feat: add neo4j profile projection adapter
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"""Neo4j 客户画像最小投影适配器。
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该模块只接受已审核画像快照的结构化来源,不接受模型生成的 Cypher 或关系名称。
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"""
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from dataclasses import dataclass
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from datetime import UTC, datetime
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from typing import Any, Protocol
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from app.core.conversation_privacy import sanitize_customer_service_message
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class Neo4jQueryDriver(Protocol):
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async def execute_query(self, query: str, **parameters: Any) -> Any: ...
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@dataclass(frozen=True)
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class ProjectionResult:
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"""一次画像投影结果;`applied=False` 表示版本已被更新版本覆盖。"""
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applied: bool
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reason: str = ""
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_CUSTOMER_QUERY = """
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MERGE (c:Customer {customer_id: $customer_id})
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WITH c, coalesce(c.profile_version, 0) AS current_version
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WHERE current_version < $profile_version
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SET c.profile_version = $profile_version, c.updated_at = $updated_at
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RETURN true AS applied
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"""
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_PREFERENCE_QUERY = """
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UNWIND $items AS item
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MERGE (p:Preference {customer_id: $customer_id, key: item.memory_key})
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WITH p, item
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WHERE coalesce(p.version, 0) <= $profile_version
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SET p.value = item.content, p.memory_uuid = item.memory_uuid,
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p.version = item.version, p.confidence = item.confidence
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WITH p, item
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MATCH (c:Customer {customer_id: $customer_id})
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MERGE (c)-[r:PREFERS {memory_uuid: item.memory_uuid}]->(p)
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SET r.confidence = item.confidence, r.version = item.version,
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r.valid_from = item.valid_from, r.valid_until = item.valid_until
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RETURN count(p) AS projected
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"""
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_GOAL_QUERY = """
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UNWIND $items AS item
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MERGE (g:Goal {customer_id: $customer_id, key: item.memory_key})
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WITH g, item
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WHERE coalesce(g.version, 0) <= $profile_version
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SET g.value = item.content, g.memory_uuid = item.memory_uuid,
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g.version = item.version, g.confidence = item.confidence
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WITH g, item
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MATCH (c:Customer {customer_id: $customer_id})
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MERGE (c)-[r:HAS_GOAL {memory_uuid: item.memory_uuid}]->(g)
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SET r.confidence = item.confidence, r.version = item.version,
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r.valid_from = item.valid_from, r.valid_until = item.valid_until
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RETURN count(g) AS projected
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"""
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class Neo4jProfileProjection:
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"""把已审核画像来源投影为受控 Neo4j 节点和关系。"""
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def __init__(self, driver: Neo4jQueryDriver) -> None:
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self._driver = driver
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async def upsert(self, payload: dict[str, Any]) -> ProjectionResult:
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customer_id, profile_version, updated_at, sources = self._normalize(payload)
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customer_result = await self._driver.execute_query(
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_CUSTOMER_QUERY,
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customer_id=customer_id,
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profile_version=profile_version,
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updated_at=updated_at,
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)
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if not getattr(customer_result, "records", None):
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return ProjectionResult(False, "newer_profile_version_exists")
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grouped = {
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"preference": [item for item in sources if item["kind"] == "preference"],
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"goal": [item for item in sources if item["kind"] == "goal"],
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}
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for kind, items in grouped.items():
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if not items:
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continue
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query = _PREFERENCE_QUERY if kind == "preference" else _GOAL_QUERY
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await self._driver.execute_query(
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query,
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customer_id=customer_id,
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profile_version=profile_version,
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items=items,
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)
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return ProjectionResult(True, "applied")
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@staticmethod
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def _normalize(
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payload: dict[str, Any],
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) -> tuple[int, int, str, list[dict[str, Any]]]:
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customer_id = payload.get("customer_id")
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profile_version = payload.get("profile_version")
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profile_uuid = payload.get("profile_uuid")
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sources = payload.get("memory_sources")
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if not isinstance(customer_id, int) or customer_id <= 0:
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raise ValueError("customer_id is invalid")
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if not isinstance(profile_version, int) or profile_version <= 0:
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raise ValueError("profile_version is invalid")
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if not isinstance(profile_uuid, str) or not profile_uuid.strip():
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raise ValueError("profile_uuid is invalid")
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if not isinstance(sources, list):
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raise ValueError("memory_sources is invalid")
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normalized: list[dict[str, Any]] = []
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for source in sources:
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if not isinstance(source, dict):
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raise ValueError("memory source is invalid")
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memory_uuid = source.get("memory_uuid")
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memory_key = source.get("memory_key")
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content = source.get("content")
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memory_type = source.get("memory_type")
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if not isinstance(memory_uuid, str) or not memory_uuid.strip():
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raise ValueError("memory source fields are invalid")
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if not isinstance(memory_key, str) or not memory_key.strip():
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raise ValueError("memory source fields are invalid")
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if not isinstance(content, str) or not content.strip():
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raise ValueError("memory source fields are invalid")
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if not isinstance(memory_type, str) or not memory_type.strip():
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raise ValueError("memory source fields are invalid")
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if memory_key.startswith("preference:"):
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kind = "preference"
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elif memory_key.startswith("goal:"):
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kind = "goal"
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else:
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raise ValueError("memory key is not projectable")
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confidence = source.get("confidence")
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version = source.get("version")
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if not isinstance(confidence, (int, float)) or not 0 <= confidence <= 1:
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raise ValueError("memory confidence is invalid")
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if not isinstance(version, int) or version <= 0:
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raise ValueError("memory version is invalid")
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normalized.append({
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"kind": kind,
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"memory_uuid": memory_uuid.strip(),
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"memory_key": memory_key.strip(),
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"content": sanitize_customer_service_message(content).strip(),
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"memory_type": memory_type.strip(),
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"confidence": float(confidence),
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"version": version,
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"valid_until": source.get("valid_until"),
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"valid_from": source.get("valid_from"),
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})
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updated_at = str(payload.get("updated_at") or datetime.now(UTC).isoformat())
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return customer_id, profile_version, updated_at, normalized
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