feat: `Session` and `Scan` wrappers for `cache` by dkharms · Pull Request #489 · ozontech/seq-db

dkharms · 2026-08-11T11:20:29Z

Description

In this PR I've introduced interface cache.Wrapper into cache package.

This interface allows us to solve several problems by providing the most reasonable implementations at the call-sites. The hottest problems are:

Too high cache hit-rate (it is very noticeable with lids cache layer) because we receive objects one-at-a-time (from the one block) and therefore generate a lot of cache hits;
Compaction used cache as well and our current cache implementation is not tolerant to scan-and-forget workloads (what compaction basically is) therefore search queries suffered;

It was a little bit tricky to collect sound measurements because compaction is using cache.Scan wrapper and the overall RAM usage dropped and therefore GC was more sensitive to RAM usage spikes (example, GC-rate) that's why I've set GOGC=500 and GOMEMLIMIT=4GiB.

So I guess the most important metrics are:

Cache hit-rate is higher in 0-scoped-cache branch because compaction does not evict cached blocks and search latencies are better across all percentiles;
CPU usage is a little bit lower (well, because we do not waste CPU cycles on block unpacking);

Query	Type	`mean (ms)`			`stddev (ms)`			`p(50) (ms)`			`p(95) (ms)`			`p(99) (ms)`			`iterations`			`total`
Query	Type	base	comp	diff	base	comp	diff	base	comp	diff	base	comp	diff	base	comp	diff	base	comp	diff	base	comp	diff
`bulk`	hot	`25.84`	`25.81`	`-0.15%`	`5.32`	`5.20`	`-2.37%`	`25`	`25`	`0.00%`	`38`	`36`	`-5.26%`	`59`	`53`	`-10.17%`	`32329`	`32328`	`-0.00%`	`0`	`0`	`0.00%`
`service:payment-backend-eu AND k8s_namespace:prod AND level:[0 to 3] AND ( message:'failed' OR message:'timeout' )`	hot	`43.38`	`41.80`	`-3.65%`	`5.01`	`5.16`	`+2.86%`	`43.28`	`41.55`	`-4.00%`	`56.59`	`54.35`	`-3.96%`	`75.87`	`70.06`	`-7.66%`	`4785`	`4785`	`0.00%`	`0`	`0`	`0.00%`

I've reverted changes from refactor: add ReaderProvider to fetch registry from cache once per re… #447 because I believe my approach is better but I still need to configure wrapper for registry cache;

I have read and followed all requirements in CONTRIBUTING.md;
I used LLM/AI assistance to make this pull request;

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codecov-commenter · 2026-08-11T11:24:27Z

Codecov Report

❌ Patch coverage is 69.14062% with 79 lines in your changes missing coverage. Please review.
✅ Project coverage is 71.24%. Comparing base (d872202) to head (9262aea).
⚠️ Report is 1 commits behind head on main.

Files with missing lines	Patch %	Lines
frac/sealed/seqids/loader.go	64.86%	7 Missing and 6 partials ⚠️
storage/index_reader.go	60.00%	8 Missing and 4 partials ⚠️
frac/sealed_loader.go	16.66%	8 Missing and 2 partials ⚠️
frac/sealed/token/block_loader.go	33.33%	6 Missing and 2 partials ⚠️
cache/wrapper.go	78.78%	4 Missing and 3 partials ⚠️
frac/sealed/token/table_loader.go	65.00%	3 Missing and 4 partials ⚠️
frac/remote.go	75.00%	6 Missing ⚠️
frac/sealed.go	77.77%	6 Missing ⚠️
frac/sealed/lids/loader.go	71.42%	1 Missing and 1 partial ⚠️
frac/sealed_source.go	93.10%	1 Missing and 1 partial ⚠️
... and 4 more

Additional details and impacted files

@@            Coverage Diff             @@
##             main     #489      +/-   ##
==========================================
+ Coverage   71.10%   71.24%   +0.14%     
==========================================
  Files         232      234       +2     
  Lines       18572    19026     +454     
==========================================
+ Hits        13205    13556     +351     
- Misses       4374     4437      +63     
- Partials      993     1033      +40

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dkharms · 2026-08-11T13:08:40Z

@seqbenchbot start bulk main --duration=10m

seqbenchbot · 2026-08-11T13:08:44Z

Nice, @dkharms <(-^,^-)=b!

Started benchmark 1b350ba7.

Show details

scenario bulk;
against main;
running for 10m0s;

I'll post the statistics here once it finishes.
To end it early, run @seqbenchbot stop 1b350ba7.

Here is a list of helpful links:

Take a look at Grafana dashboard;
Live-tailing logs are also available;

Have a great time!

seqbenchbot · 2026-08-11T13:22:19Z

Nice, @dkharms <(-^,^-)=b!

Benchmark 1b350ba7 (scenario bulk) has finished.
I've prepared a summary for you. Click on Show summary button to see it:

Show summary

Query	Type	`mean (ms)`	`stddev (ms)`	`p(50) (ms)`	`p(95) (ms)`	`p(99) (ms)`	`iterations`	`total`
`bulk`	hot	`26.33`	`5.62`	`26`	`41`	`59`	`21585`	`0`

Compare it against another run with @seqbenchbot compare 1b350ba7 <other-id>.

dkharms · 2026-08-11T13:26:34Z

@seqbenchbot start bulk 0-scoped-cache --duration=10m

seqbenchbot · 2026-08-11T13:26:38Z

Nice, @dkharms <(-^,^-)=b!

Started benchmark 90121b2e.

Show details

scenario bulk;
against 0-scoped-cache;
running for 10m0s;

I'll post the statistics here once it finishes.
To end it early, run @seqbenchbot stop 90121b2e.

Here is a list of helpful links:

Take a look at Grafana dashboard;
Live-tailing logs are also available;

Have a great time!

seqbenchbot · 2026-08-11T13:38:34Z

Nice, @dkharms <(-^,^-)=b!

Benchmark 90121b2e (scenario bulk) has finished.
I've prepared a summary for you. Click on Show summary button to see it:

Show summary

Query	Type	`mean (ms)`	`stddev (ms)`	`p(50) (ms)`	`p(95) (ms)`	`p(99) (ms)`	`iterations`	`total`
`bulk`	hot	`29.21`	`7.17`	`29`	`56`	`71`	`21585`	`0`

Compare it against another run with @seqbenchbot compare 90121b2e <other-id>.

dkharms · 2026-08-11T15:22:46Z

@seqbenchbot start mixed main --duration=15m

seqbenchbot · 2026-08-11T15:22:50Z

Nice, @dkharms <(-^,^-)=b!

Started benchmark 2636018c.

Show details

scenario mixed;
against main;
running for 15m0s;

I'll post the statistics here once it finishes.
To end it early, run @seqbenchbot stop 2636018c.

Here is a list of helpful links:

Take a look at Grafana dashboard;
Live-tailing logs are also available;

Have a great time!

seqbenchbot · 2026-08-11T15:39:19Z

Nice, @dkharms <(-^,^-)=b!

Benchmark 2636018c (scenario mixed) has finished.
I've prepared a summary for you. Click on Show summary button to see it:

Show summary

Query	Type	`mean (ms)`	`stddev (ms)`	`p(50) (ms)`	`p(95) (ms)`	`p(99) (ms)`	`iterations`	`total`
`bulk`	hot	`27.02`	`5.89`	`26`	`42`	`63`	`32328`	`0`
`service:payment-backend-eu AND k8s_namespace:prod AND level:[0 to 3] AND ( message:'failed' OR message:'timeout' )`	hot	`43.80`	`5.37`	`43.56`	`60.07`	`77.17`	`4785`	`0`

Compare it against another run with @seqbenchbot compare 2636018c <other-id>.

dkharms · 2026-08-11T15:39:49Z

@seqbenchbot start mixed 0-scoped-cache --duration=15m

seqbenchbot · 2026-08-11T15:39:54Z

Nice, @dkharms <(-^,^-)=b!

Started benchmark cab2b4e0.

Show details

scenario mixed;
against 0-scoped-cache;
running for 15m0s;

I'll post the statistics here once it finishes.
To end it early, run @seqbenchbot stop cab2b4e0.

Here is a list of helpful links:

Take a look at Grafana dashboard;
Live-tailing logs are also available;

Have a great time!

seqbenchbot · 2026-08-11T15:56:33Z

Nice, @dkharms <(-^,^-)=b!

Benchmark cab2b4e0 (scenario mixed) has finished.
I've prepared a summary for you. Click on Show summary button to see it:

Show summary

Query	Type	`mean (ms)`	`stddev (ms)`	`p(50) (ms)`	`p(95) (ms)`	`p(99) (ms)`	`iterations`	`total`
`bulk`	hot	`29.21`	`6.89`	`29`	`53`	`72`	`32328`	`0`
`service:payment-backend-eu AND k8s_namespace:prod AND level:[0 to 3] AND ( message:'failed' OR message:'timeout' )`	hot	`44.70`	`6.47`	`44.41`	`69.55`	`87.65`	`4785`	`0`

Compare it against another run with @seqbenchbot compare cab2b4e0 <other-id>.

dkharms · 2026-08-11T15:57:39Z

@seqbenchbot start mixed 0-scoped-cache --duration=15m

seqbenchbot · 2026-08-11T15:57:42Z

Nice, @dkharms <(-^,^-)=b!

Started benchmark 785f5d30.

Show details

scenario mixed;
against 0-scoped-cache;
running for 15m0s;

I'll post the statistics here once it finishes.
To end it early, run @seqbenchbot stop 785f5d30.

Here is a list of helpful links:

Take a look at Grafana dashboard;
Live-tailing logs are also available;

Have a great time!

github-actions · 2026-08-11T16:06:23Z

🔴 Performance Degradation

Some benchmarks have degraded compared to the previous run.
Click on Show table button to see full list of degraded benchmarks.

Show table

Name	Previous	Current	Ratio	Verdict
`Indexer-4`	`a73114`	`107efc`
	`678752766.00 B/op`	`766786365.00 B/op`	`1.13`	`🔴`

seqbenchbot · 2026-08-11T16:14:33Z

Nice, @dkharms <(-^,^-)=b!

Benchmark 785f5d30 (scenario mixed) has finished.
I've prepared a summary for you. Click on Show summary button to see it:

Show summary

Query	Type	`mean (ms)`	`stddev (ms)`	`p(50) (ms)`	`p(95) (ms)`	`p(99) (ms)`	`iterations`	`total`
`bulk`	hot	`25.81`	`5.20`	`25`	`36`	`53`	`32328`	`0`
`service:payment-backend-eu AND k8s_namespace:prod AND level:[0 to 3] AND ( message:'failed' OR message:'timeout' )`	hot	`41.80`	`5.16`	`41.55`	`54.35`	`70.06`	`4785`	`0`

Compare it against another run with @seqbenchbot compare 785f5d30 <other-id>.

dkharms · 2026-08-11T16:15:11Z

@seqbenchbot start mixed main --duration=15m

seqbenchbot · 2026-08-11T16:15:15Z

Nice, @dkharms <(-^,^-)=b!

Started benchmark f0f3659f.

Show details

scenario mixed;
against main;
running for 15m0s;

I'll post the statistics here once it finishes.
To end it early, run @seqbenchbot stop f0f3659f.

Here is a list of helpful links:

Take a look at Grafana dashboard;
Live-tailing logs are also available;

Have a great time!

seqbenchbot · 2026-08-11T16:31:49Z

Nice, @dkharms <(-^,^-)=b!

Benchmark f0f3659f (scenario mixed) has finished.
I've prepared a summary for you. Click on Show summary button to see it:

Show summary

Query	Type	`mean (ms)`	`stddev (ms)`	`p(50) (ms)`	`p(95) (ms)`	`p(99) (ms)`	`iterations`	`total`
`bulk`	hot	`25.84`	`5.32`	`25`	`38`	`59`	`32329`	`0`
`service:payment-backend-eu AND k8s_namespace:prod AND level:[0 to 3] AND ( message:'failed' OR message:'timeout' )`	hot	`43.38`	`5.01`	`43.28`	`56.59`	`75.87`	`4785`	`0`

Compare it against another run with @seqbenchbot compare f0f3659f <other-id>.

dkharms · 2026-08-11T16:37:24Z

@seqbenchbot compare f0f3659f 785f5d30

seqbenchbot · 2026-08-11T16:37:28Z

Nice, @dkharms <(-^,^-)=b!

Comparison of baseline f0f3659f against comparison 785f5d30:

Show comparison

Query	Type	`mean (ms)`			`stddev (ms)`			`p(50) (ms)`			`p(95) (ms)`			`p(99) (ms)`			`iterations`			`total`
Query	Type	base	comp	diff	base	comp	diff	base	comp	diff	base	comp	diff	base	comp	diff	base	comp	diff	base	comp	diff
`bulk`	hot	`25.84`	`25.81`	`-0.15%`	`5.32`	`5.20`	`-2.37%`	`25`	`25`	`0.00%`	`38`	`36`	`-5.26%`	`59`	`53`	`-10.17%`	`32329`	`32328`	`-0.00%`	`0`	`0`	`0.00%`
`service:payment-backend-eu AND k8s_namespace:prod AND level:[0 to 3] AND ( message:'failed' OR message:'timeout' )`	hot	`43.38`	`41.80`	`-3.65%`	`5.01`	`5.16`	`+2.86%`	`43.28`	`41.55`	`-4.00%`	`56.59`	`54.35`	`-3.96%`	`75.87`	`70.06`	`-7.66%`	`4785`	`4785`	`0.00%`	`0`	`0`	`0.00%`

See both runs overlaid (baseline aligned to comparison) on the Grafana dashboard.

Have a great time!

cheb0 · 2026-08-12T12:19:07Z

@seqbenchbot start search-regular main 'message:*' --duration 3m

seqbenchbot · 2026-08-12T12:19:11Z

Nice, @cheb0 <(-^,^-)=b!

Started benchmark dfa15547.

Show details

scenario search-regular;
against main;
running for 3m0s;

I'll post the statistics here once it finishes.
To end it early, run @seqbenchbot stop dfa15547.

Here is a list of helpful links:

Take a look at Grafana dashboard;
Live-tailing logs are also available;

Have a great time!

seqbenchbot · 2026-08-12T12:25:34Z

Nice, @cheb0 <(-^,^-)=b!

Benchmark dfa15547 (scenario search-regular) has finished.
I've prepared a summary for you. Click on Show summary button to see it:

Show summary

Query	Type	`mean (ms)`	`stddev (ms)`	`p(50) (ms)`	`p(95) (ms)`	`p(99) (ms)`	`iterations`	`total`
`message:*`	hot	`6495.15`	`186.22`	`6474.38`	`7073.97`	`7787.12`	`167`	`10063671`

Compare it against another run with @seqbenchbot compare dfa15547 <other-id>.

cheb0 · 2026-08-12T12:29:28Z

@seqbenchbot start search-regular 0-scoped-cache 'message:*' --duration 3m

seqbenchbot · 2026-08-12T12:29:31Z

Nice, @cheb0 <(-^,^-)=b!

Started benchmark 5d4219b9.

Show details

scenario search-regular;
against 0-scoped-cache;
running for 3m0s;

I'll post the statistics here once it finishes.
To end it early, run @seqbenchbot stop 5d4219b9.

Here is a list of helpful links:

Take a look at Grafana dashboard;
Live-tailing logs are also available;

Have a great time!

seqbenchbot · 2026-08-12T12:34:03Z

Nice, @cheb0 <(-^,^-)=b!

Benchmark 5d4219b9 (scenario search-regular) has finished.
I've prepared a summary for you. Click on Show summary button to see it:

Show summary

Query	Type	`mean (ms)`	`stddev (ms)`	`p(50) (ms)`	`p(95) (ms)`	`p(99) (ms)`	`iterations`	`total`
`message:*`	hot	`6617.52`	`227.34`	`6581.83`	`7031.41`	`7626.72`	`163`	`10063717`

Compare it against another run with @seqbenchbot compare 5d4219b9 <other-id>.

dkharms · 2026-08-14T09:35:18Z

@seqbenchbot start bulk 0-scoped-cache --duration=10m

seqbenchbot · 2026-08-14T09:35:23Z

Nice, @dkharms <(-^,^-)=b!

Started benchmark 8ac09a89.

Show details

scenario bulk;
against 0-scoped-cache;
running for 10m0s;

I'll post the statistics here once it finishes.
To end it early, run @seqbenchbot stop 8ac09a89.

Here is a list of helpful links:

Take a look at Grafana dashboard;
Live-tailing logs are also available;

Have a great time!

github-actions · 2026-08-14T09:40:57Z

🔴 Performance Degradation

Some benchmarks have degraded compared to the previous run.
Click on Show table button to see full list of degraded benchmarks.

Show table

Name	Previous	Current	Ratio	Verdict
`Sealing_WithSort-4`	`a73114`	`b9c254`
	`40324408.00 B/op`	`72327872.00 B/op`	`1.79`	`🔴`
	`5389.00 allocs/op`	`2005403.00 allocs/op`	`372.13`	`🔴`

seqbenchbot · 2026-08-14T09:48:34Z

Nice, @dkharms <(-^,^-)=b!

Benchmark 8ac09a89 (scenario bulk) has finished.
I've prepared a summary for you. Click on Show summary button to see it:

Show summary

Query	Type	`mean (ms)`	`stddev (ms)`	`p(50) (ms)`	`p(95) (ms)`	`p(99) (ms)`	`iterations`	`total`
`bulk`	hot	`29.27`	`7.36`	`29`	`54`	`71`	`21585`	`0`

Compare it against another run with @seqbenchbot compare 8ac09a89 <other-id>.

dkharms · 2026-08-14T09:52:49Z

@seqbenchbot start bulk main --duration=10m

seqbenchbot · 2026-08-14T09:52:53Z

Nice, @dkharms <(-^,^-)=b!

Started benchmark debb7b21.

Show details

scenario bulk;
against main;
running for 10m0s;

I'll post the statistics here once it finishes.
To end it early, run @seqbenchbot stop debb7b21.

Here is a list of helpful links:

Take a look at Grafana dashboard;
Live-tailing logs are also available;

Have a great time!

seqbenchbot · 2026-08-14T10:04:49Z

Nice, @dkharms <(-^,^-)=b!

Benchmark debb7b21 (scenario bulk) has finished.
I've prepared a summary for you. Click on Show summary button to see it:

Show summary

Query	Type	`mean (ms)`	`stddev (ms)`	`p(50) (ms)`	`p(95) (ms)`	`p(99) (ms)`	`iterations`	`total`
`bulk`	hot	`26.80`	`5.98`	`26`	`42`	`61`	`21585`	`0`

Compare it against another run with @seqbenchbot compare debb7b21 <other-id>.

dkharms · 2026-08-14T13:21:27Z

@seqbenchbot start bulk 0-scoped-cache --duration=10m

seqbenchbot · 2026-08-14T13:21:31Z

Nice, @dkharms <(-^,^-)=b!

Started benchmark e364a3c5.

Show details

scenario bulk;
against 0-scoped-cache;
running for 10m0s;

I'll post the statistics here once it finishes.
To end it early, run @seqbenchbot stop e364a3c5.

Here is a list of helpful links:

Take a look at Grafana dashboard;
Live-tailing logs are also available;

Have a great time!

github-actions · 2026-08-14T13:30:14Z

🔴 Performance Degradation

Some benchmarks have degraded compared to the previous run.
Click on Show table button to see full list of degraded benchmarks.

Show table

Name	Previous	Current	Ratio	Verdict
`Sealing_WithSort-4`	`a73114`	`c9d52c`
	`40324408.00 B/op`	`72324152.00 B/op`	`1.79`	`🔴`
	`5389.00 allocs/op`	`2005387.00 allocs/op`	`372.13`	`🔴`

seqbenchbot · 2026-08-14T13:33:18Z

Nice, @dkharms <(-^,^-)=b!

Benchmark e364a3c5 (scenario bulk) has finished.
I've prepared a summary for you. Click on Show summary button to see it:

Show summary

Query	Type	`mean (ms)`	`stddev (ms)`	`p(50) (ms)`	`p(95) (ms)`	`p(99) (ms)`	`iterations`	`total`
`bulk`	hot	`25.64`	`5.27`	`25`	`37`	`54`	`21585`	`0`

Compare it against another run with @seqbenchbot compare e364a3c5 <other-id>.

dkharms · 2026-08-14T14:07:45Z

@seqbenchbot start bulk 0-scoped-cache --duration=10m

seqbenchbot · 2026-08-14T14:07:49Z

Nice, @dkharms <(-^,^-)=b!

Started benchmark 189238e7.

Show details

scenario bulk;
against 0-scoped-cache;
running for 10m0s;

I'll post the statistics here once it finishes.
To end it early, run @seqbenchbot stop 189238e7.

Here is a list of helpful links:

Take a look at Grafana dashboard;
Live-tailing logs are also available;

Have a great time!

github-actions · 2026-08-14T14:15:40Z

🔴 Performance Degradation

Some benchmarks have degraded compared to the previous run.
Click on Show table button to see full list of degraded benchmarks.

Show table

Name	Previous	Current	Ratio	Verdict
`Sealing_WithSort-4`	`a73114`	`04c4f4`
	`40324408.00 B/op`	`73381472.00 B/op`	`1.82`	`🔴`
	`5389.00 allocs/op`	`2005406.00 allocs/op`	`372.13`	`🔴`

seqbenchbot · 2026-08-14T14:21:04Z

Nice, @dkharms <(-^,^-)=b!

Benchmark 189238e7 (scenario bulk) has finished.
I've prepared a summary for you. Click on Show summary button to see it:

Show summary

Query	Type	`mean (ms)`	`stddev (ms)`	`p(50) (ms)`	`p(95) (ms)`	`p(99) (ms)`	`iterations`	`total`
`bulk`	hot	`25.80`	`5.25`	`25`	`38`	`60`	`21585`	`0`

Compare it against another run with @seqbenchbot compare 189238e7 <other-id>.

feat: Session and Scan wrappers for cache

cfdd89d

chore: tune GOGC/GOMEMLIMIT

f234537

dkharms added the performance Features or improvements that positively affect seq-db performance label Aug 11, 2026

dkharms added 2 commits August 14, 2026 12:30

refactor: use Loader interface in cache

ee3f91b

chore: tune gogc/gomemlimit

3261347

chore: GOGC=200

59eaea1

chore: GO_VERSION=1.26

9262aea

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