sqlalchemy 报错 Lost connection to MySQL server during query 解决
最近在开发过程中遇到一个sqlalchemy lost connection的报错，记录解决方法。
报错信息
python后端开发，使用的框架是Fastapi + sqlalchemy。在一个接口请求中报错如下：
[2023-03-24 06:36:35 +0000] [217] [ERROR] Exception in ASGI application
Traceback (most recent call last):
File "/usr/local/lib/python3.8/dist-packages/uvicorn/protocols/http/h11_impl.py", line 407, in run_asgi
result = await app( # type: ignore[func-returns-value]
File "/usr/local/lib/python3.8/dist-packages/uvicorn/middleware/proxy_headers.py", line 78, in __call__
return await self.app(scope, receive, send)
File "/usr/local/lib/python3.8/dist-packages/fastapi/applications.py", line 199, in __call__
await super().__call__(scope, receive, send)
File "/usr/local/lib/python3.8/dist-packages/starlette/applications.py", line 112, in __call__
await self.middleware_stack(scope, receive, send)
File "/usr/local/lib/python3.8/dist-packages/starlette/middleware/errors.py", line 181, in __call__
raise exc from None
File "/usr/local/lib/python3.8/dist-packages/starlette/middleware/errors.py", line 159, in __call__
await self.app(scope, receive, _send)
File "/usr/local/lib/python3.8/dist-packages/starlette/middleware/base.py", line 26, in __call__
await response(scope, receive, send)
File "/usr/local/lib/python3.8/dist-packages/starlette/responses.py", line 224, in __call__
await run_until_first_complete(
File "/usr/local/lib/python3.8/dist-packages/starlette/concurrency.py", line 24, in run_until_first_complete
[task.result() for task in done]
File "/usr/local/lib/python3.8/dist-packages/starlette/concurrency.py", line 24, in <listcomp>
[task.result() for task in done]
File "/usr/local/lib/python3.8/dist-packages/starlette/responses.py", line 216, in stream_response
async for chunk in self.body_iterator:
File "/usr/local/lib/python3.8/dist-packages/starlette/middleware/base.py", line 56, in body_stream
task.result()
File "/usr/local/lib/python3.8/dist-packages/starlette/middleware/base.py", line 38, in coro
await self.app(scope, receive, send)
File "/usr/local/lib/python3.8/dist-packages/starlette_exporter/middleware.py", line 289, in __call__
await self.app(scope, receive, wrapped_send)
File "/usr/local/lib/python3.8/dist-packages/starlette/exceptions.py", line 82, in __call__
raise exc from None
File "/usr/local/lib/python3.8/dist-packages/starlette/exceptions.py", line 71, in __call__
await self.app(scope, receive, sender)
File "/usr/local/lib/python3.8/dist-packages/starlette/routing.py", line 580, in __call__
await route.handle(scope, receive, send)
File "/usr/local/lib/python3.8/dist-packages/starlette/routing.py", line 241, in handle
await self.app(scope, receive, send)
File "/usr/local/lib/python3.8/dist-packages/starlette/routing.py", line 55, in app
await response(scope, receive, send)
File "/usr/local/lib/python3.8/dist-packages/starlette/responses.py", line 146, in __call__
await self.background()
File "/usr/local/lib/python3.8/dist-packages/starlette/background.py", line 35, in __call__
await task()
File "/usr/local/lib/python3.8/dist-packages/starlette/background.py", line 20, in __call__
await run_in_threadpool(self.func, *self.args, **self.kwargs)
File "/usr/local/lib/python3.8/dist-packages/starlette/concurrency.py", line 40, in run_in_threadpool
return await loop.run_in_executor(None, func, *args)
File "/usr/lib/python3.8/concurrent/futures/thread.py", line 57, in run
result = self.fn(*self.args, **self.kwargs)
File "/app/ymir_app/app/libs/datasets.py", line 330, in ats_import_dataset_in_backgroud
task = crud.task.create_placeholder(
File "/app/ymir_app/app/crud/crud_task.py", line 81, in create_placeholder
db.commit()
File "/usr/local/lib/python3.8/dist-packages/sqlalchemy/orm/session.py", line 1428, in commit
self._transaction.commit(_to_root=self.future)
File "/usr/local/lib/python3.8/dist-packages/sqlalchemy/orm/session.py", line 829, in commit
self._prepare_impl()
File "/usr/local/lib/python3.8/dist-packages/sqlalchemy/orm/session.py", line 808, in _prepare_impl
self.session.flush()
File "/usr/local/lib/python3.8/dist-packages/sqlalchemy/orm/session.py", line 3298, in flush
self._flush(objects)
File "/usr/local/lib/python3.8/dist-packages/sqlalchemy/orm/session.py", line 3438, in _flush
transaction.rollback(_capture_exception=True)
File "/usr/local/lib/python3.8/dist-packages/sqlalchemy/util/langhelpers.py", line 70, in __exit__
compat.raise_(
File "/usr/local/lib/python3.8/dist-packages/sqlalchemy/util/compat.py", line 207, in raise_
raise exception
File "/usr/local/lib/python3.8/dist-packages/sqlalchemy/orm/session.py", line 3398, in _flush
flush_context.execute()
File "/usr/local/lib/python3.8/dist-packages/sqlalchemy/orm/unitofwork.py", line 456, in execute
rec.execute(self)
File "/usr/local/lib/python3.8/dist-packages/sqlalchemy/orm/unitofwork.py", line 630, in execute
util.preloaded.orm_persistence.save_obj(
File "/usr/local/lib/python3.8/dist-packages/sqlalchemy/orm/persistence.py", line 242, in save_obj
_emit_insert_statements(
File "/usr/local/lib/python3.8/dist-packages/sqlalchemy/orm/persistence.py", line 1219, in _emit_insert_statements
result = connection._execute_20(
File "/usr/local/lib/python3.8/dist-packages/sqlalchemy/engine/base.py", line 1582, in _execute_20
return meth(self, args_10style, kwargs_10style, execution_options)
File "/usr/local/lib/python3.8/dist-packages/sqlalchemy/sql/elements.py", line 323, in _execute_on_connection
return connection._execute_clauseelement(
File "/usr/local/lib/python3.8/dist-packages/sqlalchemy/engine/base.py", line 1451, in _execute_clauseelement
ret = self._execute_context(
File "/usr/local/lib/python3.8/dist-packages/sqlalchemy/engine/base.py", line 1813, in _execute_context
self._handle_dbapi_exception(
File "/usr/local/lib/python3.8/dist-packages/sqlalchemy/engine/base.py", line 1994, in _handle_dbapi_exception
util.raise_(
File "/usr/local/lib/python3.8/dist-packages/sqlalchemy/util/compat.py", line 207, in raise_
raise exception
File "/usr/local/lib/python3.8/dist-packages/sqlalchemy/engine/base.py", line 1770, in _execute_context
self.dialect.do_execute(
File "/usr/local/lib/python3.8/dist-packages/sqlalchemy/engine/default.py", line 717, in do_execute
cursor.execute(statement, parameters)
File "/usr/local/lib/python3.8/dist-packages/pymysql/cursors.py", line 148, in execute
result = self._query(query)
File "/usr/local/lib/python3.8/dist-packages/pymysql/cursors.py", line 310, in _query
conn.query(q)
File "/usr/local/lib/python3.8/dist-packages/pymysql/connections.py", line 548, in query
self._affected_rows = self._read_query_result(unbuffered=unbuffered)
File "/usr/local/lib/python3.8/dist-packages/pymysql/connections.py", line 775, in _read_query_result
result.read()
File "/usr/local/lib/python3.8/dist-packages/pymysql/connections.py", line 1156, in read
first_packet = self.connection._read_packet()
File "/usr/local/lib/python3.8/dist-packages/pymysql/connections.py", line 692, in _read_packet
packet_header = self._read_bytes(4)
File "/usr/local/lib/python3.8/dist-packages/pymysql/connections.py", line 748, in _read_bytes
raise err.OperationalError(
sqlalchemy.exc.OperationalError: (pymysql.err.OperationalError) (2013, 'Lost connection to MySQL server during query')
[SQL: INSERT INTO task (name, hash, type, state, parameters, config, percent, duration, error_code, user_id, project_id, dataset_id, model_stage_id, is_terminated, is_deleted, last_message_datetime, create_datetime, update_datetime) VALUES (%(name)s, %(hash)s, %(type)s, %(state)s, %(parameters)s, %(config)s, %(percent)s, %(duration)s, %(error_code)s, %(user_id)s, %(project_id)s, %(dataset_id)s, %(model_stage_id)s, %(is_terminated)s, %(is_deleted)s, %(last_message_datetime)s, %(create_datetime)s, %(update_datetime)s)]
[parameters: {'name': 't0000001000012b2ae341679639795', 'hash': 't0000001000012b2ae341679639795', 'type': 5, 'state': 1, 'parameters': '{"group_name": "from_ats_6579a9116a", "description": null, "project_id": 12, "input_url": null, "input_dataset_id": null, "input_dataset_name": null, "input_path": "/data/ymir-workplace/ymir-sharing/3c87e23bb8904b638a9479d6e68aea23", "strategy": 4, "source": 5, "import_type": 5}', 'config': None, 'percent': 0, 'duration': None, 'error_code': None, 'user_id': 1, 'project_id': 12, 'dataset_id': None, 'model_stage_id': None, 'is_terminated': 0, 'is_deleted': 0, 'last_message_datetime': datetime.datetime(2023, 3, 24, 6, 36, 35, 351864), 'create_datetime': datetime.datetime(2023, 3, 24, 6, 36, 35, 351870), 'update_datetime': datetime.datetime(2023, 3, 24, 6, 36, 35, 351873)}]
(Background on this error at: http://sqlalche.me/e/14/e3q8)
主要报错信息是：
sqlalchemy.exc.OperationalError: (pymysql.err.OperationalError) (2013, 'Lost connection to MySQL server during query')
在网上搜了很多答案包括：
-
设置sqlalchemy 回收链接的时间为10分钟 pool_recycle
engine = create_engine(url, pool_recycle=600) -
设置每次session操作之前检查 pool_pre_ping
engine = create_engine("mysql+pymysql://user:pw@host/db", pool_pre_ping=True,pool_recycle=1800) -
不使用连接池
engine = create_engine("mysql+pymysql://user:pw@host/db", pool_pre_ping=True,pool_recycle=-1) -
检查数据库设置的连接超时时间
经过以上一些列操作还是不能解决问题。于是仔细分析这个问题出现的原因。
分析问题原因
从字面意思来看就是数据库在查询时丢失了连接，这里的连接也就是session。这个接口是一个操作很多的任务，要下载大量数据集，通常在20G以上，所以设计成异步接口。请求接口之后获取一个数据库session，然后处理简单任务直接返回一个成功的状态，最后将耗时任务放在后台任务完成。这里的后台任务是Fastapi自身的功能，专门用于处理一些小型的耗时任务，如发送邮件等。lost connect 就是发生在后台任务中。
抽象任务流程：
- 用户调用接口时获取session
- 异步接口直接返回
- 后台任务下载数据库30分钟左右
- 下载完成更新数据库状态，错误发生。
所以通过分析这个任务的流程可以发现是持有session过长导致的。从接口请求的开始就获取了该session，然后将session传递到后台任务中，经过30分钟之后才再次使用该session，就发生了lost connection的问题。
解决办法
知道问题症状所在就知道如何对症下药的了，就是在后台下载任务30分钟之后更新数据库时重新获取一个session，不复用之前的session，这样就就解决了这个问题。
这个问题之所以没有发现是因为按照官网的介绍pool_recycle字段就是负责回收session，配合pool_pre_ping每次使用session之前检查一次就能解决这个session断联的问题。但是似乎在配置的pool_recycle醒没有生效。
可能这个问题是我自身没配置好导致的，但是也可以作为解决此类问题的一个思路。遇到类似问题排查时思考一下，是不是持有session时间过长。
附录猜测过程
