalandre_rag.agentic.models) RetrievalResult (class in lalandre_rag.retrieval.result) RetrievalService (class in lalandre_rag.retrieval.service) RetrievalServiceProtocol (class in lalandre_rag.agentic.deps) RetrievalStats (class in lalandre_rag.retrieval.result) retrieve() (lalandre_rag.agentic.deps.RetrievalServiceProtocol method) (lalandre_rag.retrieval.service.RetrievalService method) retrieve_vectors_by_ids() (lalandre_db_qdrant.repository.QdrantRepository method) rewrite_to_prose() (in module lalandre_rag.prose_rewriter) root() (in module api_gateway.main) round_score() (in module lalandre_rag.scoring) route() (lalandre_rag.agentic.deps.QueryRouterProtocol method) (lalandre_rag.retrieval.query_router.QueryRouter method) RouteQuestion (class in lalandre_rag.agentic.graph) RoutingIntentOutput (class in lalandre_rag.agentic.models) run() (lalandre_rag.agentic.graph.CompressContext method) (lalandre_rag.agentic.graph.DecomposeQuestion method) (lalandre_rag.agentic.graph.EvaluateEvidence method) (lalandre_rag.agentic.graph.LoadConversationContext method) (lalandre_rag.agentic.graph.MaybeFetchGraphSupport method) (lalandre_rag.agentic.graph.PlanRetrieval method) (lalandre_rag.agentic.graph.RouteQuestion method) (lalandre_rag.agentic.graph.RunRetrieval method) run_community_detection() (in module extraction_worker.graph.community_builder) run_decomposition_agent() (in module lalandre_rag.agentic.tools) run_evaluation_agent() (in module lalandre_rag.agentic.tools) run_extraction_agent() (in module lalandre_extraction.llm.agent) run_generation_benchmark() (in module scripts.benchmark_rag) run_intent_parser_agent() (in module lalandre_rag.agentic.tools) run_planner_agent() (in module lalandre_rag.agentic.tools) run_planning_graph() (in module lalandre_rag.agentic.graph) run_rag_chain() (in module lalandre_rag.modes.hybrid_generation) run_ragas_evaluation() (in module scripts.eval_ragas) run_refinement_agent() (in module lalandre_rag.agentic.tools) run_retrieval_benchmark() (in module scripts.benchmark_rag) run_structured_agent() (in module lalandre_core.llm.structured) run_summary_agent() (in module lalandre_rag.summaries.agent) run_worker_loop() (in module lalandre_core.queue.worker_loop) RunRetrieval (class in lalandre_rag.agentic.graph)

S

SACChunker (class in lalandre_chunking.sac_chunker) safe_mean() (in module scripts.bench_utils) sanitize_error_text() (in module lalandre_core.utils.parse_utils) save_turn() (rag_service.conversation.ConversationManager method) scripts module scripts.backfill_regulatory_level module scripts.bench_utils module scripts.benchmark_graphrag module scripts.benchmark_rag module scripts.diag_ner_vs_regex module scripts.eval_ragas module scripts.eval_retrieval module scripts.extract_scope module scripts.generate_eval_dataset module scripts.merge_entities module scripts.report_generator module scripts.split_scope module search() (in module api_gateway.routers.rag_proxy) (in module rag_service.routers.search) (lalandre_db_qdrant.repository.QdrantRepository method) (lalandre_rag.retrieval.bm25_search.BM25SearchService method) (lalandre_rag.retrieval.semantic_search.SemanticSearchService method) search_bm25() (lalandre_db_postgres.repository.PostgresRepository method) search_bm25_chunks() (lalandre_db_postgres.repository.PostgresRepository method) SearchConfig (class in lalandre_core.config) SearchRequest (class in lalandre_rag.models.api) SearchResponse (class in lalandre_rag.models.api) SearchResult (class in lalandre_db_qdrant.models) (class in lalandre_rag.models.api) semantic_only() (lalandre_rag.retrieval.strategies.semantic.SemanticStrategyMixin method) SemanticSearchService (class in lalandre_rag.retrieval.semantic_search) SemanticStrategyMixin (class in lalandre_rag.retrieval.strategies.semantic) serialize_chunk_records() (in module lalandre_chunking.pipeline) serialize_neo4j_value() (lalandre_db_neo4j.repository.Neo4jRepository method)

service_info() (in module embedding_service.main) ServiceInfoResponse (class in embedding_service.main) set() (lalandre_rag.retrieval.result_cache.RetrievalCache method) set_acts() (lalandre_rag.response.builder.ResponseBuilder method) set_answer() (lalandre_rag.response.builder.ResponseBuilder method) set_entity_linker() (lalandre_extraction.relation_extractor.RegulatoryRelationExtractor method) set_extraction_metrics_recorder() (in module lalandre_extraction.metrics) set_retrieval_metrics_recorder() (in module lalandre_rag.retrieval.metrics) set_sources() (lalandre_rag.response.builder.ResponseBuilder method) setup_standard_indexes() (lalandre_db_qdrant.repository.QdrantRepository method) setup_worker_logging() (in module lalandre_core.logging_setup) SharedKeyPoolChatModel (class in lalandre_core.llm.langchain) SharedKeyPoolJSONHTTPLLMClient (class in lalandre_core.http.llm_client) SharedKeyPoolProxy (class in lalandre_core.utils.shared_key_pool) should_use_map_reduce() (in module lalandre_rag.graph.map_reduce) skip_ids (lalandre_chunking.pipeline.ArticleLevelPlan attribute) SourceArtifacts (class in lalandre_rag.modes.hybrid_generation) SourcesBlock (class in lalandre_rag.response.builder) SourcesResponse (class in lalandre_rag.models.api) status_class() (in module lalandre_core.utils.metrics_utils) stream() (lalandre_core.llm.langchain.PooledChatModel method) (lalandre_core.llm.langchain.SharedKeyPoolChatModel method) stream_query() (lalandre_rag.modes.hybrid_mode.HybridMode method) (lalandre_rag.modes.llm_mode.LLMMode method) (lalandre_rag.service.RAGService method) stream_query_llm_only() (lalandre_rag.service.RAGService method) stream_rag_chain() (in module lalandre_rag.modes.hybrid_generation) strip_accents() (in module lalandre_core.utils.text_utils) subdivision_has_chunks() (lalandre_db_postgres.repository.PostgresRepository static method) Subdivisions (class in lalandre_core.models.subdivisions) SubdivisionsSQL (class in lalandre_db_postgres.models) SubdivisionType (class in lalandre_core.models.types.subdivision_type) SubjectMatters (class in lalandre_core.models.subject_matters) SubjectMattersSQL (class in lalandre_db_postgres.models) submit_job() (in module api_gateway.job_service) summarize() (lalandre_rag.adapters.llamaindex.LlamaIndexAdapter method) (lalandre_rag.modes.summarize_mode.SummarizeMode method) (lalandre_rag.service.RAGService method) summarize_canonical() (lalandre_rag.modes.summarize_mode.SummarizeMode method) (lalandre_rag.service.RAGService method) summarize_question() (lalandre_rag.modes.summarize_mode.SummarizeMode method) SummarizeMode (class in lalandre_rag.modes.summarize_mode) SummaryTraceRecorder (class in lalandre_rag.summaries.models) supports_official_text2cypher() (lalandre_rag.graph.service.GraphRAGService method) SupportsCacheSize (class in lalandre_embedding.base) SupportsNumKeys (class in lalandre_embedding.base) switch_embedding() (in module api_gateway.routers.embedding) sync_total() (lalandre_rag.response.builder.SourcesBlock method)

T

Text2CypherSearchOutput (class in lalandre_rag.graph.neo4j_adapter) text_to_cypher_search() (lalandre_rag.graph.neo4j_adapter.Neo4jGraphRAGAdapter method) (lalandre_rag.graph.service.GraphRAGService method) to_dict() (lalandre_rag.retrieval.context.community_reports.CommunityReport method) to_neo4j_properties() (lalandre_db_neo4j.models.ActNode method) (lalandre_db_neo4j.models.ActRelationship method) (lalandre_db_neo4j.models.CommunityNode method) (lalandre_db_neo4j.models.EntityNode method)

to_optional_int() (in module lalandre_core.utils.parse_utils) to_qdrant_point() (lalandre_db_qdrant.models.VectorPoint method) to_text_generator() (in module lalandre_core.llm.structured) to_timestamp() (in module lalandre_core.utils.date_utils) TokenLimitsConfig (class in lalandre_core.config) total (lalandre_rag.graph.context_budget.BudgetAllocation property) touch_conversation() (lalandre_db_postgres.repository.PostgresRepository static method) truncate_lexical_query() (in module lalandre_rag.retrieval.query_utils) truncate_subdivision_content() (in module lalandre_embedding.pipeline)

U

update_job_status() (in module lalandre_core.queue.job_queue) upsert_act_summary() (lalandre_db_postgres.repository.PostgresRepository static method) upsert_communities_batch() (lalandre_db_neo4j.repository.Neo4jRepository method)

upsert_community() (lalandre_db_neo4j.repository.Neo4jRepository method) upsert_embedding_states() (lalandre_db_postgres.repository.PostgresRepository static method) upsert_entity_mention() (lalandre_db_neo4j.repository.Neo4jRepository method) upsert_points() (lalandre_db_qdrant.repository.QdrantRepository method)

V

validate_citations() (in module lalandre_rag.response.builder) validate_query() (lalandre_rag.models.api.SearchRequest method) validate_query_mode_and_granularity() (in module rag_service.routers.query) validate_question() (api_gateway.routers.rag_proxy.QueryRequest method) validate_read_only_cypher() (lalandre_db_neo4j.repository.Neo4jRepository method) validate_response_format() (in module lalandre_rag.response.factories)

vector_size (lalandre_db_qdrant.repository.QdrantRepository property) VectorConfig (class in lalandre_core.config) VectorPoint (class in lalandre_db_qdrant.models) Versions (class in lalandre_core.models.versions) VersionsSQL (class in lalandre_db_postgres.models) VersionType (class in lalandre_core.models.types.version_type)

W

weighted_score_fusion() (lalandre_rag.retrieval.fusion_service.ResultFusionService method) with_reconcile_lock() (in module lalandre_core.queue.reconcile) WorkerMetrics (class in lalandre_core.queue.worker_metrics)

WorkerRuntime (class in chunking_worker.worker) (class in embedding_worker.worker) (class in extraction_worker.worker) WorkersConfig (class in lalandre_core.config)