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nayeem-kamal wants to merge 14 commits into from
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llmobs writer updates #9058

nayeem-kamal wants to merge 14 commits into from

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@nayeem-kamal
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@nayeem-kamal nayeem-kamal commented Jun 30, 2025

What Does This Do

Motivation

Additional Notes

Contributor Checklist

Jira ticket: [PROJ-IDENT]

@nayeem-kamal nayeem-kamal changed the base branch from gary/add-llm-obs-writer to master June 30, 2025 06:20
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github-actions bot commented Jun 30, 2025

Hi! 👋 Looks like you updated a Git Submodule.
If this was not intentional please make sure to:

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pr-commenter bot commented Jun 30, 2025

Benchmarks

Startup

Parameters

Baseline Candidate
baseline_or_candidate baseline candidate
git_branch master nayeem-kamal/llmobs-writer-updates
git_commit_date 1751046924 1751265374
git_commit_sha 46d0949 599b0e9
release_version 1.51.0-SNAPSHOT~46d09492c9 1.51.0-SNAPSHOT~599b0e9118
See matching parameters
Baseline Candidate
application insecure-bank insecure-bank
ci_job_date 1751267460 1751267460
ci_job_id 1004163644 1004163644
ci_pipeline_id 69106608 69106608
cpu_model Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz
kernel_version Linux runner-zdpr8-wv-project-304-concurrent-0-s32eqxlr 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-zdpr8-wv-project-304-concurrent-0-s32eqxlr 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

Summary

Found 0 performance improvements and 0 performance regressions! Performance is the same for 45 metrics, 8 unstable metrics.

Startup time reports for insecure-bank 
gantt
    title insecure-bank - global startup overhead: candidate=1.51.0-SNAPSHOT~599b0e9118, baseline=1.51.0-SNAPSHOT~46d09492c9

    dateFormat X
    axisFormat %s
section tracing
Agent [baseline] (995.681 ms) : 0, 995681
Total [baseline] (8.524 s) : 0, 8523768
Agent [candidate] (997.915 ms) : 0, 997915
Total [candidate] (8.57 s) : 0, 8570216
section iast
Agent [baseline] (1.133 s) : 0, 1132742
Total [baseline] (9.292 s) : 0, 9292166
Agent [candidate] (1.139 s) : 0, 1138535
Total [candidate] (9.309 s) : 0, 9308787
Loading
  • baseline results
Module Variant Duration Δ tracing
Agent tracing 995.681 ms -
Agent iast 1.133 s 137.061 ms (13.8%)
Total tracing 8.524 s -
Total iast 9.292 s 768.398 ms (9.0%)
  • candidate results
Module Variant Duration Δ tracing
Agent tracing 997.915 ms -
Agent iast 1.139 s 140.62 ms (14.1%)
Total tracing 8.57 s -
Total iast 9.309 s 738.572 ms (8.6%) 
gantt
    title insecure-bank - break down per module: candidate=1.51.0-SNAPSHOT~599b0e9118, baseline=1.51.0-SNAPSHOT~46d09492c9

    dateFormat X
    axisFormat %s
section tracing
BytebuddyAgent [baseline] (687.407 ms) : 0, 687407
BytebuddyAgent [candidate] (688.827 ms) : 0, 688827
GlobalTracer [baseline] (242.146 ms) : 0, 242146
GlobalTracer [candidate] (242.951 ms) : 0, 242951
AppSec [baseline] (30.375 ms) : 0, 30375
AppSec [candidate] (30.344 ms) : 0, 30344
Debugger [baseline] (6.078 ms) : 0, 6078
Debugger [candidate] (6.066 ms) : 0, 6066
Remote Config [baseline] (681.786 µs) : 0, 682
Remote Config [candidate] (683.265 µs) : 0, 683
Telemetry [baseline] (8.231 ms) : 0, 8231
Telemetry [candidate] (8.281 ms) : 0, 8281
section iast
BytebuddyAgent [baseline] (809.138 ms) : 0, 809138
BytebuddyAgent [candidate] (813.906 ms) : 0, 813906
GlobalTracer [baseline] (232.96 ms) : 0, 232960
GlobalTracer [candidate] (234.04 ms) : 0, 234040
AppSec [baseline] (26.845 ms) : 0, 26845
AppSec [candidate] (25.87 ms) : 0, 25870
Debugger [baseline] (5.847 ms) : 0, 5847
Debugger [candidate] (5.807 ms) : 0, 5807
Remote Config [baseline] (583.926 µs) : 0, 584
Remote Config [candidate] (580.598 µs) : 0, 581
Telemetry [baseline] (7.948 ms) : 0, 7948
Telemetry [candidate] (7.881 ms) : 0, 7881
IAST [baseline] (28.597 ms) : 0, 28597
IAST [candidate] (29.593 ms) : 0, 29593
Loading
Startup time reports for petclinic 
gantt
    title petclinic - global startup overhead: candidate=1.51.0-SNAPSHOT~599b0e9118, baseline=1.51.0-SNAPSHOT~46d09492c9

    dateFormat X
    axisFormat %s
section tracing
Agent [baseline] (1.002 s) : 0, 1001664
Total [baseline] (10.638 s) : 0, 10638092
Agent [candidate] (996.776 ms) : 0, 996776
Total [candidate] (10.576 s) : 0, 10576088
section appsec
Agent [baseline] (1.174 s) : 0, 1174075
Total [baseline] (10.824 s) : 0, 10823905
Agent [candidate] (1.175 s) : 0, 1175317
Total [candidate] (10.684 s) : 0, 10684439
section iast
Agent [baseline] (1.133 s) : 0, 1132962
Total [baseline] (10.833 s) : 0, 10832861
Agent [candidate] (1.131 s) : 0, 1131357
Total [candidate] (10.871 s) : 0, 10871130
section profiling
Agent [baseline] (1.246 s) : 0, 1245698
Total [baseline] (10.945 s) : 0, 10945031
Agent [candidate] (1.243 s) : 0, 1243318
Total [candidate] (10.996 s) : 0, 10996068
Loading
  • baseline results
Module Variant Duration Δ tracing
Agent tracing 1.002 s -
Agent appsec 1.174 s 172.411 ms (17.2%)
Agent iast 1.133 s 131.298 ms (13.1%)
Agent profiling 1.246 s 244.034 ms (24.4%)
Total tracing 10.638 s -
Total appsec 10.824 s 185.813 ms (1.7%)
Total iast 10.833 s 194.769 ms (1.8%)
Total profiling 10.945 s 306.94 ms (2.9%)
  • candidate results
Module Variant Duration Δ tracing
Agent tracing 996.776 ms -
Agent appsec 1.175 s 178.541 ms (17.9%)
Agent iast 1.131 s 134.581 ms (13.5%)
Agent profiling 1.243 s 246.543 ms (24.7%)
Total tracing 10.576 s -
Total appsec 10.684 s 108.351 ms (1.0%)
Total iast 10.871 s 295.041 ms (2.8%)
Total profiling 10.996 s 419.98 ms (4.0%) 
gantt
    title petclinic - break down per module: candidate=1.51.0-SNAPSHOT~599b0e9118, baseline=1.51.0-SNAPSHOT~46d09492c9

    dateFormat X
    axisFormat %s
section tracing
BytebuddyAgent [baseline] (691.99 ms) : 0, 691990
BytebuddyAgent [candidate] (688.155 ms) : 0, 688155
GlobalTracer [baseline] (243.187 ms) : 0, 243187
GlobalTracer [candidate] (242.505 ms) : 0, 242505
AppSec [baseline] (30.592 ms) : 0, 30592
AppSec [candidate] (30.369 ms) : 0, 30369
Debugger [baseline] (6.051 ms) : 0, 6051
Debugger [candidate] (6.071 ms) : 0, 6071
Remote Config [baseline] (688.152 µs) : 0, 688
Remote Config [candidate] (682.223 µs) : 0, 682
Telemetry [baseline] (8.232 ms) : 0, 8232
Telemetry [candidate] (8.243 ms) : 0, 8243
section appsec
BytebuddyAgent [baseline] (710.583 ms) : 0, 710583
BytebuddyAgent [candidate] (711.027 ms) : 0, 711027
GlobalTracer [baseline] (235.513 ms) : 0, 235513
GlobalTracer [candidate] (235.869 ms) : 0, 235869
AppSec [baseline] (170.621 ms) : 0, 170621
AppSec [candidate] (171.043 ms) : 0, 171043
Debugger [baseline] (5.809 ms) : 0, 5809
Debugger [candidate] (5.775 ms) : 0, 5775
Remote Config [baseline] (606.376 µs) : 0, 606
Remote Config [candidate] (601.75 µs) : 0, 602
Telemetry [baseline] (8.125 ms) : 0, 8125
Telemetry [candidate] (8.098 ms) : 0, 8098
IAST [baseline] (22.027 ms) : 0, 22027
IAST [candidate] (22.079 ms) : 0, 22079
section iast
BytebuddyAgent [baseline] (809.041 ms) : 0, 809041
BytebuddyAgent [candidate] (808.085 ms) : 0, 808085
GlobalTracer [baseline] (232.819 ms) : 0, 232819
GlobalTracer [candidate] (233.06 ms) : 0, 233060
AppSec [baseline] (26.953 ms) : 0, 26953
AppSec [candidate] (28.255 ms) : 0, 28255
Debugger [baseline] (6.672 ms) : 0, 6672
Debugger [candidate] (5.791 ms) : 0, 5791
Remote Config [baseline] (584.1 µs) : 0, 584
Remote Config [candidate] (579.21 µs) : 0, 579
Telemetry [baseline] (7.923 ms) : 0, 7923
Telemetry [candidate] (7.944 ms) : 0, 7944
IAST [baseline] (28.161 ms) : 0, 28161
IAST [candidate] (26.866 ms) : 0, 26866
section profiling
BytebuddyAgent [baseline] (679.447 ms) : 0, 679447
BytebuddyAgent [candidate] (677.738 ms) : 0, 677738
GlobalTracer [baseline] (361.635 ms) : 0, 361635
GlobalTracer [candidate] (360.839 ms) : 0, 360839
AppSec [baseline] (31.597 ms) : 0, 31597
AppSec [candidate] (32.972 ms) : 0, 32972
Debugger [baseline] (10.654 ms) : 0, 10654
Debugger [candidate] (11.446 ms) : 0, 11446
Remote Config [baseline] (668.319 µs) : 0, 668
Remote Config [candidate] (665.454 µs) : 0, 665
Telemetry [baseline] (10.248 ms) : 0, 10248
Telemetry [candidate] (7.968 ms) : 0, 7968
ProfilingAgent [baseline] (102.691 ms) : 0, 102691
ProfilingAgent [candidate] (103.153 ms) : 0, 103153
Profiling [baseline] (102.717 ms) : 0, 102717
Profiling [candidate] (103.178 ms) : 0, 103178
Loading

Load

Parameters

Baseline Candidate
baseline_or_candidate baseline candidate
git_branch master nayeem-kamal/llmobs-writer-updates
git_commit_date 1751046924 1751265374
git_commit_sha 46d0949 599b0e9
release_version 1.51.0-SNAPSHOT~46d09492c9 1.51.0-SNAPSHOT~599b0e9118
See matching parameters
Baseline Candidate
application insecure-bank insecure-bank
ci_job_date 1751267138 1751267138
ci_job_id 1004163645 1004163645
ci_pipeline_id 69106608 69106608
cpu_model Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz
kernel_version Linux runner-sjxaapn4-project-304-concurrent-0-rf6mbd5h 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-sjxaapn4-project-304-concurrent-0-rf6mbd5h 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

Summary

Found 0 performance improvements and 2 performance regressions! Performance is the same for 10 metrics, 12 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:insecure-bank:no_agent:high_load worse
[+96.941µs; +210.297µs] or [+2.272%; +4.928%]		 unstable
[-147.885op/s; +74.573op/s] or [-13.758%; +6.937%]		 4.421ms 1038.281op/s 4.267ms 1074.938op/s
scenario:load:insecure-bank:profiling:high_load worse
[+192.013µs; +493.956µs] or [+2.221%; +5.713%]		 unstable
[-84.920op/s; +44.607op/s] or [-15.833%; +8.317%]		 8.989ms 516.188op/s 8.646ms 536.344op/s
Request duration reports for insecure-bank 
gantt
    title insecure-bank - request duration [CI 0.99] : candidate=1.51.0-SNAPSHOT~599b0e9118, baseline=1.51.0-SNAPSHOT~46d09492c9
    dateFormat X
    axisFormat %s
section baseline
no_agent (4.267 ms) : 4216, 4318
.   : milestone, 4267,
iast (9.404 ms) : 9246, 9562
.   : milestone, 9404,
iast_FULL (13.589 ms) : 13323, 13854
.   : milestone, 13589,
iast_GLOBAL (10.036 ms) : 9864, 10209
.   : milestone, 10036,
profiling (8.646 ms) : 8504, 8788
.   : milestone, 8646,
tracing (7.79 ms) : 7679, 7901
.   : milestone, 7790,
section candidate
no_agent (4.421 ms) : 4366, 4475
.   : milestone, 4421,
iast (9.2 ms) : 9045, 9354
.   : milestone, 9200,
iast_FULL (14.101 ms) : 13823, 14380
.   : milestone, 14101,
iast_GLOBAL (10.172 ms) : 9994, 10349
.   : milestone, 10172,
profiling (8.989 ms) : 8850, 9128
.   : milestone, 8989,
tracing (7.551 ms) : 7437, 7664
.   : milestone, 7551,
Loading
  • baseline results
Variant Request duration [CI 0.99] Δ no_agent
no_agent 4.267 ms [4.216 ms, 4.318 ms] -
iast 9.404 ms [9.246 ms, 9.562 ms] 5.137 ms (120.4%)
iast_FULL 13.589 ms [13.323 ms, 13.854 ms] 9.321 ms (218.4%)
iast_GLOBAL 10.036 ms [9.864 ms, 10.209 ms] 5.769 ms (135.2%)
profiling 8.646 ms [8.504 ms, 8.788 ms] 4.379 ms (102.6%)
tracing 7.79 ms [7.679 ms, 7.901 ms] 3.523 ms (82.5%)
  • candidate results
Variant Request duration [CI 0.99] Δ no_agent
no_agent 4.421 ms [4.366 ms, 4.475 ms] -
iast 9.2 ms [9.045 ms, 9.354 ms] 4.779 ms (108.1%)
iast_FULL 14.101 ms [13.823 ms, 14.38 ms] 9.681 ms (219.0%)
iast_GLOBAL 10.172 ms [9.994 ms, 10.349 ms] 5.751 ms (130.1%)
profiling 8.989 ms [8.85 ms, 9.128 ms] 4.568 ms (103.3%)
tracing 7.551 ms [7.437 ms, 7.664 ms] 3.13 ms (70.8%)
Request duration reports for petclinic 
gantt
    title petclinic - request duration [CI 0.99] : candidate=1.51.0-SNAPSHOT~599b0e9118, baseline=1.51.0-SNAPSHOT~46d09492c9
    dateFormat X
    axisFormat %s
section baseline
no_agent (37.065 ms) : 36771, 37359
.   : milestone, 37065,
appsec (47.719 ms) : 47282, 48157
.   : milestone, 47719,
code_origins (45.744 ms) : 45353, 46134
.   : milestone, 45744,
iast (45.738 ms) : 45331, 46146
.   : milestone, 45738,
profiling (48.749 ms) : 48319, 49179
.   : milestone, 48749,
tracing (42.699 ms) : 42345, 43052
.   : milestone, 42699,
section candidate
no_agent (37.23 ms) : 36934, 37527
.   : milestone, 37230,
appsec (46.866 ms) : 46448, 47285
.   : milestone, 46866,
code_origins (44.612 ms) : 44235, 44990
.   : milestone, 44612,
iast (44.534 ms) : 44145, 44924
.   : milestone, 44534,
profiling (49.282 ms) : 48839, 49725
.   : milestone, 49282,
tracing (43.495 ms) : 43141, 43849
.   : milestone, 43495,
Loading
  • baseline results
Variant Request duration [CI 0.99] Δ no_agent
no_agent 37.065 ms [36.771 ms, 37.359 ms] -
appsec 47.719 ms [47.282 ms, 48.157 ms] 10.654 ms (28.7%)
code_origins 45.744 ms [45.353 ms, 46.134 ms] 8.679 ms (23.4%)
iast 45.738 ms [45.331 ms, 46.146 ms] 8.673 ms (23.4%)
profiling 48.749 ms [48.319 ms, 49.179 ms] 11.684 ms (31.5%)
tracing 42.699 ms [42.345 ms, 43.052 ms] 5.634 ms (15.2%)
  • candidate results
Variant Request duration [CI 0.99] Δ no_agent
no_agent 37.23 ms [36.934 ms, 37.527 ms] -
appsec 46.866 ms [46.448 ms, 47.285 ms] 9.636 ms (25.9%)
code_origins 44.612 ms [44.235 ms, 44.99 ms] 7.382 ms (19.8%)
iast 44.534 ms [44.145 ms, 44.924 ms] 7.304 ms (19.6%)
profiling 49.282 ms [48.839 ms, 49.725 ms] 12.052 ms (32.4%)
tracing 43.495 ms [43.141 ms, 43.849 ms] 6.265 ms (16.8%)

Dacapo

Parameters

Baseline Candidate
baseline_or_candidate baseline candidate
git_branch master nayeem-kamal/llmobs-writer-updates
git_commit_date 1751046924 1751265374
git_commit_sha 46d0949 599b0e9
release_version 1.51.0-SNAPSHOT~46d09492c9 1.51.0-SNAPSHOT~599b0e9118
See matching parameters
Baseline Candidate
application biojava biojava
ci_job_date 1751267830 1751267830
ci_job_id 1004163646 1004163646
ci_pipeline_id 69106608 69106608
cpu_model Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz
kernel_version Linux runner-zdpr8-wv-project-304-concurrent-1-pmzi78uu 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-zdpr8-wv-project-304-concurrent-1-pmzi78uu 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

Summary

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

Execution time for tomcat 
gantt
    title tomcat - execution time [CI 0.99] : candidate=1.51.0-SNAPSHOT~599b0e9118, baseline=1.51.0-SNAPSHOT~46d09492c9
    dateFormat X
    axisFormat %s
section baseline
no_agent (1.471 ms) : 1459, 1482
.   : milestone, 1471,
appsec (2.395 ms) : 2346, 2444
.   : milestone, 2395,
iast (2.185 ms) : 2123, 2246
.   : milestone, 2185,
iast_GLOBAL (2.221 ms) : 2159, 2283
.   : milestone, 2221,
profiling (2.495 ms) : 2320, 2669
.   : milestone, 2495,
tracing (1.996 ms) : 1949, 2044
.   : milestone, 1996,
section candidate
no_agent (1.47 ms) : 1459, 1482
.   : milestone, 1470,
appsec (2.395 ms) : 2346, 2444
.   : milestone, 2395,
iast (2.189 ms) : 2127, 2251
.   : milestone, 2189,
iast_GLOBAL (2.221 ms) : 2159, 2283
.   : milestone, 2221,
profiling (2.045 ms) : 1994, 2096
.   : milestone, 2045,
tracing (2.004 ms) : 1956, 2051
.   : milestone, 2004,
Loading
  • baseline results
Variant Execution Time [CI 0.99] Δ no_agent
no_agent 1.471 ms [1.459 ms, 1.482 ms] -
appsec 2.395 ms [2.346 ms, 2.444 ms] 924.468 µs (62.9%)
iast 2.185 ms [2.123 ms, 2.246 ms] 713.677 µs (48.5%)
iast_GLOBAL 2.221 ms [2.159 ms, 2.283 ms] 750.306 µs (51.0%)
profiling 2.495 ms [2.32 ms, 2.669 ms] 1.024 ms (69.6%)
tracing 1.996 ms [1.949 ms, 2.044 ms] 525.584 µs (35.7%)
  • candidate results
Variant Execution Time [CI 0.99] Δ no_agent
no_agent 1.47 ms [1.459 ms, 1.482 ms] -
appsec 2.395 ms [2.346 ms, 2.444 ms] 924.672 µs (62.9%)
iast 2.189 ms [2.127 ms, 2.251 ms] 718.602 µs (48.9%)
iast_GLOBAL 2.221 ms [2.159 ms, 2.283 ms] 750.54 µs (51.0%)
profiling 2.045 ms [1.994 ms, 2.096 ms] 574.497 µs (39.1%)
tracing 2.004 ms [1.956 ms, 2.051 ms] 533.239 µs (36.3%)
Execution time for biojava 
gantt
    title biojava - execution time [CI 0.99] : candidate=1.51.0-SNAPSHOT~599b0e9118, baseline=1.51.0-SNAPSHOT~46d09492c9
    dateFormat X
    axisFormat %s
section baseline
no_agent (15.657 s) : 15657000, 15657000
.   : milestone, 15657000,
appsec (14.901 s) : 14901000, 14901000
.   : milestone, 14901000,
iast (18.243 s) : 18243000, 18243000
.   : milestone, 18243000,
iast_GLOBAL (18.028 s) : 18028000, 18028000
.   : milestone, 18028000,
profiling (15.36 s) : 15360000, 15360000
.   : milestone, 15360000,
tracing (15.048 s) : 15048000, 15048000
.   : milestone, 15048000,
section candidate
no_agent (15.344 s) : 15344000, 15344000
.   : milestone, 15344000,
appsec (14.764 s) : 14764000, 14764000
.   : milestone, 14764000,
iast (18.274 s) : 18274000, 18274000
.   : milestone, 18274000,
iast_GLOBAL (17.718 s) : 17718000, 17718000
.   : milestone, 17718000,
profiling (15.404 s) : 15404000, 15404000
.   : milestone, 15404000,
tracing (14.626 s) : 14626000, 14626000
.   : milestone, 14626000,
Loading
  • baseline results
Variant Execution Time [CI 0.99] Δ no_agent
no_agent 15.657 s [15.657 s, 15.657 s] -
appsec 14.901 s [14.901 s, 14.901 s] -756.0 ms (-4.8%)
iast 18.243 s [18.243 s, 18.243 s] 2.586 s (16.5%)
iast_GLOBAL 18.028 s [18.028 s, 18.028 s] 2.371 s (15.1%)
profiling 15.36 s [15.36 s, 15.36 s] -297.0 ms (-1.9%)
tracing 15.048 s [15.048 s, 15.048 s] -609.0 ms (-3.9%)
  • candidate results
Variant Execution Time [CI 0.99] Δ no_agent
no_agent 15.344 s [15.344 s, 15.344 s] -
appsec 14.764 s [14.764 s, 14.764 s] -580.0 ms (-3.8%)
iast 18.274 s [18.274 s, 18.274 s] 2.93 s (19.1%)
iast_GLOBAL 17.718 s [17.718 s, 17.718 s] 2.374 s (15.5%)
profiling 15.404 s [15.404 s, 15.404 s] 60.0 ms (0.4%)
tracing 14.626 s [14.626 s, 14.626 s] -718.0 ms (-4.7%)

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github-actions bot commented Oct 1, 2025

This pull request has been marked as stale because it has not had activity over the past quarter. It will be closed in 7 days if no further activity occurs. Feel free to reopen the PR if you are still working on it.

@github-actions github-actions bot added the tag: stale Stale pull requests label Oct 1, 2025
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This pull request has been closed because it has not had activity over the past quarter. Feel free to reopen the PR if you are still working on it.

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3 participants

@nayeem-kamal @gary-huang