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Motivation

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Jira ticket: [PROJ-IDENT]

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Benchmarks

Startup

Parameters

Baseline Candidate
baseline_or_candidate baseline candidate
git_branch master gary/use-ctx-api
git_commit_date 1751991953 1751992518
git_commit_sha 860a603 8c08304
release_version 1.51.0-SNAPSHOT~860a603678 1.51.0-SNAPSHOT~8c083043c5
See matching parameters
Baseline Candidate
application insecure-bank insecure-bank
ci_job_date 1751994218 1751994218
ci_job_id 1018893332 1018893332
ci_pipeline_id 69940964 69940964
cpu_model Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz
kernel_version Linux runner-zfyrx7zua-project-304-concurrent-1-khiffj8e 6.8.0-1030-aws #32~22.04.1-Ubuntu SMP Thu Jun 5 08:38:24 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux Linux runner-zfyrx7zua-project-304-concurrent-1-khiffj8e 6.8.0-1030-aws #32~22.04.1-Ubuntu SMP Thu Jun 5 08:38:24 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 44 metrics, 9 unstable metrics.

Startup time reports for insecure-bank
gantt
    title insecure-bank - global startup overhead: candidate=1.51.0-SNAPSHOT~8c083043c5, baseline=1.51.0-SNAPSHOT~860a603678

    dateFormat X
    axisFormat %s
section tracing
Agent [baseline] (996.883 ms) : 0, 996883
Total [baseline] (8.569 s) : 0, 8568504
Agent [candidate] (1.001 s) : 0, 1001097
Total [candidate] (8.575 s) : 0, 8575239
section iast
Agent [baseline] (1.138 s) : 0, 1138103
Total [baseline] (9.264 s) : 0, 9264276
Agent [candidate] (1.136 s) : 0, 1136074
Total [candidate] (9.287 s) : 0, 9287121
Loading
  • baseline results
Module Variant Duration Δ tracing
Agent tracing 996.883 ms -
Agent iast 1.138 s 141.22 ms (14.2%)
Total tracing 8.569 s -
Total iast 9.264 s 695.771 ms (8.1%)
  • candidate results
Module Variant Duration Δ tracing
Agent tracing 1.001 s -
Agent iast 1.136 s 134.977 ms (13.5%)
Total tracing 8.575 s -
Total iast 9.287 s 711.881 ms (8.3%)
gantt
    title insecure-bank - break down per module: candidate=1.51.0-SNAPSHOT~8c083043c5, baseline=1.51.0-SNAPSHOT~860a603678

    dateFormat X
    axisFormat %s
section tracing
BytebuddyAgent [baseline] (688.555 ms) : 0, 688555
BytebuddyAgent [candidate] (691.485 ms) : 0, 691485
GlobalTracer [baseline] (242.175 ms) : 0, 242175
GlobalTracer [candidate] (243.244 ms) : 0, 243244
AppSec [baseline] (30.268 ms) : 0, 30268
AppSec [candidate] (30.475 ms) : 0, 30475
Debugger [baseline] (6.136 ms) : 0, 6136
Debugger [candidate] (6.083 ms) : 0, 6083
Remote Config [baseline] (694.866 µs) : 0, 695
Remote Config [candidate] (679.19 µs) : 0, 679
Telemetry [baseline] (8.241 ms) : 0, 8241
Telemetry [candidate] (8.261 ms) : 0, 8261
section iast
BytebuddyAgent [baseline] (813.041 ms) : 0, 813041
BytebuddyAgent [candidate] (810.633 ms) : 0, 810633
GlobalTracer [baseline] (232.211 ms) : 0, 232211
GlobalTracer [candidate] (232.518 ms) : 0, 232518
AppSec [baseline] (31.384 ms) : 0, 31384
AppSec [candidate] (30.531 ms) : 0, 30531
Debugger [baseline] (5.845 ms) : 0, 5845
Debugger [candidate] (5.829 ms) : 0, 5829
Remote Config [baseline] (571.942 µs) : 0, 572
Remote Config [candidate] (575.892 µs) : 0, 576
Telemetry [baseline] (7.977 ms) : 0, 7977
Telemetry [candidate] (8.015 ms) : 0, 8015
IAST [baseline] (26.224 ms) : 0, 26224
IAST [candidate] (27.121 ms) : 0, 27121
Loading
Startup time reports for petclinic
gantt
    title petclinic - global startup overhead: candidate=1.51.0-SNAPSHOT~8c083043c5, baseline=1.51.0-SNAPSHOT~860a603678

    dateFormat X
    axisFormat %s
section tracing
Agent [baseline] (1.002 s) : 0, 1001943
Total [baseline] (10.775 s) : 0, 10775197
Agent [candidate] (997.054 ms) : 0, 997054
Total [candidate] (10.695 s) : 0, 10695473
section appsec
Agent [baseline] (1.201 s) : 0, 1200517
Total [baseline] (10.856 s) : 0, 10856386
Agent [candidate] (1.177 s) : 0, 1177127
Total [candidate] (10.742 s) : 0, 10742345
section iast
Agent [baseline] (1.134 s) : 0, 1134350
Total [baseline] (10.89 s) : 0, 10890412
Agent [candidate] (1.132 s) : 0, 1132019
Total [candidate] (10.861 s) : 0, 10861225
section profiling
Agent [baseline] (1.256 s) : 0, 1256236
Total [baseline] (10.954 s) : 0, 10954008
Agent [candidate] (1.246 s) : 0, 1246184
Total [candidate] (10.94 s) : 0, 10940263
Loading
  • baseline results
Module Variant Duration Δ tracing
Agent tracing 1.002 s -
Agent appsec 1.201 s 198.574 ms (19.8%)
Agent iast 1.134 s 132.407 ms (13.2%)
Agent profiling 1.256 s 254.294 ms (25.4%)
Total tracing 10.775 s -
Total appsec 10.856 s 81.189 ms (0.8%)
Total iast 10.89 s 115.215 ms (1.1%)
Total profiling 10.954 s 178.81 ms (1.7%)
  • candidate results
Module Variant Duration Δ tracing
Agent tracing 997.054 ms -
Agent appsec 1.177 s 180.073 ms (18.1%)
Agent iast 1.132 s 134.965 ms (13.5%)
Agent profiling 1.246 s 249.13 ms (25.0%)
Total tracing 10.695 s -
Total appsec 10.742 s 46.873 ms (0.4%)
Total iast 10.861 s 165.753 ms (1.5%)
Total profiling 10.94 s 244.79 ms (2.3%)
gantt
    title petclinic - break down per module: candidate=1.51.0-SNAPSHOT~8c083043c5, baseline=1.51.0-SNAPSHOT~860a603678

    dateFormat X
    axisFormat %s
section tracing
BytebuddyAgent [baseline] (691.209 ms) : 0, 691209
BytebuddyAgent [candidate] (688.524 ms) : 0, 688524
GlobalTracer [baseline] (243.383 ms) : 0, 243383
GlobalTracer [candidate] (242.312 ms) : 0, 242312
AppSec [baseline] (30.534 ms) : 0, 30534
AppSec [candidate] (30.368 ms) : 0, 30368
Debugger [baseline] (6.127 ms) : 0, 6127
Debugger [candidate] (6.058 ms) : 0, 6058
Remote Config [baseline] (692.311 µs) : 0, 692
Remote Config [candidate] (680.098 µs) : 0, 680
Telemetry [baseline] (9.046 ms) : 0, 9046
Telemetry [candidate] (8.222 ms) : 0, 8222
section appsec
BytebuddyAgent [baseline] (727.685 ms) : 0, 727685
BytebuddyAgent [candidate] (711.406 ms) : 0, 711406
GlobalTracer [baseline] (239.3 ms) : 0, 239300
GlobalTracer [candidate] (235.543 ms) : 0, 235543
AppSec [baseline] (173.664 ms) : 0, 173664
AppSec [candidate] (171.452 ms) : 0, 171452
Debugger [baseline] (5.861 ms) : 0, 5861
Debugger [candidate] (5.822 ms) : 0, 5822
Remote Config [baseline] (613.585 µs) : 0, 614
Remote Config [candidate] (612.353 µs) : 0, 612
Telemetry [baseline] (8.163 ms) : 0, 8163
Telemetry [candidate] (8.181 ms) : 0, 8181
IAST [baseline] (23.978 ms) : 0, 23978
IAST [candidate] (23.21 ms) : 0, 23210
section iast
BytebuddyAgent [baseline] (808.491 ms) : 0, 808491
BytebuddyAgent [candidate] (807.219 ms) : 0, 807219
GlobalTracer [baseline] (232.934 ms) : 0, 232934
GlobalTracer [candidate] (232.013 ms) : 0, 232013
AppSec [baseline] (29.777 ms) : 0, 29777
AppSec [candidate] (30.463 ms) : 0, 30463
Debugger [baseline] (5.873 ms) : 0, 5873
Debugger [candidate] (5.872 ms) : 0, 5872
Remote Config [baseline] (578.944 µs) : 0, 579
Remote Config [candidate] (586.537 µs) : 0, 587
Telemetry [baseline] (8.061 ms) : 0, 8061
Telemetry [candidate] (7.918 ms) : 0, 7918
IAST [baseline] (27.819 ms) : 0, 27819
IAST [candidate] (27.105 ms) : 0, 27105
section profiling
BytebuddyAgent [baseline] (685.973 ms) : 0, 685973
BytebuddyAgent [candidate] (678.096 ms) : 0, 678096
GlobalTracer [baseline] (363.618 ms) : 0, 363618
GlobalTracer [candidate] (362.133 ms) : 0, 362133
AppSec [baseline] (31.711 ms) : 0, 31711
AppSec [candidate] (33.12 ms) : 0, 33120
Debugger [baseline] (11.32 ms) : 0, 11320
Debugger [candidate] (9.92 ms) : 0, 9920
Remote Config [baseline] (661.694 µs) : 0, 662
Remote Config [candidate] (667.507 µs) : 0, 668
Telemetry [baseline] (9.532 ms) : 0, 9532
Telemetry [candidate] (8.823 ms) : 0, 8823
ProfilingAgent [baseline] (104.364 ms) : 0, 104364
ProfilingAgent [candidate] (104.789 ms) : 0, 104789
Profiling [baseline] (104.388 ms) : 0, 104388
Profiling [candidate] (104.813 ms) : 0, 104813
Loading

Load

Parameters

Baseline Candidate
baseline_or_candidate baseline candidate
git_branch master gary/use-ctx-api
git_commit_date 1751991953 1751992518
git_commit_sha 860a603 8c08304
release_version 1.51.0-SNAPSHOT~860a603678 1.51.0-SNAPSHOT~8c083043c5
See matching parameters
Baseline Candidate
application insecure-bank insecure-bank
ci_job_date 1751993989 1751993989
ci_job_id 1018893335 1018893335
ci_pipeline_id 69940964 69940964
cpu_model Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz
kernel_version Linux runner-zfyrx7zua-project-304-concurrent-2-ry6qdr0g 6.8.0-1030-aws #32~22.04.1-Ubuntu SMP Thu Jun 5 08:38:24 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux Linux runner-zfyrx7zua-project-304-concurrent-2-ry6qdr0g 6.8.0-1030-aws #32~22.04.1-Ubuntu SMP Thu Jun 5 08:38:24 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux

Summary

Found 0 performance improvements and 0 performance regressions! Performance is the same for 12 metrics, 12 unstable metrics.

Request duration reports for petclinic
gantt
    title petclinic - request duration [CI 0.99] : candidate=1.51.0-SNAPSHOT~8c083043c5, baseline=1.51.0-SNAPSHOT~860a603678
    dateFormat X
    axisFormat %s
section baseline
no_agent (36.411 ms) : 36117, 36705
.   : milestone, 36411,
appsec (46.131 ms) : 45729, 46532
.   : milestone, 46131,
code_origins (44.659 ms) : 44274, 45043
.   : milestone, 44659,
iast (43.923 ms) : 43528, 44318
.   : milestone, 43923,
profiling (49.724 ms) : 49219, 50230
.   : milestone, 49724,
tracing (42.552 ms) : 42202, 42901
.   : milestone, 42552,
section candidate
no_agent (37.319 ms) : 37014, 37623
.   : milestone, 37319,
appsec (46.548 ms) : 46137, 46959
.   : milestone, 46548,
code_origins (44.976 ms) : 44595, 45357
.   : milestone, 44976,
iast (44.491 ms) : 44104, 44878
.   : milestone, 44491,
profiling (49.166 ms) : 48714, 49618
.   : milestone, 49166,
tracing (43.014 ms) : 42661, 43367
.   : milestone, 43014,
Loading
  • baseline results
Variant Request duration [CI 0.99] Δ no_agent
no_agent 36.411 ms [36.117 ms, 36.705 ms] -
appsec 46.131 ms [45.729 ms, 46.532 ms] 9.72 ms (26.7%)
code_origins 44.659 ms [44.274 ms, 45.043 ms] 8.248 ms (22.7%)
iast 43.923 ms [43.528 ms, 44.318 ms] 7.513 ms (20.6%)
profiling 49.724 ms [49.219 ms, 50.23 ms] 13.314 ms (36.6%)
tracing 42.552 ms [42.202 ms, 42.901 ms] 6.141 ms (16.9%)
  • candidate results
Variant Request duration [CI 0.99] Δ no_agent
no_agent 37.319 ms [37.014 ms, 37.623 ms] -
appsec 46.548 ms [46.137 ms, 46.959 ms] 9.229 ms (24.7%)
code_origins 44.976 ms [44.595 ms, 45.357 ms] 7.657 ms (20.5%)
iast 44.491 ms [44.104 ms, 44.878 ms] 7.172 ms (19.2%)
profiling 49.166 ms [48.714 ms, 49.618 ms] 11.848 ms (31.7%)
tracing 43.014 ms [42.661 ms, 43.367 ms] 5.695 ms (15.3%)
Request duration reports for insecure-bank
gantt
    title insecure-bank - request duration [CI 0.99] : candidate=1.51.0-SNAPSHOT~8c083043c5, baseline=1.51.0-SNAPSHOT~860a603678
    dateFormat X
    axisFormat %s
section baseline
no_agent (4.47 ms) : 4418, 4522
.   : milestone, 4470,
iast (9.278 ms) : 9128, 9428
.   : milestone, 9278,
iast_FULL (14.133 ms) : 13859, 14407
.   : milestone, 14133,
iast_GLOBAL (10.046 ms) : 9872, 10220
.   : milestone, 10046,
profiling (8.784 ms) : 8650, 8918
.   : milestone, 8784,
tracing (7.426 ms) : 7307, 7545
.   : milestone, 7426,
section candidate
no_agent (4.36 ms) : 4307, 4412
.   : milestone, 4360,
iast (9.337 ms) : 9185, 9490
.   : milestone, 9337,
iast_FULL (13.852 ms) : 13578, 14126
.   : milestone, 13852,
iast_GLOBAL (10.371 ms) : 10190, 10551
.   : milestone, 10371,
profiling (9.028 ms) : 8886, 9171
.   : milestone, 9028,
tracing (7.195 ms) : 7092, 7298
.   : milestone, 7195,
Loading
  • baseline results
Variant Request duration [CI 0.99] Δ no_agent
no_agent 4.47 ms [4.418 ms, 4.522 ms] -
iast 9.278 ms [9.128 ms, 9.428 ms] 4.808 ms (107.6%)
iast_FULL 14.133 ms [13.859 ms, 14.407 ms] 9.663 ms (216.2%)
iast_GLOBAL 10.046 ms [9.872 ms, 10.22 ms] 5.576 ms (124.8%)
profiling 8.784 ms [8.65 ms, 8.918 ms] 4.314 ms (96.5%)
tracing 7.426 ms [7.307 ms, 7.545 ms] 2.956 ms (66.1%)
  • candidate results
Variant Request duration [CI 0.99] Δ no_agent
no_agent 4.36 ms [4.307 ms, 4.412 ms] -
iast 9.337 ms [9.185 ms, 9.49 ms] 4.978 ms (114.2%)
iast_FULL 13.852 ms [13.578 ms, 14.126 ms] 9.492 ms (217.7%)
iast_GLOBAL 10.371 ms [10.19 ms, 10.551 ms] 6.011 ms (137.9%)
profiling 9.028 ms [8.886 ms, 9.171 ms] 4.669 ms (107.1%)
tracing 7.195 ms [7.092 ms, 7.298 ms] 2.836 ms (65.0%)

Dacapo

Parameters

Baseline Candidate
baseline_or_candidate baseline candidate
git_branch master gary/use-ctx-api
git_commit_date 1751991953 1751992518
git_commit_sha 860a603 8c08304
release_version 1.51.0-SNAPSHOT~860a603678 1.51.0-SNAPSHOT~8c083043c5
See matching parameters
Baseline Candidate
application biojava biojava
ci_job_date 1751994466 1751994466
ci_job_id 1018893337 1018893337
ci_pipeline_id 69940964 69940964
cpu_model Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz Intel(R) Xeon(R) Platinum 8259CL CPU @ 2.50GHz
kernel_version Linux runner-zfyrx7zua-project-304-concurrent-0-ne75efq1 6.8.0-1030-aws #32~22.04.1-Ubuntu SMP Thu Jun 5 08:38:24 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux Linux runner-zfyrx7zua-project-304-concurrent-0-ne75efq1 6.8.0-1030-aws #32~22.04.1-Ubuntu SMP Thu Jun 5 08:38:24 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux

Summary

Found 0 performance improvements and 0 performance regressions! Performance is the same for 12 metrics, 0 unstable metrics.

Execution time for biojava
gantt
    title biojava - execution time [CI 0.99] : candidate=1.51.0-SNAPSHOT~8c083043c5, baseline=1.51.0-SNAPSHOT~860a603678
    dateFormat X
    axisFormat %s
section baseline
no_agent (15.526 s) : 15526000, 15526000
.   : milestone, 15526000,
appsec (15.023 s) : 15023000, 15023000
.   : milestone, 15023000,
iast (18.456 s) : 18456000, 18456000
.   : milestone, 18456000,
iast_GLOBAL (17.698 s) : 17698000, 17698000
.   : milestone, 17698000,
profiling (15.738 s) : 15738000, 15738000
.   : milestone, 15738000,
tracing (15.005 s) : 15005000, 15005000
.   : milestone, 15005000,
section candidate
no_agent (14.998 s) : 14998000, 14998000
.   : milestone, 14998000,
appsec (14.884 s) : 14884000, 14884000
.   : milestone, 14884000,
iast (18.477 s) : 18477000, 18477000
.   : milestone, 18477000,
iast_GLOBAL (17.895 s) : 17895000, 17895000
.   : milestone, 17895000,
profiling (15.127 s) : 15127000, 15127000
.   : milestone, 15127000,
tracing (14.825 s) : 14825000, 14825000
.   : milestone, 14825000,
Loading
  • baseline results
Variant Execution Time [CI 0.99] Δ no_agent
no_agent 15.526 s [15.526 s, 15.526 s] -
appsec 15.023 s [15.023 s, 15.023 s] -503.0 ms (-3.2%)
iast 18.456 s [18.456 s, 18.456 s] 2.93 s (18.9%)
iast_GLOBAL 17.698 s [17.698 s, 17.698 s] 2.172 s (14.0%)
profiling 15.738 s [15.738 s, 15.738 s] 212.0 ms (1.4%)
tracing 15.005 s [15.005 s, 15.005 s] -521.0 ms (-3.4%)
  • candidate results
Variant Execution Time [CI 0.99] Δ no_agent
no_agent 14.998 s [14.998 s, 14.998 s] -
appsec 14.884 s [14.884 s, 14.884 s] -114.0 ms (-0.8%)
iast 18.477 s [18.477 s, 18.477 s] 3.479 s (23.2%)
iast_GLOBAL 17.895 s [17.895 s, 17.895 s] 2.897 s (19.3%)
profiling 15.127 s [15.127 s, 15.127 s] 129.0 ms (0.9%)
tracing 14.825 s [14.825 s, 14.825 s] -173.0 ms (-1.2%)
Execution time for tomcat
gantt
    title tomcat - execution time [CI 0.99] : candidate=1.51.0-SNAPSHOT~8c083043c5, baseline=1.51.0-SNAPSHOT~860a603678
    dateFormat X
    axisFormat %s
section baseline
no_agent (1.47 ms) : 1458, 1481
.   : milestone, 1470,
appsec (2.394 ms) : 2345, 2444
.   : milestone, 2394,
iast (2.179 ms) : 2117, 2241
.   : milestone, 2179,
iast_GLOBAL (2.231 ms) : 2168, 2293
.   : milestone, 2231,
profiling (2.033 ms) : 1983, 2083
.   : milestone, 2033,
tracing (1.995 ms) : 1947, 2043
.   : milestone, 1995,
section candidate
no_agent (1.472 ms) : 1461, 1484
.   : milestone, 1472,
appsec (2.4 ms) : 2351, 2450
.   : milestone, 2400,
iast (2.193 ms) : 2131, 2256
.   : milestone, 2193,
iast_GLOBAL (2.23 ms) : 2167, 2293
.   : milestone, 2230,
profiling (2.039 ms) : 1989, 2089
.   : milestone, 2039,
tracing (1.996 ms) : 1948, 2044
.   : milestone, 1996,
Loading
  • baseline results
Variant Execution Time [CI 0.99] Δ no_agent
no_agent 1.47 ms [1.458 ms, 1.481 ms] -
appsec 2.394 ms [2.345 ms, 2.444 ms] 924.748 µs (62.9%)
iast 2.179 ms [2.117 ms, 2.241 ms] 709.399 µs (48.3%)
iast_GLOBAL 2.231 ms [2.168 ms, 2.293 ms] 761.05 µs (51.8%)
profiling 2.033 ms [1.983 ms, 2.083 ms] 563.06 µs (38.3%)
tracing 1.995 ms [1.947 ms, 2.043 ms] 525.058 µs (35.7%)
  • candidate results
Variant Execution Time [CI 0.99] Δ no_agent
no_agent 1.472 ms [1.461 ms, 1.484 ms] -
appsec 2.4 ms [2.351 ms, 2.45 ms] 928.02 µs (63.0%)
iast 2.193 ms [2.131 ms, 2.256 ms] 720.939 µs (49.0%)
iast_GLOBAL 2.23 ms [2.167 ms, 2.293 ms] 757.614 µs (51.5%)
profiling 2.039 ms [1.989 ms, 2.089 ms] 566.363 µs (38.5%)
tracing 1.996 ms [1.948 ms, 2.044 ms] 523.649 µs (35.6%)

@gary-huang gary-huang changed the title Gary/use ctx api LLM Obs SDK use context API for parent children span linkage Jun 26, 2025
@nayeem-kamal nayeem-kamal requested a review from dougqh July 2, 2025 17:49
@nayeem-kamal nayeem-kamal marked this pull request as ready for review July 3, 2025 20:09
@nayeem-kamal nayeem-kamal self-requested a review July 3, 2025 20:10
@gary-huang gary-huang requested review from a team as code owners July 8, 2025 16:22
@gary-huang gary-huang requested review from manuel-alvarez-alvarez, randomanderson and shatzi and removed request for a team July 8, 2025 16:22
@gary-huang gary-huang marked this pull request as draft July 8, 2025 16:23
@gary-huang gary-huang force-pushed the gary/use-ctx-api branch 2 times, most recently from 06e220a to 7c16dd2 Compare July 8, 2025 16:28
@gary-huang gary-huang marked this pull request as ready for review July 8, 2025 19:33
@gary-huang gary-huang merged commit f6ed413 into gary/llmobs-sdk-merge Jul 8, 2025
497 of 503 checks passed
@gary-huang gary-huang deleted the gary/use-ctx-api branch July 8, 2025 19:33
gary-huang added a commit that referenced this pull request Jul 9, 2025
* add APIs for llm obs

* add llm message class to support llm spans

* add llm message class to support llm spans

* impl llmobs agent and llmobs apis

* support llm messages with tool calls

* handle default model name and provider

* rm unneeded file

* impl llmobs agent and llmobs apis

* impl llmobs agent

* working writer

* add support for llm message and tool calls

* impl llmobs agent and llmobs apis

* use new ctx api to track parent span

* cleaned up whitespace

* resolve merge conflicts

* remaining merge conflicts

* fix bad method call

* fixed llmobs intake creation if llmobs not enabled

* removed print statements

* ran spotless

* added tests for llmobsspanmapper

* fixed coverage for tags

---------

Co-authored-by: Nayeem Kamal <[email protected]>
Co-authored-by: Nayeem Kamal <[email protected]>
nayeem-kamal added a commit that referenced this pull request Jul 9, 2025
* add APIs for llm obs sdk (#8135)

* add APIs for llm obs

* add llm message class to support llm spans

* follow java convention of naming Id instead of ID

* add codeowners

* implement LLM Obs SDK spans APIs (#8390)

* add APIs for llm obs

* add llm message class to support llm spans

* add llm message class to support llm spans

* impl llmobs agent and llmobs apis

* support llm messages with tool calls

* handle default model name and provider

* rm unneeded file

* spotless

* add APIs for llm obs sdk (#8135)

* add APIs for llm obs

* add llm message class to support llm spans

* follow java convention of naming Id instead of ID

* add codeowners

* rename ID to Id according to java naming conventions

* Undo change to integrations-core submodule

* fix build gradle

* rm empty line

* fix test

* LLM Obs SDK Mapper (#8372)

* add APIs for llm obs

* add llm message class to support llm spans

* add llm message class to support llm spans

* impl llmobs agent and llmobs apis

* support llm messages with tool calls

* handle default model name and provider

* rm unneeded file

* impl llmobs agent and llmobs apis

* impl llmobs agent

* working writer

* add support for llm message and tool calls

* cleaned up whitespace

* resolve merge conflicts

* remaining merge conflicts

* fix bad method call

* fixed llmobs intake creation if llmobs not enabled

* removed print statements

* added tests for llmobsspanmapper

* fixed coverage for tags

---------

Co-authored-by: Nayeem Kamal <[email protected]>

* updated to master submodule

* LLM Obs SDK use context API for parent children span linkage (#8711)

* add APIs for llm obs

* add llm message class to support llm spans

* add llm message class to support llm spans

* impl llmobs agent and llmobs apis

* support llm messages with tool calls

* handle default model name and provider

* rm unneeded file

* impl llmobs agent and llmobs apis

* impl llmobs agent

* working writer

* add support for llm message and tool calls

* impl llmobs agent and llmobs apis

* use new ctx api to track parent span

* cleaned up whitespace

* resolve merge conflicts

* remaining merge conflicts

* fix bad method call

* fixed llmobs intake creation if llmobs not enabled

* removed print statements

* ran spotless

* added tests for llmobsspanmapper

* fixed coverage for tags

---------

Co-authored-by: Nayeem Kamal <[email protected]>
Co-authored-by: Nayeem Kamal <[email protected]>

* LLM Obs SDK evaluation metrics submission (#8688)

* add APIs for llm obs

* add llm message class to support llm spans

* add llm message class to support llm spans

* impl llmobs agent and llmobs apis

* support llm messages with tool calls

* handle default model name and provider

* rm unneeded file

* impl llmobs agent and llmobs apis

* impl llmobs agent

* working writer

* add support for llm message and tool calls

* impl llmobs agent and llmobs apis

* use new ctx api to track parent span

* add api for evals

* working impl supporting both agentless and agent

* handle null tags and default to default ml app if null or empty string provided in the override

* cleaned up whitespace

* resolve merge conflicts

* remaining merge conflicts

* fix bad method call

* fixed llmobs intake creation if llmobs not enabled

* removed print statements

* ran spotless

* ran spotless

* added tests for llmobsspanmapper

* fixed coverage for tags

---------

Co-authored-by: Nayeem Kamal <[email protected]>
Co-authored-by: Nayeem Kamal <[email protected]>

* fix CODEOWNERS

---------

Co-authored-by: Nayeem Kamal <[email protected]>
Co-authored-by: Nayeem Kamal <[email protected]>
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3 participants