AI问数二期
This commit is contained in:
@@ -0,0 +1,314 @@
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import asyncio
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import hashlib
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import json
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import logging
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from datetime import datetime, timezone
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from typing import Any
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from uuid import uuid4
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import httpx
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from fastapi import HTTPException
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from config.cubeReport import get_cube_report_settings
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from config.redis import redis_client
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CUBE_METADATA_CACHE_KEY = "cube-report:metadata:v1"
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CUBE_METADATA_LOCK_KEY = "cube-report:metadata:refresh-lock:v1"
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_TIME_GRANULARITIES = {
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"day",
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"hour",
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"minute",
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"month",
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"quarter",
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"second",
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"week",
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"year",
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}
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logger = logging.getLogger(__name__)
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_refresh_lock = asyncio.Lock()
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_background_tasks: set[asyncio.Task[Any]] = set()
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def _utc_now() -> datetime:
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return datetime.now(timezone.utc)
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def _member_name(cube_name: str, value: Any) -> str:
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name = str(value or "").strip()
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if not name:
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return ""
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if "." not in name and cube_name:
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return f"{cube_name}.{name}"
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return name
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def _member_title(member: dict[str, Any], member_name: str) -> str:
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for key in ("shortTitle", "short_title", "title"):
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title = str(member.get(key) or "").strip()
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if title:
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return title
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return member_name
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def normalize_cube_metadata(payload: Any) -> dict[str, Any]:
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"""将 Cube /meta 响应压缩为成员名到展示标题的映射。"""
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if not isinstance(payload, dict):
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raise ValueError("Cube 元数据响应不是 JSON 对象")
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cubes = payload.get("cubes")
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if not isinstance(cubes, list):
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raise ValueError("Cube 元数据缺少 cubes 数组")
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members: dict[str, str] = {}
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cube_count = 0
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for cube in cubes:
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if not isinstance(cube, dict):
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continue
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cube_name = str(cube.get("name") or "").strip()
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if not cube_name:
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continue
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cube_count += 1
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for collection_name in ("dimensions", "measures", "segments"):
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collection = cube.get(collection_name)
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if not isinstance(collection, list):
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continue
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for member in collection:
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if not isinstance(member, dict):
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continue
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name = _member_name(cube_name, member.get("name"))
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if name:
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members[name] = _member_title(member, name)
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if not members:
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raise ValueError("Cube 元数据中没有可用成员")
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schema_json = json.dumps(
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members,
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ensure_ascii=False,
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separators=(",", ":"),
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sort_keys=True,
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)
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return {
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"version": 1,
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"members": members,
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"cubeCount": cube_count,
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"memberCount": len(members),
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"refreshedAt": _utc_now().isoformat(),
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"schemaHash": hashlib.sha256(schema_json.encode("utf-8")).hexdigest(),
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}
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async def _read_cache() -> dict[str, Any] | None:
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try:
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value = await asyncio.to_thread(
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redis_client.get_value, CUBE_METADATA_CACHE_KEY
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)
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except Exception as error:
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logger.warning("读取 Cube 元数据缓存失败:%s", error)
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return None
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if not isinstance(value, dict) or not isinstance(value.get("members"), dict):
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return None
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return value
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async def _write_cache(value: dict[str, Any]) -> None:
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await asyncio.to_thread(
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redis_client.set_value,
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CUBE_METADATA_CACHE_KEY,
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value,
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)
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async def _cache_is_refreshing() -> bool:
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try:
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return bool(
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await asyncio.to_thread(
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redis_client.redis.exists, CUBE_METADATA_LOCK_KEY
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)
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)
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except Exception:
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return _refresh_lock.locked()
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def _is_stale(cache: dict[str, Any]) -> bool:
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value = cache.get("refreshedAt")
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try:
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refreshed_at = datetime.fromisoformat(str(value).replace("Z", "+00:00"))
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if refreshed_at.tzinfo is None:
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refreshed_at = refreshed_at.replace(tzinfo=timezone.utc)
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except (TypeError, ValueError):
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return True
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max_age = max(get_cube_report_settings().metadata_refresh_seconds, 60)
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return (_utc_now() - refreshed_at).total_seconds() >= max_age
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def _status(
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cache: dict[str, Any] | None,
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*,
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changed: bool | None = None,
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refreshing: bool = False,
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) -> dict[str, Any]:
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result: dict[str, Any] = {
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"available": bool(cache),
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"cubeCount": int(cache.get("cubeCount") or 0) if cache else 0,
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"memberCount": int(cache.get("memberCount") or 0) if cache else 0,
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"refreshedAt": cache.get("refreshedAt") if cache else None,
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"refreshing": refreshing,
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"stale": _is_stale(cache) if cache else True,
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}
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if changed is not None:
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result["changed"] = changed
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return result
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async def _fetch_cube_metadata() -> dict[str, Any]:
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settings = get_cube_report_settings()
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headers = (
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{"Authorization": f"Bearer {settings.cube_api_token}"}
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if settings.cube_api_token
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else {}
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)
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timeout = httpx.Timeout(settings.request_timeout_seconds, connect=15.0)
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async with httpx.AsyncClient(timeout=timeout) as client:
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response = await client.get(
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f"{settings.cube_api_base}/meta",
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headers=headers,
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)
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if response.is_error:
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raise HTTPException(
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status_code=502,
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detail=f"Cube 元数据获取失败:{response.text[:500]}",
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)
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try:
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return normalize_cube_metadata(response.json())
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except (TypeError, ValueError) as error:
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raise HTTPException(status_code=502, detail=str(error)) from error
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async def _acquire_distributed_lock(token: str) -> bool:
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settings = get_cube_report_settings()
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expires = max(int(settings.request_timeout_seconds) + 30, 60)
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try:
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return bool(
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await asyncio.to_thread(
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redis_client.redis.set,
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CUBE_METADATA_LOCK_KEY,
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token,
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nx=True,
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ex=expires,
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)
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)
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except Exception as error:
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logger.warning("Cube 元数据刷新锁不可用,将使用进程内锁:%s", error)
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return True
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async def _release_distributed_lock(token: str) -> None:
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script = (
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"if redis.call('get', KEYS[1]) == ARGV[1] then "
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"return redis.call('del', KEYS[1]) else return 0 end"
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)
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try:
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await asyncio.to_thread(
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redis_client.redis.eval,
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script,
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1,
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CUBE_METADATA_LOCK_KEY,
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token,
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)
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except Exception as error:
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logger.warning("释放 Cube 元数据刷新锁失败:%s", error)
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async def refresh_cube_metadata_cache() -> dict[str, Any]:
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"""从 Cube 重新加载元数据,并以单个 Redis 值原子替换旧缓存。"""
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async with _refresh_lock:
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token = uuid4().hex
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acquired = await _acquire_distributed_lock(token)
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if not acquired:
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return _status(
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await _read_cache(),
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changed=False,
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refreshing=True,
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)
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try:
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previous = await _read_cache()
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current = await _fetch_cube_metadata()
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await _write_cache(current)
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return _status(
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current,
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changed=(
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not previous
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or previous.get("schemaHash") != current.get("schemaHash")
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),
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)
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finally:
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await _release_distributed_lock(token)
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async def get_cube_metadata_status() -> dict[str, Any]:
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return _status(
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await _read_cache(),
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refreshing=await _cache_is_refreshing(),
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)
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def _track_background_task(task: asyncio.Task[Any]) -> None:
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_background_tasks.add(task)
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task.add_done_callback(_background_tasks.discard)
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async def _background_refresh() -> None:
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try:
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await refresh_cube_metadata_cache()
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except Exception as error:
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logger.warning("后台刷新 Cube 元数据失败:%s", error)
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def _schedule_background_refresh() -> None:
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if any(not task.done() for task in _background_tasks):
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return
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_track_background_task(asyncio.create_task(_background_refresh()))
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async def get_cube_member_titles() -> dict[str, str]:
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cache = await _read_cache()
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if not cache:
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try:
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await refresh_cube_metadata_cache()
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cache = await _read_cache()
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except Exception as error:
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logger.warning("Cube 元数据缓存回源失败:%s", error)
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return {}
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elif _is_stale(cache):
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_schedule_background_refresh()
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members = cache.get("members") if cache else None
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if not isinstance(members, dict):
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return {}
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return {
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str(key): str(value)
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for key, value in members.items()
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if key and value
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}
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def cube_member_candidates(member: str, column: str) -> list[str]:
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"""生成表头查找候选项,兼容 SQL 别名和时间粒度成员。"""
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candidates: list[str] = []
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for value in (member, member.replace("__", "."), column.replace("__", ".")):
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if value and value not in candidates:
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candidates.append(value)
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parts = value.rsplit(".", 1)
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if len(parts) == 2 and parts[1].lower() in _TIME_GRANULARITIES:
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if parts[0] not in candidates:
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candidates.append(parts[0])
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return candidates
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async def warm_cube_metadata_cache() -> None:
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"""应用启动时预热;失败只记录日志,不影响主服务可用性。"""
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try:
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await refresh_cube_metadata_cache()
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except Exception as error:
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logger.warning("启动预热 Cube 元数据失败:%s", error)
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@@ -11,6 +11,7 @@ from fastapi import HTTPException, UploadFile
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from config.cubeReport import get_cube_report_settings
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from db.sqlserver import execute_parameterized_scalar, execute_parameterized_sql
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from service.cube_metadata import cube_member_candidates, get_cube_member_titles
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def _require_dify_key() -> str:
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@@ -143,15 +144,11 @@ async def get_dify_parameters() -> dict[str, Any]:
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def normalize_conversation(item: dict[str, Any]) -> dict[str, Any]:
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inputs = item.get("inputs") if isinstance(item.get("inputs"), dict) else {}
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allow_global = _as_bool(inputs.get("allow_global"))
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return {
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"id": str(item.get("id") or ""),
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"title": str(item.get("name") or "新数据对话"),
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"tenantId": None if allow_global else str(inputs.get("tenant_id") or ""),
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"tenantName": "不限租户"
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if allow_global
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else str(inputs.get("tenant_name") or "未指定租户"),
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"allowGlobal": allow_global,
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"tenantId": str(inputs.get("tenant_id") or ""),
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"tenantName": str(inputs.get("tenant_name") or "未指定租户"),
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"createdAt": _iso_timestamp(item.get("created_at")),
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"updatedAt": _iso_timestamp(item.get("updated_at")),
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"inputs": inputs,
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@@ -188,19 +185,118 @@ async def list_dify_conversations(
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conversations.extend(item for item in batch if isinstance(item, dict))
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if not payload.get("has_more"):
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break
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last_id = str(batch[-1].get("id") or "")
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last_item = batch[-1]
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last_id = (
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str(last_item.get("id") or "")
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if isinstance(last_item, dict)
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else ""
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)
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if not last_id:
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break
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return [normalize_conversation(item) for item in conversations]
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async def list_dify_conversations_page(
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user_id: str,
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*,
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tenant_id: str,
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cursor: str | None,
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page_size: int,
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keyword: str = "",
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max_scanned: int = 500,
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) -> dict[str, Any]:
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"""按 Dify 游标向后扫描,收集当前租户的一页会话。"""
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settings = get_cube_report_settings()
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key = _require_dify_key()
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items: list[dict[str, Any]] = []
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last_id = cursor
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has_more = True
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scanned = 0
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normalized_keyword = keyword.strip().lower()
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async with httpx.AsyncClient(timeout=_timeout()) as client:
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while has_more and len(items) < page_size and scanned < max_scanned:
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response = await client.get(
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f"{settings.dify_api_base}/conversations",
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headers=_headers(key),
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params={
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"user": user_id,
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"limit": min(100, max_scanned - scanned),
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"sort_by": "-updated_at",
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**({"last_id": last_id} if last_id else {}),
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},
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)
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_raise_dify_error(response)
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payload = response.json()
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batch = payload.get("data", [])
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if not isinstance(batch, list) or not batch:
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has_more = False
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break
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stopped_inside_batch = False
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for index, raw_item in enumerate(batch):
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if not isinstance(raw_item, dict):
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continue
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scanned += 1
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last_id = str(raw_item.get("id") or last_id or "")
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item = normalize_conversation(raw_item)
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if item["tenantId"] != tenant_id:
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continue
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if normalized_keyword and normalized_keyword not in item[
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"title"
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].lower():
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continue
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items.append(item)
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if len(items) >= page_size:
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stopped_inside_batch = index < len(batch) - 1
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break
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has_more = stopped_inside_batch or bool(payload.get("has_more"))
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if not last_id:
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has_more = False
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|
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return {
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"items": items,
|
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"nextCursor": last_id if has_more else None,
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"hasMore": has_more,
|
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}
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|
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|
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async def get_dify_conversation(
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conversation_id: str, user_id: str
|
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) -> dict[str, Any]:
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conversations = await list_dify_conversations(user_id)
|
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for item in conversations:
|
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if item["id"] == conversation_id:
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return item
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settings = get_cube_report_settings()
|
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key = _require_dify_key()
|
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last_id: str | None = None
|
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scanned = 0
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async with httpx.AsyncClient(timeout=_timeout()) as client:
|
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while scanned < 5000:
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response = await client.get(
|
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f"{settings.dify_api_base}/conversations",
|
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headers=_headers(key),
|
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params={
|
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"user": user_id,
|
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"limit": 100,
|
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"sort_by": "-updated_at",
|
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**({"last_id": last_id} if last_id else {}),
|
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},
|
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)
|
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_raise_dify_error(response)
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payload = response.json()
|
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batch = payload.get("data", [])
|
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if not isinstance(batch, list) or not batch:
|
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break
|
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for raw_item in batch:
|
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if not isinstance(raw_item, dict):
|
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continue
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scanned += 1
|
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if str(raw_item.get("id") or "") == conversation_id:
|
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return normalize_conversation(raw_item)
|
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if not payload.get("has_more"):
|
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break
|
||||
last_id = str(batch[-1].get("id") or "")
|
||||
if not last_id:
|
||||
break
|
||||
raise HTTPException(status_code=404, detail="Dify 会话不存在或无权访问")
|
||||
|
||||
|
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@@ -684,8 +780,16 @@ def _display_sql(raw_sql: str, values: list[Any]) -> str:
|
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return re.sub(r"@_(\d+)", replace, raw_sql)
|
||||
|
||||
|
||||
def _column_title(column: str, aliases: dict[str, Any]) -> str:
|
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def _column_title(
|
||||
column: str,
|
||||
aliases: dict[str, Any],
|
||||
member_titles: dict[str, str],
|
||||
) -> str:
|
||||
member = str(aliases.get(column) or column)
|
||||
for candidate in cube_member_candidates(member, column):
|
||||
title = member_titles.get(candidate)
|
||||
if title:
|
||||
return title
|
||||
return member
|
||||
|
||||
|
||||
@@ -693,7 +797,6 @@ async def query_cube_page(
|
||||
*,
|
||||
base_load: dict[str, Any],
|
||||
tenant_id: str | None,
|
||||
allow_global: bool,
|
||||
page: int,
|
||||
page_size: int,
|
||||
limit_source: str | None,
|
||||
@@ -702,10 +805,9 @@ async def query_cube_page(
|
||||
page_size = min(max(page_size, 1), settings.max_page_size)
|
||||
page_offset = (page - 1) * page_size
|
||||
canonical_query = deepcopy(base_load)
|
||||
if not allow_global:
|
||||
if not tenant_id:
|
||||
raise HTTPException(status_code=422, detail="当前会话缺少租户信息")
|
||||
ensure_tenant_filter(canonical_query, tenant_id)
|
||||
if not tenant_id:
|
||||
raise HTTPException(status_code=422, detail="当前会话缺少租户信息")
|
||||
ensure_tenant_filter(canonical_query, tenant_id)
|
||||
|
||||
is_user_limit = str(limit_source).lower() == "user"
|
||||
semantic_limit = (
|
||||
@@ -739,9 +841,10 @@ async def query_cube_page(
|
||||
for key in ("limit", "offset", "order", "total"):
|
||||
count_query.pop(key, None)
|
||||
|
||||
page_sql, count_sql = await asyncio.gather(
|
||||
page_sql, count_sql, member_titles = await asyncio.gather(
|
||||
_generate_cube_sql(page_query),
|
||||
_generate_cube_sql(count_query),
|
||||
get_cube_member_titles(),
|
||||
)
|
||||
executable_sql, bindings = _prepare_cube_sql(page_sql["sql"], page_sql["params"])
|
||||
count_executable, count_bindings = _prepare_cube_sql(
|
||||
@@ -761,7 +864,11 @@ async def query_cube_page(
|
||||
columns = [
|
||||
{
|
||||
"key": key,
|
||||
"title": _column_title(key, page_sql["aliases"]),
|
||||
"title": _column_title(
|
||||
key,
|
||||
page_sql["aliases"],
|
||||
member_titles,
|
||||
),
|
||||
"type": "text",
|
||||
}
|
||||
for key in keys
|
||||
@@ -795,25 +902,29 @@ async def query_cube_export(
|
||||
*,
|
||||
base_load: dict[str, Any],
|
||||
tenant_id: str | None,
|
||||
allow_global: bool,
|
||||
limit_source: str | None,
|
||||
) -> dict[str, Any]:
|
||||
query = deepcopy(base_load)
|
||||
if not allow_global:
|
||||
if not tenant_id:
|
||||
raise HTTPException(status_code=422, detail="当前会话缺少租户信息")
|
||||
ensure_tenant_filter(query, tenant_id)
|
||||
if not tenant_id:
|
||||
raise HTTPException(status_code=422, detail="当前会话缺少租户信息")
|
||||
ensure_tenant_filter(query, tenant_id)
|
||||
if str(limit_source).lower() != "user":
|
||||
query.pop("limit", None)
|
||||
query.pop("offset", None)
|
||||
query.pop("total", None)
|
||||
|
||||
sql_info = await _generate_cube_sql(query)
|
||||
sql_info, member_titles = await asyncio.gather(
|
||||
_generate_cube_sql(query),
|
||||
get_cube_member_titles(),
|
||||
)
|
||||
executable_sql, bindings = _prepare_cube_sql(sql_info["sql"], sql_info["params"])
|
||||
keys, rows = await asyncio.to_thread(
|
||||
execute_parameterized_sql, executable_sql, bindings
|
||||
)
|
||||
headers = {key: _column_title(key, sql_info["aliases"]) for key in keys}
|
||||
headers = {
|
||||
key: _column_title(key, sql_info["aliases"], member_titles)
|
||||
for key in keys
|
||||
}
|
||||
return {
|
||||
"headers": headers,
|
||||
"rows": rows,
|
||||
|
||||
Reference in New Issue
Block a user