8000 Alternative API Security sampling algorithm by smola · Pull Request #8961 · DataDog/dd-trace-java · GitHub
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Alternative API Security sampling algorithm #8961

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@smola smola commented Jun 11, 2025

What Does This Do

Motivation

Additional Notes

Contributor Checklist

Jira ticket: [PROJ-IDENT]

@smola smola added the comp: asm waf Application Security Management (WAF) label Jun 11, 2025
datadog-datadog-prod-us1[bot]
datadog-datadog-prod-us1 bot reviewed Jun 11, 2025
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dd-java-agent/appsec/src/main/java/com/datadog/appsec/api/security/ApiSecuritySampler.java
this(
DEFAULT_MAX_ITEM_COUNT,
DEFAULT_INTERVAL_SECONDS,
new Random().nextLong(),
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⚪ Code Vulnerability

Use of insecure random values (...read more)

Functions as Math.random() and objects like java.util.Random() do not provide strong enough randomness. Consider using java.security.SecureRandom() instead.

View in Datadog  Leave us feedback  Documentation

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Benchmarks

Startup

Parameters

Baseline Candidate
baseline_or_candidate baseline candidate
git_branch master smola/api-sec-perf
git_commit_date 1749638913 1749656112
git_commit_sha 089cf8f ce506c9
release_version 1.50.0-SNAPSHOT~089cf8fd47 1.50.0-SNAPSHOT~ce506c980d
See matching parameters
Baseline Candidate
application insecure-bank insecure-bank
ci_job_date 1749658260 1749658260
ci_job_id 976989387 976989387
ci_pipeline_id 67443770 67443770
cpu_model Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz
kernel_version Linux runner-63wmvl1-project-304-concurrent-0-658037dw 6.8.0-1029-aws #31~22.04.1-Ubuntu SMP Thu Apr 24 21:16:18 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux Linux runner-63wmvl1-project-304-concurrent-0-658037dw 6.8.0-1029-aws #31~22.04.1-Ubuntu SMP Thu Apr 24 21:16:18 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
module Agent Agent
parent None None
variant iast iast

Summary

Found 0 performance improvements and 0 performance regressions! Performance is the same for 57 metrics, 14 unstable metrics.

Startup time reports for petclinic 
gantt
    title petclinic - global startup overhead: candidate=1.50.0-SNAPSHOT~ce506c980d, baseline=1.50.0-SNAPSHOT~089cf8fd47

    dateFormat X
    axisFormat %s
section tracing
Agent [baseline] (1.03 s) : 0, 1030028
Total [baseline] (11.166 s) : 0, 11166012
Agent [candidate] (1.031 s) : 0, 1031367
Total [candidate] (11.282 s) : 0, 11281822
section appsec
Agent [baseline] (1.178 s) : 0, 1178385
Total [baseline] (11.294 s) : 0, 11294271
Agent [candidate] (1.173 s) : 0, 1173242
Total [candidate] (11.248 s) : 0, 11247891
section iast
Agent [baseline] (1.16 s) : 0, 1159817
Total [baseline] (11.365 s) : 0, 11364947
Agent [candidate] (1.151 s) : 0, 1151362
Total [candidate] (11.472 s) : 0, 11471584
section profiling
Agent [baseline] (1.266 s) : 0, 1266374
Total [baseline] (11.514 s) : 0, 11514405
Agent [candidate] (1.265 s) : 0, 1265128
Total [candidate] (11.453 s) : 0, 11453092
Loading
  • baseline results
Module Variant Duration Δ tracing
Agent tracing 1.03 s -
Agent appsec 1.178 s 148.357 ms (14.4%)
Agent iast 1.16 s 129.789 ms (12.6%)
Agent profiling 1.266 s 236.346 ms (22.9%)
Total tracing 11.166 s -
Total appsec 11.294 s 128.259 ms (1.1%)
Total iast 11.365 s 198.935 ms (1.8%)
Total profiling 11.514 s 348.393 ms (3.1%)
  • candidate results
Module Variant Duration Δ tracing
Agent tracing 1.031 s -
Agent appsec 1.173 s 141.874 ms (13.8%)
Agent iast 1.151 s 119.994 ms (11.6%)
Agent profiling 1.265 s 233.761 ms (22.7%)
Total tracing 11.282 s -
Total appsec 11.248 s -33.932 ms (-0.3%)
Total iast 11.472 s 189.762 ms (1.7%)
Total profiling 11.453 s 171.27 ms (1.5%) 
gantt
    title petclinic - break down per module: candidate=1.50.0-SNAPSHOT~ce506c980d, baseline=1.50.0-SNAPSHOT~089cf8fd47

    dateFormat X
    axisFormat %s
section tracing
BytebuddyAgent [baseline] (687.898 ms) : 0, 687898
BytebuddyAgent [candidate] (689.404 ms) : 0, 689404
GlobalTracer [baseline] (242.013 ms) : 0, 242013
GlobalTracer [candidate] (242.195 ms) : 0, 242195
AppSec [baseline] (57.325 ms) : 0, 57325
AppSec [candidate] (57.758 ms) : 0, 57758
Debugger [baseline] (6.208 ms) : 0, 6208
Debugger [candidate] (6.19 ms) : 0, 6190
Remote Config [baseline] (724.439 µs) : 0, 724
Remote Config [candidate] (815.31 µs) : 0, 815
Telemetry [baseline] (12.127 ms) : 0, 12127
Telemetry [candidate] (11.281 ms) : 0, 11281
section appsec
BytebuddyAgent [baseline] (707.458 ms) : 0, 707458
BytebuddyAgent [candidate] (704.783 ms) : 0, 704783
GlobalTracer [baseline] (235.438 ms) : 0, 235438
GlobalTracer [candidate] (233.871 ms) : 0, 233871
IAST [baseline] (22.122 ms) : 0, 22122
IAST [candidate] (21.708 ms) : 0, 21708
AppSec [baseline] (176.025 ms) : 0, 176025
AppSec [candidate] (175.519 ms) : 0, 175519
Debugger [baseline] (5.917 ms) : 0, 5917
Debugger [candidate] (5.974 ms) : 0, 5974
Remote Config [baseline] (616
8000
.192 µs) : 0, 616
Remote Config [candidate] (611.665 µs) : 0, 612
Telemetry [baseline] (7.32 ms) : 0, 7320
Telemetry [candidate] (7.295 ms) : 0, 7295
section iast
BytebuddyAgent [baseline] (808.835 ms) : 0, 808835
BytebuddyAgent [candidate] (802.851 ms) : 0, 802851
GlobalTracer [baseline] (233.217 ms) : 0, 233217
GlobalTracer [candidate] (230.951 ms) : 0, 230951
IAST [baseline] (27.301 ms) : 0, 27301
IAST [candidate] (27.624 ms) : 0, 27624
AppSec [baseline] (52.479 ms) : 0, 52479
AppSec [candidate] (51.823 ms) : 0, 51823
Debugger [baseline] (5.921 ms) : 0, 5921
Debugger [candidate] (6.006 ms) : 0, 6006
Remote Config [baseline] (594.569 µs) : 0, 595
Remote Config [candidate] (596.334 µs) : 0, 596
Telemetry [baseline] (7.852 ms) : 0, 7852
Telemetry [candidate] (8.01 ms) : 0, 8010
section profiling
BytebuddyAgent [baseline] (675.291 ms) : 0, 675291
BytebuddyAgent [candidate] (675.937 ms) : 0, 675937
GlobalTracer [baseline] (360.323 ms) : 0, 360323
GlobalTracer [candidate] (360.287 ms) : 0, 360287
AppSec [baseline] (61.755 ms) : 0, 61755
AppSec [candidate] (61.073 ms) : 0, 61073
Debugger [baseline] (6.128 ms) : 0, 6128
Debugger [candidate] (6.017 ms) : 0, 6017
Remote Config [baseline] (648.716 µs) : 0, 649
Remote Config [candidate] (656.548 µs) : 0, 657
Telemetry [baseline] (8.127 ms) : 0, 8127
Telemetry [candidate] (8.083 ms) : 0, 8083
ProfilingAgent [baseline] (103.383 ms) : 0, 103383
ProfilingAgent [candidate] (102.396 ms) : 0, 102396
Profiling [baseline] (103.408 ms) : 0, 103408
Profiling [candidate] (102.421 ms) : 0, 102421
Loading
Startup time reports for insecure-bank 
gantt
    title insecure-bank - global startup overhead: candidate=1.50.0-SNAPSHOT~ce506c980d, baseline=1.50.0-SNAPSHOT~089cf8fd47

    dateFormat X
    axisFormat %s
section tracing
Agent [baseline] (1.023 s) : 0, 1022969
Total [baseline] (8.529 s) : 0, 8529220
Agent [candidate] (1.024 s) : 0, 1024128
Total [candidate] (8.521 s) : 0, 8520507
section iast
Agent [baseline] (1.152 s) : 0, 1151734
Total [baseline] (9.208 s) : 0, 9208047
Agent [candidate] (1.15 s) : 0, 1150198
Total [candidate] (9.179 s) : 0, 9178737
section iast_HARDCODED_SECRET_DISABLED
Agent [baseline] (1.15 s) : 0, 1150318
Total [baseline] (9.157 s) : 0, 9157047
Agent [candidate] (1.156 s) : 0, 1155918
Total [candidate] (9.144 s) : 0, 9143665
section iast_TELEMETRY_OFF
Agent [baseline] (1.147 s) : 0, 1147282
Total [baseline] (9.211 s) : 0, 9210608
Agent [candidate] (1.15 s) : 0, 1150262
Total [candidate] (9.19 s) : 0, 9189755
Loading
  • baseline results
Module Variant Duration Δ tracing
Agent tracing 1.023 s -
Agent iast 1.152 s 128.765 ms (12.6%)
Agent iast_HARDCODED_SECRET_DISABLED 1.15 s 127.349 ms (12.4%)
Agent iast_TELEMETRY_OFF 1.147 s 124.313 ms (12.2%)
Total tracing 8.529 s -
Total iast 9.208 s 678.827 ms (8.0%)
Total iast_HARDCODED_SECRET_DISABLED 9.157 s 627.826 ms (7.4%)
Total iast_TELEMETRY_OFF 9.211 s 681.388 ms (8.0%)
  • candidate results
Module Variant Duration Δ tracing
Agent tracing 1.024 s -
Agent iast 1.15 s 126.07 ms (12.3%)
Agent iast_HARDCODED_SECRET_DISABLED 1.156 s 131.79 ms (12.9%)
Agent iast_TELEMETRY_OFF 1.15 s 126.134 ms (12.3%)
Total tracing 8.521 s -
Total iast 9.179 s 658.229 ms (7.7%)
Total iast_HARDCODED_SECRET_DISABLED 9.144 s 623.158 ms (7.3%)
Total iast_TELEMETRY_OFF 9.19 s 669.248 ms (7.9%) 
gantt
    title insecure-bank - break down per module: candidate=1.50.0-SNAPSHOT~ce506c980d, baseline=1.50.0-SNAPSHOT~089cf8fd47

    dateFormat X
    axisFormat %s
section tracing
BytebuddyAgent [baseline] (684.059 ms) : 0, 684059
BytebuddyAgent [candidate] (684.068 ms) : 0, 684068
GlobalTracer [baseline] (240.406 ms) : 0, 240406
GlobalTracer [candidate] (240.925 ms) : 0, 240925
AppSec [baseline] (56.827 ms) : 0, 56827
AppSec [candidate] (58.1 ms) : 0, 58100
Debugger [baseline] (6.13 ms) : 0, 6130
Debugger [candidate] (6.202 ms) : 0, 6202
Remote Config [baseline] (729.769 µs) : 0, 730
Remote Config [candidate] (743.514 µs) : 0, 744
Telemetry [baseline] (11.186 ms) : 0, 11186
Telemetry [candidate] (10.444 ms) : 0, 10444
section iast
BytebuddyAgent [baseline] (803.687 ms) : 0, 803687
BytebuddyAgent [candidate] (801.865 ms) : 0, 801865
GlobalTracer [baseline] (231.086 ms) : 0, 231086
GlobalTracer [candidate] (231.372 ms) : 0, 231372
IAST [baseline] (26.766 ms) : 0, 26766
IAST [candidate] (25.341 ms) : 0, 25341
AppSec [baseline] (52.197 ms) : 0, 52197
AppSec [candidate] (53.593 ms) : 0, 53593
Debugger [baseline] (5.952 ms) : 0, 5952
Debugger [candidate] (5.986 ms) : 0, 5986
Remote Config [baseline] (596.622 µs) : 0, 597
Remote Config [candidate] (622.569 µs) : 0, 623
Telemetry [baseline] (7.855 ms) : 0, 7855
Telemetry [candidate] (7.929 ms) : 0, 7929
section iast_HARDCODED_SECRET_DISABLED
BytebuddyAgent [baseline] (801.828 ms) : 0, 801828
BytebuddyAgent [candidate] (806.516 ms) : 0, 806516
GlobalTracer [baseline] (230.675 ms) : 0, 230675
GlobalTracer [candidate] (231.652 ms) : 0, 231652
IAST [baseline] (27.011 ms) : 0, 27011
IAST [candidate] (24.947 ms) : 0, 24947
AppSec [baseline] (52.773 ms) : 0, 52773
AppSec [candidate] (54.868 ms) : 0, 54868
Debugger [baseline] (5.987 ms) : 0, 5987
Debugger [candidate] (5.9 ms) : 0, 5900
Remote Config [baseline] (594.313 µs) : 0, 594
Remote Config [candidate] (588.934 µs) : 0, 589
Telemetry [baseline] (7.992 ms) : 0, 7992
Telemetry [candidate] (7.868 ms) : 0, 7868
section iast_TELEMETRY_OFF
BytebuddyAgent [baseline] (798.976 ms) : 0, 798976
BytebuddyAgent [candidate] (801.612 ms) : 0, 801612
GlobalTracer [baseline] (231.002 ms) : 0, 231002
GlobalTracer [candidate] (231.29 ms) : 0, 231290
IAST [baseline] (26.665 ms) : 0, 26665
IAST [candidate] (28.957 ms) : 0, 28957
AppSec [baseline] (51.309 ms) : 0, 51309
AppSec [candidate] (50.335 ms) : 0, 50335
Debugger [baseline] (5.972 ms) : 0, 5972
Debugger [candidate] (6.026 ms) : 0, 6026
Remote Config [baseline] (590.384 µs) : 0, 590
Remote Config [candidate] (601.916 µs) : 0, 602
Telemetry [baseline] (7.78 ms) : 0, 7780
Telemetry [candidate] (7.849 ms) : 0, 7849
Loading

Load

Parameters

Baseline Candidate
baseline_or_candidate baseline candidate
end_time 2025-06-11T15:46:29 2025-06-11T15:51:29
git_branch master smola/api-sec-perf
git_commit_date 1749638913 1749656112
git_commit_sha 089cf8f ce506c9
release_version 1.50.0-SNAPSHOT~089cf8fd47 1.50.0-SNAPSHOT~ce506c980d
start_time 2025-06-11T15:46:15 2025-06-11T15:51:14
See matching parameters
Baseline Candidate
application insecure-bank insecure-bank
ci_job_date 1749657572 1749657572
ci_job_id 976989388 976989388
ci_pipeline_id 67443770 67443770
cpu_model Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz
kernel_version Linux runner-pz8nwqvr-project-304-concurrent-0-pcg067bm 6.8.0-1029-aws #31~22.04.1-Ubuntu SMP Thu Apr 24 21:16:18 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux Linux runner-pz8nwqvr-project-304-concurrent-0-pcg067bm 6.8.0-1029-aws #31~22.04.1-Ubuntu SMP Thu Apr 24 21:16:18 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
thresholds_or_results results results
variant iast_HARDCODED_SECRET_DISABLED iast_HARDCODED_SECRET_DISABLED

Summary

Found 7 performance improvements and 0 performance regressions! Performance is the same for 1 metrics, 14 unstable metrics.

scenario Δ mean http_req_duration Δ mean throughput candidate mean http_req_duration candidate mean throughput baseline mean http_req_duration baseline mean throughput
scenario:load:petclinic:apisec better
[-39.032ms; -37.168ms] or [-48.970%; -46.631%]		 unstable
[+46.734op/s; +68.533op/s] or [+76.404%; +112.043%]		 41.606ms 118.800op/s 79.705ms 61.167op/s
scenario:load:petclinic:appsec better
[-61.360ms; -59.888ms] or [-85.793%; -83.734%]		 unstable
[+356.929op/s; +410.618op/s] or [+518.568%; +596.570%]		 10.897ms 452.603op/s 71.522ms 68.830op/s
scenario:load:petclinic:code_origins better
[-39.162ms; -35.696ms] or [-41.280%; -37.626%]		 unstable
[+13.304op/s; +46.124op/s] or [+28.350%; +98.286%]		 57.441ms 76.643op/s 94.870ms 46.929op/s
scenario:load:petclinic:iast better
[-37.898ms; -35.575ms] or [-43.826%; -41.139%]		 unstable
[+29.447op/s; +51.193op/s] or [+53.814%; +93.555%]		 49.738ms 95.040op/s 86.474ms 54.720op/s
scenario:load:petclinic:no_agent better
[-5.533ms; -5.335ms] or [-41.666%; -40.176%]		 unstable
[+228.318op/s; +286.478op/s] or [+61.289%; +76.902%]		 7.845ms 629.921op/s 13.279ms 372.524op/s
scenario:load:petclinic:profiling better
[-62.484ms; -61.186ms] or [-100.269%; -98.186%]		 unstable
[+936.705op/s; +12239.984op/s] or [+1195.967%; +15627.766%]		 0.481ms 6666.667op/s 62.316ms 78.322op/s
scenario:load:petclinic:tracing better
[-43.903ms; -42.717ms] or [-83.813%; -81.549%]		 unstable
[+430.989op/s; +470.418op/s] or [+460.880%; +503.044%]		 9.072ms 544.218op/s 52.382ms 93.514op/s

Dacapo

Parameters

Baseline Candidate
baseline_or_candidate baseline candidate
git_branch master smola/api-sec-perf
git_commit_date 1749638913 1749656112
git_commit_sha 089cf8f ce506c9
release_version 1.50.0-SNAPSHOT~089cf8fd47 1.50.0-SNAPSHOT~ce506c980d
See matching parameters
Baseline Candidate
application biojava biojava
ci_job_date 1749658099 1749658099
ci_job_id 976989389 976989389
ci_pipeline_id 67443770 67443770
cpu_model Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz
kernel_version Linux runner-63wmvl1-project-304-concurrent-1-4olq6amc 6.8.0-1029-aws #31~22.04.1-Ubuntu SMP Thu Apr 24 21:16:18 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux Linux runner-63wmvl1-project-304-concurrent-1-4olq6amc 6.8.0-1029-aws #31~22.04.1-Ubuntu SMP Thu Apr 24 21:16:18 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux
variant appsec appsec

Summary

Found 0 performance improvements and 0 performance regressions! Performance is the same for 11 metrics, 1 unstable metrics.

Execution time for biojava 
gantt
    title biojava - execution time [CI 0.99] : candidate=1.50.0-SNAPSHOT~ce506c980d, baseline=1.50.0-SNAPSHOT~089cf8fd47
    dateFormat X
    axisFormat %s
section baseline
no_agent (15.596 s) : 15596000, 15596000
.   : milestone, 15596000,
appsec (14.877 s) : 14877000, 14877000
.   : milestone, 14877000,
iast (18.987 s) : 18987000, 18987000
.   : milestone, 18987000,
iast_GLOBAL (18.27 s) : 18270000, 18270000
.   : milestone, 18270000,
profiling (15.214 s) : 15214000, 15214000
.   : milestone, 15214000,
tracing (15.02 s) : 15020000, 15020000
.   : milestone, 15020000,
section candidate
no_agent (15.344 s) : 15344000, 15344000
.   : milestone, 15344000,
appsec (14.925 s) : 14925000, 14925000
.   : milestone, 14925000,
iast (18.449 s) : 18449000, 18449000
.   : milestone, 18449000,
iast_GLOBAL (18.311 s) : 18311000, 18311000
.   : milestone, 18311000,
profiling (15.125 s) : 15125000, 15125000
.   : milestone, 15125000,
tracing (14.809 s) : 14809000, 14809000
.   : milestone, 14809000,
Loading
  • baseline results
Variant Execution Time [CI 0.99] Δ no_agent
no_agent 15.596 s [15.596 s, 15.596 s] -
appsec 14.877 s [14.877 s, 14.877 s] -719.0 ms (-4.6%)
iast 18.987 s [18.987 s, 18.987 s] 3.391 s (21.7%)
iast_GLOBAL 18.27 s [18.27 s, 18.27 s] 2.674 s (17.1%)
profiling 15.214 s [15.214 s, 15.214 s] -382.0 ms (-2.4%)
tracing 15.02 s [15.02 s, 15.02 s] -576.0 ms (-3.7%)
  • candidate results
Variant Execution Time [CI 0.99] Δ no_agent
no_agent 15.344 s [15.344 s, 15.344 s] -
appsec 14.925 s [14.925 s, 14.925 s] -419.0 ms (-2.7%)
iast 18.449 s [18.449 s, 18.449 s] 3.105 s (20.2%)
iast_GLOBAL 18.311 s [18.311 s, 18.311 s] 2.967 s (19.3%)
profiling 15.125 s [15.125 s, 15.125 s] -219.0 ms (-1.4%)
tracing 14.809 s [14.809 s, 14.809 s] -535.0 ms (-3.5%)
Execution time for tomcat 
gantt
    title tomcat - execution time [CI 0.99] : candidate=1.50.0-SNAPSHOT~ce506c980d, baseline=1.50.0-SNAPSHOT~089cf8fd47
    dateFormat X
    axisFormat %s
section baseline
no_agent (1.478 ms) : 1466, 1489
.   : milestone, 1478,
appsec (2.408 ms) : 2360, 2457
.   : milestone, 2408,
iast (2.196 ms) : 2135, 2258
.   : milestone, 2196,
iast_GLOBAL (2.246 ms) : 2184, 2308
.   : milestone, 2246,
profiling (2.501 ms) : 2325, 2678
.   : milestone, 2501,
tracing (2.01 ms) : 1962, 2057
.   : milestone, 2010,
section candidate
no_agent (1.482 ms) : 1470, 1493
.   : milestone, 1482,
appsec (2.408 ms) : 2359, 2457
.   : milestone, 2408,
iast (2.197 ms) : 2135, 2258
.   : milestone, 2197,
iast_GLOBAL (2.246 ms) : 2184, 2308
.   : milestone, 2246,
profiling (2.041 ms) : 1991, 2090
.   : milestone, 2041,
tracing (2.029 ms) : 1980, 2077
.   : milestone, 2029,
Loading
  • baseline results
Variant Execution Time [CI 0.99] Δ no_agent
no_agent 1.478 ms [1.466 ms, 1.489 ms] -
appsec 2.408 ms [2.36 ms, 2.457 ms] 930.332 µs (63.0%)
iast 2.196 ms [2.135 ms, 2.258 ms] 718.483 µs (48.6%)
iast_GLOBAL 2.246 ms [2.184 ms, 2.308 ms] 768.509 µs (52.0%)
profiling 2.501 ms [2.325 ms, 2.678 ms] 1.023 ms (69.3%)
tracing 2.01 ms [1.962 ms, 2.057 ms] 532.08 µs (36.0%)
  • candidate results
Variant Execution Time [CI 0.99] Δ no_agent
no_agent 1.482 ms [1.47 ms, 1.493 ms] -
appsec 2.408 ms [2.359 ms, 2.457 ms] 926.551 µs (62.5%)
iast 2.197 ms [2.135 ms, 2.258 ms] 714.987 µs (48.3%)
iast_GLOBAL 2.246 ms [2.184 ms, 2.308 ms] 764.651 µs (51.6%)
profiling 2.041 ms [1.991 ms, 2.09 ms] 559.035 µs (37.7%)
tracing 2.029 ms [1.98 ms, 2.077 ms] 546.982 µs (36.9%)

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