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Speed up Datastore deletes by batch deletions with multithreading #2182

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merged 4 commits into from
Jan 5, 2022

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ptoman-pa
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What this PR does / why we need it:
Speeds up teardown in Datastore by 3-4 orders of magnitude via Datastore's delete_multi plus multithreading with a work queue. (Previous approach was one-request-per-element single-threaded deletions.)

Which issue(s) this PR fixes:
No issue

Does this PR introduce a user-facing change?:

NONE

@ptoman-pa ptoman-pa requested a review from a team as a code owner January 4, 2022 01:32
@ptoman-pa ptoman-pa requested review from mavysavydav and removed request for a team January 4, 2022 01:32
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Hi @ptoman-pa. Thanks for your PR.

I'm waiting for a feast-dev member to verify that this patch is reasonable to test. If it is, they should reply with /ok-to-test on its own line. Until that is done, I will not automatically test new commits in this PR, but the usual testing commands by org members will still work. Regular contributors should join the org to skip this step.

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Signed-off-by: Pamela Toman <[email protected]>
@@ -32,6 +35,9 @@
from feast.protos.feast.types.Value_pb2 import Value as ValueProto
from feast.repo_config import FeastConfigBaseModel, RepoConfig
from feast.usage import log_exceptions_and_usage, tracing_span
from feast.utils.generic_utils import AtomicCounter
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We've generally tried to avoid adding utils modules since it's a kitchen sink/code smell. If this AtomicCounter is only used in this datastore class, maybe we can just define it here? Or rename feast.utils.generic_utils to feast.atomic or something?

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I'm actually glad to hear this :) I wanted to use the patterns of the codebase. I'm going to move it into an innerclass just for the _delete_all_values since it's only used for that logging statement (or we could remove the logging), and it can always be migrated to increasing scope if needed.

while True:
client.delete_multi(deletion_queue.get())
shared_counter.increment()
LOGGER.info(
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This should maybe be .debug?

@achals achals self-assigned this Jan 4, 2022
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codecov-commenter commented Jan 4, 2022

Codecov Report

Merging #2182 (941dc05) into master (068389d) will increase coverage by 0.04%.
The diff coverage is 100.00%.

Impacted file tree graph

@@            Coverage Diff             @@
##           master    #2182      +/-   ##
==========================================
+ Coverage   84.59%   84.64%   +0.04%     
==========================================
  Files         102      102              
  Lines        8186     8230      +44     
==========================================
+ Hits         6925     6966      +41     
- Misses       1261     1264       +3     
Flag Coverage Δ
integrationtests 74.37% <100.00%> (-0.19%) ⬇️
unittests 58.86% <14.28%> (-0.15%) ⬇️

Flags with carried forward coverage won't be shown. Click here to find out more.

Impacted Files Coverage Δ
sdk/python/feast/infra/online_stores/datastore.py 83.00% <100.00%> (+2.88%) ⬆️
sdk/python/feast/type_map.py 72.65% <0.00%> (-0.52%) ⬇️
.../integration/online_store/test_universal_online.py 97.67% <0.00%> (-0.47%) ⬇️
sdk/python/feast/online_response.py 87.71% <0.00%> (ø)
sdk/python/feast/feature_store.py 91.48% <0.00%> (+0.12%) ⬆️
sdk/python/feast/infra/provider.py 90.09% <0.00%> (+0.18%) ⬆️

Continue to review full report at Codecov.

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with self.lock:
self.value += 1

BATCH_SIZE = 500 # Dec 2021: delete_multi has a max size of 500
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Nit is there a doc we can link to in case this changes in the future?

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I just went looking and couldn't find an obvious place. If we try to query with more than 500, the server responds:

google.api_core.exceptions.InvalidArgument: 400 cannot write more than 500 entities in a single call

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Signed-off-by: Pamela Toman <[email protected]>
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achals commented Jan 4, 2022

/ok-to-test

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/lgtm

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[APPROVALNOTIFIER] This PR is APPROVED

This pull-request has been approved by: achals, ptoman-pa

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@feast-ci-bot feast-ci-bot merged commit e8e4972 into feast-dev:master Jan 5, 2022
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5 participants