aucourt-ingest/aucourt_ingest/api/service.py

"""QueryService — composes SubgraphQuery + VectorIndex + GraphDB for the read API."""

from __future__ import annotations

import logging

from aucourt_ingest.jury.personas import PERSONAS, get_persona
from aucourt_ingest.jury.subgraph_query import SubgraphQuery
from aucourt_ingest.storage.graph_db import GraphDB

logger = logging.getLogger(__name__)


class QueryService:
    """Read-only query service for juror RAG queries."""

    def __init__(self, graph_db: GraphDB, vector_index, max_tokens: int = 4000):
        self._graph_db = graph_db
        self._vector_index = vector_index
        self._subgraph = SubgraphQuery(graph_db)
        self._max_tokens = max_tokens

    def list_personas(self) -> list[dict]:
        return [
            {
                "name": name,
                "anchor_nodes": p.anchor_nodes,
                "edge_types": p.edge_types,
                "chunk_types": p.chunk_types,
            }
            for name, p in PERSONAS.items()
        ]

    async def list_cases(self, court: str | None = None,
                          limit: int = 50, offset: int = 0) -> list[dict]:
        nodes = await self._graph_db.query_nodes("Case")
        cases = []
        for node in nodes:
            if court and node.properties.get("court") != court:
                continue
            cases.append({
                "mnc": node.properties.get("mnc", node.node_id),
                "court": node.properties.get("court", ""),
                "date": node.properties.get("date", ""),
                "jurisdiction": node.properties.get("jurisdiction", ""),
                "matter_type": node.properties.get("matter_type", ""),
                "verdict": node.properties.get("verdict", ""),
            })
        cases.sort(key=lambda c: c.get("date", ""), reverse=True)
        return cases[offset:offset + limit]

    async def search_cases(self, q: str, limit: int = 10) -> list[dict]:
        results = self._vector_index.query(q, top_k=limit)
        seen: set[str] = set()
        cases = []
        for r in results:
            doc_id = r["metadata"].get("doc_id", "")
            if doc_id and doc_id not in seen:
                seen.add(doc_id)
                cases.append(await self._get_case_by_mnc(doc_id))
        return [c for c in cases if c]

    async def get_juror_context(self, case_mnc: str, persona_name: str,
                                 max_tokens: int | None = None) -> dict:
        persona = get_persona(persona_name)
        budget = max_tokens or self._max_tokens
        ctx = await self._subgraph.get_juror_context(case_mnc, persona, budget)
        return {
            "persona": ctx.persona,
            "case_mnc": ctx.case_mnc,
            "context_text": ctx.context_text,
            "source_chunk_ids": ctx.source_chunk_ids,
            "total_tokens": ctx.total_tokens,
        }

    def vector_search(self, query: str, top_k: int = 10,
                       chunk_types: list[str] | None = None,
                       doc_ids: list[str] | None = None) -> list[dict]:
        return self._vector_index.query(
            query, top_k=top_k, chunk_types=chunk_types, doc_ids=doc_ids,
        )

    async def hybrid_search(self, query: str, persona_name: str | None = None,
                              top_k: int = 10,
                              max_tokens: int | None = None) -> list[dict]:
        vector_results = self._vector_index.query(query, top_k=top_k)
        # Group by doc_id
        by_doc: dict[str, list[dict]] = {}
        for r in vector_results:
            doc_id = r["metadata"].get("doc_id", "unknown")
            by_doc.setdefault(doc_id, []).append(r)

        results = []
        for doc_mnc, chunks in by_doc.items():
            entry: dict = {
                "case_mnc": doc_mnc,
                "chunks": chunks,
                "juror_context": None,
            }
            if persona_name and persona_name in PERSONAS:
                ctx = await self.get_juror_context(
                    doc_mnc, persona_name, max_tokens,
                )
                entry["juror_context"] = ctx
            results.append(entry)
        return results

    async def get_case_graph(self, case_mnc: str) -> dict | None:
        case_id = f"Case:{case_mnc}"
        case_node = await self._graph_db.get_node(case_id)
        if case_node is None:
            return None

        result = {
            "case": _node_to_dict(case_node),
            "judges": [],
            "charges": [],
            "rulings": [],
            "witnesses": [],
            "chunks": [],
            "relationships": [],
        }

        rels = await self._graph_db.get_relationships(case_id, direction="both")
        neighbor_ids: set[str] = set()

        for rel in rels:
            result["relationships"].append(_rel_to_dict(rel))
            neighbor_id = rel.to_id if rel.from_id == case_id else rel.from_id
            neighbor_ids.add(neighbor_id)

        for nid in neighbor_ids:
            node = await self._graph_db.get_node(nid)
            if node is None:
                continue
            label_map = {
                "Judge": "judges",
                "Charge": "charges",
                "Ruling": "rulings",
                "Witness": "witnesses",
                "Chunk": "chunks",
            }
            key = label_map.get(node.label)
            if key and key in result:
                result[key].append(_node_to_dict(node))

        return result

    async def health(self) -> dict:
        total_nodes = await self._graph_db.node_count()
        total_edges = await self._graph_db.relationship_count()
        cases = await self._graph_db.node_count("Case")
        chunks = await self._graph_db.node_count("Chunk")
        return {
            "status": "ok",
            "nodes": total_nodes,
            "edges": total_edges,
            "cases": cases,
            "chunks": chunks,
        }

    async def _get_case_by_mnc(self, mnc: str) -> dict | None:
        case_id = f"Case:{mnc}"
        node = await self._graph_db.get_node(case_id)
        if node is None:
            return None
        return {
            "mnc": node.properties.get("mnc", ""),
            "court": node.properties.get("court", ""),
            "date": node.properties.get("date", ""),
            "jurisdiction": node.properties.get("jurisdiction", ""),
            "matter_type": node.properties.get("matter_type", ""),
            "verdict": node.properties.get("verdict", ""),
        }


def _node_to_dict(node) -> dict:
    return {
        "node_id": node.node_id,
        "label": node.label,
        "properties": node.properties,
    }


def _rel_to_dict(rel) -> dict:
    return {
        "rel_id": rel.rel_id,
        "from_id": rel.from_id,
        "to_id": rel.to_id,
        "rel_type": rel.rel_type,
        "properties": rel.properties,
    }