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[serve] Add exponential backoff for queue_len_response_deadline_s
#42041
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edoakes
merged 7 commits into
ray-project:master
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edoakes:replica-queue-timeout-backoff
Dec 21, 2023
Merged
[serve] Add exponential backoff for queue_len_response_deadline_s
#42041
edoakes
merged 7 commits into
ray-project:master
from
edoakes:replica-queue-timeout-backoff
Dec 21, 2023
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…ica-queue-timeout-backoff
edoakes
changed the title
[WIP][serve] backoff for queue len response
[serve] Add exponential backoff for Dec 21, 2023
queue_len_response_deadline_s
Example of artificially injecting a
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shrekris-anyscale
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Dec 21, 2023
GeneDer
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Dec 21, 2023
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LGTM!
Can probably follow up by a doc change 🙃 |
edoakes
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…ay-project#42041) We currently have a flat deadline of 0.1s (by default). Under heavy load or high network latency conditions, this deadline might be consistently missed and cause requests to pile up because they're unable to be scheduled. ray-project#42001 made this deadline configurable, but setting it high by default defeats its purpose (to reduce tail latency when a single replica is overloaded/blocked/unresponsive). This change backs off the deadline exponentially so the initial deadline can still be low while avoiding "halting" under degraded conditions. The max is set to 1s by default but can be configured using `RAY_SERVE_MAX_QUEUE_LENGTH_RESPONSE_DEADLINE_S`. --------- Signed-off-by: Edward Oakes <ed.nmi.oakes@gmail.com>
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vickytsang
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Jan 12, 2024
…ay-project#42041) We currently have a flat deadline of 0.1s (by default). Under heavy load or high network latency conditions, this deadline might be consistently missed and cause requests to pile up because they're unable to be scheduled. ray-project#42001 made this deadline configurable, but setting it high by default defeats its purpose (to reduce tail latency when a single replica is overloaded/blocked/unresponsive). This change backs off the deadline exponentially so the initial deadline can still be low while avoiding "halting" under degraded conditions. The max is set to 1s by default but can be configured using `RAY_SERVE_MAX_QUEUE_LENGTH_RESPONSE_DEADLINE_S`. --------- Signed-off-by: Edward Oakes <ed.nmi.oakes@gmail.com>
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Why are these changes needed?
We currently have a flat deadline of 0.1s (by default). Under heavy load or high network latency conditions, this deadline might be consistently missed and cause requests to pile up because they're unable to be scheduled.
#42001 made this deadline configurable, but setting it high by default defeats its purpose (to reduce tail latency when a single replica is overloaded/blocked/unresponsive).
This change backs off the deadline exponentially so the initial deadline can still be low while avoiding "halting" under degraded conditions.
The max is set to
1s
by default but can be configured usingRAY_SERVE_MAX_QUEUE_LENGTH_RESPONSE_DEADLINE_S
.Related issue number
Checks
git commit -s
) in this PR.scripts/format.sh
to lint the changes in this PR.method in Tune, I've added it in
doc/source/tune/api/
under thecorresponding
.rst
file.