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kvserver: rebalance ranges to minimize QPS delta among stores #72296

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merged 1 commit into from
Jan 29, 2022

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aayushshah15
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@aayushshah15 aayushshah15 commented Nov 1, 2021

kvserver: rebalance ranges to minimize QPS delta among stores

This commit fixes the regression(s) introduced by
#65379 where we observed replica
thrashing in various workloads (#70396 and #71244).

The following is a description of the differences between the QPS based
rebalancing scheme used in the previous implementation of the store rebalancer
(release-21.2 and before) and the "new" implementation (22.1 and beyond).

lease rebalancing
release 21.2 and before
QPS based lease rebalancing in CRDB 21.2 considers the overall cluster level
average QPS and computes underfull and overfull thresholds based off of this
average. For each range that the local store has a lease for, the store
rebalancer goroutine checks whether transferring said range's lease away will
bring the local store's QPS below the underfull threshold. If so, it ignores
the range and moves on to the next one. Otherwise, it iterates through the
stores of all the non-leaseholder voting replicas (in ascending order of their
QPS) and checks whether it would be reasonable to transfer the lease away to
such a store. It ensures that the receiving store would not become overfull
after the lease transfer. It checks that the receiving store doesn't have a
replica that's lagging behind the current leaseholder. It checks that the
receiving store is not in violation of lease preferences. Finally, it ensures
that the lease is not on the local store because of access locality
considerations (i.e. because of follow-the-workload).

All of this was bespoke logic that lived in the store rebalancer (using none of
the Allocator's machinery).

master and this commit
In #65379, we moved this decision making into the Allocator by adding a new
mode in Allocator.TransferLeaseTarget that tries to determine whether
transferring the lease to another voting replica would reduce the qps delta
between the hottest and the coldest stores in the replica set. This commit adds
some padding to this logic by ensuring that the qps difference between the
store relinquishing the lease and the store receiving the lease is at least
200qps. Furthermore, it ensures that the store receiving the lease won't become
significantly hotter than the current leaseholder.

replica rebalancing
release 21.2 and before
QPS replica rebalancing in CRDB <=21.2 works similarly to the lease rebalancing
logic. We first compute a cluster level QPS average, overfull and underfull
thresholds. Based on these thresholds we try to move replicas away from
overfull stores and onto stores that are underfull, all while ensuring that the
receiving stores would not become overfull after the rebalance. A critical
assumption that the store rebalancer made (and still does, in the approach
implemented by this commit) is that follower replicas serve the same traffic as
the leaseholder.

master and this commit
The approach implemented by #65379 and refined by this commit tries to leverage
machinery in the Allocator that makes rebalancing decisions that converge load
based statistics per equivalence class. Previously, this machinery was only
used for range count based replica rebalancing (performed by the
replicateQueue) but not for qps-based rebalancing. This commit implements a
similar approach to what we do now for lease rebalancing, which is to determine
whether a rebalance action would reduce the qps delta between the hottest and
the coldest store in the equivalence class. This commit adds some safeguards
around this logic by ensuring that the store relinquishing the replica and the
store receiving it differ by at least 200 qps. Furthermore, it ensures that the
replica rebalance would not significantly switch the relative dispositions of
the two stores.

An important thing to note with the 21.2 implementation of the store rebalancer
is that it was making all of its decisions based on cluster-level QPS averages.
This behaves poorly in heterogenously sized / loaded clusters where some
localities are designed to receive more traffic than others. In such clusters,
heavily loaded localities can always be considered "overfull". This usually
means that all stores in such localities would be above the "overfull"
threshold in the cluster. The logic described above would effectively not do
anything since there are no underfull stores to move replicas to.

Manual testing
This patch has been stress tested with the follower reads roachtests (~250 iterations of
follower-reads/survival=region/locality=global/reads=strong and 100 iterations of
follower-reads/survival=zone/locality=regional/reads=exact-staleness). It has also been
stress tested with the rebalance/by-load roachtests (100 iterations for both ..leases and
..replicas tests). I also manually ran a TPCC 10K run with a small ramp (something we
know triggers #31135) a few times and
saw average QPS converge among stores fairly quickly.
tpcc-with-low-ramp

Release note (performance improvement): A set of bugs that rendered QPS-based
lease and replica rebalancing in CRDB 21.2 and prior ineffective under
heterogenously loaded cluster localities has been fixed. Additionally a
limitation which prevented CRDB from effectively alleviating extreme QPS hotspots
from nodes has also been fixed.

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This change is Reviewable

@aayushshah15 aayushshah15 force-pushed the preventRebalanceThrashing branch 24 times, most recently from 7a15a96 to 1b21828 Compare December 6, 2021 20:16
@aayushshah15 aayushshah15 force-pushed the preventRebalanceThrashing branch 2 times, most recently from 560d92d to b2a89f9 Compare December 7, 2021 19:29
@aayushshah15
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thanks for the reviews!!

bors r+

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craig bot commented Jan 28, 2022

Build failed (retrying...):

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craig bot commented Jan 29, 2022

Build failed (retrying...):

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craig bot commented Jan 29, 2022

Build failed (retrying...):

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craig bot commented Jan 29, 2022

Build failed:

@aayushshah15
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bors r+

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craig bot commented Jan 29, 2022

Build failed:

@aayushshah15
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TestLogic seems flakey lately.

bors r+

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craig bot commented Jan 29, 2022

Build succeeded:

@craig craig bot merged commit 1e96583 into cockroachdb:master Jan 29, 2022
andreimatei added a commit to andreimatei/cockroach that referenced this pull request Jan 31, 2022
This setting had rotted, leading to a span use-after-Finish.

This was caught by the recently-unskipped follower reads roachtests
(roachtests panic on use-after-finish), accounting for all the issues
below. The last entry in these issues refers to the nodes crashing
because of the bug fixed here. Some of these issues have been open for a
long time for more relevant failures - those have been fixed in cockroachdb#72296.

Fixes cockroachdb#75716
Fixes cockroachdb#75715
Fixes cockroachdb#75714
Fixes cockroachdb#71244
Fixes cockroachdb#71126
Fixes cockroachdb#70818
Fixes cockroachdb#70191
Fixes cockroachdb#70011
Fixes cockroachdb#70010
Fixes cockroachdb#69952
Fixes cockroachdb#69951

Release note: None
andreimatei added a commit to andreimatei/cockroach that referenced this pull request Jan 31, 2022
This setting had rotted, leading to a span use-after-Finish.

This was caught by the recently-unskipped follower reads roachtests
(roachtests panic on use-after-finish), accounting for all the issues
below. The last entry in these issues refers to the nodes crashing
because of the bug fixed here. Some of these issues have been open for a
long time for more relevant failures - those have been fixed in cockroachdb#72296.

Fixes cockroachdb#75716
Fixes cockroachdb#75715
Fixes cockroachdb#75714
Fixes cockroachdb#71244
Fixes cockroachdb#71126
Fixes cockroachdb#70818
Fixes cockroachdb#70191
Fixes cockroachdb#70011
Fixes cockroachdb#70010
Fixes cockroachdb#69952
Fixes cockroachdb#69951

Release note: None
andreimatei added a commit to andreimatei/cockroach that referenced this pull request Jan 31, 2022
This setting had rotted, leading to a span use-after-Finish.

This was caught by the recently-unskipped follower reads roachtests
(roachtests panic on use-after-finish), accounting for all the issues
below. The last entry in these issues refers to the nodes crashing
because of the bug fixed here. Some of these issues have been open for a
long time for more relevant failures - those have been fixed in cockroachdb#72296.

Fixes cockroachdb#75716
Fixes cockroachdb#75715
Fixes cockroachdb#75714
Fixes cockroachdb#71244
Fixes cockroachdb#71126
Fixes cockroachdb#70818
Fixes cockroachdb#70191
Fixes cockroachdb#70011
Fixes cockroachdb#70010
Fixes cockroachdb#69952
Fixes cockroachdb#69951

Release note: None
craig bot pushed a commit that referenced this pull request Feb 1, 2022
75739: sql: fix the sql.trace.stmt.enable_threshold cluster setting  r=andreimatei a=andreimatei

This setting had rotted, leading to a span use-after-Finish.

This was caught by the recently-unskipped follower reads roachtests
(roachtests panic on use-after-finish), accounting for all the issues
below. The last entry in these issues refers to the nodes crashing
because of the bug fixed here. Some of these issues have been open for a
long time for more relevant failures - those have been fixed in #72296.

Fixes #75716
Fixes #75715
Fixes #75714
Fixes #71244
Fixes #71126
Fixes #70818
Fixes #70191
Fixes #70011
Fixes #70010
Fixes #69952
Fixes #69951

Release note: None

75764: roachtest: add a variant of tpch_concurrency with no admission control r=yuzefovich a=yuzefovich

Informs: #74836.

Release note: None

Co-authored-by: Andrei Matei <andrei@cockroachlabs.com>
Co-authored-by: Yahor Yuzefovich <yahor@cockroachlabs.com>
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3 participants