perf: implement NextGEQ by cheb0 · Pull Request #345 · ozontech/seq-db

cheb0 · 2026-02-06T13:21:03Z

Description

A new operation which boosts search and aggregation performance. It's implemented on top of faster cmp branch because fast compares are vital for this operation. It's also a base for future improvements like skipping disk reads.

Currently, NextGeq works more like a hint - some nodes do not support it and NextGeq behaviour is same as Next. Therefore, some operations still have loops even when calling NextGeq (i.e. scrolling past lower values), like in aggregator.go. Might be improved in future.

Measurements

Performance improvement depends on a particular operation. Search performance benefit varies, but mostly it's mediocre.

The performance improvement on typical user aggregation is good.
service:xyz | group by k8s_pod count(*) (prod fracs)

master: 370-456 ms (hot-cold)
fast cmp: 320-402 ms
next geq: 73-153 ms (-50-70%)

There are also downsides. It's not zero-cost. For example, the case when we iterate the whole tree and there is nothing to skip (i.e. we traverse exactly same paths but there is extra comparison in NextGeq operation) :
exists:service | group by k8d_pod count(*)
master: 690-821 ms
fast cmp: 600-730 ms
next geq: 662-800 ms (+10% skipping overhead)

However, thanks to faster cmp, it will still be faster than current main branch, i.e. there is no performance downgrade. The next steps are probably to implement some sort of cost based planning (and cardinality estimation) where we can evaluate if there is a skipping potential and disable it altogether, or maybe even avoid constructing an aggregation tree.

Fixes #332

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

codecov-commenter · 2026-02-07T13:01:12Z

Codecov Report

❌ Patch coverage is 96.44970% with 6 lines in your changes missing coverage. Please review.
✅ Project coverage is 71.77%. Comparing base (8e3ecad) to head (8c9819e).

Files with missing lines	Patch %	Lines
node/node_or.go	96.29%	1 Missing and 1 partial ⚠️
node/node_range.go	0.00%	2 Missing ⚠️
frac/sealed/lids/iterator_asc.go	94.11%	1 Missing ⚠️
frac/sealed/lids/iterator_desc.go	94.44%	1 Missing ⚠️

Additional details and impacted files

@@            Coverage Diff             @@
##             main     #345      +/-   ##
==========================================
+ Coverage   71.52%   71.77%   +0.25%     
==========================================
  Files         204      205       +1     
  Lines       14812    14978     +166     
==========================================
+ Hits        10594    10751     +157     
- Misses       3454     3459       +5     
- Partials      764      768       +4

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github-actions · 2026-02-15T09:01:34Z

🔴 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
`And/size=1000000-4`	`8e3eca`	`f18094`
	`4.58 ns/op`	`5.12 ns/op`	`1.12`	`🔴`
`OrTreeNextGeq/size=1000-4`	`------`	`f18094`
	`NaN B/op`	`0.00 B/op`	`NaN`	`🔴`
	`NaN allocs/op`	`0.00 allocs/op`	`NaN`	`🔴`
	`NaN ns/op`	`4.79 ns/op`	`NaN`	`🔴`
`OrTreeNextGeq/size=10000-4`	`------`	`f18094`
	`NaN B/op`	`0.00 B/op`	`NaN`	`🔴`
	`NaN allocs/op`	`0.00 allocs/op`	`NaN`	`🔴`
	`NaN ns/op`	`4.89 ns/op`	`NaN`	`🔴`
`OrTreeNextGeq/size=1000000-4`	`------`	`f18094`
	`NaN B/op`	`0.00 B/op`	`NaN`	`🔴`
	`NaN allocs/op`	`0.00 allocs/op`	`NaN`	`🔴`
	`NaN ns/op`	`5.36 ns/op`	`NaN`	`🔴`

cheb0 · 2026-02-18T10:18:39Z

@seqbenchbot up 0-fast-cmp-xor search-logbench

seqbenchbot · 2026-02-18T10:18:45Z

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

Your request was successfully served.
Identificator for your ongoing benchmark - e3ad695a.

Here is a list of helpful links:

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

Have a great time!

seqbenchbot · 2026-02-18T10:58:28Z

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

The benchmark with identificator e3ad695a was 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`
Query	Type	base	comp	diff	base	comp	diff	base	comp	diff	base	comp	diff	base	comp	diff	base	comp	diff
`service:api-gateway-us \| group by (method) \| avg(size)`	cold	`1051.60`	`900.00`	`-14.42%`	`86.29`	`43.08`	`-50.07%`	`1025.00`	`886.00`	`-13.56%`	`1135.00`	`941.00`	`-17.09%`	`1135.00`	`941.00`	`-17.09%`	`5.00`	`5.00`	`0.00%`
`service:api-gateway-us \| group by (method) \| avg(size)`	warm	`304.16`	`215.56`	`-29.13%`	`25.15`	`25.92`	`+3.05%`	`293.50`	`214.50`	`-26.92%`	`349.50`	`253.50`	`-27.47%`	`367.50`	`261.00`	`-28.98%`	`25.00`	`25.00`	`0.00%`
`service:payment-backend-eu \| group by (k8s_pod) \| min(level)`	cold	`1094.40`	`772.60`	`-29.40%`	`104.23`	`79.66`	`-23.57%`	`1046.50`	`747.50`	`-28.57%`	`1179.50`	`840.50`	`-28.74%`	`1179.50`	`840.50`	`-28.74%`	`5.00`	`5.00`	`0.00%`
`service:payment-backend-eu \| group by (k8s_pod) \| min(level)`	warm	`360.52`	`112.92`	`-68.68%`	`22.93`	`17.05`	`-25.64%`	`355.50`	`113.50`	`-68.07%`	`395.50`	`140.00`	`-64.60%`	`401.00`	`142.00`	`-64.59%`	`25.00`	`25.00`	`0.00%`
`service:payment-backend-eu \| group by (k8s_pod, 10s) \| min(level)`	cold	`2996.20`	`2802.20`	`-6.47%`	`472.34`	`274.97`	`-41.78%`	`2803.00`	`2667.00`	`-4.85%`	`3375.00`	`3052.50`	`-9.56%`	`3375.00`	`3052.50`	`-9.56%`	`5.00`	`5.00`	`0.00%`
`service:payment-backend-eu \| group by (k8s_pod, 10s) \| min(level)`	warm	`407.08`	`147.20`	`-63.84%`	`32.77`	`20.41`	`-37.71%`	`401.00`	`137.50`	`-65.71%`	`455.50`	`185.00`	`-59.39%`	`467.00`	`194.50`	`-58.35%`	`25.00`	`25.00`	`0.00%`
`service:payment-backend-eu \| group by (k8s_pod) \| count`	cold	`890.60`	`719.40`	`-19.22%`	`112.98`	`95.05`	`-15.87%`	`836.50`	`721.00`	`-13.81%`	`983.50`	`795.00`	`-19.17%`	`983.50`	`795.00`	`-19.17%`	`5.00`	`5.00`	`0.00%`
`service:payment-backend-eu \| group by (k8s_pod) \| count`	warm	`272.36`	`102.24`	`-62.46%`	`27.20`	`10.37`	`-61.87%`	`271.50`	`103.50`	`-61.88%`	`311.50`	`115.00`	`-63.08%`	`324.00`	`115.50`	`-64.35%`	`25.00`	`25.00`	`0.00%`
`service:* \| group by (10s) \| count`	cold	`2576.60`	`2823.80`	`+9.59%`	`131.84`	`593.43`	`+350.12%`	`2566.50`	`2521.50`	`-1.75%`	`2679.50`	`3378.00`	`+26.07%`	`2679.50`	`3378.00`	`+26.07%`	`5.00`	`5.00`	`0.00%`
`service:* \| group by (10s) \| count`	warm	`304.00`	`317.24`	`+4.36%`	`31.64`	`38.19`	`+20.68%`	`293.50`	`305.00`	`+3.92%`	`344.00`	`390.50`	`+13.52%`	`378.00`	`404.00`	`+6.88%`	`25.00`	`25.00`	`0.00%`
`k8s_namespace:prod AND level:[0 to 3] \| group by (15s) \| count`	cold	`2586.00`	`2354.80`	`-8.94%`	`184.65`	`386.42`	`+109.28%`	`2587.00`	`2144.00`	`-17.12%`	`2733.50`	`2695.00`	`-1.41%`	`2733.50`	`2695.00`	`-1.41%`	`5.00`	`5.00`	`0.00%`
`k8s_namespace:prod AND level:[0 to 3] \| group by (15s) \| count`	warm	`78.16`	`58.24`	`-25.49%`	`16.78`	`8.34`	`-50.29%`	`81.50`	`61.00`	`-25.15%`	`96.50`	`66.50`	`-31.09%`	`97.50`	`67.50`	`-30.77%`	`25.00`	`25.00`	`0.00%`
`service:payment-backend-eu \| group by (1s) \| count`	cold	`2211.20`	`2348.60`	`+6.21%`	`205.77`	`521.84`	`+153.60%`	`2165.50`	`2179.00`	`+0.62%`	`2390.50`	`2761.00`	`+15.50%`	`2390.50`	`2761.00`	`+15.50%`	`5.00`	`5.00`	`0.00%`
`service:payment-backend-eu \| group by (1s) \| count`	warm	`60.96`	`66.12`	`+8.46%`	`13.46`	`11.83`	`-12.10%`	`67.00`	`68.50`	`+2.24%`	`76.00`	`77.50`	`+1.97%`	`79.00`	`82.00`	`+3.80%`	`25.00`	`25.00`	`0.00%`
`service:* \| group by (k8s_pod) \| count`	cold	`1458.00`	`1470.60`	`+0.86%`	`66.16`	`74.87`	`+13.17%`	`1436.00`	`1484.00`	`+3.34%`	`1516.00`	`1520.50`	`+0.30%`	`1516.00`	`1520.50`	`+0.30%`	`5.00`	`5.00`	`0.00%`
`service:* \| group by (k8s_pod) \| count`	warm	`708.64`	`723.08`	`+2.04%`	`63.87`	`65.67`	`+2.83%`	`687.00`	`717.00`	`+4.37%`	`814.00`	`831.50`	`+2.15%`	`875.50`	`874.00`	`-0.17%`	`25.00`	`25.00`	`0.00%`
`service:payment-backend-us`	cold	`52.00`	`62.20`	`+19.62%`	`12.67`	`17.68`	`+39.58%`	`44.50`	`57.50`	`+29.21%`	`64.50`	`77.50`	`+20.16%`	`64.50`	`77.50`	`+20.16%`	`5.00`	`5.00`	`0.00%`
`service:payment-backend-us`	warm	`3.24`	`3.36`	`+3.70%`	`0.44`	`0.49`	`+12.39%`	`3.00`	`3.00`	`0.00%`	`4.00`	`4.00`	`0.00%`	`4.00`	`4.00`	`0.00%`	`25.00`	`25.00`	`0.00%`
`k8s_pod:payment-backend-us-* AND transaction_id:'tx-needle99-0000'`	cold	`323.60`	`330.20`	`+2.04%`	`56.84`	`59.83`	`+5.27%`	`308.50`	`303.00`	`-1.78%`	`371.50`	`389.00`	`+4.71%`	`371.50`	`389.00`	`+4.71%`	`5.00`	`5.00`	`0.00%`
`k8s_pod:payment-backend-us-* AND transaction_id:'tx-needle99-0000'`	warm	`2.56`	`2.48`	`-3.13%`	`0.96`	`0.59`	`-39.02%`	`2.00`	`2.00`	`0.00%`	`4.00`	`3.00`	`-25.00%`	`5.00`	`3.50`	`-30.00%`	`25.00`	`25.00`	`0.00%`
`service:payment-backend-eu \| group by (k8s_pod, 10s) \| count`	cold	`2815.00`	`2593.40`	`-7.87%`	`418.30`	`298.99`	`-28.52%`	`2707.00`	`2646.50`	`-2.23%`	`3201.00`	`2792.00`	`-12.78%`	`3201.00`	`2792.00`	`-12.78%`	`5.00`	`5.00`	`0.00%`
`service:payment-backend-eu \| group by (k8s_pod, 10s) \| count`	warm	`307.16`	`135.00`	`-56.05%`	`32.03`	`21.66`	`-32.37%`	`295.50`	`130.50`	`-55.84%`	`359.00`	`171.50`	`-52.23%`	`374.50`	`180.00`	`-51.94%`	`25.00`	`25.00`	`0.00%`
`service:api-gateway-us \| group by (method) \| avg(size)`	cold	`1076.00`	`900.00`	`-16.36%`	`72.53`	`43.08`	`-40.60%`	`1035.50`	`886.00`	`-14.44%`	`1152.50`	`941.00`	`-18.35%`	`1152.50`	`941.00`	`-18.35%`	`5.00`	`5.00`	`0.00%`
`service:api-gateway-us \| group by (method) \| avg(size)`	warm	`300.12`	`215.56`	`-28.18%`	`16.76`	`25.92`	`+54.62%`	`296.50`	`214.50`	`-27.66%`	`326.50`	`253.50`	`-22.36%`	`333.50`	`261.00`	`-21.74%`	`25.00`	`25.00`	`0.00%`
`service:payment-backend-eu AND level:[0 to 3] \| group by (10s) \| count`	cold	`670.80`	`700.00`	`+4.35%`	`119.38`	`63.38`	`-46.90%`	`651.50`	`685.00`	`+5.14%`	`765.50`	`756.50`	`-1.18%`	`765.50`	`756.50`	`-1.18%`	`5.00`	`5.00`	`0.00%`
`service:payment-backend-eu AND level:[0 to 3] \| group by (10s) \| count`	warm	`10.76`	`9.64`	`-10.41%`	`0.93`	`0.70`	`-24.37%`	`11.00`	`10.00`	`-9.09%`	`12.00`	`10.50`	`-12.50%`	`12.50`	`11.00`	`-12.00%`	`25.00`	`25.00`	`0.00%`
`k8s_pod:payment-backend-us-* AND level:[0 to 3] AND NOT message:'Health check failed' AND NOT message:'slow query detected'`	cold	`632.40`	`580.80`	`-8.16%`	`108.02`	`47.02`	`-56.47%`	`572.50`	`568.00`	`-0.79%`	`745.00`	`620.50`	`-16.71%`	`745.00`	`620.50`	`-16.71%`	`5.00`	`5.00`	`0.00%`
`k8s_pod:payment-backend-us-* AND level:[0 to 3] AND NOT message:'Health check failed' AND NOT message:'slow query detected'`	warm	`12.68`	`8.32`	`-34.38%`	`1.35`	`0.48`	`-64.61%`	`13.00`	`8.00`	`-38.46%`	`14.50`	`9.00`	`-37.93%`	`15.50`	`9.00`	`-41.94%`	`25.00`	`25.00`	`0.00%`
`k8s_pod:payment-backend-us-* AND message:"this error doesn't exist, do not try to find it" AND level:[0 to 3]`	cold	`585.20`	`683.80`	`+16.85%`	`58.84`	`190.78`	`+224.21%`	`574.50`	`579.50`	`+0.87%`	`634.50`	`866.50`	`+36.56%`	`634.50`	`866.50`	`+36.56%`	`5.00`	`5.00`	`0.00%`
`k8s_pod:payment-backend-us-* AND message:"this error doesn't exist, do not try to find it" AND level:[0 to 3]`	warm	`3.32`	`3.28`	`-1.20%`	`0.56`	`0.54`	`-2.73%`	`3.00`	`3.00`	`0.00%`	`4.00`	`4.00`	`0.00%`	`4.50`	`4.50`	`0.00%`	`25.00`	`25.00`	`0.00%`
`service:payment-backend-us AND level:[0 to 3]`	cold	`384.80`	`392.80`	`+2.08%`	`84.23`	`37.68`	`-55.27%`	`348.50`	`374.50`	`+7.46%`	`448.50`	`432.50`	`-3.57%`	`448.50`	`432.50`	`-3.57%`	`5.00`	`5.00`	`0.00%`
`service:payment-backend-us AND level:[0 to 3]`	warm	`6.56`	`6.20`	`-5.49%`	`1.19`	`0.87`	`-27.41%`	`6.00`	`6.00`	`0.00%`	`8.00`	`7.50`	`-6.25%`	`9.50`	`8.50`	`-10.53%`	`25.00`	`25.00`	`0.00%`
`k8s_pod:payment-backend-us-* AND transaction_id:'needle'`	cold	`796.20`	`715.60`	`-10.12%`	`167.17`	`112.07`	`-32.96%`	`753.00`	`685.00`	`-9.03%`	`948.50`	`811.00`	`-14.50%`	`948.50`	`811.00`	`-14.50%`	`5.00`	`5.00`	`0.00%`
`k8s_pod:payment-backend-us-* AND transaction_id:'needle'`	warm	`32.04`	`27.84`	`-13.11%`	`3.87`	`1.60`	`-58.66%`	`33.00`	`29.00`	`-12.12%`	`36.00`	`29.00`	`-19.44%`	`39.00`	`29.00`	`-25.64%`	`25.00`	`25.00`	`0.00%`
`k8s_pod:payment-backend-us-* AND transaction_id:'tx-needle00-0000'`	cold	`472.00`	`485.00`	`+2.75%`	`61.40`	`87.22`	`+42.05%`	`445.00`	`427.50`	`-3.93%`	`519.00`	`580.00`	`+11.75%`	`519.00`	`580.00`	`+11.75%`	`5.00`	`5.00`	`0.00%`
`k8s_pod:payment-backend-us-* AND transaction_id:'tx-needle00-0000'`	warm	`7.72`	`4.16`	`-46.11%`	`1.17`	`0.37`	`-68.11%`	`7.00`	`4.00`	`-42.86%`	`9.50`	`5.00`	`-47.37%`	`11.00`	`5.00`	`-54.55%`	`25.00`	`25.00`	`0.00%`
`service:api-gateway-us AND status:404 AND resource:'/api/v1/audit/*' \| group by (client_ip) \| count`	cold	`2181.80`	`1879.00`	`-13.88%`	`121.65`	`127.71`	`+4.98%`	`2117.00`	`1833.00`	`-13.42%`	`2307.50`	`1997.00`	`-13.46%`	`2307.50`	`1997.00`	`-13.46%`	`5.00`	`5.00`	`0.00%`
`service:api-gateway-us AND status:404 AND resource:'/api/v1/audit/*' \| group by (client_ip) \| count`	warm	`1236.08`	`828.24`	`-32.99%`	`28.29`	`25.29`	`-10.60%`	`1230.00`	`826.50`	`-32.80%`	`1272.50`	`865.50`	`-31.98%`	`1295.00`	`885.50`	`-31.62%`	`25.00`	`25.00`	`0.00%`
`k8s_pod:payment-* \| group by (10s) \| count`	cold	`2528.40`	`2387.40`	`-5.58%`	`306.92`	`122.27`	`-60.16%`	`2504.50`	`2363.50`	`-5.63%`	`2771.00`	`2500.00`	`-9.78%`	`2771.00`	`2500.00`	`-9.78%`	`5.00`	`5.00`	`0.00%`
`k8s_pod:payment-* \| group by (10s) \| count`	warm	`285.28`	`279.44`	`-2.05%`	`37.50`	`27.29`	`-27.23%`	`275.00`	`279.50`	`+1.64%`	`348.50`	`320.50`	`-8.03%`	`369.50`	`328.00`	`-11.23%`	`25.00`	`25.00`	`0.00%`
`service:api-gateway-us AND method:'GET' AND status:200 AND size:[990 TO *] AND resource:'/assets/css/bootstrap.css'`	cold	`970.80`	`1054.60`	`+8.63%`	`142.64`	`143.49`	`+0.60%`	`888.00`	`1007.00`	`+13.40%`	`1119.50`	`1190.00`	`+6.30%`	`1119.50`	`1190.00`	`+6.30%`	`5.00`	`5.00`	`0.00%`
`service:api-gateway-us AND method:'GET' AND status:200 AND size:[990 TO *] AND resource:'/assets/css/bootstrap.css'`	warm	`21.96`	`11.48`	`-47.72%`	`2.81`	`0.92`	`-67.27%`	`23.00`	`11.00`	`-52.17%`	`24.00`	`13.00`	`-45.83%`	`24.50`	`13.50`	`-44.90%`	`25.00`	`25.00`	`0.00%`
`service:payment-backend-us AND NOT message:'Health check failed' AND NOT message:'slow query detected' AND NOT message:'Database query executed' AND NOT message:'API rate limit' AND NOT message:'Fraud detection' AND NOT message:'Configuration reload completed' AND NOT message:'SSL certificate'`	cold	`117.80`	`136.80`	`+16.13%`	`26.86`	`59.54`	`+121.64%`	`104.50`	`99.50`	`-4.78%`	`146.00`	`197.00`	`+34.93%`	`146.00`	`197.00`	`+34.93%`	`5.00`	`5.00`	`0.00%`
`service:payment-backend-us AND NOT message:'Health check failed' AND NOT message:'slow query detected' AND NOT message:'Database query executed' AND NOT message:'API rate limit' AND NOT message:'Fraud detection' AND NOT message:'Configuration reload completed' AND NOT message:'SSL certificate'`	warm	`3.64`	`3.80`	`+4.40%`	`0.57`	`0.41`	`-28.20%`	`4.00`	`4.00`	`0.00%`	`4.00`	`4.00`	`0.00%`	`4.50`	`4.00`	`-11.11%`	`25.00`	`25.00`	`0.00%`

Have a great time!

# Conflicts: # node/cmp_lid.go # node/node.go # node/node_and.go # node/node_or.go # node/node_static.go

cheb0 changed the title ~~perf: Next GEQ~~ perf: implement NextGEQ Feb 9, 2026

dkharms added the performance Features or improvements that positively affect seq-db performance label Feb 10, 2026

cheb0 force-pushed the 332-next-geq branch from b41fba2 to 564ec15 Compare February 12, 2026 13:22

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cheb0 mentioned this pull request Feb 17, 2026

perf: optimize LID comparison in iterators #358

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2 tasks

cheb0 added 2 commits February 18, 2026 12:57

rebase onto fast cmp

e9401ba

Merge branch 'refs/heads/0-fast-cmp-xor' into 332-next-geq

c31cb85

cheb0 force-pushed the 332-next-geq branch from 1a31fa1 to c31cb85 Compare February 18, 2026 08:58

cheb0 changed the base branch from main to 0-fast-cmp-xor February 18, 2026 09:12

fixes

4a8237e

implement String

e2e89f8

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cheb0 force-pushed the 0-fast-cmp-xor branch 2 times, most recently from ea92b83 to 7de3263 Compare February 18, 2026 09:35

cheb0 added 2 commits February 18, 2026 15:23

fix

1e942d0

Merge branch 'refs/heads/0-fast-cmp-xor' into 332-next-geq

a207c89

cheb0 marked this pull request as ready for review February 20, 2026 05:51

cheb0 added 6 commits March 2, 2026 08:41

Merge branch 'refs/heads/0-fast-cmp-xor' into 332-next-geq

684371e

# Conflicts: # node/cmp_lid.go # node/node.go # node/node_and.go # node/node_or.go # node/node_static.go

remove TODO

f62e2ab

Merge branch 'refs/heads/0-fast-cmp-xor' into 332-next-geq

75663bb

rename node.CmpLID => node.LID

f6ac1eb

Merge branch 'refs/heads/0-fast-cmp-xor' into 332-next-geq

c42a519

rename node.CmpLID => node.LID (filename)

35219c8

eguguchkin added this to the v0.69.0 milestone Mar 2, 2026

eguguchkin requested review from dkharms and eguguchkin March 2, 2026 11:04

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perf: implement NextGEQ#345

perf: implement NextGEQ#345
cheb0 wants to merge 12 commits into0-fast-cmp-xorfrom
332-next-geq

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