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[Data] Retry RaySystemError
application errors
#45079
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Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
bveeramani
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ericl,
scv119,
c21,
amogkam,
scottjlee,
raulchen,
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omatthew98
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May 1, 2024 20:15
raulchen
approved these changes
May 1, 2024
# Ray won't retry system errors if they're raised from task code. To ensure | ||
# Ray Data is fault tolerant to those errors, we need to add RaySystemError | ||
# to the retry_exceptions list. | ||
"retry_exceptions": [ray.exceptions.RaySystemError], |
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what will happen if user already set this? If user already set it to a list, we should append this to it. If they already set it to True
, we should do nothing.
python/ray/data/_internal/execution/operators/actor_pool_map_operator.py
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Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
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Ray typically automatically retries system errors. However, in some cases, tasks raise `RaySystemError`s and those errors aren't automatically retried. To ensure Ray Data is fault tolerant to those failures, this PR explicitly adds `RaySystemError` to the list of retried exceptions. Note: one reason why tasks raise `RaySystemError`s is that when we shut down a node, the raylet process can die before worker processes and `ray.get()` throws an exception since it can't access plasma in raylet. A longterm solution would be to fix the shutdown order: raylet should be the last process to exit. Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
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May 13, 2024
Ray typically automatically retries system errors. However, in some cases, tasks raise `RaySystemError`s and those errors aren't automatically retried. To ensure Ray Data is fault tolerant to those failures, this PR explicitly adds `RaySystemError` to the list of retried exceptions. Note: one reason why tasks raise `RaySystemError`s is that when we shut down a node, the raylet process can die before worker processes and `ray.get()` throws an exception since it can't access plasma in raylet. A longterm solution would be to fix the shutdown order: raylet should be the last process to exit. Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
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Ray typically automatically retries system errors. However, in some cases, tasks raise `RaySystemError`s and those errors aren't automatically retried. To ensure Ray Data is fault tolerant to those failures, this PR explicitly adds `RaySystemError` to the list of retried exceptions. Note: one reason why tasks raise `RaySystemError`s is that when we shut down a node, the raylet process can die before worker processes and `ray.get()` throws an exception since it can't access plasma in raylet. A longterm solution would be to fix the shutdown order: raylet should be the last process to exit. Signed-off-by: Balaji Veeramani <balaji@anyscale.com> Signed-off-by: Ryan O'Leary <ryanaoleary@google.com>
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Jun 7, 2024
Ray typically automatically retries system errors. However, in some cases, tasks raise `RaySystemError`s and those errors aren't automatically retried. To ensure Ray Data is fault tolerant to those failures, this PR explicitly adds `RaySystemError` to the list of retried exceptions. Note: one reason why tasks raise `RaySystemError`s is that when we shut down a node, the raylet process can die before worker processes and `ray.get()` throws an exception since it can't access plasma in raylet. A longterm solution would be to fix the shutdown order: raylet should be the last process to exit. Signed-off-by: Balaji Veeramani <balaji@anyscale.com>
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Why are these changes needed?
Ray typically automatically retries system errors. However, in some cases, tasks raise
RaySystemError
s and those errors aren't automatically retried. To ensure Ray Data is fault tolerant to those failures, this PR explicitly addsRaySystemError
to the list of retried exceptions.Note: one reason why tasks raise
RaySystemError
s is that when we shut down a node, the raylet process can die before worker processes andray.get()
throws an exception since it can't access plasma in raylet. A longterm solution would be to fix the shutdown order: raylet should be the last process to exit.Related issue number
Deflakes #44892
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.