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[Serve] Not using previously failed replica when retry a failed request #3916

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2 changes: 1 addition & 1 deletion sky/serve/constants.py
Original file line number Diff line number Diff line change
Expand Up @@ -19,7 +19,7 @@
# time the load balancer syncs with controller, it will update all available
# replica ips for each service, also send the number of requests in last query
# interval.
LB_CONTROLLER_SYNC_INTERVAL_SECONDS = 20
LB_CONTROLLER_SYNC_INTERVAL_SECONDS = 10

# The maximum retry times for load balancer for each request. After changing to
# proxy implementation, we do retry for failed requests.
Expand Down
23 changes: 21 additions & 2 deletions sky/serve/load_balancer.py
Original file line number Diff line number Diff line change
Expand Up @@ -2,7 +2,7 @@
import asyncio
import logging
import threading
from typing import Dict, Union
from typing import Dict, List, Union

import aiohttp
import fastapi
Expand Down Expand Up @@ -160,11 +160,28 @@ async def _proxy_with_retries(
# SkyServe supports serving on Spot Instances. To avoid preemptions
# during request handling, we add a retry here.
retry_cnt = 0
# Here we try to not retry those failed replicas for the case when the
# replica is in a NOT_READY state but does not sync-ed to the load
# balancer yet. However, we still maintain a per-request failed replica
# list instead of the global one to avoid the case for transient
# networking issues, and letting new requests to retry them. Since our
# LB policy is a global one, when the request rate is high, it is likely
# that multiple retries on a single request will use the same replica.
# Here we use the failed replica list to keep track of the failures
# happened on every request and try to avoid them in the next retry.
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Suggested change
# Here we try to not retry those failed replicas for the case when the
# replica is in a NOT_READY state but does not sync-ed to the load
# balancer yet. However, we still maintain a per-request failed replica
# list instead of the global one to avoid the case for transient
# networking issues, and letting new requests to retry them. Since our
# LB policy is a global one, when the request rate is high, it is likely
# that multiple retries on a single request will use the same replica.
# Here we use the failed replica list to keep track of the failures
# happened on every request and try to avoid them in the next retry.
# We keep track of the failed replicas for the current request, because
# we have a global round-robin policy, and if there is a large load,
# all retries for the same request can go to the same replica by chance.
# If the same replica is in `NOT_READY` state but the new state has not
# been synced from the controller, the current request will fail.
#
# We maintain a per-request failed replica list instead of the global one to
# allow multiple requests to still try failed replicas for one request in case
# that replica is failed by transient network issue.

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This looks awesome! Thanks

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I change
to allow multiple requests to still try xxx for one request
to
to allow multiple requests to still try xxx for one time
since the former is slightly confusing (multiple req for one req).

failed_replica_urls: List[str] = []
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How about using Set?

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Good point! Updated. Thanks!

while True:
retry_cnt += 1
with self._client_pool_lock:
ready_replica_url = self._load_balancing_policy.select_replica(
request)
request, failed_replica_urls)
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Seems if this is the case, we will never retry for a transient network issue. How about we allow retrying on previously failed URLs if retry_cnt has not reached the maximum amount of retries?

If that cause too much overheads for retries, we can probably reduce the interval between retries?

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This is only retry logic in one request and it will still be selected by following requests. This PR is mainly for the case when the replica is in the NOT_READY state in the controller but not synced to LB yet; For the transient network, it will convert back to the READY state soon. Besides, if all possible replicas are in failed_replica_urls, then we will still choose from them.

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Oh, I am talking about a single request. Should we fail directly for that specific request if there are replicas available but just transient network issue during the time load balancer is sending that request to the replica? I think our original purpose for this retry is to retry on network issues. I am proposing the following to allow retries for the same replica if we have not reach max retry count yet.

if ready_replica_url is None and failed_replica_urls:
    failed_replica_urls = []

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Fixed! PTAL again

# If all replicas are failed, retry them again as some
# of them might be transient networking issues.
if ready_replica_url is None and failed_replica_urls:
failed_replica_urls = []
ready_replica_url = (
self._load_balancing_policy.select_replica(
request, failed_replica_urls))
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This may increase the index twice for round robin. Should we instead, just check if len(failed_replica_urls) == len(ready_replica) (can add an interface for LBPolicy.num_ready_replica()for latter) before we call the previousselect_replicaand setfailed_replica_urlsto empty before callingselect_replica`?

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Yeah that is a good call. Done!

if ready_replica_url is None:
response_or_exception = fastapi.HTTPException(
# 503 means that the server is currently
Expand All @@ -184,6 +201,8 @@ async def _proxy_with_retries(
# 499 means a client terminates the connection
# before the server is able to respond.
return fastapi.responses.Response(status_code=499)
assert ready_replica_url is not None
failed_replica_urls.append(ready_replica_url)
# TODO(tian): Fail fast for errors like 404 not found.
if retry_cnt == constants.LB_MAX_RETRY:
if isinstance(response_or_exception, fastapi.HTTPException):
Expand Down
23 changes: 15 additions & 8 deletions sky/serve/load_balancing_policies.py
Original file line number Diff line number Diff line change
Expand Up @@ -28,8 +28,9 @@ def __init__(self) -> None:
def set_ready_replicas(self, ready_replicas: List[str]) -> None:
raise NotImplementedError

def select_replica(self, request: 'fastapi.Request') -> Optional[str]:
replica = self._select_replica(request)
def select_replica(self, request: 'fastapi.Request',
disabled_replicas: List[str]) -> Optional[str]:
replica = self._select_replica(request, disabled_replicas)
if replica is not None:
logger.info(f'Selected replica {replica} '
f'for request {_request_repr(request)}')
Expand All @@ -40,7 +41,8 @@ def select_replica(self, request: 'fastapi.Request') -> Optional[str]:

# TODO(tian): We should have an abstract class for Request to
# compatible with all frameworks.
def _select_replica(self, request: 'fastapi.Request') -> Optional[str]:
def _select_replica(self, request: 'fastapi.Request',
disabled_replicas: List[str]) -> Optional[str]:
raise NotImplementedError


Expand All @@ -61,10 +63,15 @@ def set_ready_replicas(self, ready_replicas: List[str]) -> None:
self.ready_replicas = ready_replicas
self.index = 0

def _select_replica(self, request: 'fastapi.Request') -> Optional[str]:
def _select_replica(self, request: 'fastapi.Request',
disabled_replicas: List[str]) -> Optional[str]:
del request # Unused.
if not self.ready_replicas:
# Avoid infinite loop.
if not self.ready_replicas or all(
url in disabled_replicas for url in self.ready_replicas):
return None
ready_replica_url = self.ready_replicas[self.index]
self.index = (self.index + 1) % len(self.ready_replicas)
return ready_replica_url
while True:
ready_replica_url = self.ready_replicas[self.index]
self.index = (self.index + 1) % len(self.ready_replicas)
if ready_replica_url not in disabled_replicas:
return ready_replica_url
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