Stabilizing Celery / SQL Lab (#2981)

* upgrade celery to 4.0.2
* using Redis for unit tests (sqla broker not supported in Celery 4)
* Setting Celery's soft_time_limit based on `SQLLAB_ASYNC_TIME_LIMIT_SEC` config
* Better error handling in async tasks
* Better statsd logging in async tasks
* show [pending/running] query status in Results tab
* systematically using sqla NullPool on worker (async) to limit number
  of database connections
This commit is contained in:
Maxime Beauchemin
2017-06-20 13:55:03 -07:00
committed by GitHub
parent de88764e93
commit 06fcaa3095
16 changed files with 166 additions and 51 deletions

View File

@@ -1,4 +1,3 @@
import celery
from time import sleep
from datetime import datetime
import json
@@ -7,6 +6,7 @@ import pandas as pd
import sqlalchemy
import uuid
from celery.exceptions import SoftTimeLimitExceeded
from sqlalchemy.pool import NullPool
from sqlalchemy.orm import sessionmaker
@@ -20,6 +20,12 @@ from superset.utils import QueryStatus, get_celery_app
config = app.config
celery_app = get_celery_app(config)
stats_logger = app.config.get('STATS_LOGGER')
SQLLAB_TIMEOUT = config.get('SQLLAB_ASYNC_TIME_LIMIT_SEC', 600)
class SqlLabException(Exception):
pass
def dedup(l, suffix='__'):
@@ -43,28 +49,63 @@ def dedup(l, suffix='__'):
return new_l
@celery_app.task(bind=True)
def get_sql_results(self, query_id, return_results=True, store_results=False):
"""Executes the sql query returns the results."""
if not self.request.called_directly:
def get_query(query_id, session, retry_count=5):
"""attemps to get the query and retry if it cannot"""
query = None
attempt = 0
while not query and attempt < retry_count:
try:
query = session.query(Query).filter_by(id=query_id).one()
except Exception:
attempt += 1
logging.error(
"Query with id `{}` could not be retrieved".format(query_id))
stats_logger.incr('error_attempting_orm_query_' + str(attempt))
logging.error("Sleeping for a sec before retrying...")
sleep(1)
if not query:
stats_logger.incr('error_failed_at_getting_orm_query')
raise SqlLabException("Failed at getting query")
return query
def get_session(nullpool):
if nullpool:
engine = sqlalchemy.create_engine(
app.config.get('SQLALCHEMY_DATABASE_URI'), poolclass=NullPool)
session_class = sessionmaker()
session_class.configure(bind=engine)
session = session_class()
return session_class()
else:
session = db.session()
session.commit() # HACK
return session
@celery_app.task(bind=True, soft_time_limit=SQLLAB_TIMEOUT)
def get_sql_results(
ctask, query_id, return_results=True, store_results=False):
"""Executes the sql query returns the results."""
try:
query = session.query(Query).filter_by(id=query_id).one()
return execute_sql(
ctask, query_id, return_results, store_results)
except Exception as e:
logging.error(
"Query with id `{}` could not be retrieved".format(query_id))
logging.error("Sleeping for a sec and retrying...")
# Nasty hack to get around a race condition where the worker
# cannot find the query it's supposed to run
sleep(1)
query = session.query(Query).filter_by(id=query_id).one()
logging.exception(e)
stats_logger.incr('error_sqllab_unhandled')
sesh = get_session(not ctask.request.called_directly)
query = get_query(query_id, sesh)
query.error_message = str(e)
query.status = QueryStatus.FAILED
query.tmp_table_name = None
sesh.commit()
def execute_sql(ctask, query_id, return_results=True, store_results=False):
"""Executes the sql query returns the results."""
session = get_session(not ctask.request.called_directly)
query = get_query(query_id, session)
payload = dict(query_id=query_id)
database = query.database
db_engine_spec = database.db_engine_spec
@@ -76,22 +117,27 @@ def get_sql_results(self, query_id, return_results=True, store_results=False):
query.status = QueryStatus.FAILED
query.tmp_table_name = None
session.commit()
raise Exception(query.error_message)
payload.update({
'status': query.status,
'error_essage': msg,
})
return payload
if store_results and not results_backend:
handle_error("Results backend isn't configured.")
return handle_error("Results backend isn't configured.")
# Limit enforced only for retrieving the data, not for the CTA queries.
superset_query = SupersetQuery(query.sql)
executed_sql = superset_query.stripped()
if not superset_query.is_select() and not database.allow_dml:
handle_error(
return handle_error(
"Only `SELECT` statements are allowed against this database")
if query.select_as_cta:
if not superset_query.is_select():
handle_error(
return handle_error(
"Only `SELECT` statements can be used with the CREATE TABLE "
"feature.")
return
if not query.tmp_table_name:
start_dttm = datetime.fromtimestamp(query.start_time)
query.tmp_table_name = 'tmp_{}_table_{}'.format(
@@ -112,7 +158,7 @@ def get_sql_results(self, query_id, return_results=True, store_results=False):
except Exception as e:
logging.exception(e)
msg = "Template rendering failed: " + utils.error_msg_from_exception(e)
handle_error(msg)
return handle_error(msg)
query.executed_sql = executed_sql
query.status = QueryStatus.RUNNING
@@ -121,28 +167,31 @@ def get_sql_results(self, query_id, return_results=True, store_results=False):
session.commit()
logging.info("Set query to 'running'")
engine = database.get_sqla_engine(
schema=query.schema, nullpool=not ctask.request.called_directly)
try:
engine = database.get_sqla_engine(schema=query.schema)
engine = database.get_sqla_engine(
schema=query.schema, nullpool=not ctask.request.called_directly)
conn = engine.raw_connection()
cursor = conn.cursor()
logging.info("Running query: \n{}".format(executed_sql))
logging.info(query.executed_sql)
cursor.execute(
query.executed_sql, **db_engine_spec.cursor_execute_kwargs)
except Exception as e:
logging.exception(e)
conn.close()
handle_error(db_engine_spec.extract_error_message(e))
try:
logging.info("Handling cursor")
db_engine_spec.handle_cursor(cursor, query, session)
logging.info("Fetching data: {}".format(query.to_dict()))
data = db_engine_spec.fetch_data(cursor, query.limit)
except SoftTimeLimitExceeded as e:
logging.exception(e)
conn.close()
return handle_error(
"SQL Lab timeout. This environment's policy is to kill queries "
"after {} seconds.".format(SQLLAB_TIMEOUT))
except Exception as e:
logging.exception(e)
conn.close()
handle_error(db_engine_spec.extract_error_message(e))
return handle_error(db_engine_spec.extract_error_message(e))
conn.commit()
conn.close()
@@ -175,19 +224,17 @@ def get_sql_results(self, query_id, return_results=True, store_results=False):
session.merge(query)
session.flush()
payload = {
'query_id': query.id,
payload.update({
'status': query.status,
'data': cdf.data if cdf.data else [],
'columns': cdf.columns if cdf.columns else [],
'query': query.to_dict(),
}
payload = json.dumps(payload, default=utils.json_iso_dttm_ser)
})
if store_results:
key = '{}'.format(uuid.uuid4())
logging.info("Storing results in results backend, key: {}".format(key))
results_backend.set(key, utils.zlib_compress(payload))
json_payload = json.dumps(payload, default=utils.json_iso_dttm_ser)
results_backend.set(key, utils.zlib_compress(json_payload))
query.results_key = key
query.end_result_backend_time = utils.now_as_float()