Index

A

action (honegumi_rag_assistant.nodes.retrieval_planner.RetrievalPlan attribute) (honegumi_rag_assistant.nodes.reviewer.ReviewDecision attribute)

B

bo_params (honegumi_rag_assistant.states.HonegumiRAGState attribute)

build_faiss_index() (in module honegumi_rag_assistant.build_vector_store) build_graph() (in module honegumi_rag_assistant.orchestrator)

C

candidate_code (honegumi_rag_assistant.states.HonegumiRAGState attribute) categorical (honegumi_rag_assistant.extractors.OptimizationParameters attribute) chunk_documents() (in module honegumi_rag_assistant.build_vector_store) clone_ax_repo() (in module honegumi_rag_assistant.build_vector_store) code_writer_model (honegumi_rag_assistant.app_config.Settings attribute) CodeWriterAgent (class in honegumi_rag_assistant.nodes) (class in honegumi_rag_assistant.nodes.code_writer)

composition_constraint (honegumi_rag_assistant.extractors.OptimizationParameters attribute) confidence (honegumi_rag_assistant.states.HonegumiRAGState attribute) contexts (honegumi_rag_assistant.states.HonegumiRAGState attribute) critique_report (honegumi_rag_assistant.states.HonegumiRAGState attribute) custom_threshold (honegumi_rag_assistant.extractors.OptimizationParameters attribute)

D

debug (honegumi_rag_assistant.app_config.Settings attribute)

E

error (honegumi_rag_assistant.states.HonegumiRAGState attribute)

existing_data (honegumi_rag_assistant.extractors.OptimizationParameters attribute) extract_docs_from_repo() (in module honegumi_rag_assistant.build_vector_store)

F

feedback (honegumi_rag_assistant.nodes.reviewer.ReviewDecision attribute)

final_code (honegumi_rag_assistant.states.HonegumiRAGState attribute)

G

generate_skeleton() (honegumi_rag_assistant.nodes.skeleton_generator.SkeletonGenerator static method) (honegumi_rag_assistant.nodes.SkeletonGenerator static method)

H

honegumi_rag_assistant module honegumi_rag_assistant.app_config module honegumi_rag_assistant.build_vector_store module honegumi_rag_assistant.extractors module honegumi_rag_assistant.nodes module honegumi_rag_assistant.nodes.code_writer module honegumi_rag_assistant.nodes.parameter_selector module

honegumi_rag_assistant.nodes.retrieval_planner module honegumi_rag_assistant.nodes.retriever module honegumi_rag_assistant.nodes.reviewer module honegumi_rag_assistant.nodes.skeleton_generator module honegumi_rag_assistant.orchestrator module honegumi_rag_assistant.states module honegumi_rag_assistant.timing_utils module HonegumiRAGState (class in honegumi_rag_assistant.states)

I

invoke() (honegumi_rag_assistant.extractors.ParameterExtractor class method)

L

linear_constraint (honegumi_rag_assistant.extractors.OptimizationParameters attribute)

M

main() (in module honegumi_rag_assistant.build_vector_store) merge_contexts() (in module honegumi_rag_assistant.states) merge_vectorstore_flag() (in module honegumi_rag_assistant.states) model (honegumi_rag_assistant.extractors.OptimizationParameters attribute) model_config (honegumi_rag_assistant.extractors.OptimizationParameters attribute) (honegumi_rag_assistant.nodes.retrieval_planner.RetrievalPlan attribute) (honegumi_rag_assistant.nodes.retrieval_planner.RetrievalQuery attribute) (honegumi_rag_assistant.nodes.reviewer.ReviewDecision attribute) model_name (honegumi_rag_assistant.app_config.Settings attribute) module honegumi_rag_assistant honegumi_rag_assistant.app_config honegumi_rag_assistant.build_vector_store honegumi_rag_assistant.extractors honegumi_rag_assistant.nodes honegumi_rag_assistant.nodes.code_writer honegumi_rag_assistant.nodes.parameter_selector honegumi_rag_assistant.nodes.retrieval_planner honegumi_rag_assistant.nodes.retriever honegumi_rag_assistant.nodes.reviewer honegumi_rag_assistant.nodes.skeleton_generator honegumi_rag_assistant.orchestrator honegumi_rag_assistant.states honegumi_rag_assistant.timing_utils

O

objective (honegumi_rag_assistant.extractors.OptimizationParameters attribute) openai_api_key (honegumi_rag_assistant.app_config.Settings attribute)

OptimizationParameters (class in honegumi_rag_assistant.extractors) order_constraint (honegumi_rag_assistant.extractors.OptimizationParameters attribute) output_dir (honegumi_rag_assistant.app_config.Settings attribute)

P

ParameterExtractor (class in honegumi_rag_assistant.extractors) ParameterSelector (class in honegumi_rag_assistant.nodes) (class in honegumi_rag_assistant.nodes.parameter_selector)

plan_retrieval() (honegumi_rag_assistant.nodes.retrieval_planner.RetrievalPlannerAgent static method) (honegumi_rag_assistant.nodes.RetrievalPlannerAgent static method) problem (honegumi_rag_assistant.states.HonegumiRAGState attribute)

Q

queries (honegumi_rag_assistant.nodes.retrieval_planner.RetrievalPlan attribute)

query (honegumi_rag_assistant.nodes.retrieval_planner.RetrievalQuery attribute)

R

reload_from_env() (honegumi_rag_assistant.app_config.Settings method) retrieval_count (honegumi_rag_assistant.states.HonegumiRAGState attribute) retrieval_planner_model (honegumi_rag_assistant.app_config.Settings attribute) retrieval_queries (honegumi_rag_assistant.states.HonegumiRAGState attribute) retrieval_query (honegumi_rag_assistant.states.HonegumiRAGState attribute) retrieval_top_k (honegumi_rag_assistant.app_config.Settings attribute) retrieval_vectorstore_path (honegumi_rag_assistant.app_config.Settings attribute) RetrievalPlan (class in honegumi_rag_assistant.nodes.retrieval_planner) RetrievalPlannerAgent (class in honegumi_rag_assistant.nodes) (class in honegumi_rag_assistant.nodes.retrieval_planner) RetrievalQuery (class in honegumi_rag_assistant.nodes.retrieval_planner) retrieve_context() (honegumi_rag_assistant.nodes.retriever.RetrieverAgent static method) (honegumi_rag_assistant.nodes.RetrieverAgent static method)

retrieve_single_query() (in module honegumi_rag_assistant.nodes.retriever) RetrieverAgent (class in honegumi_rag_assistant.nodes) (class in honegumi_rag_assistant.nodes.retriever) review_code() (honegumi_rag_assistant.nodes.reviewer.ReviewerAgent static method) (honegumi_rag_assistant.nodes.ReviewerAgent static method) review_count (honegumi_rag_assistant.states.HonegumiRAGState attribute) ReviewDecision (class in honegumi_rag_assistant.nodes.reviewer) reviewer_model (honegumi_rag_assistant.app_config.Settings attribute) ReviewerAgent (class in honegumi_rag_assistant.nodes) (class in honegumi_rag_assistant.nodes.reviewer) run() (in module honegumi_rag_assistant.orchestrator) run_from_text() (in module honegumi_rag_assistant.orchestrator) run_from_text_with_state() (in module honegumi_rag_assistant.orchestrator)

S

select_parameters() (honegumi_rag_assistant.nodes.parameter_selector.ParameterSelector static method) (honegumi_rag_assistant.nodes.ParameterSelector static method) Settings (class in honegumi_rag_assistant.app_config) skeleton_code (honegumi_rag_assistant.states.HonegumiRAGState attribute)

SkeletonGenerator (class in honegumi_rag_assistant.nodes) (class in honegumi_rag_assistant.nodes.skeleton_generator) stream_code (honegumi_rag_assistant.app_config.Settings attribute) sum_constraint (honegumi_rag_assistant.extractors.OptimizationParameters attribute) synchrony (honegumi_rag_assistant.extractors.OptimizationParameters attribute)

T

task (honegumi_rag_assistant.extractors.OptimizationParameters attribute)

template_metadata (honegumi_rag_assistant.states.HonegumiRAGState attribute) time_node() (in module honegumi_rag_assistant.timing_utils)

V

validate_parameter_combinations() (honegumi_rag_assistant.extractors.OptimizationParameters method)

vectorstore_missing (honegumi_rag_assistant.states.HonegumiRAGState attribute) visualize (honegumi_rag_assistant.extractors.OptimizationParameters attribute)

W

write_code() (honegumi_rag_assistant.nodes.code_writer.CodeWriterAgent static method) (honegumi_rag_assistant.nodes.CodeWriterAgent static method)