feat(openai): added support for tool results, definitions #14204

maxzhangdd · 2025-07-31T18:23:40Z

This PR adds improved tracking of tool results and definitions to the LLMObs OpenAI integration

Checklist

PR author has checked that all the criteria below are met
The PR description includes an overview of the change
The PR description articulates the motivation for the change
The change includes tests OR the PR description describes a testing strategy
The PR description notes risks associated with the change, if any
Newly-added code is easy to change
The change follows the library release note guidelines
The change includes or references documentation updates if necessary
Backport labels are set (if applicable)

Reviewer Checklist

Reviewer has checked that all the criteria below are met
Title is accurate
All changes are related to the pull request's stated goal
Avoids breaking API changes
Testing strategy adequately addresses listed risks
Newly-added code is easy to change
Release note makes sense to a user of the library
If necessary, author has acknowledged and discussed the performance implications of this PR as reported in the benchmarks PR comment
Backport labels are set in a manner that is consistent with the release branch maintenance policy

github-actions · 2025-07-31T18:24:11Z

CODEOWNERS have been resolved as:

releasenotes/notes/openai_tool_usage-ef5eaf531317ac3b.yaml              @DataDog/apm-python
tests/contrib/openai/cassettes/v1/chat_completion_custom_tool_call.yaml  @DataDog/ml-observability
tests/contrib/openai/cassettes/v1/response_custom_tool_call.yaml        @DataDog/ml-observability
ddtrace/llmobs/_integrations/utils.py                                   @DataDog/ml-observability
tests/contrib/litellm/test_litellm_llmobs.py                            @DataDog/ml-observability
tests/contrib/openai/test_openai_llmobs.py                              @DataDog/ml-observability
tests/contrib/openai/utils.py                                           @DataDog/ml-observability

github-actions · 2025-07-31T18:44:05Z

Bootstrap import analysis

Comparison of import times between this PR and base.

Summary

The average import time from this PR is: 272 ± 4 ms.

The average import time from base is: 278 ± 5 ms.

The import time difference between this PR and base is: -6.1 ± 0.2 ms.

Import time breakdown

The following import paths have shrunk:

ddtrace.auto 2.578 ms (0.95%)

ddtrace.bootstrap.sitecustomize 1.811 ms (0.67%)

ddtrace.bootstrap.preload 1.811 ms (0.67%)

ddtrace.internal.remoteconfig.client 0.740 ms (0.27%)

multiprocessing 0.141 ms (0.05%)

multiprocessing.context 0.141 ms (0.05%)

multiprocessing.reduction 0.141 ms (0.05%)

pickle 0.141 ms (0.05%)

_pickle 0.141 ms (0.05%)

ddtrace 0.767 ms (0.28%)

ddtrace.internal._unpatched 0.112 ms (0.04%)

subprocess 0.081 ms (0.03%)

contextlib 0.081 ms (0.03%)

json 0.031 ms (0.01%)

json.decoder 0.031 ms (0.01%)

re 0.031 ms (0.01%)

enum 0.031 ms (0.01%)

types 0.031 ms (0.01%)

pr-commenter · 2025-07-31T19:14:05Z

Performance SLOs

Candidate: max.zhang/openai-tool-change (85e5679)

🔵 No Baseline Data (24 suites)

🔵 coreapiscenario - 12/12 (2 unstable)

🔵 No baseline data available for this suite

⚠️ context_with_data_listeners

Time: ⚠️ 13.472µs (SLO: <20.000µs 📉 -32.6%)

Memory: ✅ 31.300MB (SLO: <33.500MB -6.6%)

✅ context_with_data_no_listeners

Time: ✅ 3.392µs (SLO: <10.000µs 📉 -66.1%)

Memory: ✅ 31.300MB (SLO: <33.500MB -6.6%)

⚠️ context_with_data_only_all_listeners

Time: ⚠️ 13.373µs (SLO: <20.000µs 📉 -33.1%)

Memory: ✅ 31.280MB (SLO: <33.500MB -6.6%)

✅ get_item_exists

Time: ✅ 0.588µs (SLO: <10.000µs 📉 -94.1%)

Memory: ✅ 31.320MB (SLO: <33.500MB -6.5%)

✅ get_item_missing

Time: ✅ 0.640µs (SLO: <10.000µs 📉 -93.6%)

Memory: ✅ 31.320MB (SLO: <33.500MB -6.5%)

✅ set_item

Time: ✅ 24.216µs (SLO: <30.000µs 📉 -19.3%)

Memory: ✅ 31.320MB (SLO: <33.500MB -6.5%)

🔵 djangosimple - 24/24

🔵 No baseline data available for this suite

✅ appsec

Time: ✅ 20.880ms (SLO: <22.300ms -6.4%)

Memory: ✅ 64.389MB (SLO: <66.000MB -2.4%)

✅ exception-replay-enabled

Time: ✅ 1.393ms (SLO: <1.450ms -3.9%)

Memory: ✅ 63.249MB (SLO: <66.000MB -4.2%)

✅ iast

Time: ✅ 20.867ms (SLO: <22.250ms -6.2%)

Memory: ✅ 64.369MB (SLO: <66.000MB -2.5%)

✅ profiler

Time: ✅ 15.189ms (SLO: <16.550ms -8.2%)

Memory: ✅ 52.873MB (SLO: <53.500MB 🟡 -1.2%)

✅ span-code-origin

Time: ✅ 26.583ms (SLO: <28.200ms -5.7%)

Memory: ✅ 67.212MB (SLO: <68.500MB 🟡 -1.9%)

✅ tracer

Time: ✅ 20.876ms (SLO: <21.750ms -4.0%)

Memory: ✅ 64.208MB (SLO: <66.000MB -2.7%)

✅ tracer-and-profiler

Time: ✅ 22.552ms (SLO: <23.500ms -4.0%)

Memory: ✅ 65.230MB (SLO: <67.000MB -2.6%)

✅ tracer-dont-create-db-spans

Time: ✅ 19.702ms (SLO: <21.500ms -8.4%)

Memory: ✅ 63.897MB (SLO: <66.000MB -3.2%)

✅ tracer-no-caches

Time: ✅ 18.592ms (SLO: <19.650ms -5.4%)

Memory: ✅ 63.917MB (SLO: <66.000MB -3.2%)

✅ tracer-no-databases

Time: ✅ 19.110ms (SLO: <20.100ms -4.9%)

Memory: ✅ 63.897MB (SLO: <66.000MB -3.2%)

✅ tracer-no-middleware

Time: ✅ 20.506ms (SLO: <21.500ms -4.6%)

Memory: ✅ 63.976MB (SLO: <66.000MB -3.1%)

✅ tracer-no-templates

Time: ✅ 20.661ms (SLO: <22.000ms -6.1%)

Memory: ✅ 63.976MB (SLO: <66.000MB -3.1%)

🔵 errortrackingdjangosimple - 6/6

🔵 No baseline data available for this suite

✅ errortracking-enabled-all

Time: ✅ 18.353ms (SLO: <19.850ms -7.5%)

Memory: ✅ 64.156MB (SLO: <65.500MB -2.1%)

✅ errortracking-enabled-user

Time: ✅ 18.225ms (SLO: <19.400ms -6.1%)

Memory: ✅ 64.159MB (SLO: <65.500MB -2.0%)

✅ tracer-enabled

Time: ✅ 18.143ms (SLO: <19.450ms -6.7%)

Memory: ✅ 63.926MB (SLO: <65.500MB -2.4%)

🔵 errortrackingflasksqli - 6/6

🔵 No baseline data available for this suite

✅ errortracking-enabled-all

Time: ✅ 2.137ms (SLO: <2.300ms -7.1%)

Memory: ✅ 51.111MB (SLO: <53.500MB -4.5%)

✅ errortracking-enabled-user

Time: ✅ 2.140ms (SLO: <2.250ms -4.9%)

Memory: ✅ 51.033MB (SLO: <53.500MB -4.6%)

✅ tracer-enabled

Time: ✅ 2.137ms (SLO: <2.300ms -7.1%)

Memory: ✅ 50.993MB (SLO: <53.500MB -4.7%)

🔵 flasksimple - 15/15

🔵 No baseline data available for this suite

✅ appsec-get

Time: ✅ 4.615ms (SLO: <4.750ms -2.8%)

Memory: ✅ 61.954MB (SLO: <64.500MB -3.9%)

✅ appsec-post

Time: ✅ 6.655ms (SLO: <6.750ms 🟡 -1.4%)

Memory: ✅ 61.990MB (SLO: <64.500MB -3.9%)

✅ appsec-telemetry

Time: ✅ 4.616ms (SLO: <4.750ms -2.8%)

Memory: ✅ 61.813MB (SLO: <64.500MB -4.2%)

✅ debugger

Time: ✅ 1.861ms (SLO: <2.000ms -6.9%)

Memory: ✅ 44.326MB (SLO: <45.000MB 🟡 -1.5%)

✅ iast-get

Time: ✅ 1.854ms (SLO: <2.000ms -7.3%)

Memory: ✅ 41.447MB (SLO: <49.000MB 📉 -15.4%)

✅ profiler

Time: ✅ 1.909ms (SLO: <2.100ms -9.1%)

Memory: ✅ 44.027MB (SLO: <46.500MB -5.3%)

✅ tracer

Time: ✅ 3.412ms (SLO: <3.650ms -6.5%)

Memory: ✅ 51.050MB (SLO: <53.500MB -4.6%)

🔵 flasksqli - 6/6

🔵 No baseline data available for this suite

✅ appsec-enabled

Time: ✅ 3.995ms (SLO: <4.200ms -4.9%)

Memory: ✅ 61.965MB (SLO: <66.000MB -6.1%)

✅ iast-enabled

Time: ✅ 2.574ms (SLO: <2.800ms -8.1%)

Memory: ✅ 57.602MB (SLO: <59.000MB -2.4%)

✅ tracer-enabled

Time: ✅ 2.135ms (SLO: <2.250ms -5.1%)

Memory: ✅ 51.097MB (SLO: <53.500MB -4.5%)

🔵 httppropagationextract - 60/60

🔵 No baseline data available for this suite

✅ all_styles_all_headers

Time: ✅ 82.132µs (SLO: <100.000µs 📉 -17.9%)

Memory: ✅ 31.418MB (SLO: <33.500MB -6.2%)

✅ b3_headers

Time: ✅ 14.402µs (SLO: <20.000µs 📉 -28.0%)

Memory: ✅ 31.339MB (SLO: <33.500MB -6.4%)

✅ b3_single_headers

Time: ✅ 13.366µs (SLO: <20.000µs 📉 -33.2%)

Memory: ✅ 31.438MB (SLO: <33.500MB -6.2%)

✅ datadog_tracecontext_tracestate_not_propagated_on_trace_id_no_match

Time: ✅ 63.935µs (SLO: <80.000µs 📉 -20.1%)

Memory: ✅ 31.398MB (SLO: <33.500MB -6.3%)

✅ datadog_tracecontext_tracestate_propagated_on_trace_id_match

Time: ✅ 65.930µs (SLO: <80.000µs 📉 -17.6%)

Memory: ✅ 31.339MB (SLO: <33.500MB -6.4%)

✅ empty_headers

Time: ✅ 1.604µs (SLO: <10.000µs 📉 -84.0%)

Memory: ✅ 31.359MB (SLO: <33.500MB -6.4%)

✅ full_t_id_datadog_headers

Time: ✅ 23.489µs (SLO: <30.000µs 📉 -21.7%)

Memory: ✅ 31.418MB (SLO: <33.500MB -6.2%)

✅ invalid_priority_header

Time: ✅ 6.530µs (SLO: <10.000µs 📉 -34.7%)

Memory: ✅ 31.359MB (SLO: <33.500MB -6.4%)

✅ invalid_span_id_header

Time: ✅ 6.577µs (SLO: <10.000µs 📉 -34.2%)

Memory: ✅ 31.457MB (SLO: <33.500MB -6.1%)

✅ invalid_tags_header

Time: ✅ 6.543µs (SLO: <10.000µs 📉 -34.6%)

Memory: ✅ 31.457MB (SLO: <33.500MB -6.1%)

✅ invalid_trace_id_header

Time: ✅ 6.515µs (SLO: <10.000µs 📉 -34.9%)

Memory: ✅ 31.379MB (SLO: <33.500MB -6.3%)

✅ large_header_no_matches

Time: ✅ 27.708µs (SLO: <30.000µs -7.6%)

Memory: ✅ 31.457MB (SLO: <33.500MB -6.1%)

✅ large_valid_headers_all

Time: ✅ 28.665µs (SLO: <40.000µs 📉 -28.3%)

Memory: ✅ 31.379MB (SLO: <33.500MB -6.3%)

✅ medium_header_no_matches

Time: ✅ 9.908µs (SLO: <20.000µs 📉 -50.5%)

Memory: ✅ 31.359MB (SLO: <33.500MB -6.4%)

✅ medium_valid_headers_all

Time: ✅ 11.262µs (SLO: <20.000µs 📉 -43.7%)

Memory: ✅ 31.418MB (SLO: <33.500MB -6.2%)

✅ none_propagation_style

Time: ✅ 1.714µs (SLO: <10.000µs 📉 -82.9%)

Memory: ✅ 31.457MB (SLO: <33.500MB -6.1%)

✅ tracecontext_headers

Time: ✅ 34.862µs (SLO: <40.000µs 📉 -12.8%)

Memory: ✅ 31.398MB (SLO: <33.500MB -6.3%)

✅ valid_headers_all

Time: ✅ 6.540µs (SLO: <10.000µs 📉 -34.6%)

Memory: ✅ 31.438MB (SLO: <33.500MB -6.2%)

✅ valid_headers_basic

Time: ✅ 6.106µs (SLO: <10.000µs 📉 -38.9%)

Memory: ✅ 31.398MB (SLO: <33.500MB -6.3%)

✅ wsgi_empty_headers

Time: ✅ 1.605µs (SLO: <10.000µs 📉 -84.0%)

Memory: ✅ 31.418MB (SLO: <33.500MB -6.2%)

✅ wsgi_invalid_priority_header

Time: ✅ 6.575µs (SLO: <10.000µs 📉 -34.3%)

Memory: ✅ 31.457MB (SLO: <33.500MB -6.1%)

✅ wsgi_invalid_span_id_header

Time: ✅ 1.611µs (SLO: <10.000µs 📉 -83.9%)

Memory: ✅ 31.418MB (SLO: <33.500MB -6.2%)

✅ wsgi_invalid_tags_header

Time: ✅ 6.572µs (SLO: <10.000µs 📉 -34.3%)

Memory: ✅ 31.359MB (SLO: <33.500MB -6.4%)

✅ wsgi_invalid_trace_id_header

Time: ✅ 6.574µs (SLO: <10.000µs 📉 -34.3%)

Memory: ✅ 31.418MB (SLO: <33.500MB -6.2%)

✅ wsgi_large_header_no_matches

Time: ✅ 28.731µs (SLO: <40.000µs 📉 -28.2%)

Memory: ✅ 31.438MB (SLO: <33.500MB -6.2%)

✅ wsgi_large_valid_headers_all

Time: ✅ 29.941µs (SLO: <40.000µs 📉 -25.1%)

Memory: ✅ 31.398MB (SLO: <33.500MB -6.3%)

✅ wsgi_medium_header_no_matches

Time: ✅ 10.174µs (SLO: <20.000µs 📉 -49.1%)

Memory: ✅ 31.398MB (SLO: <33.500MB -6.3%)

✅ wsgi_medium_valid_headers_all

Time: ✅ 11.550µs (SLO: <20.000µs 📉 -42.2%)

Memory: ✅ 31.438MB (SLO: <33.500MB -6.2%)

✅ wsgi_valid_headers_all

Time: ✅ 6.585µs (SLO: <10.000µs 📉 -34.1%)

Memory: ✅ 31.398MB (SLO: <33.500MB -6.3%)

✅ wsgi_valid_headers_basic

Time: ✅ 6.141µs (SLO: <10.000µs 📉 -38.6%)

Memory: ✅ 31.418MB (SLO: <33.500MB -6.2%)

🔵 httppropagationinject - 16/16

🔵 No baseline data available for this suite

✅ ids_only

Time: ✅ 22.612µs (SLO: <30.000µs 📉 -24.6%)

Memory: ✅ 31.457MB (SLO: <33.500MB -6.1%)

✅ with_all

Time: ✅ 34.449µs (SLO: <40.000µs 📉 -13.9%)

Memory: ✅ 31.359MB (SLO: <33.500MB -6.4%)

✅ with_dd_origin

Time: ✅ 28.563µs (SLO: <30.000µs -4.8%)

Memory: ✅ 31.379MB (SLO: <33.500MB -6.3%)

✅ with_priority_and_origin

Time: ✅ 28.098µs (SLO: <40.000µs 📉 -29.8%)

Memory: ✅ 31.418MB (SLO: <33.500MB -6.2%)

✅ with_sampling_priority

Time: ✅ 22.510µs (SLO: <30.000µs 📉 -25.0%)

Memory: ✅ 31.398MB (SLO: <33.500MB -6.3%)

✅ with_tags

Time: ✅ 30.723µs (SLO: <40.000µs 📉 -23.2%)

Memory: ✅ 31.418MB (SLO: <33.500MB -6.2%)

✅ with_tags_invalid

Time: ✅ 33.977µs (SLO: <40.000µs 📉 -15.1%)

Memory: ✅ 31.379MB (SLO: <33.500MB -6.3%)

✅ with_tags_max_size

Time: ✅ 30.903µs (SLO: <40.000µs 📉 -22.7%)

Memory: ✅ 31.359MB (SLO: <33.500MB -6.4%)

🔵 iast_aspects - 40/40

🔵 No baseline data available for this suite

✅ re_expand_aspect

Time: ✅ 33.254µs (SLO: <40.000µs 📉 -16.9%)

Memory: ✅ 36.844MB (SLO: <39.000MB -5.5%)

✅ re_expand_noaspect

Time: ✅ 28.470µs (SLO: <40.000µs 📉 -28.8%)

Memory: ✅ 36.844MB (SLO: <39.000MB -5.5%)

✅ re_findall_aspect

Time: ✅ 3.678µs (SLO: <10.000µs 📉 -63.2%)

Memory: ✅ 36.903MB (SLO: <39.000MB -5.4%)

✅ re_findall_noaspect

Time: ✅ 1.430µs (SLO: <10.000µs 📉 -85.7%)

Memory: ✅ 36.785MB (SLO: <39.000MB -5.7%)

✅ re_finditer_aspect

Time: ✅ 5.196µs (SLO: <10.000µs 📉 -48.0%)

Memory: ✅ 36.726MB (SLO: <39.000MB -5.8%)

✅ re_finditer_noaspect

Time: ✅ 1.411µs (SLO: <10.000µs 📉 -85.9%)

Memory: ✅ 36.785MB (SLO: <39.000MB -5.7%)

✅ re_fullmatch_aspect

Time: ✅ 3.350µs (SLO: <10.000µs 📉 -66.5%)

Memory: ✅ 36.864MB (SLO: <39.000MB -5.5%)

✅ re_fullmatch_noaspect

Time: ✅ 1.291µs (SLO: <10.000µs 📉 -87.1%)

Memory: ✅ 36.844MB (SLO: <39.000MB -5.5%)

✅ re_group_aspect

Time: ✅ 3.420µs (SLO: <10.000µs 📉 -65.8%)

Memory: ✅ 36.785MB (SLO: <39.000MB -5.7%)

✅ re_group_noaspect

Time: ✅ 1.612µs (SLO: <10.000µs 📉 -83.9%)

Memory: ✅ 36.844MB (SLO: <39.000MB -5.5%)

✅ re_groups_aspect

Time: ✅ 3.530µs (SLO: <10.000µs 📉 -64.7%)

Memory: ✅ 36.844MB (SLO: <39.000MB -5.5%)

✅ re_groups_noaspect

Time: ✅ 1.688µs (SLO: <10.000µs 📉 -83.1%)

Memory: ✅ 36.844MB (SLO: <39.000MB -5.5%)

✅ re_match_aspect

Time: ✅ 3.387µs (SLO: <10.000µs 📉 -66.1%)

Memory: ✅ 36.746MB (SLO: <39.000MB -5.8%)

✅ re_match_noaspect

Time: ✅ 1.295µs (SLO: <10.000µs 📉 -87.0%)

Memory: ✅ 36.805MB (SLO: <39.000MB -5.6%)

✅ re_search_aspect

Time: ✅ 3.245µs (SLO: <10.000µs 📉 -67.5%)

Memory: ✅ 36.903MB (SLO: <39.000MB -5.4%)

✅ re_search_noaspect

Time: ✅ 1.204µs (SLO: <10.000µs 📉 -88.0%)

Memory: ✅ 36.785MB (SLO: <39.000MB -5.7%)

✅ re_sub_aspect

Time: ✅ 4.606µs (SLO: <10.000µs 📉 -53.9%)

Memory: ✅ 36.825MB (SLO: <39.000MB -5.6%)

✅ re_sub_noaspect

Time: ✅ 1.538µs (SLO: <10.000µs 📉 -84.6%)

Memory: ✅ 36.903MB (SLO: <39.000MB -5.4%)

✅ re_subn_aspect

Time: ✅ 4.794µs (SLO: <10.000µs 📉 -52.1%)

Memory: ✅ 36.864MB (SLO: <39.000MB -5.5%)

✅ re_subn_noaspect

Time: ✅ 1.603µs (SLO: <10.000µs 📉 -84.0%)

Memory: ✅ 36.825MB (SLO: <39.000MB -5.6%)

🔵 iastaspects - 118/118

🔵 No baseline data available for this suite

✅ add_aspect

Time: ✅ 0.327µs (SLO: <10.000µs 📉 -96.7%)

Memory: ✅ 37.021MB (SLO: <39.000MB -5.1%)

✅ add_inplace_aspect

Time: ✅ 0.333µs (SLO: <10.000µs 📉 -96.7%)

Memory: ✅ 36.726MB (SLO: <39.000MB -5.8%)

✅ add_inplace_noaspect

Time: ✅ 0.316µs (SLO: <10.000µs 📉 -96.8%)

Memory: ✅ 37.198MB (SLO: <39.000MB -4.6%)

✅ add_noaspect

Time: ✅ 0.278µs (SLO: <10.000µs 📉 -97.2%)

Memory: ✅ 36.805MB (SLO: <39.000MB -5.6%)

✅ bytearray_aspect

Time: ✅ 1.807µs (SLO: <10.000µs 📉 -81.9%)

Memory: ✅ 36.825MB (SLO: <39.000MB -5.6%)

✅ bytearray_extend_aspect

Time: ✅ 1.387µs (SLO: <10.000µs 📉 -86.1%)

Memory: ✅ 36.903MB (SLO: <39.000MB -5.4%)

✅ bytearray_extend_noaspect

Time: ✅ 0.616µs (SLO: <10.000µs 📉 -93.8%)

Memory: ✅ 37.218MB (SLO: <39.000MB -4.6%)

✅ bytearray_noaspect

Time: ✅ 0.481µs (SLO: <10.000µs 📉 -95.2%)

Memory: ✅ 37.257MB (SLO: <39.000MB -4.5%)

✅ bytes_aspect

Time: ✅ 1.823µs (SLO: <10.000µs 📉 -81.8%)

Memory: ✅ 37.238MB (SLO: <39.000MB -4.5%)

✅ bytes_noaspect

Time: ✅ 0.492µs (SLO: <10.000µs 📉 -95.1%)

Memory: ✅ 36.982MB (SLO: <39.000MB -5.2%)

✅ bytesio_aspect

Time: ✅ 1.842µs (SLO: <10.000µs 📉 -81.6%)

Memory: ✅ 36.825MB (SLO: <39.000MB -5.6%)

✅ bytesio_noaspect

Time: ✅ 0.494µs (SLO: <10.000µs 📉 -95.1%)

Memory: ✅ 37.002MB (SLO: <39.000MB -5.1%)

✅ capitalize_aspect

Time: ✅ 0.738µs (SLO: <10.000µs 📉 -92.6%)

Memory: ✅ 37.198MB (SLO: <39.000MB -4.6%)

✅ capitalize_noaspect

Time: ✅ 0.430µs (SLO: <10.000µs 📉 -95.7%)

Memory: ✅ 37.179MB (SLO: <39.000MB -4.7%)

✅ casefold_aspect

Time: ✅ 0.734µs (SLO: <10.000µs 📉 -92.7%)

Memory: ✅ 36.844MB (SLO: <39.000MB -5.5%)

✅ casefold_noaspect

Time: ✅ 0.367µs (SLO: <10.000µs 📉 -96.3%)

Memory: ✅ 36.943MB (SLO: <39.000MB -5.3%)

✅ decode_aspect

Time: ✅ 0.722µs (SLO: <10.000µs 📉 -92.8%)

Memory: ✅ 36.825MB (SLO: <39.000MB -5.6%)

✅ decode_noaspect

Time: ✅ 0.418µs (SLO: <10.000µs 📉 -95.8%)

Memory: ✅ 36.943MB (SLO: <39.000MB -5.3%)

✅ encode_aspect

Time: ✅ 0.705µs (SLO: <10.000µs 📉 -93.0%)

Memory: ✅ 36.884MB (SLO: <39.000MB -5.4%)

✅ encode_noaspect

Time: ✅ 0.401µs (SLO: <10.000µs 📉 -96.0%)

Memory: ✅ 37.061MB (SLO: <39.000MB -5.0%)

✅ format_aspect

Time: ✅ 3.395µs (SLO: <10.000µs 📉 -66.0%)

Memory: ✅ 36.844MB (SLO: <39.000MB -5.5%)

✅ format_map_aspect

Time: ✅ 3.194µs (SLO: <10.000µs 📉 -68.1%)

Memory: ✅ 36.884MB (SLO: <39.000MB -5.4%)

✅ format_map_noaspect

Time: ✅ 0.774µs (SLO: <10.000µs 📉 -92.3%)

Memory: ✅ 37.316MB (SLO: <39.000MB -4.3%)

✅ format_noaspect

Time: ✅ 0.595µs (SLO: <10.000µs 📉 -94.1%)

Memory: ✅ 37.041MB (SLO: <39.000MB -5.0%)

✅ index_aspect

Time: ✅ 0.345µs (SLO: <10.000µs 📉 -96.6%)

Memory: ✅ 36.962MB (SLO: <39.000MB -5.2%)

✅ index_noaspect

Time: ✅ 0.276µs (SLO: <10.000µs 📉 -97.2%)

Memory: ✅ 36.943MB (SLO: <39.000MB -5.3%)

✅ join_aspect

Time: ✅ 1.221µs (SLO: <10.000µs 📉 -87.8%)

Memory: ✅ 37.021MB (SLO: <39.000MB -5.1%)

✅ join_noaspect

Time: ✅ 0.491µs (SLO: <10.000µs 📉 -95.1%)

Memory: ✅ 36.923MB (SLO: <39.000MB -5.3%)

✅ ljust_aspect

Time: ✅ 10.288µs (SLO: <20.000µs 📉 -48.6%)

Memory: ✅ 37.356MB (SLO: <39.000MB -4.2%)

✅ ljust_noaspect

Time: ✅ 0.402µs (SLO: <10.000µs 📉 -96.0%)

Memory: ✅ 36.923MB (SLO: <39.000MB -5.3%)

✅ lower_aspect

Time: ✅ 2.238µs (SLO: <10.000µs 📉 -77.6%)

Memory: ✅ 37.061MB (SLO: <39.000MB -5.0%)

✅ lower_noaspect

Time: ✅ 0.366µs (SLO: <10.000µs 📉 -96.3%)

Memory: ✅ 36.982MB (SLO: <39.000MB -5.2%)

✅ lstrip_aspect

Time: ✅ 10.269µs (SLO: <20.000µs 📉 -48.7%)

Memory: ✅ 36.923MB (SLO: <39.000MB -5.3%)

✅ lstrip_noaspect

Time: ✅ 0.377µs (SLO: <10.000µs 📉 -96.2%)

Memory: ✅ 36.884MB (SLO: <39.000MB -5.4%)

✅ modulo_aspect

Time: ✅ 0.932µs (SLO: <10.000µs 📉 -90.7%)

Memory: ✅ 36.766MB (SLO: <39.000MB -5.7%)

✅ modulo_aspect_for_bytearray_bytearray

Time: ✅ 1.423µs (SLO: <10.000µs 📉 -85.8%)

Memory: ✅ 36.903MB (SLO: <39.000MB -5.4%)

✅ modulo_aspect_for_bytes

Time: ✅ 0.912µs (SLO: <10.000µs 📉 -90.9%)

Memory: ✅ 36.943MB (SLO: <39.000MB -5.3%)

✅ modulo_aspect_for_bytes_bytearray

Time: ✅ 1.126µs (SLO: <10.000µs 📉 -88.7%)

Memory: ✅ 37.002MB (SLO: <39.000MB -5.1%)

✅ modulo_noaspect

Time: ✅ 0.632µs (SLO: <10.000µs 📉 -93.7%)

Memory: ✅ 36.962MB (SLO: <39.000MB -5.2%)

✅ replace_aspect

Time: ✅ 4.534µs (SLO: <10.000µs 📉 -54.7%)

Memory: ✅ 36.884MB (SLO: <39.000MB -5.4%)

✅ replace_noaspect

Time: ✅ 0.464µs (SLO: <10.000µs 📉 -95.4%)

Memory: ✅ 37.002MB (SLO: <39.000MB -5.1%)

✅ repr_aspect

Time: ✅ 0.904µs (SLO: <10.000µs 📉 -91.0%)

Memory: ✅ 36.982MB (SLO: <39.000MB -5.2%)

✅ repr_noaspect

Time: ✅ 0.411µs (SLO: <10.000µs 📉 -95.9%)

Memory: ✅ 36.903MB (SLO: <39.000MB -5.4%)

✅ rstrip_aspect

Time: ✅ 10.157µs (SLO: <20.000µs 📉 -49.2%)

Memory: ✅ 36.982MB (SLO: <39.000MB -5.2%)

✅ rstrip_noaspect

Time: ✅ 0.378µs (SLO: <10.000µs 📉 -96.2%)

Memory: ✅ 36.962MB (SLO: <39.000MB -5.2%)

✅ slice_aspect

Time: ✅ 0.475µs (SLO: <10.000µs 📉 -95.2%)

Memory: ✅ 36.982MB (SLO: <39.000MB -5.2%)

✅ slice_noaspect

Time: ✅ 0.449µs (SLO: <10.000µs 📉 -95.5%)

Memory: ✅ 36.982MB (SLO: <39.000MB -5.2%)

✅ stringio_aspect

Time: ✅ 2.156µs (SLO: <10.000µs 📉 -78.4%)

Memory: ✅ 36.825MB (SLO: <39.000MB -5.6%)

✅ stringio_noaspect

Time: ✅ 0.711µs (SLO: <10.000µs 📉 -92.9%)

Memory: ✅ 37.021MB (SLO: <39.000MB -5.1%)

✅ strip_aspect

Time: ✅ 10.239µs (SLO: <20.000µs 📉 -48.8%)

Memory: ✅ 37.041MB (SLO: <39.000MB -5.0%)

✅ strip_noaspect

Time: ✅ 0.381µs (SLO: <10.000µs 📉 -96.2%)

Memory: ✅ 37.002MB (SLO: <39.000MB -5.1%)

✅ swapcase_aspect

Time: ✅ 2.439µs (SLO: <10.000µs 📉 -75.6%)

Memory: ✅ 36.805MB (SLO: <39.000MB -5.6%)

✅ swapcase_noaspect

Time: ✅ 0.540µs (SLO: <10.000µs 📉 -94.6%)

Memory: ✅ 36.884MB (SLO: <39.000MB -5.4%)

✅ title_aspect

Time: ✅ 2.384µs (SLO: <10.000µs 📉 -76.2%)

Memory: ✅ 37.041MB (SLO: <39.000MB -5.0%)

✅ title_noaspect

Time: ✅ 0.502µs (SLO: <10.000µs 📉 -95.0%)

Memory: ✅ 37.120MB (SLO: <39.000MB -4.8%)

✅ translate_aspect

Time: ✅ 3.328µs (SLO: <10.000µs 📉 -66.7%)

Memory: ✅ 36.825MB (SLO: <39.000MB -5.6%)

✅ translate_noaspect

Time: ✅ 1.038µs (SLO: <10.000µs 📉 -89.6%)

Memory: ✅ 37.257MB (SLO: <39.000MB -4.5%)

✅ upper_aspect

Time: ✅ 2.292µs (SLO: <10.000µs 📉 -77.1%)

Memory: ✅ 36.962MB (SLO: <39.000MB -5.2%)

✅ upper_noaspect

Time: ✅ 0.366µs (SLO: <10.000µs 📉 -96.3%)

Memory: ✅ 37.139MB (SLO: <39.000MB -4.8%)

🔵 iastaspectsospath - 24/24

🔵 No baseline data available for this suite

✅ ospathbasename_aspect

Time: ✅ 4.947µs (SLO: <10.000µs 📉 -50.5%)

Memory: ✅ 36.746MB (SLO: <39.000MB -5.8%)

✅ ospathbasename_noaspect

Time: ✅ 1.079µs (SLO: <10.000µs 📉 -89.2%)

Memory: ✅ 36.805MB (SLO: <39.000MB -5.6%)

✅ ospathjoin_aspect

Time: ✅ 5.848µs (SLO: <10.000µs 📉 -41.5%)

Memory: ✅ 36.825MB (SLO: <39.000MB -5.6%)

✅ ospathjoin_noaspect

Time: ✅ 2.297µs (SLO: <10.000µs 📉 -77.0%)

Memory: ✅ 36.825MB (SLO: <39.000MB -5.6%)

✅ ospathnormcase_aspect

Time: ✅ 3.328µs (SLO: <10.000µs 📉 -66.7%)

Memory: ✅ 36.805MB (SLO: <39.000MB -5.6%)

✅ ospathnormcase_noaspect

Time: ✅ 0.575µs (SLO: <10.000µs 📉 -94.2%)

Memory: ✅ 36.805MB (SLO: <39.000MB -5.6%)

✅ ospathsplit_aspect

Time: ✅ 4.868µs (SLO: <10.000µs 📉 -51.3%)

Memory: ✅ 36.864MB (SLO: <39.000MB -5.5%)

✅ ospathsplit_noaspect

Time: ✅ 1.601µs (SLO: <10.000µs 📉 -84.0%)

Memory: ✅ 36.785MB (SLO: <39.000MB -5.7%)

✅ ospathsplitdrive_aspect

Time: ✅ 4.088µs (SLO: <10.000µs 📉 -59.1%)

Memory: ✅ 36.844MB (SLO: <39.000MB -5.5%)

✅ ospathsplitdrive_noaspect

Time: ✅ 0.694µs (SLO: <10.000µs 📉 -93.1%)

Memory: ✅ 36.766MB (SLO: <39.000MB -5.7%)

✅ ospathsplitext_aspect

Time: ✅ 5.282µs (SLO: <10.000µs 📉 -47.2%)

Memory: ✅ 36.785MB (SLO: <39.000MB -5.7%)

✅ ospathsplitext_noaspect

Time: ✅ 1.373µs (SLO: <10.000µs 📉 -86.3%)

Memory: ✅ 36.825MB (SLO: <39.000MB -5.6%)

🔵 iastaspectssplit - 12/12

🔵 No baseline data available for this suite

✅ rsplit_aspect

Time: ✅ 1.466µs (SLO: <10.000µs 📉 -85.3%)

Memory: ✅ 36.864MB (SLO: <39.000MB -5.5%)

✅ rsplit_noaspect

Time: ✅ 0.583µs (SLO: <10.000µs 📉 -94.2%)

Memory: ✅ 36.844MB (SLO: <39.000MB -5.5%)

✅ split_aspect

Time: ✅ 1.437µs (SLO: <10.000µs 📉 -85.6%)

Memory: ✅ 36.766MB (SLO: <39.000MB -5.7%)

✅ split_noaspect

Time: ✅ 0.572µs (SLO: <10.000µs 📉 -94.3%)

Memory: ✅ 36.864MB (SLO: <39.000MB -5.5%)

✅ splitlines_aspect

Time: ✅ 1.417µs (SLO: <10.000µs 📉 -85.8%)

Memory: ✅ 36.864MB (SLO: <39.000MB -5.5%)

✅ splitlines_noaspect

Time: ✅ 0.585µs (SLO: <10.000µs 📉 -94.2%)

Memory: ✅ 36.805MB (SLO: <39.000MB -5.6%)

🔵 iastpropagation - 8/8

🔵 No baseline data available for this suite

✅ no-propagation

Time: ✅ 48.738µs (SLO: <60.000µs 📉 -18.8%)

Memory: ✅ 36.864MB (SLO: <39.000MB -5.5%)

✅ propagation_enabled

Time: ✅ 143.308µs (SLO: <160.000µs 📉 -10.4%)

Memory: ✅ 36.864MB (SLO: <39.000MB -5.5%)

✅ propagation_enabled_100

Time: ✅ 1.575ms (SLO: <1.800ms 📉 -12.5%)

Memory: ✅ 36.844MB (SLO: <39.000MB -5.5%)

✅ propagation_enabled_1000

Time: ✅ 29.052ms (SLO: <30.550ms -4.9%)

Memory: ✅ 36.884MB (SLO: <39.000MB -5.4%)

🔵 otelsdkspan - 24/24

🔵 No baseline data available for this suite

✅ add-event

Time: ✅ 40.537ms (SLO: <42.000ms -3.5%)

Memory: ✅ 34.092MB (SLO: <39.000MB 📉 -12.6%)

✅ add-link

Time: ✅ 36.390ms (SLO: <38.550ms -5.6%)

Memory: ✅ 34.151MB (SLO: <39.000MB 📉 -12.4%)

✅ add-metrics

Time: ✅ 220.154ms (SLO: <232.000ms -5.1%)

Memory: ✅ 34.151MB (SLO: <39.000MB 📉 -12.4%)

✅ add-tags

Time: ✅ 211.435ms (SLO: <221.600ms -4.6%)

Memory: ✅ 34.151MB (SLO: <39.000MB 📉 -12.4%)

✅ get-context

Time: ✅ 29.232ms (SLO: <31.300ms -6.6%)

Memory: ✅ 34.111MB (SLO: <39.000MB 📉 -12.5%)

✅ is-recording

Time: ✅ 29.180ms (SLO: <31.000ms -5.9%)

Memory: ✅ 34.170MB (SLO: <39.000MB 📉 -12.4%)

✅ record-exception

Time: ✅ 63.426ms (SLO: <65.850ms -3.7%)

Memory: ✅ 34.111MB (SLO: <39.000MB 📉 -12.5%)

✅ set-status

Time: ✅ 31.865ms (SLO: <34.150ms -6.7%)

Memory: ✅ 34.170MB (SLO: <39.000MB 📉 -12.4%)

✅ start

Time: ✅ 28.857ms (SLO: <30.150ms -4.3%)

Memory: ✅ 34.092MB (SLO: <39.000MB 📉 -12.6%)

✅ start-finish

Time: ✅ 34.006ms (SLO: <35.350ms -3.8%)

Memory: ✅ 34.151MB (SLO: <39.000MB 📉 -12.4%)

✅ start-finish-telemetry

Time: ✅ 33.822ms (SLO: <35.450ms -4.6%)

Memory: ✅ 34.111MB (SLO: <39.000MB 📉 -12.5%)

✅ update-name

Time: ✅ 31.225ms (SLO: <33.400ms -6.5%)

Memory: ✅ 34.151MB (SLO: <39.000MB 📉 -12.4%)

🔵 otelspan - 22/22

🔵 No baseline data available for this suite

✅ add-event

Time: ✅ 45.294ms (SLO: <47.150ms -3.9%)

Memory: ✅ 44.384MB (SLO: <46.500MB -4.5%)

✅ add-metrics

Time: ✅ 317.897ms (SLO: <344.800ms -7.8%)

Memory: ✅ 554.533MB (SLO: <562.000MB 🟡 -1.3%)

✅ add-tags

Time: ✅ 289.807ms (SLO: <314.000ms -7.7%)

Memory: ✅ 554.140MB (SLO: <563.500MB 🟡 -1.7%)

✅ get-context

Time: ✅ 87.049ms (SLO: <92.350ms -5.7%)

Memory: ✅ 39.532MB (SLO: <46.500MB 📉 -15.0%)

✅ is-recording

Time: ✅ 43.039ms (SLO: <44.500ms -3.3%)

Memory: ✅ 43.822MB (SLO: <46.500MB -5.8%)

✅ record-exception

Time: ✅ 61.705ms (SLO: <67.650ms -8.8%)

Memory: ✅ 39.886MB (SLO: <46.500MB 📉 -14.2%)

✅ set-status

Time: ✅ 48.746ms (SLO: <50.400ms -3.3%)

Memory: ✅ 43.766MB (SLO: <46.500MB -5.9%)

✅ start

Time: ✅ 42.277ms (SLO: <43.450ms -2.7%)

Memory: ✅ 43.798MB (SLO: <46.500MB -5.8%)

✅ start-finish

Time: ✅ 83.086ms (SLO: <88.000ms -5.6%)

Memory: ✅ 33.738MB (SLO: <46.500MB 📉 -27.4%)

✅ start-finish-telemetry

Time: ✅ 84.657ms (SLO: <89.000ms -4.9%)

Memory: ✅ 33.738MB (SLO: <46.500MB 📉 -27.4%)

✅ update-name

Time: ✅ 44.352ms (SLO: <45.150ms 🟡 -1.8%)

Memory: ✅ 44.136MB (SLO: <46.500MB -5.1%)

🔵 packagespackageforrootmodulemapping - 4/4

🔵 No baseline data available for this suite

✅ cache_off

Time: ✅ 341.043ms (SLO: <354.300ms -3.7%)

Memory: ✅ 36.923MB (SLO: <40.000MB -7.7%)

✅ cache_on

Time: ✅ 0.391µs (SLO: <10.000µs 📉 -96.1%)

Memory: ✅ 35.269MB (SLO: <39.000MB -9.6%)

🔵 packagesupdateimporteddependencies - 24/24

🔵 No baseline data available for this suite

✅ import_many

Time: ✅ 155.729µs (SLO: <170.000µs -8.4%)

Memory: ✅ 35.915MB (SLO: <38.500MB -6.7%)

✅ import_many_cached

Time: ✅ 121.780µs (SLO: <130.000µs -6.3%)

Memory: ✅ 35.671MB (SLO: <38.500MB -7.3%)

✅ import_many_stdlib

Time: ✅ 1.607ms (SLO: <1.750ms -8.2%)

Memory: ✅ 35.958MB (SLO: <38.500MB -6.6%)

✅ import_many_stdlib_cached

Time: ✅ 0.966ms (SLO: <1.100ms 📉 -12.2%)

Memory: ✅ 35.986MB (SLO: <38.500MB -6.5%)

✅ import_many_unknown

Time: ✅ 835.888µs (SLO: <890.000µs -6.1%)

Memory: ✅ 36.034MB (SLO: <38.500MB -6.4%)

✅ import_many_unknown_cached

Time: ✅ 796.960µs (SLO: <870.000µs -8.4%)

Memory: ✅ 35.750MB (SLO: <38.500MB -7.1%)

✅ import_one

Time: ✅ 19.847µs (SLO: <30.000µs 📉 -33.8%)

Memory: ✅ 35.882MB (SLO: <39.000MB -8.0%)

✅ import_one_cache

Time: ✅ 6.307µs (SLO: <10.000µs 📉 -36.9%)

Memory: ✅ 36.222MB (SLO: <38.500MB -5.9%)

✅ import_one_stdlib

Time: ✅ 18.625µs (SLO: <20.000µs -6.9%)

Memory: ✅ 36.277MB (SLO: <38.500MB -5.8%)

✅ import_one_stdlib_cache

Time: ✅ 6.244µs (SLO: <10.000µs 📉 -37.6%)

Memory: ✅ 35.809MB (SLO: <38.500MB -7.0%)

✅ import_one_unknown

Time: ✅ 45.568µs (SLO: <50.000µs -8.9%)

Memory: ✅ 35.869MB (SLO: <38.500MB -6.8%)

✅ import_one_unknown_cache

Time: ✅ 6.283µs (SLO: <10.000µs 📉 -37.2%)

Memory: ✅ 35.945MB (SLO: <38.500MB -6.6%)

🔵 ratelimiter - 12/12

🔵 No baseline data available for this suite

✅ defaults

Time: ✅ 2.342µs (SLO: <10.000µs 📉 -76.6%)

Memory: ✅ 30.985MB (SLO: <34.000MB -8.9%)

✅ high_rate_limit

Time: ✅ 2.414µs (SLO: <10.000µs 📉 -75.9%)

Memory: ✅ 30.946MB (SLO: <34.000MB -9.0%)

✅ long_window

Time: ✅ 2.332µs (SLO: <10.000µs 📉 -76.7%)

Memory: ✅ 30.966MB (SLO: <34.000MB -8.9%)

✅ low_rate_limit

Time: ✅ 2.355µs (SLO: <10.000µs 📉 -76.4%)

Memory: ✅ 30.926MB (SLO: <34.000MB -9.0%)

✅ no_rate_limit

Time: ✅ 0.829µs (SLO: <10.000µs 📉 -91.7%)

Memory: ✅ 30.985MB (SLO: <34.000MB -8.9%)

✅ short_window

Time: ✅ 2.495µs (SLO: <10.000µs 📉 -75.0%)

Memory: ✅ 31.005MB (SLO: <34.000MB -8.8%)

🔵 recursivecomputation - 8/8

🔵 No baseline data available for this suite

✅ deep

Time: ✅ 308.496ms (SLO: <320.950ms -3.9%)

Memory: ✅ 32.440MB (SLO: <34.500MB -6.0%)

✅ deep-profiled

Time: ✅ 326.472ms (SLO: <359.150ms -9.1%)

Memory: ✅ 35.055MB (SLO: <39.000MB 📉 -10.1%)

✅ medium

Time: ✅ 7.056ms (SLO: <7.400ms -4.6%)

Memory: ✅ 31.202MB (SLO: <34.000MB -8.2%)

✅ shallow

Time: ✅ 0.956ms (SLO: <1.050ms -8.9%)

Memory: ✅ 31.241MB (SLO: <34.000MB -8.1%)

🔵 samplingrules - 8/8

🔵 No baseline data available for this suite

✅ average_match

Time: ✅ 274.926µs (SLO: <290.000µs -5.2%)

Memory: ✅ 31.241MB (SLO: <34.000MB -8.1%)

✅ high_match

Time: ✅ 445.158µs (SLO: <480.000µs -7.3%)

Memory: ✅ 31.261MB (SLO: <34.000MB -8.1%)

✅ low_match

Time: ✅ 110.851µs (SLO: <120.000µs -7.6%)

Memory: ✅ 631.737MB (SLO: <700.000MB -9.8%)

✅ very_low_match

Time: ✅ 7.714ms (SLO: <8.500ms -9.2%)

Memory: ✅ 69.446MB (SLO: <75.000MB -7.4%)

🔵 sethttpmeta - 32/32

🔵 No baseline data available for this suite

✅ all-disabled

Time: ✅ 12.436µs (SLO: <20.000µs 📉 -37.8%)

Memory: ✅ 31.811MB (SLO: <34.000MB -6.4%)

✅ all-enabled

Time: ✅ 42.090µs (SLO: <50.000µs 📉 -15.8%)

Memory: ✅ 31.831MB (SLO: <34.000MB -6.4%)

✅ collectipvariant_exists

Time: ✅ 43.449µs (SLO: <50.000µs 📉 -13.1%)

Memory: ✅ 31.831MB (SLO: <34.000MB -6.4%)

✅ no-collectipvariant

Time: ✅ 42.703µs (SLO: <50.000µs 📉 -14.6%)

Memory: ✅ 31.831MB (SLO: <34.000MB -6.4%)

✅ no-useragentvariant

Time: ✅ 40.813µs (SLO: <50.000µs 📉 -18.4%)

Memory: ✅ 31.792MB (SLO: <34.000MB -6.5%)

✅ obfuscation-no-query

Time: ✅ 42.498µs (SLO: <50.000µs 📉 -15.0%)

Memory: ✅ 31.772MB (SLO: <34.000MB -6.6%)

✅ obfuscation-regular-case-explicit-query

Time: ✅ 78.841µs (SLO: <90.000µs 📉 -12.4%)

Memory: ✅ 32.224MB (SLO: <34.000MB -5.2%)

✅ obfuscation-regular-case-implicit-query

Time: ✅ 79.244µs (SLO: <90.000µs 📉 -12.0%)

Memory: ✅ 32.165MB (SLO: <34.000MB -5.4%)

✅ obfuscation-send-querystring-disabled

Time: ✅ 157.158µs (SLO: <170.000µs -7.6%)

Memory: ✅ 32.185MB (SLO: <34.500MB -6.7%)

✅ obfuscation-worst-case-explicit-query

Time: ✅ 151.311µs (SLO: <160.000µs -5.4%)

Memory: ✅ 32.165MB (SLO: <34.500MB -6.8%)

✅ obfuscation-worst-case-implicit-query

Time: ✅ 157.516µs (SLO: <170.000µs -7.3%)

Memory: ✅ 32.126MB (SLO: <34.500MB -6.9%)

✅ useragentvariant_exists_1

Time: ✅ 41.315µs (SLO: <50.000µs 📉 -17.4%)

Memory: ✅ 31.752MB (SLO: <34.000MB -6.6%)

✅ useragentvariant_exists_2

Time: ✅ 42.636µs (SLO: <50.000µs 📉 -14.7%)

Memory: ✅ 31.831MB (SLO: <34.000MB -6.4%)

✅ useragentvariant_exists_3

Time: ✅ 42.000µs (SLO: <50.000µs 📉 -16.0%)

Memory: ✅ 31.772MB (SLO: <34.000MB -6.6%)

✅ useragentvariant_not_exists_1

Time: ✅ 41.493µs (SLO: <50.000µs 📉 -17.0%)

Memory: ✅ 31.831MB (SLO: <34.000MB -6.4%)

✅ useragentvariant_not_exists_2

Time: ✅ 41.405µs (SLO: <50.000µs 📉 -17.2%)

Memory: ✅ 31.772MB (SLO: <34.000MB -6.6%)

🔵 span - 26/26

🔵 No baseline data available for this suite

✅ add-event

Time: ✅ 24.340ms (SLO: <26.200ms -7.1%)

Memory: ✅ 50.814MB (SLO: <53.000MB -4.1%)

✅ add-metrics

Time: ✅ 91.787ms (SLO: <98.350ms -6.7%)

Memory: ✅ 607.325MB (SLO: <961.000MB 📉 -36.8%)

✅ add-tags

Time: ✅ 149.085ms (SLO: <168.550ms 📉 -11.5%)

Memory: ✅ 606.631MB (SLO: <962.500MB 📉 -37.0%)

✅ get-context

Time: ✅ 22.455ms (SLO: <23.700ms -5.3%)

Memory: ✅ 49.559MB (SLO: <53.000MB -6.5%)

✅ is-recording

Time: ✅ 22.500ms (SLO: <23.900ms -5.9%)

Memory: ✅ 49.601MB (SLO: <53.000MB -6.4%)

✅ record-exception

Time: ✅ 42.639ms (SLO: <44.500ms -4.2%)

Memory: ✅ 42.600MB (SLO: <53.000MB 📉 -19.6%)

✅ set-status

Time: ✅ 24.262ms (SLO: <26.000ms -6.7%)

Memory: ✅ 49.562MB (SLO: <53.000MB -6.5%)

✅ start

Time: ✅ 22.424ms (SLO: <23.500ms -4.6%)

Memory: ✅ 49.618MB (SLO: <53.000MB -6.4%)

✅ start-finish

Time: ✅ 51.918ms (SLO: <55.500ms -6.5%)

Memory: ✅ 31.359MB (SLO: <34.000MB -7.8%)

✅ start-finish-telemetry

Time: ✅ 53.371ms (SLO: <58.300ms -8.5%)

Memory: ✅ 31.241MB (SLO: <34.000MB -8.1%)

✅ start-finish-traceid128

Time: ✅ 55.354ms (SLO: <60.050ms -7.8%)

Memory: ✅ 31.241MB (SLO: <34.000MB -8.1%)

✅ start-traceid128

Time: ✅ 22.805ms (SLO: <24.600ms -7.3%)

Memory: ✅ 49.693MB (SLO: <53.000MB -6.2%)

✅ update-name

Time: ✅ 23.344ms (SLO: <24.100ms -3.1%)

Memory: ✅ 50.360MB (SLO: <53.000MB -5.0%)

🔵 telemetryaddmetric - 30/30

🔵 No baseline data available for this suite

✅ 1-count-metric-1-times

Time: ✅ 3.152µs (SLO: <20.000µs 📉 -84.2%)

Memory: ✅ 31.359MB (SLO: <34.000MB -7.8%)

✅ 1-count-metrics-100-times

Time: ✅ 219.148µs (SLO: <250.000µs 📉 -12.3%)

Memory: ✅ 31.300MB (SLO: <34.000MB -7.9%)

✅ 1-distribution-metric-1-times

Time: ✅ 3.409µs (SLO: <20.000µs 📉 -83.0%)

Memory: ✅ 31.241MB (SLO: <34.000MB -8.1%)

✅ 1-distribution-metrics-100-times

Time: ✅ 198.091µs (SLO: <220.000µs -10.0%)

Memory: ✅ 31.300MB (SLO: <34.000MB -7.9%)

✅ 1-gauge-metric-1-times

Time: ✅ 2.099µs (SLO: <20.000µs 📉 -89.5%)

Memory: ✅ 31.241MB (SLO: <34.000MB -8.1%)

✅ 1-gauge-metrics-100-times

Time: ✅ 124.198µs (SLO: <150.000µs 📉 -17.2%)

Memory: ✅ 31.182MB (SLO: <34.000MB -8.3%)

✅ 1-rate-metric-1-times

Time: ✅ 3.153µs (SLO: <20.000µs 📉 -84.2%)

Memory: ✅ 31.300MB (SLO: <34.000MB -7.9%)

✅ 1-rate-metrics-100-times

Time: ✅ 220.786µs (SLO: <250.000µs 📉 -11.7%)

Memory: ✅ 31.300MB (SLO: <34.000MB -7.9%)

✅ 100-count-metrics-100-times

Time: ✅ 21.821ms (SLO: <23.500ms -7.1%)

Memory: ✅ 31.300MB (SLO: <34.000MB -7.9%)

✅ 100-distribution-metrics-100-times

Time: ✅ 2.031ms (SLO: <2.250ms -9.7%)

Memory: ✅ 31.280MB (SLO: <34.000MB -8.0%)

✅ 100-gauge-metrics-100-times

Time: ✅ 1.285ms (SLO: <1.550ms 📉 -17.1%)

Memory: ✅ 31.261MB (SLO: <34.000MB -8.1%)

✅ 100-rate-metrics-100-times

Time: ✅ 2.268ms (SLO: <2.550ms 📉 -11.1%)

Memory: ✅ 31.241MB (SLO: <34.000MB -8.1%)

✅ flush-1-metric

Time: ✅ 4.244µs (SLO: <20.000µs 📉 -78.8%)

Memory: ✅ 31.280MB (SLO: <34.000MB -8.0%)

✅ flush-100-metrics

Time: ✅ 184.306µs (SLO: <250.000µs 📉 -26.3%)

Memory: ✅ 31.202MB (SLO: <34.000MB -8.2%)

✅ flush-1000-metrics

Time: ✅ 2.209ms (SLO: <2.500ms 📉 -11.6%)

Memory: ✅ 32.480MB (SLO: <34.500MB -5.9%)

🔵 tracer - 6/6

🔵 No baseline data available for this suite

✅ large

Time: ✅ 30.349ms (SLO: <32.950ms -7.9%)

Memory: ✅ 32.794MB (SLO: <34.500MB -4.9%)

✅ medium

Time: ✅ 2.961ms (SLO: <3.200ms -7.5%)

Memory: ✅ 31.221MB (SLO: <34.000MB -8.2%)

✅ small

Time: ✅ 336.009µs (SLO: <370.000µs -9.2%)

Memory: ✅ 31.300MB (SLO: <34.000MB -7.9%)

ncybul

Looks good so far! Mostly style comments again and some suggestions. Lmk when you need another review!

ddtrace/llmobs/_integrations/utils.py

tests/contrib/openai/test_openai_llmobs.py

ddtrace/llmobs/_integrations/utils.py

ncybul

Left a couple more suggestions, but overall looks great. Good job with all the small details here. I will leave the final review up to @Yun-Kim :)

ddtrace/llmobs/_integrations/utils.py

Co-authored-by: Yun Kim <[email protected]>

This PR adds improved tracking of tool results and definitions to the LLMObs OpenAI integration ## Checklist - [x] PR author has checked that all the criteria below are met - The PR description includes an overview of the change - The PR description articulates the motivation for the change - The change includes tests OR the PR description describes a testing strategy - The PR description notes risks associated with the change, if any - Newly-added code is easy to change - The change follows the [library release note guidelines](https://ddtrace.readthedocs.io/en/stable/releasenotes.html) - The change includes or references documentation updates if necessary - Backport labels are set (if [applicable](https://ddtrace.readthedocs.io/en/latest/contributing.html#backporting)) ## Reviewer Checklist - [x] Reviewer has checked that all the criteria below are met - Title is accurate - All changes are related to the pull request's stated goal - Avoids breaking [API](https://ddtrace.readthedocs.io/en/stable/versioning.html#interfaces) changes - Testing strategy adequately addresses listed risks - Newly-added code is easy to change - Release note makes sense to a user of the library - If necessary, author has acknowledged and discussed the performance implications of this PR as reported in the benchmarks PR comment - Backport labels are set in a manner that is consistent with the [release branch maintenance policy](https://ddtrace.readthedocs.io/en/latest/contributing.html#backporting) --------- Co-authored-by: Yun Kim <[email protected]>

adding tool changes, WIP

a010077

maxzhangdd added 21 commits July 31, 2025 16:49

progress on tool defs/results across openai create apis

df2fa61

Merge branch 'main' into max.zhang/openai-tool-change

ac936e9

remove tool from metadata, add tooldefs constant

769f495

add tool results

1434930

common method handling tool results/calls

479084e

improved method for chat response

42129b0

intial test changes

bb0e294

linting

5ddf543

Merge branch 'main' into max.zhang/openai-tool-change

51087a0

small fixes

f3ec21d

getting tests to work

48de482

getting more tests to pass, WIP

79e89b1

llmobs tests

36ef061

typing fixes

cbc912f

WIP, typing check

b26dba7

typing

6431a88

typing

a2d88aa

release note

7069e86

fix agents failing test case

24ec9b6

litellm tests pass

9212ada

Merge branch 'main' into max.zhang/openai-tool-change

2e85e31

ncybul reviewed Aug 18, 2025

View reviewed changes

maxzhangdd added 4 commits August 18, 2025 15:08

working on comments

15e633d

typing

9075e8c

addressing comments

9b720ed

more safety around kwargs.get

8f84edf

ncybul reviewed Aug 20, 2025

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ncybul reviewed Aug 20, 2025

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ddtrace/llmobs/_integrations/utils.py Outdated Show resolved Hide resolved

make function and custom separate vars, move function down

d1d1704

ncybul reviewed Aug 20, 2025

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ddtrace/llmobs/_integrations/utils.py Outdated Show resolved Hide resolved

remove comment

84beb55

ncybul reviewed Aug 20, 2025

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ncybul marked this pull request as ready for review August 20, 2025 18:19

ncybul requested review from a team as code owners August 20, 2025 18:19

ncybul requested review from juanjux and nsrip-dd August 20, 2025 18:19

ncybul reviewed Aug 20, 2025

View reviewed changes

maxzhangdd added 8 commits August 20, 2025 15:35

handle custom tools in streaming code

0140796

custom tool call tests

6d10c70

Merge branch 'main' into max.zhang/openai-tool-change

4e09e7d

response custom tool calls

eadb0e1

small test tweak

48325b2

prevent None messsage displaying

e07c3f6

fix test case

6518b87

Merge branch 'main' into max.zhang/openai-tool-change

766cf55

Yun-Kim approved these changes Aug 21, 2025

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ddtrace/llmobs/_integrations/utils.py Outdated Show resolved Hide resolved

ddtrace/llmobs/_integrations/utils.py Outdated Show resolved Hide resolved

maxzhangdd and others added 5 commits August 22, 2025 11:32

Update ddtrace/llmobs/_integrations/utils.py

ba98254

Co-authored-by: Yun Kim <[email protected]>

Update ddtrace/llmobs/_integrations/utils.py

a0eacf1

Co-authored-by: Yun Kim <[email protected]>

move dispatch code above to avoid redefinition

5d9adc8

Merge branch 'main' into max.zhang/openai-tool-change

b843087

output messages can contain tool results

85e5679

maxzhangdd enabled auto-merge (squash) August 22, 2025 17:37

maxzhangdd merged commit 6f94ede into main Aug 22, 2025
460 checks passed

maxzhangdd deleted the max.zhang/openai-tool-change branch August 22, 2025 18:30

feat(openai): added support for tool results, definitions #14204

feat(openai): added support for tool results, definitions #14204

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Reviewer Checklist

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Bootstrap import analysis

Summary

Import time breakdown

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Performance SLOs

⚠️ context_with_data_listeners

✅ context_with_data_no_listeners

⚠️ context_with_data_only_all_listeners

✅ get_item_exists

✅ get_item_missing

✅ set_item

✅ appsec

✅ exception-replay-enabled

✅ iast

✅ profiler

✅ span-code-origin

✅ tracer

✅ tracer-and-profiler

✅ tracer-dont-create-db-spans

✅ tracer-no-caches

✅ tracer-no-databases

✅ tracer-no-middleware

✅ tracer-no-templates

✅ errortracking-enabled-all

✅ errortracking-enabled-user

✅ tracer-enabled

✅ errortracking-enabled-all

✅ errortracking-enabled-user

✅ tracer-enabled

✅ appsec-get

✅ appsec-post

✅ appsec-telemetry

✅ debugger

✅ iast-get

✅ profiler

✅ tracer

✅ appsec-enabled

✅ iast-enabled

✅ tracer-enabled

✅ all_styles_all_headers

✅ b3_headers

✅ b3_single_headers

✅ datadog_tracecontext_tracestate_not_propagated_on_trace_id_no_match

✅ datadog_tracecontext_tracestate_propagated_on_trace_id_match

✅ empty_headers

✅ full_t_id_datadog_headers

✅ invalid_priority_header

✅ invalid_span_id_header

✅ invalid_tags_header

✅ invalid_trace_id_header

✅ large_header_no_matches

✅ large_valid_headers_all

✅ medium_header_no_matches

✅ medium_valid_headers_all

✅ none_propagation_style

✅ tracecontext_headers

✅ valid_headers_all

✅ valid_headers_basic

✅ wsgi_empty_headers

✅ wsgi_invalid_priority_header

✅ wsgi_invalid_span_id_header

✅ wsgi_invalid_tags_header

✅ wsgi_invalid_trace_id_header

✅ wsgi_large_header_no_matches

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