Add support for instrumenting the OpenAI Client #9284

nayeem-kamal · 2025-07-31T11:43:41Z

What Does This Do

Adds auto-instrumentation for the official openai java client.

Motivation

Additional Notes

Contributor Checklist

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Jira ticket: [PROJ-IDENT]

datadog-datadog-prod-us1 · 2025-07-31T12:06:10Z

Code coverage: total 57.09%, patch 100.00% (view details)

_{This comment will be updated automatically if new data arrives.

🔗 Commit SHA: 298f31f | Docs | Was this helpful? Give us feedback!}

pr-commenter · 2025-07-31T12:18:01Z

Benchmarks

Startup

Parameters

	Baseline	Candidate
baseline_or_candidate	baseline	candidate
git_branch	master	nayeem-kamal/openai
git_commit_date	1755014538	1755021907
git_commit_sha	`ee43e5f`	`298f31f`
release_version	1.53.0-SNAPSHOT~ee43e5f19c	1.52.0-SNAPSHOT~298f31f1de

See matching parameters

	Baseline	Candidate
application	insecure-bank	insecure-bank
ci_job_date	1755024070	1755024070
ci_job_id	1076993448	1076993448
ci_pipeline_id	73464051	73464051
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-m7c1v81x 6.8.0-1031-aws #33~22.04.1-Ubuntu SMP Thu Jun 26 14:22:30 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux	Linux runner-zfyrx7zua-project-304-concurrent-0-m7c1v81x 6.8.0-1031-aws #33~22.04.1-Ubuntu SMP Thu Jun 26 14:22:30 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 46 metrics, 13 unstable metrics.

Startup time reports for petclinic

gantt
    title petclinic - global startup overhead: candidate=1.52.0-SNAPSHOT~298f31f1de, baseline=1.53.0-SNAPSHOT~ee43e5f19c

    dateFormat X
    axisFormat %s
section tracing
Agent [baseline] (1.043 s) : 0, 1042589
Total [baseline] (10.713 s) : 0, 10713027
Agent [candidate] (1.056 s) : 0, 1055804
Total [candidate] (10.79 s) : 0, 10789977
section appsec
Agent [baseline] (1.221 s) : 0, 1221168
Total [baseline] (10.689 s) : 0, 10689457
Agent [candidate] (1.219 s) : 0, 1219088
Total [candidate] (10.762 s) : 0, 10762333
section iast
Agent [baseline] (1.176 s) : 0, 1175991
Total [baseline] (10.909 s) : 0, 10909244
Agent [candidate] (1.176 s) : 0, 1175874
Total [candidate] (10.907 s) : 0, 10907372
section profiling
Agent [baseline] (1.193 s) : 0, 1192698
Total [baseline] (10.802 s) : 0, 10801538
Agent [candidate] (1.198 s) : 0, 1198225
Total [candidate] (10.897 s) : 0, 10896662

baseline results

Module	Variant	Duration	Δ tracing
Agent	tracing	1.043 s	-
Agent	appsec	1.221 s	178.578 ms (17.1%)
Agent	iast	1.176 s	133.401 ms (12.8%)
Agent	profiling	1.193 s	150.108 ms (14.4%)
Total	tracing	10.713 s	-
Total	appsec	10.689 s	-23.57 ms (-0.2%)
Total	iast	10.909 s	196.216 ms (1.8%)
Total	profiling	10.802 s	88.51 ms (0.8%)

candidate results

Module	Variant	Duration	Δ tracing
Agent	tracing	1.056 s	-
Agent	appsec	1.219 s	163.283 ms (15.5%)
Agent	iast	1.176 s	120.07 ms (11.4%)
Agent	profiling	1.198 s	142.42 ms (13.5%)
Total	tracing	10.79 s	-
Total	appsec	10.762 s	-27.644 ms (-0.3%)
Total	iast	10.907 s	117.395 ms (1.1%)
Total	profiling	10.897 s	106.685 ms (1.0%)

gantt
    title petclinic - break down per module: candidate=1.52.0-SNAPSHOT~298f31f1de, baseline=1.53.0-SNAPSHOT~ee43e5f19c

    dateFormat X
    axisFormat %s
section tracing
crashtracking [baseline] (1.42 ms) : 0, 1420
crashtracking [candidate] (1.444 ms) : 0, 1444
BytebuddyAgent [baseline] (730.076 ms) : 0, 730076
BytebuddyAgent [candidate] (739.012 ms) : 0, 739012
GlobalTracer [baseline] (241.412 ms) : 0, 241412
GlobalTracer [candidate] (243.631 ms) : 0, 243631
AppSec [baseline] (30.02 ms) : 0, 30020
AppSec [candidate] (30.494 ms) : 0, 30494
Debugger [baseline] (6.003 ms) : 0, 6003
Debugger [candidate] (6.083 ms) : 0, 6083
Remote Config [baseline] (651.574 µs) : 0, 652
Remote Config [candidate] (659.068 µs) : 0, 659
Telemetry [baseline] (12.099 ms) : 0, 12099
Telemetry [candidate] (13.348 ms) : 0, 13348
section appsec
crashtracking [baseline] (1.43 ms) : 0, 1430
crashtracking [candidate] (1.42 ms) : 0, 1420
BytebuddyAgent [baseline] (755.597 ms) : 0, 755597
BytebuddyAgent [candidate] (753.357 ms) : 0, 753357
GlobalTracer [baseline] (234.18 ms) : 0, 234180
GlobalTracer [candidate] (234.271 ms) : 0, 234271
IAST [baseline] (23.634 ms) : 0, 23634
IAST [candidate] (23.634 ms) : 0, 23634
AppSec [baseline] (169.162 ms) : 0, 169162
AppSec [candidate] (170.13 ms) : 0, 170130
Debugger [baseline] (6.382 ms) : 0, 6382
Debugger [candidate] (6.42 ms) : 0, 6420
Remote Config [baseline] (620.282 µs) : 0, 620
Remote Config [candidate] (609.139 µs) : 0, 609
Telemetry [baseline] (9.124 ms) : 0, 9124
Telemetry [candidate] (8.23 ms) : 0, 8230
section iast
crashtracking [baseline] (1.427 ms) : 0, 1427
crashtracking [candidate] (1.426 ms) : 0, 1426
BytebuddyAgent [baseline] (849.406 ms) : 0, 849406
BytebuddyAgent [candidate] (848.885 ms) : 0, 848885
GlobalTracer [baseline] (232.088 ms) : 0, 232088
GlobalTracer [candidate] (232.376 ms) : 0, 232376
IAST [baseline] (27.476 ms) : 0, 27476
IAST [candidate] (30.669 ms) : 0, 30669
AppSec [baseline] (27.559 ms) : 0, 27559
AppSec [candidate] (26.224 ms) : 0, 26224
Debugger [baseline] (8.223 ms) : 0, 8223
Debugger [candidate] (6.611 ms) : 0, 6611
Remote Config [baseline] (581.944 µs) : 0, 582
Remote Config [candidate] (599.779 µs) : 0, 600
Telemetry [baseline] (8.211 ms) : 0, 8211
Telemetry [candidate] (8.153 ms) : 0, 8153
section profiling
crashtracking [baseline] (1.392 ms) : 0, 1392
crashtracking [candidate] (1.405 ms) : 0, 1405
BytebuddyAgent [baseline] (760.304 ms) : 0, 760304
BytebuddyAgent [candidate] (763.583 ms) : 0, 763583
GlobalTracer [baseline] (221.372 ms) : 0, 221372
GlobalTracer [candidate] (222.39 ms) : 0, 222390
AppSec [baseline] (29.75 ms) : 0, 29750
AppSec [candidate] (30.197 ms) : 0, 30197
Debugger [baseline] (6.316 ms) : 0, 6316
Debugger [candidate] (6.319 ms) : 0, 6319
Remote Config [baseline] (681.764 µs) : 0, 682
Remote Config [candidate] (680.087 µs) : 0, 680
Telemetry [baseline] (15.84 ms) : 0, 15840
Telemetry [candidate] (15.957 ms) : 0, 15957
ProfilingAgent [baseline] (107.65 ms) : 0, 107650
ProfilingAgent [candidate] (108.106 ms) : 0, 108106
Profiling [baseline] (108.305 ms) : 0, 108305
Profiling [candidate] (108.755 ms) : 0, 108755

Startup time reports for insecure-bank

gantt
    title insecure-bank - global startup overhead: candidate=1.52.0-SNAPSHOT~298f31f1de, baseline=1.53.0-SNAPSHOT~ee43e5f19c

    dateFormat X
    axisFormat %s
section tracing
Agent [baseline] (1.044 s) : 0, 1043513
Total [baseline] (8.565 s) : 0, 8564622
Agent [candidate] (1.052 s) : 0, 1052456
Total [candidate] (8.574 s) : 0, 8573934
section iast
Agent [baseline] (1.177 s) : 0, 1177332
Total [baseline] (9.374 s) : 0, 9373931
Agent [candidate] (1.173 s) : 0, 1173185
Total [candidate] (9.298 s) : 0, 9297826

baseline results

Module	Variant	Duration	Δ tracing
Agent	tracing	1.044 s	-
Agent	iast	1.177 s	133.819 ms (12.8%)
Total	tracing	8.565 s	-
Total	iast	9.374 s	809.309 ms (9.4%)

candidate results

Module	Variant	Duration	Δ tracing
Agent	tracing	1.052 s	-
Agent	iast	1.173 s	120.729 ms (11.5%)
Total	tracing	8.574 s	-
Total	iast	9.298 s	723.893 ms (8.4%)

gantt
    title insecure-bank - break down per module: candidate=1.52.0-SNAPSHOT~298f31f1de, baseline=1.53.0-SNAPSHOT~ee43e5f19c

    dateFormat X
    axisFormat %s
section tracing
crashtracking [baseline] (1.428 ms) : 0, 1428
crashtracking [candidate] (1.451 ms) : 0, 1451
BytebuddyAgent [baseline] (730.672 ms) : 0, 730672
BytebuddyAgent [candidate] (737.921 ms) : 0, 737921
GlobalTracer [baseline] (241.15 ms) : 0, 241150
GlobalTracer [candidate] (242.371 ms) : 0, 242371
AppSec [baseline] (29.95 ms) : 0, 29950
AppSec [candidate] (30.226 ms) : 0, 30226
Debugger [baseline] (5.985 ms) : 0, 5985
Debugger [candidate] (6.059 ms) : 0, 6059
Remote Config [baseline] (648.188 µs) : 0, 648
Remote Config [candidate] (650.076 µs) : 0, 650
Telemetry [baseline] (12.787 ms) : 0, 12787
Telemetry [candidate] (12.718 ms) : 0, 12718
section iast
crashtracking [baseline] (1.439 ms) : 0, 1439
crashtracking [candidate] (1.424 ms) : 0, 1424
BytebuddyAgent [baseline] (849.707 ms) : 0, 849707
BytebuddyAgent [candidate] (847.496 ms) : 0, 847496
GlobalTracer [baseline] (233.234 ms) : 0, 233234
GlobalTracer [candidate] (230.892 ms) : 0, 230892
IAST [baseline] (30.368 ms) : 0, 30368
IAST [candidate] (26.665 ms) : 0, 26665
AppSec [baseline] (26.08 ms) : 0, 26080
AppSec [candidate] (30.199 ms) : 0, 30199
Debugger [baseline] (6.654 ms) : 0, 6654
Debugger [candidate] (6.723 ms) : 0, 6723
Remote Config [baseline] (595.797 µs) : 0, 596
Remote Config [candidate] (593.925 µs) : 0, 594
Telemetry [baseline] (8.371 ms) : 0, 8371
Telemetry [candidate] (8.205 ms) : 0, 8205

Load

Parameters

	Baseline	Candidate
baseline_or_candidate	baseline	candidate
git_branch	master	nayeem-kamal/openai
git_commit_date	1755014538	1755021907
git_commit_sha	`ee43e5f`	`298f31f`
release_version	1.53.0-SNAPSHOT~ee43e5f19c	1.52.0-SNAPSHOT~298f31f1de

See matching parameters

	Baseline	Candidate
application	insecure-bank	insecure-bank
ci_job_date	1755023752	1755023752
ci_job_id	1076993449	1076993449
ci_pipeline_id	73464051	73464051
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-o9iqzbex 6.8.0-1031-aws #33~22.04.1-Ubuntu SMP Thu Jun 26 14:22:30 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux	Linux runner-zfyrx7zua-project-304-concurrent-1-o9iqzbex 6.8.0-1031-aws #33~22.04.1-Ubuntu SMP Thu Jun 26 14:22:30 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux

Summary

Found 3 performance improvements and 3 performance regressions! Performance is the same for 6 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	better [-252.156µs; -144.944µs] or [-5.575%; -3.205%]	unstable [-66.112op/s; +157.049op/s] or [-6.511%; +15.468%]	4.324ms	1060.781op/s	4.523ms	1015.312op/s
scenario:load:insecure-bank:profiling:high_load	worse [+221.203µs; +540.036µs] or [+2.534%; +6.187%]	unstable [-86.721op/s; +43.221op/s] or [-16.320%; +8.134%]	9.110ms	509.625op/s	8.729ms	531.375op/s
scenario:load:petclinic:tracing:high_load	better [-1.673ms; -0.912ms] or [-3.843%; -2.094%]	unstable [-4.866op/s; +11.391op/s] or [-4.529%; +10.603%]	42.255ms	110.688op/s	43.547ms	107.425op/s
scenario:load:petclinic:no_agent:high_load	worse [+1.781ms; +2.423ms] or [+4.992%; +6.790%]	unstable [-16.726op/s; +2.251op/s] or [-12.768%; +1.718%]	37.782ms	123.763op/s	35.681ms	131.000op/s
scenario:load:petclinic:iast:high_load	worse [+2.668ms; +3.519ms] or [+6.160%; +8.126%]	unstable [-13.766op/s; +2.019op/s] or [-12.748%; +1.870%]	46.402ms	102.114op/s	43.308ms	107.987op/s
scenario:load:petclinic:appsec:high_load	better [-1.917ms; -1.031ms] or [-4.002%; -2.152%]	unstable [-4.549op/s; +10.699op/s] or [-4.656%; +10.950%]	46.425ms	100.775op/s	47.899ms	97.700op/s

Request duration reports for petclinic

gantt
    title petclinic - request duration [CI 0.99] : candidate=1.52.0-SNAPSHOT~298f31f1de, baseline=1.53.0-SNAPSHOT~ee43e5f19c
    dateFormat X
    axisFormat %s
section baseline
no_agent (35.681 ms) : 35391, 35970
.   : milestone, 35681,
appsec (47.899 ms) : 47478, 48319
.   : milestone, 47899,
code_origins (45.36 ms) : 44965, 45755
.   : milestone, 45360,
iast (43.308 ms) : 42929, 43688
.   : milestone, 43308,
profiling (49.672 ms) : 49194, 50149
.   : milestone, 49672,
tracing (43.547 ms) : 43192, 43903
.   : milestone, 43547,
section candidate
no_agent (37.782 ms) : 37476, 38089
.   : milestone, 37782,
appsec (46.425 ms) : 46022, 46827
.   : milestone, 46425,
code_origins (45.565 ms) : 45157, 45973
.   : milestone, 45565,
iast (46.402 ms) : 45991, 46813
.   : milestone, 46402,
profiling (48.993 ms) : 48533, 49453
.   : milestone, 48993,
tracing (42.255 ms) : 41902, 42607
.   : milestone, 42255,

baseline results

Variant	Request duration [CI 0.99]	Δ no_agent
no_agent	35.681 ms [35.391 ms, 35.97 ms]	-
appsec	47.899 ms [47.478 ms, 48.319 ms]	12.218 ms (34.2%)
code_origins	45.36 ms [44.965 ms, 45.755 ms]	9.68 ms (27.1%)
iast	43.308 ms [42.929 ms, 43.688 ms]	7.628 ms (21.4%)
profiling	49.672 ms [49.194 ms, 50.149 ms]	13.991 ms (39.2%)
tracing	43.547 ms [43.192 ms, 43.903 ms]	7.867 ms (22.0%)

candidate results

Variant	Request duration [CI 0.99]	Δ no_agent
no_agent	37.782 ms [37.476 ms, 38.089 ms]	-
appsec	46.425 ms [46.022 ms, 46.827 ms]	8.642 ms (22.9%)
code_origins	45.565 ms [45.157 ms, 45.973 ms]	7.783 ms (20.6%)
iast	46.402 ms [45.991 ms, 46.813 ms]	8.619 ms (22.8%)
profiling	48.993 ms [48.533 ms, 49.453 ms]	11.211 ms (29.7%)
tracing	42.255 ms [41.902 ms, 42.607 ms]	4.472 ms (11.8%)

Request duration reports for insecure-bank

gantt
    title insecure-bank - request duration [CI 0.99] : candidate=1.52.0-SNAPSHOT~298f31f1de, baseline=1.53.0-SNAPSHOT~ee43e5f19c
    dateFormat X
    axisFormat %s
section baseline
no_agent (4.523 ms) : 4471, 4574
.   : milestone, 4523,
iast (9.719 ms) : 9563, 9875
.   : milestone, 9719,
iast_FULL (13.96 ms) : 13686, 14235
.   : milestone, 13960,
iast_GLOBAL (10.543 ms) : 10356, 10730
.   : milestone, 10543,
profiling (8.729 ms) : 8586, 8872
.   : milestone, 8729,
tracing (7.749 ms) : 7628, 7870
.   : milestone, 7749,
section candidate
no_agent (4.324 ms) : 4276, 4372
.   : milestone, 4324,
iast (9.549 ms) : 9383, 9715
.   : milestone, 9549,
iast_FULL (14.158 ms) : 13878, 14438
.   : milestone, 14158,
iast_GLOBAL (10.28 ms) : 10086, 10474
.   : milestone, 10280,
profiling (9.11 ms) : 8957, 9263
.   : milestone, 9110,
tracing (7.566 ms) : 7455, 7678
.   : milestone, 7566,

baseline results

Variant	Request duration [CI 0.99]	Δ no_agent
no_agent	4.523 ms [4.471 ms, 4.574 ms]	-
iast	9.719 ms [9.563 ms, 9.875 ms]	5.197 ms (114.9%)
iast_FULL	13.96 ms [13.686 ms, 14.235 ms]	9.438 ms (208.7%)
iast_GLOBAL	10.543 ms [10.356 ms, 10.73 ms]	6.02 ms (133.1%)
profiling	8.729 ms [8.586 ms, 8.872 ms]	4.206 ms (93.0%)
tracing	7.749 ms [7.628 ms, 7.87 ms]	3.226 ms (71.3%)

candidate results

Variant	Request duration [CI 0.99]	Δ no_agent
no_agent	4.324 ms [4.276 ms, 4.372 ms]	-
iast	9.549 ms [9.383 ms, 9.715 ms]	5.225 ms (120.8%)
iast_FULL	14.158 ms [13.878 ms, 14.438 ms]	9.834 ms (227.4%)
iast_GLOBAL	10.28 ms [10.086 ms, 10.474 ms]	5.956 ms (137.7%)
profiling	9.11 ms [8.957 ms, 9.263 ms]	4.786 ms (110.7%)
tracing	7.566 ms [7.455 ms, 7.678 ms]	3.242 ms (75.0%)

Dacapo

Parameters

	Baseline	Candidate
baseline_or_candidate	baseline	candidate
git_branch	master	nayeem-kamal/openai
git_commit_date	1755014538	1755021907
git_commit_sha	`ee43e5f`	`298f31f`
release_version	1.53.0-SNAPSHOT~ee43e5f19c	1.52.0-SNAPSHOT~298f31f1de

See matching parameters

	Baseline	Candidate
application	biojava	biojava
ci_job_date	1755024272	1755024272
ci_job_id	1076993450	1076993450
ci_pipeline_id	73464051	73464051
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-0-4tcnbvd2 6.8.0-1031-aws #33~22.04.1-Ubuntu SMP Thu Jun 26 14:22:30 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux	Linux runner-zfyrx7zua-project-304-concurrent-0-4tcnbvd2 6.8.0-1031-aws #33~22.04.1-Ubuntu SMP Thu Jun 26 14:22:30 UTC 2025 x86_64 x86_64 x86_64 GNU/Linux

Summary

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

scenario	Δ mean execution_time	candidate mean execution_time	baseline mean execution_time
scenario:dacapo:tomcat:appsec	better [-1.314ms; -0.981ms] or [-36.309%; -27.109%]	2.471ms	3.618ms

Execution time for tomcat

gantt
    title tomcat - execution time [CI 0.99] : candidate=1.52.0-SNAPSHOT~298f31f1de, baseline=1.53.0-SNAPSHOT~ee43e5f19c
    dateFormat X
    axisFormat %s
section baseline
no_agent (1.478 ms) : 1466, 1489
.   : milestone, 1478,
appsec (3.618 ms) : 3406, 3830
.   : milestone, 3618,
iast (2.213 ms) : 2150, 2276
.   : milestone, 2213,
iast_GLOBAL (2.254 ms) : 2190, 2317
.   : milestone, 2254,
profiling (2.046 ms) : 1995, 2096
.   : milestone, 2046,
tracing (2.024 ms) : 1976, 2073
.   : milestone, 2024,
section candidate
no_agent (1.478 ms) : 1466, 1489
.   : milestone, 1478,
appsec (2.471 ms) : 2418, 2523
.   : milestone, 2471,
iast (2.199 ms) : 2137, 2262
.   : milestone, 2199,
iast_GLOBAL (2.254 ms) : 2191, 2317
.   : milestone, 2254,
profiling (2.05 ms) : 2000, 2100
.   : milestone, 2050,
tracing (2.024 ms) : 1976, 2072
.   : milestone, 2024,

baseline results

Variant	Execution Time [CI 0.99]	Δ no_agent
no_agent	1.478 ms [1.466 ms, 1.489 ms]	-
appsec	3.618 ms [3.406 ms, 3.83 ms]	2.14 ms (144.8%)
iast	2.213 ms [2.15 ms, 2.276 ms]	734.882 µs (49.7%)
iast_GLOBAL	2.254 ms [2.19 ms, 2.317 ms]	775.798 µs (52.5%)
profiling	2.046 ms [1.995 ms, 2.096 ms]	567.628 µs (38.4%)
tracing	2.024 ms [1.976 ms, 2.073 ms]	546.554 µs (37.0%)

candidate results

Variant	Execution Time [CI 0.99]	Δ no_agent
no_agent	1.478 ms [1.466 ms, 1.489 ms]	-
appsec	2.471 ms [2.418 ms, 2.523 ms]	993.162 µs (67.2%)
iast	2.199 ms [2.137 ms, 2.262 ms]	721.845 µs (48.9%)
iast_GLOBAL	2.254 ms [2.191 ms, 2.317 ms]	776.223 µs (52.5%)
profiling	2.05 ms [2.0 ms, 2.1 ms]	572.313 µs (38.7%)
tracing	2.024 ms [1.976 ms, 2.072 ms]	546.568 µs (37.0%)

Execution time for biojava

gantt
    title biojava - execution time [CI 0.99] : candidate=1.52.0-SNAPSHOT~298f31f1de, baseline=1.53.0-SNAPSHOT~ee43e5f19c
    dateFormat X
    axisFormat %s
section baseline
no_agent (14.932 s) : 14932000, 14932000
.   : milestone, 14932000,
appsec (14.893 s) : 14893000, 14893000
.   : milestone, 14893000,
iast (18.187 s) : 18187000, 18187000
.   : milestone, 18187000,
iast_GLOBAL (18.039 s) : 18039000, 18039000
.   : milestone, 18039000,
profiling (15.532 s) : 15532000, 15532000
.   : milestone, 15532000,
tracing (14.85 s) : 14850000, 14850000
.   : milestone, 14850000,
section candidate
no_agent (15.043 s) : 15043000, 15043000
.   : milestone, 15043000,
appsec (14.886 s) : 14886000, 14886000
.   : milestone, 14886000,
iast (18.97 s) : 18970000, 18970000
.   : milestone, 18970000,
iast_GLOBAL (18.045 s) : 18045000, 18045000
.   : milestone, 18045000,
profiling (15.682 s) : 15682000, 15682000
.   : milestone, 15682000,
tracing (14.988 s) : 14988000, 14988000
.   : milestone, 14988000,

baseline results

Variant	Execution Time [CI 0.99]	Δ no_agent
no_agent	14.932 s [14.932 s, 14.932 s]	-
appsec	14.893 s [14.893 s, 14.893 s]	-39.0 ms (-0.3%)
iast	18.187 s [18.187 s, 18.187 s]	3.255 s (21.8%)
iast_GLOBAL	18.039 s [18.039 s, 18.039 s]	3.107 s (20.8%)
profiling	15.532 s [15.532 s, 15.532 s]	600.0 ms (4.0%)
tracing	14.85 s [14.85 s, 14.85 s]	-82.0 ms (-0.5%)

candidate results

Variant	Execution Time [CI 0.99]	Δ no_agent
no_agent	15.043 s [15.043 s, 15.043 s]	-
appsec	14.886 s [14.886 s, 14.886 s]	-157.0 ms (-1.0%)
iast	18.97 s [18.97 s, 18.97 s]	3.927 s (26.1%)
iast_GLOBAL	18.045 s [18.045 s, 18.045 s]	3.002 s (20.0%)
profiling	15.682 s [15.682 s, 15.682 s]	639.0 ms (4.2%)
tracing	14.988 s [14.988 s, 14.988 s]	-55.0 ms (-0.4%)

PerfectSlayer

Left some comments to address before merging.

...trumentation/openai/src/main/java/datadog/trace/instrumentation/openai/OpenAIClientInfo.java

dd-java-agent/instrumentation/openai/build.gradle

PerfectSlayer · 2025-08-04T07:50:49Z

settings.gradle

 include ':dd-java-agent:instrumentation:opensearch'
 include ':dd-java-agent:instrumentation:opensearch:rest'
 include ':dd-java-agent:instrumentation:opensearch:transport'
+include ':dd-java-agent:instrumentation:openai'


🔨 issue: ‏Can you follow the layout described here?

🔨 issue: ‏ Not resolved. Made a suggestion to highlight the required change.

...src/main/java/datadog/trace/instrumentation/openai/ChatCompletionServiceInstrumentation.java

github-actions · 2025-08-04T11:15:18Z

Hi! 👋 Thanks for your pull request! 🎉

To help us review it, please make sure to:

Add at least one type, and one component or instrumentation label to the pull request

If you need help, please check our contributing guidelines.

amarziali · 2025-08-04T12:11:00Z

...i-client/src/main/java/datadog/trace/instrumentation/openaiclient/OpenAIClientDecorator.java

+          // Extract tool calls if present
+          int callIndex = 0;
+          for (ChatCompletionMessageToolCall call : toolCalls.get()) {
+            span.setTag(


nit: as a room for optimisation those tags can be perhaps cached. the second one is also sharing a big part of the first one

amarziali · 2025-08-04T12:13:29Z

...i-client/src/main/java/datadog/trace/instrumentation/openaiclient/OpenAIClientDecorator.java

+
+  public AgentScope startChatCompletionSpan(ChatCompletionCreateParams params) {
+    AgentSpan span = startSpan(OPENAI_REQUEST);
+    span.setTag("openai.request.endpoint", "/chat/completions");


nit: those could be stored as constants for a better reading

amarziali · 2025-08-04T12:17:37Z

...openai-client/src/main/java/datadog/trace/instrumentation/openaiclient/OpenAIClientInfo.java

+import com.openai.core.ClientOptions;
+import com.openai.credential.BearerTokenCredential;
+
+public class OpenAIClientInfo {


Is the information collected in this class used?

amarziali · 2025-08-04T12:18:22Z

...i-client/src/main/java/datadog/trace/instrumentation/openaiclient/OpenAIClientDecorator.java

+        llmObsSpan.setMetadata(responseMetadata);
+      }
+    } catch (Exception e) {
+      java.util.Map<String, Object> errorMetadata = new java.util.HashMap<>();


Map and HashMap should be imported

AlexeyKuznetsov-DD

Any tests for this change?

dd-java-agent/instrumentation/openai-client/gradle.lockfile

PerfectSlayer

Left comment about tracing instrumentation deactivation override, convention, possible dd-trace-ot, etc...

And where are the tests @AlexeyKuznetsov-DD asked for?

PerfectSlayer · 2025-08-06T14:35:14Z

settings.gradle.kts

  ":dd-java-agent:instrumentation:okhttp-2",
  ":dd-java-agent:instrumentation:okhttp-3",
  ":dd-java-agent:instrumentation:ognl-appsec",
+  ":dd-java-agent:instrumentation:openai-client",


Suggested change

":dd-java-agent:instrumentation:openai-client",

":dd-java-agent:instrumentation:openai-java:openai-java-2.8",

PerfectSlayer · 2025-08-06T14:36:42Z

settings.gradle

 include ':dd-java-agent:instrumentation:opensearch'
 include ':dd-java-agent:instrumentation:opensearch:rest'
 include ':dd-java-agent:instrumentation:opensearch:transport'
+include ':dd-java-agent:instrumentation:openai'


🔨 issue: ‏ Not resolved. Made a suggestion to highlight the required change.

PerfectSlayer · 2025-08-06T14:40:02Z

...in/java/datadog/trace/instrumentation/openaiclient/ChatCompletionServiceInstrumentation.java

+public class ChatCompletionServiceInstrumentation extends InstrumenterModule.Tracing
+    implements Instrumenter.ForTypeHierarchy, Instrumenter.HasMethodAdvice {
+  public ChatCompletionServiceInstrumentation() {
+    super("openai-client", "openai-java", "openai-2.8");


🔨 issue: Conventions

Suggested change

super("openai-client", "openai-java", "openai-2.8");

super("openai-java", "openai-java-2.8", "openai-client");

PerfectSlayer · 2025-08-06T14:40:37Z

...in/java/datadog/trace/instrumentation/openaiclient/ChatCompletionServiceInstrumentation.java

+
+  @Override
+  protected boolean defaultEnabled() {
+    return InstrumenterConfig.get().isIntegrationEnabled(Collections.singleton("openai"), false);


🔨 issue: ‏This should not override tracing instrumentation deactivation.

PerfectSlayer · 2025-08-06T14:43:34Z

...c/main/java/datadog/trace/instrumentation/openaiclient/CompletionServiceInstrumentation.java

+public class CompletionServiceInstrumentation extends InstrumenterModule.Tracing
+    implements Instrumenter.ForTypeHierarchy, Instrumenter.HasMethodAdvice {
+  public CompletionServiceInstrumentation() {
+    super("openai-client", "openai-java", "openai-2.8");


🔨 issue: ‏Same

PerfectSlayer · 2025-08-06T14:44:51Z

...rc/main/java/datadog/trace/instrumentation/openaiclient/EmbeddingServiceInstrumentation.java

+
+  @Override
+  protected boolean defaultEnabled() {
+    return InstrumenterConfig.get().isIntegrationEnabled(Collections.singleton("openai"), false);


🔨 issue: ‏Same

PerfectSlayer · 2025-08-06T14:46:37Z

...nt/src/main/java/datadog/trace/instrumentation/openaiclient/OpenAIClientInstrumentation.java

+public class OpenAIClientInstrumentation extends InstrumenterModule.Tracing
+    implements Instrumenter.ForSingleType, Instrumenter.HasMethodAdvice {
+  public OpenAIClientInstrumentation() {
+    super("openai-client", "openai-java", "openai-2.8");


🔨 issue: ‏Same

PerfectSlayer · 2025-08-06T14:46:47Z

...nt/src/main/java/datadog/trace/instrumentation/openaiclient/OpenAIClientInstrumentation.java

+
+  @Override
+  protected boolean defaultEnabled() {
+    return InstrumenterConfig.get().isIntegrationEnabled(Collections.singleton("openai"), false);


🔨 issue: ‏Same

PerfectSlayer · 2025-08-06T14:50:24Z

dd-trace-core/build.gradle

  // for span exception debugging
  compileOnly project(':dd-java-agent:agent-debugger:debugger-bootstrap')
+  // for llmobs
+  compileOnly project(':dd-java-agent:agent-llmobs')


🔨 issue: Will this work with dd-trace-ot?
Product should not be added here

PerfectSlayer · 2025-08-06T14:51:04Z

dd-java-agent/agent-llmobs/src/main/java/datadog/trace/llmobs/LLMObsSystem.java

  private static final String CUSTOM_MODEL_VAL = "custom";

-  public static void start(Instrumentation inst, SharedCommunicationObjects sco) {
+  public static void start(@Nullable Instrumentation inst, SharedCommunicationObjects sco) {


🎯 suggestion: ‏If this arg is always null and unused, why keeping it in the first place?

Wal8800 · 2025-10-02T21:17:21Z

Hey team, do we have any update on this pull request?

ygree · 2025-12-23T20:39:05Z

superseded by #9959

nayeem-kamal marked this pull request as ready for review August 4, 2025 04:23

nayeem-kamal requested review from a team as code owners August 4, 2025 04:23

nayeem-kamal requested review from amarziali and jordan-wong and removed request for amarziali August 4, 2025 04:23

jordan-wong approved these changes Aug 4, 2025

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PerfectSlayer requested changes Aug 4, 2025

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nayeem-kamal requested a review from a team as a code owner August 4, 2025 09:41

nayeem-kamal changed the title ~~OpenAI integration~~ Add support for instrumenting the OpenAI Client Aug 4, 2025

nayeem-kamal added type: feature request comp: mlobs ML Observability (LLMObs) labels Aug 4, 2025

nayeem-kamal requested a review from PerfectSlayer August 4, 2025 11:56

amarziali reviewed Aug 4, 2025

View reviewed changes

Nayeem Kamal added 4 commits August 4, 2025 09:24

added apm openai instrumentation

378d442

added chatcompletion llmobs spans

42784e2

address PR comments

f620b66

resolve settings merge conflict

93a22fe

gary-huang force-pushed the nayeem-kamal/openai branch from f810778 to 93a22fe Compare August 4, 2025 13:29

gary-huang approved these changes Aug 4, 2025

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import maps

ce288b1

gary-huang force-pushed the nayeem-kamal/openai branch from 98fe251 to ce288b1 Compare August 4, 2025 13:40

gary-huang enabled auto-merge (squash) August 4, 2025 13:44

AlexeyKuznetsov-DD requested changes Aug 4, 2025

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dd-java-agent/instrumentation/openai-client/gradle.lockfile Show resolved Hide resolved

AlexeyKuznetsov-DD approved these changes Aug 4, 2025

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PerfectSlayer requested changes Aug 6, 2025

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Nayeem Kamal added 2 commits August 12, 2025 10:11

addressed pr comments

0066c5d

address pr comments

298f31f

nayeem-kamal requested a review from PerfectSlayer August 13, 2025 04:52

ygree closed this Dec 23, 2025

auto-merge was automatically disabled December 23, 2025 20:39
Pull request was closed

	":dd-java-agent:instrumentation:openai-client",
	":dd-java-agent:instrumentation:openai-java:openai-java-2.8",

	super("openai-client", "openai-java", "openai-2.8");
	super("openai-java", "openai-java-2.8", "openai-client");

Add support for instrumenting the OpenAI Client #9284

Add support for instrumenting the OpenAI Client #9284

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What Does This Do

Motivation

Additional Notes

Contributor Checklist

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Benchmarks

Startup

Parameters

Summary

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Wal8800 commented Oct 2, 2025

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ygree commented Dec 23, 2025

nayeem-kamal commented Jul 31, 2025 •

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