Files
danswer/backend/onyx/background/celery/tasks/vespa/tasks.py
2025-02-14 17:35:26 -08:00

615 lines
21 KiB
Python

import time
from collections.abc import Callable
from http import HTTPStatus
from typing import Any
from typing import cast
import httpx
from celery import Celery
from celery import shared_task
from celery import Task
from celery.exceptions import SoftTimeLimitExceeded
from redis import Redis
from redis.lock import Lock as RedisLock
from sqlalchemy.orm import Session
from tenacity import RetryError
from onyx.access.access import get_access_for_document
from onyx.background.celery.apps.app_base import task_logger
from onyx.background.celery.tasks.shared.RetryDocumentIndex import RetryDocumentIndex
from onyx.background.celery.tasks.shared.tasks import LIGHT_SOFT_TIME_LIMIT
from onyx.background.celery.tasks.shared.tasks import LIGHT_TIME_LIMIT
from onyx.configs.app_configs import JOB_TIMEOUT
from onyx.configs.app_configs import VESPA_SYNC_MAX_TASKS
from onyx.configs.constants import CELERY_VESPA_SYNC_BEAT_LOCK_TIMEOUT
from onyx.configs.constants import OnyxCeleryTask
from onyx.configs.constants import OnyxRedisConstants
from onyx.configs.constants import OnyxRedisLocks
from onyx.db.connector_credential_pair import get_connector_credential_pairs
from onyx.db.document import count_documents_by_needs_sync
from onyx.db.document import get_document
from onyx.db.document import mark_document_as_synced
from onyx.db.document_set import delete_document_set
from onyx.db.document_set import fetch_document_sets
from onyx.db.document_set import fetch_document_sets_for_document
from onyx.db.document_set import get_document_set_by_id
from onyx.db.document_set import mark_document_set_as_synced
from onyx.db.engine import get_session_with_tenant
from onyx.db.enums import SyncStatus
from onyx.db.enums import SyncType
from onyx.db.models import DocumentSet
from onyx.db.models import UserGroup
from onyx.db.search_settings import get_active_search_settings
from onyx.db.sync_record import cleanup_sync_records
from onyx.db.sync_record import insert_sync_record
from onyx.db.sync_record import update_sync_record_status
from onyx.document_index.factory import get_default_document_index
from onyx.document_index.interfaces import VespaDocumentFields
from onyx.httpx.httpx_pool import HttpxPool
from onyx.redis.redis_connector_credential_pair import RedisConnectorCredentialPair
from onyx.redis.redis_connector_credential_pair import (
RedisGlobalConnectorCredentialPair,
)
from onyx.redis.redis_document_set import RedisDocumentSet
from onyx.redis.redis_pool import get_redis_client
from onyx.redis.redis_pool import get_redis_replica_client
from onyx.redis.redis_pool import redis_lock_dump
from onyx.redis.redis_usergroup import RedisUserGroup
from onyx.utils.logger import setup_logger
from onyx.utils.variable_functionality import fetch_versioned_implementation
from onyx.utils.variable_functionality import (
fetch_versioned_implementation_with_fallback,
)
from onyx.utils.variable_functionality import global_version
from onyx.utils.variable_functionality import noop_fallback
logger = setup_logger()
# celery auto associates tasks created inside another task,
# which bloats the result metadata considerably. trail=False prevents this.
@shared_task(
name=OnyxCeleryTask.CHECK_FOR_VESPA_SYNC_TASK,
ignore_result=True,
soft_time_limit=JOB_TIMEOUT,
trail=False,
bind=True,
)
def check_for_vespa_sync_task(self: Task, *, tenant_id: str | None) -> bool | None:
"""Runs periodically to check if any document needs syncing.
Generates sets of tasks for Celery if syncing is needed."""
# Useful for debugging timing issues with reacquisitions. TODO: remove once more generalized logging is in place
task_logger.info("check_for_vespa_sync_task started")
time_start = time.monotonic()
r = get_redis_client(tenant_id=tenant_id)
r_replica = get_redis_replica_client(tenant_id=tenant_id)
lock_beat: RedisLock = r.lock(
OnyxRedisLocks.CHECK_VESPA_SYNC_BEAT_LOCK,
timeout=CELERY_VESPA_SYNC_BEAT_LOCK_TIMEOUT,
)
# these tasks should never overlap
if not lock_beat.acquire(blocking=False):
return None
try:
# 1/3: KICKOFF
with get_session_with_tenant(tenant_id) as db_session:
try_generate_stale_document_sync_tasks(
self.app, VESPA_SYNC_MAX_TASKS, db_session, r, lock_beat, tenant_id
)
# region document set scan
lock_beat.reacquire()
document_set_ids: list[int] = []
with get_session_with_tenant(tenant_id) as db_session:
# check if any document sets are not synced
document_set_info = fetch_document_sets(
user_id=None, db_session=db_session, include_outdated=True
)
for document_set, _ in document_set_info:
document_set_ids.append(document_set.id)
for document_set_id in document_set_ids:
lock_beat.reacquire()
with get_session_with_tenant(tenant_id) as db_session:
try_generate_document_set_sync_tasks(
self.app, document_set_id, db_session, r, lock_beat, tenant_id
)
# endregion
# check if any user groups are not synced
lock_beat.reacquire()
if global_version.is_ee_version():
try:
fetch_user_groups = fetch_versioned_implementation(
"onyx.db.user_group", "fetch_user_groups"
)
except ModuleNotFoundError:
# Always exceptions on the MIT version, which is expected
# We shouldn't actually get here if the ee version check works
pass
else:
usergroup_ids: list[int] = []
with get_session_with_tenant(tenant_id) as db_session:
user_groups = fetch_user_groups(
db_session=db_session, only_up_to_date=False
)
for usergroup in user_groups:
usergroup_ids.append(usergroup.id)
for usergroup_id in usergroup_ids:
lock_beat.reacquire()
with get_session_with_tenant(tenant_id) as db_session:
try_generate_user_group_sync_tasks(
self.app, usergroup_id, db_session, r, lock_beat, tenant_id
)
# 2/3: VALIDATE: TODO
# 3/3: FINALIZE
lock_beat.reacquire()
keys = cast(set[Any], r_replica.smembers(OnyxRedisConstants.ACTIVE_FENCES))
for key in keys:
key_bytes = cast(bytes, key)
if not r.exists(key_bytes):
r.srem(OnyxRedisConstants.ACTIVE_FENCES, key_bytes)
continue
key_str = key_bytes.decode("utf-8")
if key_str == RedisGlobalConnectorCredentialPair.FENCE_KEY:
monitor_connector_taskset(r)
elif key_str.startswith(RedisDocumentSet.FENCE_PREFIX):
with get_session_with_tenant(tenant_id) as db_session:
monitor_document_set_taskset(tenant_id, key_bytes, r, db_session)
elif key_str.startswith(RedisUserGroup.FENCE_PREFIX):
monitor_usergroup_taskset = (
fetch_versioned_implementation_with_fallback(
"onyx.background.celery.tasks.vespa.tasks",
"monitor_usergroup_taskset",
noop_fallback,
)
)
with get_session_with_tenant(tenant_id) as db_session:
monitor_usergroup_taskset(tenant_id, key_bytes, r, db_session)
except SoftTimeLimitExceeded:
task_logger.info(
"Soft time limit exceeded, task is being terminated gracefully."
)
except Exception:
task_logger.exception("Unexpected exception during vespa metadata sync")
finally:
if lock_beat.owned():
lock_beat.release()
else:
task_logger.error(
"check_for_vespa_sync_task - Lock not owned on completion: "
f"tenant={tenant_id}"
)
redis_lock_dump(lock_beat, r)
time_elapsed = time.monotonic() - time_start
task_logger.debug(f"check_for_vespa_sync_task finished: elapsed={time_elapsed:.2f}")
return True
def try_generate_stale_document_sync_tasks(
celery_app: Celery,
max_tasks: int,
db_session: Session,
r: Redis,
lock_beat: RedisLock,
tenant_id: str | None,
) -> int | None:
# the fence is up, do nothing
redis_global_ccpair = RedisGlobalConnectorCredentialPair(r)
if redis_global_ccpair.fenced:
return None
redis_global_ccpair.delete_taskset()
# add tasks to celery and build up the task set to monitor in redis
stale_doc_count = count_documents_by_needs_sync(db_session)
if stale_doc_count == 0:
return None
task_logger.info(
f"Stale documents found (at least {stale_doc_count}). Generating sync tasks by cc pair."
)
task_logger.info(
"RedisConnector.generate_tasks starting by cc_pair. "
"Documents spanning multiple cc_pairs will only be synced once."
)
docs_to_skip: set[str] = set()
# rkuo: we could technically sync all stale docs in one big pass.
# but I feel it's more understandable to group the docs by cc_pair
total_tasks_generated = 0
tasks_remaining = max_tasks
cc_pairs = get_connector_credential_pairs(db_session)
for cc_pair in cc_pairs:
lock_beat.reacquire()
rc = RedisConnectorCredentialPair(tenant_id, cc_pair.id)
rc.set_skip_docs(docs_to_skip)
result = rc.generate_tasks(
tasks_remaining, celery_app, db_session, r, lock_beat, tenant_id
)
if result is None:
continue
if result[1] == 0:
continue
task_logger.info(
f"RedisConnector.generate_tasks finished for single cc_pair. "
f"cc_pair={cc_pair.id} tasks_generated={result[0]} tasks_possible={result[1]}"
)
total_tasks_generated += result[0]
tasks_remaining -= result[0]
if tasks_remaining <= 0:
break
if tasks_remaining <= 0:
task_logger.info(
f"RedisConnector.generate_tasks reached the task generation limit: "
f"total_tasks_generated={total_tasks_generated} max_tasks={max_tasks}"
)
else:
task_logger.info(
f"RedisConnector.generate_tasks finished for all cc_pairs. total_tasks_generated={total_tasks_generated}"
)
redis_global_ccpair.set_fence(total_tasks_generated)
return total_tasks_generated
def try_generate_document_set_sync_tasks(
celery_app: Celery,
document_set_id: int,
db_session: Session,
r: Redis,
lock_beat: RedisLock,
tenant_id: str | None,
) -> int | None:
lock_beat.reacquire()
rds = RedisDocumentSet(tenant_id, document_set_id)
# don't generate document set sync tasks if tasks are still pending
if rds.fenced:
return None
# don't generate sync tasks if we're up to date
# race condition with the monitor/cleanup function if we use a cached result!
document_set = get_document_set_by_id(
db_session=db_session,
document_set_id=document_set_id,
)
if not document_set:
return None
if document_set.is_up_to_date:
# there should be no in-progress sync records if this is up to date
# clean it up just in case things got into a bad state
cleanup_sync_records(
db_session=db_session,
entity_id=document_set_id,
sync_type=SyncType.DOCUMENT_SET,
)
return None
# add tasks to celery and build up the task set to monitor in redis
r.delete(rds.taskset_key)
task_logger.info(
f"RedisDocumentSet.generate_tasks starting. document_set_id={document_set.id}"
)
# Add all documents that need to be updated into the queue
result = rds.generate_tasks(
VESPA_SYNC_MAX_TASKS, celery_app, db_session, r, lock_beat, tenant_id
)
if result is None:
return None
tasks_generated = result[0]
# Currently we are allowing the sync to proceed with 0 tasks.
# It's possible for sets/groups to be generated initially with no entries
# and they still need to be marked as up to date.
# if tasks_generated == 0:
# return 0
task_logger.info(
f"RedisDocumentSet.generate_tasks finished. "
f"document_set={document_set.id} tasks_generated={tasks_generated}"
)
# create before setting fence to avoid race condition where the monitoring
# task updates the sync record before it is created
try:
insert_sync_record(
db_session=db_session,
entity_id=document_set_id,
sync_type=SyncType.DOCUMENT_SET,
)
except Exception:
task_logger.exception("insert_sync_record exceptioned.")
# set this only after all tasks have been added
rds.set_fence(tasks_generated)
return tasks_generated
def try_generate_user_group_sync_tasks(
celery_app: Celery,
usergroup_id: int,
db_session: Session,
r: Redis,
lock_beat: RedisLock,
tenant_id: str | None,
) -> int | None:
lock_beat.reacquire()
rug = RedisUserGroup(tenant_id, usergroup_id)
if rug.fenced:
# don't generate sync tasks if tasks are still pending
return None
# race condition with the monitor/cleanup function if we use a cached result!
fetch_user_group = cast(
Callable[[Session, int], UserGroup | None],
fetch_versioned_implementation("onyx.db.user_group", "fetch_user_group"),
)
usergroup = fetch_user_group(db_session, usergroup_id)
if not usergroup:
return None
if usergroup.is_up_to_date:
# there should be no in-progress sync records if this is up to date
# clean it up just in case things got into a bad state
cleanup_sync_records(
db_session=db_session,
entity_id=usergroup_id,
sync_type=SyncType.USER_GROUP,
)
return None
# add tasks to celery and build up the task set to monitor in redis
r.delete(rug.taskset_key)
# Add all documents that need to be updated into the queue
task_logger.info(
f"RedisUserGroup.generate_tasks starting. usergroup_id={usergroup.id}"
)
result = rug.generate_tasks(
VESPA_SYNC_MAX_TASKS, celery_app, db_session, r, lock_beat, tenant_id
)
if result is None:
return None
tasks_generated = result[0]
# Currently we are allowing the sync to proceed with 0 tasks.
# It's possible for sets/groups to be generated initially with no entries
# and they still need to be marked as up to date.
# if tasks_generated == 0:
# return 0
task_logger.info(
f"RedisUserGroup.generate_tasks finished. "
f"usergroup={usergroup.id} tasks_generated={tasks_generated}"
)
# create before setting fence to avoid race condition where the monitoring
# task updates the sync record before it is created
try:
insert_sync_record(
db_session=db_session,
entity_id=usergroup_id,
sync_type=SyncType.USER_GROUP,
)
except Exception:
task_logger.exception("insert_sync_record exceptioned.")
# set this only after all tasks have been added
rug.set_fence(tasks_generated)
return tasks_generated
def monitor_connector_taskset(r: Redis) -> None:
redis_global_ccpair = RedisGlobalConnectorCredentialPair(r)
initial_count = redis_global_ccpair.payload
if initial_count is None:
return
remaining = redis_global_ccpair.get_remaining()
task_logger.info(
f"Stale document sync progress: remaining={remaining} initial={initial_count}"
)
if remaining == 0:
redis_global_ccpair.reset()
task_logger.info(f"Successfully synced stale documents. count={initial_count}")
def monitor_document_set_taskset(
tenant_id: str | None, key_bytes: bytes, r: Redis, db_session: Session
) -> None:
fence_key = key_bytes.decode("utf-8")
document_set_id_str = RedisDocumentSet.get_id_from_fence_key(fence_key)
if document_set_id_str is None:
task_logger.warning(f"could not parse document set id from {fence_key}")
return
document_set_id = int(document_set_id_str)
rds = RedisDocumentSet(tenant_id, document_set_id)
if not rds.fenced:
return
initial_count = rds.payload
if initial_count is None:
return
count = cast(int, r.scard(rds.taskset_key))
task_logger.info(
f"Document set sync progress: document_set={document_set_id} "
f"remaining={count} initial={initial_count}"
)
if count > 0:
update_sync_record_status(
db_session=db_session,
entity_id=document_set_id,
sync_type=SyncType.DOCUMENT_SET,
sync_status=SyncStatus.IN_PROGRESS,
num_docs_synced=count,
)
return
document_set = cast(
DocumentSet,
get_document_set_by_id(db_session=db_session, document_set_id=document_set_id),
) # casting since we "know" a document set with this ID exists
if document_set:
if not document_set.connector_credential_pairs:
# if there are no connectors, then delete the document set.
delete_document_set(document_set_row=document_set, db_session=db_session)
task_logger.info(
f"Successfully deleted document set: document_set={document_set_id}"
)
else:
mark_document_set_as_synced(document_set_id, db_session)
task_logger.info(
f"Successfully synced document set: document_set={document_set_id}"
)
try:
update_sync_record_status(
db_session=db_session,
entity_id=document_set_id,
sync_type=SyncType.DOCUMENT_SET,
sync_status=SyncStatus.SUCCESS,
num_docs_synced=initial_count,
)
except Exception:
task_logger.exception(
"update_sync_record_status exceptioned. "
f"document_set_id={document_set_id} "
"Resetting document set regardless."
)
rds.reset()
@shared_task(
name=OnyxCeleryTask.VESPA_METADATA_SYNC_TASK,
bind=True,
soft_time_limit=LIGHT_SOFT_TIME_LIMIT,
time_limit=LIGHT_TIME_LIMIT,
max_retries=3,
)
def vespa_metadata_sync_task(
self: Task, document_id: str, tenant_id: str | None
) -> bool:
start = time.monotonic()
try:
with get_session_with_tenant(tenant_id) as db_session:
active_search_settings = get_active_search_settings(db_session)
doc_index = get_default_document_index(
search_settings=active_search_settings.primary,
secondary_search_settings=active_search_settings.secondary,
httpx_client=HttpxPool.get("vespa"),
)
retry_index = RetryDocumentIndex(doc_index)
doc = get_document(document_id, db_session)
if not doc:
return False
# document set sync
doc_sets = fetch_document_sets_for_document(document_id, db_session)
update_doc_sets: set[str] = set(doc_sets)
# User group sync
doc_access = get_access_for_document(
document_id=document_id, db_session=db_session
)
fields = VespaDocumentFields(
document_sets=update_doc_sets,
access=doc_access,
boost=doc.boost,
hidden=doc.hidden,
)
# update Vespa. OK if doc doesn't exist. Raises exception otherwise.
chunks_affected = retry_index.update_single(
document_id,
tenant_id=tenant_id,
chunk_count=doc.chunk_count,
fields=fields,
)
# update db last. Worst case = we crash right before this and
# the sync might repeat again later
mark_document_as_synced(document_id, db_session)
elapsed = time.monotonic() - start
task_logger.info(
f"doc={document_id} "
f"action=sync "
f"chunks={chunks_affected} "
f"elapsed={elapsed:.2f}"
)
except SoftTimeLimitExceeded:
task_logger.info(f"SoftTimeLimitExceeded exception. doc={document_id}")
return False
except Exception as ex:
e: Exception | None = None
if isinstance(ex, RetryError):
task_logger.warning(
f"Tenacity retry failed: num_attempts={ex.last_attempt.attempt_number}"
)
# only set the inner exception if it is of type Exception
e_temp = ex.last_attempt.exception()
if isinstance(e_temp, Exception):
e = e_temp
else:
e = ex
if isinstance(e, httpx.HTTPStatusError):
if e.response.status_code == HTTPStatus.BAD_REQUEST:
task_logger.exception(
f"Non-retryable HTTPStatusError: "
f"doc={document_id} "
f"status={e.response.status_code}"
)
return False
task_logger.exception(
f"Unexpected exception during vespa metadata sync: doc={document_id}"
)
# Exponential backoff from 2^4 to 2^6 ... i.e. 16, 32, 64
countdown = 2 ** (self.request.retries + 4)
self.retry(exc=e, countdown=countdown)
return True