feat: add RC support for enabling LLMO by mabdinur · Pull Request #17232 · DataDog/dd-trace-py

mabdinur · 2026-03-31T18:30:33Z

Description

Staging POC (M0) for LLMObs 1-click enablement via Remote Configuration.

New: ddtrace/llmobs/product.py — LLMObs RC product that hooks into the existing APM_TRACING RC flow:

apm_tracing_rc receives llmobs.enabled / llmobs.ml_app_name from RC and calls LLMObs.enable() / LLMObs.disable() at runtime without a restart
_track_enabled_llm_integrations tags the RC client_tracer with active LLM integrations so the backend can identify LLM-capable services for 1-click enablement

ddtrace/llmobs/_llmobs.py — splits SUPPORTED_LLMOBS_INTEGRATIONS (LLM frameworks) from _INTEGRATIONS_W_PROPAGATION_SUPPORT (HTTP adapters)

ddtrace/internal/settings/_config.py — registers _llmobs_enabled and _llmobs_ml_app in _default_config() so RC can override them via the standard config precedence chain

Testing

No tests yet — M0 is validated manually on staging.

Risks

Capability bit 1<<48 is a placeholder; must be confirmed with dd-go before GA
LLMObs.enable() is called from the RC poll thread (pre-existing thread-safety limitation)

Additional Notes

Requires backend changes in dd-go: extend LibConfig with llmobs.enabled / llmobs.ml_app_name and confirm capability bit.

cit-pr-commenter-54b7da · 2026-03-31T18:31:27Z

Codeowners resolved as

.github/workflows/system-tests.yml                                      @DataDog/python-guild @DataDog/apm-core-python
.gitlab/benchmarks/bp-runner.microbenchmarks.fail-on-breach.template.yml  @DataDog/python-guild @DataDog/apm-core-python
ddtrace/bootstrap/preload.py                                            @DataDog/python-guild @DataDog/apm-core-python
ddtrace/internal/settings/_config.py                                    @DataDog/python-guild @DataDog/apm-sdk-capabilities-python
ddtrace/llmobs/_constants.py                                            @DataDog/ml-observability
ddtrace/llmobs/_evaluators/runner.py                                    @DataDog/ml-observability
ddtrace/llmobs/_evaluators/sampler.py                                   @DataDog/ml-observability
ddtrace/llmobs/_experiment.py                                           @DataDog/ml-observability
ddtrace/llmobs/_llmobs.py                                               @DataDog/ml-observability
ddtrace/llmobs/_product.py                                              @DataDog/ml-observability
ddtrace/llmobs/_utils.py                                                @DataDog/ml-observability
pyproject.toml                                                          @DataDog/python-guild
releasenotes/notes/feat-rc-support-llmo-08745314854b5764.yaml           @DataDog/apm-python
tests/llmobs/test_llmobs_rc.py                                          @DataDog/ml-observability
tests/llmobs/test_llmobs_service.py                                     @DataDog/ml-observability
tests/telemetry/test_writer.py                                          @DataDog/apm-python

pr-commenter · 2026-04-03T13:20:53Z

Performance SLOs

Comparing candidate munir/llm-rc-support (d0c9a96) with baseline main (54e2704)

📈 Performance Regressions (2 suites)

📈 iastaspects - 118/118

✅ add_aspect

Time: ✅ 102.922µs (SLO: <130.000µs 📉 -20.8%) vs baseline: +0.3%

Memory: ✅ 43.901MB (SLO: <46.000MB -4.6%) vs baseline: +5.3%

✅ add_inplace_aspect

Time: ✅ 101.361µs (SLO: <130.000µs 📉 -22.0%) vs baseline: -1.4%

Memory: ✅ 43.805MB (SLO: <46.000MB -4.8%) vs baseline: +5.4%

✅ add_inplace_noaspect

Time: ✅ 28.174µs (SLO: <40.000µs 📉 -29.6%) vs baseline: -0.9%

Memory: ✅ 43.864MB (SLO: <46.000MB -4.6%) vs baseline: +5.4%

✅ add_noaspect

Time: ✅ 48.802µs (SLO: <70.000µs 📉 -30.3%) vs baseline: -1.2%

Memory: ✅ 43.894MB (SLO: <46.000MB -4.6%) vs baseline: +5.4%

✅ bytearray_aspect

Time: ✅ 258.751µs (SLO: <400.000µs 📉 -35.3%) vs baseline: +0.7%

Memory: ✅ 43.826MB (SLO: <46.000MB -4.7%) vs baseline: +5.2%

✅ bytearray_extend_aspect

Time: ✅ 653.791µs (SLO: <800.000µs 📉 -18.3%) vs baseline: +1.2%

Memory: ✅ 43.840MB (SLO: <46.000MB -4.7%) vs baseline: +5.2%

✅ bytearray_extend_noaspect

Time: ✅ 268.556µs (SLO: <400.000µs 📉 -32.9%) vs baseline: +1.9%

Memory: ✅ 43.873MB (SLO: <46.000MB -4.6%) vs baseline: +5.5%

✅ bytearray_noaspect

Time: ✅ 142.873µs (SLO: <300.000µs 📉 -52.4%) vs baseline: +0.6%

Memory: ✅ 43.866MB (SLO: <46.000MB -4.6%) vs baseline: +5.5%

✅ bytes_aspect

Time: ✅ 218.426µs (SLO: <300.000µs 📉 -27.2%) vs baseline: -0.9%

Memory: ✅ 43.828MB (SLO: <46.000MB -4.7%) vs baseline: +5.4%

✅ bytes_noaspect

Time: ✅ 135.094µs (SLO: <200.000µs 📉 -32.5%) vs baseline: ~same

Memory: ✅ 43.772MB (SLO: <46.000MB -4.8%) vs baseline: +4.9%

✅ bytesio_aspect

Time: ✅ 3.845ms (SLO: <5.000ms 📉 -23.1%) vs baseline: +0.1%

Memory: ✅ 43.852MB (SLO: <46.000MB -4.7%) vs baseline: +5.5%

✅ bytesio_noaspect

Time: ✅ 321.687µs (SLO: <420.000µs 📉 -23.4%) vs baseline: -0.2%

Memory: ✅ 43.841MB (SLO: <46.000MB -4.7%) vs baseline: +5.4%

✅ capitalize_aspect

Time: ✅ 88.881µs (SLO: <300.000µs 📉 -70.4%) vs baseline: +0.3%

Memory: ✅ 43.813MB (SLO: <46.000MB -4.8%) vs baseline: +4.9%

✅ capitalize_noaspect

Time: ✅ 276.690µs (SLO: <300.000µs -7.8%) vs baseline: +7.8%

Memory: ✅ 43.883MB (SLO: <46.000MB -4.6%) vs baseline: +5.4%

✅ casefold_aspect

Time: ✅ 87.865µs (SLO: <500.000µs 📉 -82.4%) vs baseline: -0.3%

Memory: ✅ 43.828MB (SLO: <46.000MB -4.7%) vs baseline: +5.2%

✅ casefold_noaspect

Time: ✅ 321.838µs (SLO: <500.000µs 📉 -35.6%) vs baseline: +3.4%

Memory: ✅ 43.857MB (SLO: <46.000MB -4.7%) vs baseline: +5.3%

✅ decode_aspect

Time: ✅ 87.035µs (SLO: <100.000µs 📉 -13.0%) vs baseline: +0.5%

Memory: ✅ 43.829MB (SLO: <46.000MB -4.7%) vs baseline: +5.2%

✅ decode_noaspect

Time: ✅ 157.226µs (SLO: <210.000µs 📉 -25.1%) vs baseline: +1.5%

Memory: ✅ 43.857MB (SLO: <46.000MB -4.7%) vs baseline: +5.3%

✅ encode_aspect

Time: ✅ 85.232µs (SLO: <200.000µs 📉 -57.4%) vs baseline: +1.0%

Memory: ✅ 43.836MB (SLO: <46.000MB -4.7%) vs baseline: +5.2%

✅ encode_noaspect

Time: ✅ 144.967µs (SLO: <200.000µs 📉 -27.5%) vs baseline: +1.5%

Memory: ✅ 43.772MB (SLO: <46.000MB -4.8%) vs baseline: +5.3%

✅ format_aspect

Time: ✅ 14.587ms (SLO: <19.200ms 📉 -24.0%) vs baseline: -0.1%

Memory: ✅ 43.877MB (SLO: <46.000MB -4.6%) vs baseline: +5.1%

✅ format_map_aspect

Time: ✅ 16.381ms (SLO: <21.500ms 📉 -23.8%) vs baseline: -0.5%

Memory: ✅ 43.871MB (SLO: <46.000MB -4.6%) vs baseline: +5.3%

✅ format_map_noaspect

Time: ✅ 371.409µs (SLO: <500.000µs 📉 -25.7%) vs baseline: -1.6%

Memory: ✅ 43.901MB (SLO: <46.000MB -4.6%) vs baseline: +5.3%

✅ format_noaspect

Time: ✅ 310.007µs (SLO: <500.000µs 📉 -38.0%) vs baseline: -1.9%

Memory: ✅ 43.833MB (SLO: <46.000MB -4.7%) vs baseline: +5.5%

✅ index_aspect

Time: ✅ 140.275µs (SLO: <300.000µs 📉 -53.2%) vs baseline: 📈 +11.8%

Memory: ✅ 43.773MB (SLO: <46.000MB -4.8%) vs baseline: +5.1%

✅ index_noaspect

Time: ✅ 40.687µs (SLO: <300.000µs 📉 -86.4%) vs baseline: -0.5%

Memory: ✅ 43.800MB (SLO: <46.000MB -4.8%) vs baseline: +5.3%

✅ join_aspect

Time: ✅ 205.542µs (SLO: <300.000µs 📉 -31.5%) vs baseline: -6.0%

Memory: ✅ 43.810MB (SLO: <46.000MB -4.8%) vs baseline: +5.2%

✅ join_noaspect

Time: ✅ 140.123µs (SLO: <300.000µs 📉 -53.3%) vs baseline: -2.4%

Memory: ✅ 44.153MB (SLO: <46.000MB -4.0%) vs baseline: +5.9%

✅ ljust_aspect

Time: ✅ 504.391µs (SLO: <700.000µs 📉 -27.9%) vs baseline: -2.7%

Memory: ✅ 43.917MB (SLO: <46.000MB -4.5%) vs baseline: +5.2%

✅ ljust_noaspect

Time: ✅ 280.090µs (SLO: <300.000µs -6.6%) vs baseline: +4.1%

Memory: ✅ 43.837MB (SLO: <46.000MB -4.7%) vs baseline: +5.0%

✅ lower_aspect

Time: ✅ 311.461µs (SLO: <500.000µs 📉 -37.7%) vs baseline: -1.5%

Memory: ✅ 43.899MB (SLO: <46.000MB -4.6%) vs baseline: +5.6%

✅ lower_noaspect

Time: ✅ 245.168µs (SLO: <300.000µs 📉 -18.3%) vs baseline: +1.5%

Memory: ✅ 43.995MB (SLO: <46.000MB -4.4%) vs baseline: +5.1%

✅ lstrip_aspect

Time: ✅ 0.279ms (SLO: <3.000ms 📉 -90.7%) vs baseline: -1.4%

Memory: ✅ 43.883MB (SLO: <46.000MB -4.6%) vs baseline: +5.5%

✅ lstrip_noaspect

Time: ✅ 0.180ms (SLO: <3.000ms 📉 -94.0%) vs baseline: +0.2%

Memory: ✅ 43.991MB (SLO: <46.000MB -4.4%) vs baseline: +5.6%

✅ modulo_aspect

Time: ✅ 14.259ms (SLO: <18.750ms 📉 -24.0%) vs baseline: ~same

Memory: ✅ 43.985MB (SLO: <46.000MB -4.4%) vs baseline: +5.6%

✅ modulo_aspect_for_bytearray_bytearray

Time: ✅ 14.781ms (SLO: <19.350ms 📉 -23.6%) vs baseline: -0.3%

Memory: ✅ 44.053MB (SLO: <46.000MB -4.2%) vs baseline: +5.5%

✅ modulo_aspect_for_bytes

Time: ✅ 14.347ms (SLO: <18.900ms 📉 -24.1%) vs baseline: -0.2%

Memory: ✅ 43.850MB (SLO: <46.000MB -4.7%) vs baseline: +4.8%

✅ modulo_aspect_for_bytes_bytearray

Time: ✅ 14.621ms (SLO: <19.150ms 📉 -23.7%) vs baseline: -0.2%

Memory: ✅ 43.970MB (SLO: <46.000MB -4.4%) vs baseline: +5.3%

✅ modulo_noaspect

Time: ✅ 0.368ms (SLO: <3.000ms 📉 -87.7%) vs baseline: -1.9%

Memory: ✅ 43.813MB (SLO: <46.000MB -4.8%) vs baseline: +5.1%

✅ replace_aspect

Time: ✅ 18.444ms (SLO: <24.000ms 📉 -23.1%) vs baseline: +0.5%

Memory: ✅ 43.964MB (SLO: <46.000MB -4.4%) vs baseline: +5.5%

✅ replace_noaspect

Time: ✅ 284.908µs (SLO: <400.000µs 📉 -28.8%) vs baseline: -0.5%

Memory: ✅ 43.916MB (SLO: <46.000MB -4.5%) vs baseline: +5.4%

✅ repr_aspect

Time: ✅ 319.456µs (SLO: <420.000µs 📉 -23.9%) vs baseline: -1.7%

Memory: ✅ 43.839MB (SLO: <46.000MB -4.7%) vs baseline: +5.3%

✅ repr_noaspect

Time: ✅ 46.706µs (SLO: <90.000µs 📉 -48.1%) vs baseline: +0.2%

Memory: ✅ 43.946MB (SLO: <46.000MB -4.5%) vs baseline: +5.3%

✅ rstrip_aspect

Time: ✅ 379.095µs (SLO: <500.000µs 📉 -24.2%) vs baseline: -4.0%

Memory: ✅ 43.904MB (SLO: <46.000MB -4.6%) vs baseline: +5.3%

✅ rstrip_noaspect

Time: ✅ 184.938µs (SLO: <300.000µs 📉 -38.4%) vs baseline: +2.1%

Memory: ✅ 43.919MB (SLO: <46.000MB -4.5%) vs baseline: +5.3%

✅ slice_aspect

Time: ✅ 186.197µs (SLO: <300.000µs 📉 -37.9%) vs baseline: -0.5%

Memory: ✅ 43.760MB (SLO: <46.000MB -4.9%) vs baseline: +5.3%

✅ slice_noaspect

Time: ✅ 54.370µs (SLO: <90.000µs 📉 -39.6%) vs baseline: ~same

Memory: ✅ 43.853MB (SLO: <46.000MB -4.7%) vs baseline: +5.5%

✅ stringio_aspect

Time: ✅ 4.466ms (SLO: <5.000ms 📉 -10.7%) vs baseline: 📈 +14.8%

Memory: ✅ 43.909MB (SLO: <46.000MB -4.5%) vs baseline: +5.4%

✅ stringio_noaspect

Time: ✅ 349.159µs (SLO: <500.000µs 📉 -30.2%) vs baseline: -0.8%

Memory: ✅ 43.877MB (SLO: <46.000MB -4.6%) vs baseline: +5.5%

✅ strip_aspect

Time: ✅ 279.584µs (SLO: <350.000µs 📉 -20.1%) vs baseline: +1.7%

Memory: ✅ 43.898MB (SLO: <46.000MB -4.6%) vs baseline: +5.3%

✅ strip_noaspect

Time: ✅ 176.719µs (SLO: <240.000µs 📉 -26.4%) vs baseline: -1.2%

Memory: ✅ 43.911MB (SLO: <46.000MB -4.5%) vs baseline: +5.4%

✅ swapcase_aspect

Time: ✅ 334.361µs (SLO: <500.000µs 📉 -33.1%) vs baseline: -2.9%

Memory: ✅ 43.865MB (SLO: <46.000MB -4.6%) vs baseline: +5.3%

✅ swapcase_noaspect

Time: ✅ 282.102µs (SLO: <400.000µs 📉 -29.5%) vs baseline: +3.4%

Memory: ✅ 43.911MB (SLO: <46.000MB -4.5%) vs baseline: +5.4%

✅ title_aspect

Time: ✅ 326.146µs (SLO: <500.000µs 📉 -34.8%) vs baseline: -3.6%

Memory: ✅ 43.799MB (SLO: <46.000MB -4.8%) vs baseline: +5.4%

✅ title_noaspect

Time: ✅ 264.375µs (SLO: <400.000µs 📉 -33.9%) vs baseline: -0.4%

Memory: ✅ 43.810MB (SLO: <46.000MB -4.8%) vs baseline: +5.4%

✅ translate_aspect

Time: ✅ 518.219µs (SLO: <700.000µs 📉 -26.0%) vs baseline: +1.3%

Memory: ✅ 43.837MB (SLO: <46.000MB -4.7%) vs baseline: +5.1%

✅ translate_noaspect

Time: ✅ 434.439µs (SLO: <500.000µs 📉 -13.1%) vs baseline: +0.3%

Memory: ✅ 43.923MB (SLO: <46.000MB -4.5%) vs baseline: +5.3%

✅ upper_aspect

Time: ✅ 305.692µs (SLO: <500.000µs 📉 -38.9%) vs baseline: -2.6%

Memory: ✅ 43.819MB (SLO: <46.000MB -4.7%) vs baseline: +5.0%

✅ upper_noaspect

Time: ✅ 256.288µs (SLO: <400.000µs 📉 -35.9%) vs baseline: +6.0%

Memory: ✅ 43.910MB (SLO: <46.000MB -4.5%) vs baseline: +5.6%

📈 iastaspectsospath - 24/24

✅ ospathbasename_aspect

Time: ✅ 533.922µs (SLO: <700.000µs 📉 -23.7%) vs baseline: 📈 +22.9%

Memory: ✅ 43.961MB (SLO: <46.000MB -4.4%) vs baseline: +5.5%

✅ ospathbasename_noaspect

Time: ✅ 444.211µs (SLO: <700.000µs 📉 -36.5%) vs baseline: +0.2%

Memory: ✅ 43.904MB (SLO: <46.000MB -4.6%) vs baseline: +5.4%

✅ ospathjoin_aspect

Time: ✅ 638.032µs (SLO: <700.000µs -8.9%) vs baseline: +0.1%

Memory: ✅ 43.816MB (SLO: <46.000MB -4.7%) vs baseline: +5.8%

✅ ospathjoin_noaspect

Time: ✅ 636.494µs (SLO: <700.000µs -9.1%) vs baseline: -0.6%

Memory: ✅ 43.844MB (SLO: <46.000MB -4.7%) vs baseline: +5.7%

✅ ospathnormcase_aspect

Time: ✅ 362.678µs (SLO: <700.000µs 📉 -48.2%) vs baseline: +1.8%

Memory: ✅ 43.909MB (SLO: <46.000MB -4.5%) vs baseline: +5.3%

✅ ospathnormcase_noaspect

Time: ✅ 376.814µs (SLO: <700.000µs 📉 -46.2%) vs baseline: +3.8%

Memory: ✅ 43.909MB (SLO: <46.000MB -4.5%) vs baseline: +5.3%

✅ ospathsplit_aspect

Time: ✅ 493.965µs (SLO: <700.000µs 📉 -29.4%) vs baseline: -0.3%

Memory: ✅ 43.856MB (SLO: <46.000MB -4.7%) vs baseline: +5.2%

✅ ospathsplit_noaspect

Time: ✅ 507.276µs (SLO: <700.000µs 📉 -27.5%) vs baseline: ~same

Memory: ✅ 43.871MB (SLO: <46.000MB -4.6%) vs baseline: +5.6%

✅ ospathsplitdrive_aspect

Time: ✅ 388.788µs (SLO: <700.000µs 📉 -44.5%) vs baseline: +1.4%

Memory: ✅ 43.754MB (SLO: <46.000MB -4.9%) vs baseline: +5.6%

✅ ospathsplitdrive_noaspect

Time: ✅ 72.278µs (SLO: <700.000µs 📉 -89.7%) vs baseline: -0.2%

Memory: ✅ 43.825MB (SLO: <46.000MB -4.7%) vs baseline: +5.4%

✅ ospathsplitext_aspect

Time: ✅ 477.060µs (SLO: <700.000µs 📉 -31.8%) vs baseline: +2.3%

Memory: ✅ 43.872MB (SLO: <46.000MB -4.6%) vs baseline: +5.3%

✅ ospathsplitext_noaspect

Time: ✅ 491.084µs (SLO: <700.000µs 📉 -29.8%) vs baseline: +3.7%

Memory: ✅ 43.802MB (SLO: <46.000MB -4.8%) vs baseline: +5.4%

🟡 Near SLO Breach (5 suites)

🟡 djangosimple - 30/30

✅ appsec

Time: ✅ 21.035ms (SLO: <22.300ms -5.7%) vs baseline: +6.8%

Memory: ✅ 71.267MB (SLO: <73.500MB -3.0%) vs baseline: +8.1%

✅ exception-replay-enabled

Time: ✅ 1.370ms (SLO: <1.450ms -5.5%) vs baseline: ~same

Memory: ✅ 69.585MB (SLO: <71.500MB -2.7%) vs baseline: +8.2%

✅ iast

Time: ✅ 21.015ms (SLO: <22.250ms -5.5%) vs baseline: +6.0%

Memory: ✅ 71.374MB (SLO: <75.000MB -4.8%) vs baseline: +8.2%

✅ profiler

Time: ✅ 15.145ms (SLO: <16.550ms -8.5%) vs baseline: +0.1%

Memory: ✅ 59.978MB (SLO: <61.000MB 🟡 -1.7%) vs baseline: +5.6%

✅ resource-renaming

Time: ✅ 20.745ms (SLO: <21.750ms -4.6%) vs baseline: +5.5%

Memory: ✅ 71.299MB (SLO: <73.500MB -3.0%) vs baseline: +8.0%

✅ span-code-origin

Time: ✅ 21.427ms (SLO: <28.200ms 📉 -24.0%) vs baseline: +7.9%

Memory: ✅ 71.297MB (SLO: <75.000MB -4.9%) vs baseline: +7.9%

✅ tracer

Time: ✅ 21.049ms (SLO: <21.750ms -3.2%) vs baseline: +6.8%

Memory: ✅ 71.291MB (SLO: <75.000MB -4.9%) vs baseline: +8.1%

✅ tracer-and-profiler

Time: ✅ 21.031ms (SLO: <23.500ms 📉 -10.5%) vs baseline: +0.2%

Memory: ✅ 73.219MB (SLO: <75.000MB -2.4%) vs baseline: +7.9%

✅ tracer-dont-create-db-spans

Time: ✅ 21.021ms (SLO: <21.500ms -2.2%) vs baseline: +6.3%

Memory: ✅ 71.350MB (SLO: <75.000MB -4.9%) vs baseline: +8.2%

✅ tracer-minimal

Time: ✅ 17.812ms (SLO: <18.500ms -3.7%) vs baseline: +7.0%

Memory: ✅ 71.349MB (SLO: <75.000MB -4.9%) vs baseline: +8.2%

✅ tracer-native

Time: ✅ 20.863ms (SLO: <21.750ms -4.1%) vs baseline: +6.3%

Memory: ✅ 71.299MB (SLO: <72.500MB 🟡 -1.7%) vs baseline: +8.1%

✅ tracer-no-caches

Time: ✅ 18.905ms (SLO: <19.650ms -3.8%) vs baseline: +8.4%

Memory: ✅ 71.389MB (SLO: <75.000MB -4.8%) vs baseline: +8.2%

✅ tracer-no-databases

Time: ✅ 20.693ms (SLO: <21.100ms 🟡 -1.9%) vs baseline: +7.4%

Memory: ✅ 71.277MB (SLO: <75.000MB -5.0%) vs baseline: +8.1%

✅ tracer-no-middleware

Time: ✅ 20.768ms (SLO: <21.500ms -3.4%) vs baseline: +6.9%

Memory: ✅ 71.200MB (SLO: <75.000MB -5.1%) vs baseline: +8.1%

✅ tracer-no-templates

Time: ✅ 20.753ms (SLO: <22.000ms -5.7%) vs baseline: +6.8%

Memory: ✅ 71.356MB (SLO: <73.500MB -2.9%) vs baseline: +8.1%

🟡 otelspan - 22/22

✅ add-event

Time: ✅ 40.807ms (SLO: <47.150ms 📉 -13.5%) vs baseline: -1.3%

Memory: ✅ 41.294MB (SLO: <47.000MB 📉 -12.1%) vs baseline: +5.6%

✅ add-metrics

Time: ✅ 235.191ms (SLO: <344.800ms 📉 -31.8%) vs baseline: -1.5%

Memory: ✅ 45.658MB (SLO: <47.500MB -3.9%) vs baseline: +5.2%

✅ add-tags

Time: ✅ 277.013ms (SLO: <330.000ms 📉 -16.1%) vs baseline: +1.6%

Memory: ✅ 45.763MB (SLO: <47.500MB -3.7%) vs baseline: +5.4%

✅ get-context

Time: ✅ 83.827ms (SLO: <92.350ms -9.2%) vs baseline: ~same

Memory: ✅ 41.425MB (SLO: <46.500MB 📉 -10.9%) vs baseline: +5.1%

✅ is-recording

Time: ✅ 39.019ms (SLO: <44.500ms 📉 -12.3%) vs baseline: -0.9%

Memory: ✅ 41.152MB (SLO: <47.500MB 📉 -13.4%) vs baseline: +5.5%

✅ record-exception

Time: ✅ 61.028ms (SLO: <67.650ms -9.8%) vs baseline: -0.3%

Memory: ✅ 41.781MB (SLO: <47.000MB 📉 -11.1%) vs baseline: +5.5%

✅ set-status

Time: ✅ 45.240ms (SLO: <50.400ms 📉 -10.2%) vs baseline: +0.1%

Memory: ✅ 41.221MB (SLO: <47.000MB 📉 -12.3%) vs baseline: +5.6%

✅ start

Time: ✅ 40.060ms (SLO: <44.500ms -10.0%) vs baseline: +3.7%

Memory: ✅ 41.088MB (SLO: <47.000MB 📉 -12.6%) vs baseline: +5.4%

✅ start-finish

Time: ✅ 90.180ms (SLO: <91.000ms 🟡 -0.9%) vs baseline: +0.3%

Memory: ✅ 38.692MB (SLO: <46.500MB 📉 -16.8%) vs baseline: +5.0%

✅ start-finish-telemetry

Time: ✅ 91.717ms (SLO: <92.000ms 🟡 -0.3%) vs baseline: +0.2%

Memory: ✅ 38.692MB (SLO: <46.500MB 📉 -16.8%) vs baseline: +5.2%

✅ update-name

Time: ✅ 40.152ms (SLO: <45.150ms 📉 -11.1%) vs baseline: ~same

Memory: ✅ 41.189MB (SLO: <47.000MB 📉 -12.4%) vs baseline: +5.1%

🟡 recursivecomputation - 8/8

✅ deep

Time: ✅ 312.834ms (SLO: <320.950ms -2.5%) vs baseline: +0.2%

Memory: ✅ 37.473MB (SLO: <38.750MB -3.3%) vs baseline: +5.8%

✅ deep-profiled

Time: ✅ 329.889ms (SLO: <359.150ms -8.1%) vs baseline: ~same

Memory: ✅ 43.706MB (SLO: <46.000MB -5.0%) vs baseline: +5.5%

✅ medium

Time: ✅ 7.416ms (SLO: <7.450ms 🟡 -0.5%) vs baseline: ~same

Memory: ✅ 36.137MB (SLO: <38.000MB -4.9%) vs baseline: +5.1%

✅ shallow

Time: ✅ 1.049ms (SLO: <1.050ms 🟡 -0.1%) vs baseline: +1.9%

Memory: ✅ 36.235MB (SLO: <38.000MB -4.6%) vs baseline: +5.3%

🟡 span - 26/26

✅ add-event

Time: ✅ 19.589ms (SLO: <22.500ms 📉 -12.9%) vs baseline: -1.1%

Memory: ✅ 38.389MB (SLO: <53.000MB 📉 -27.6%) vs baseline: +5.3%

✅ add-metrics

Time: ✅ 88.970ms (SLO: <93.500ms -4.8%) vs baseline: -0.8%

Memory: ✅ 42.880MB (SLO: <53.000MB 📉 -19.1%) vs baseline: +5.2%

✅ add-tags

Time: ✅ 146.961ms (SLO: <155.000ms -5.2%) vs baseline: -0.9%

Memory: ✅ 42.952MB (SLO: <53.000MB 📉 -19.0%) vs baseline: +5.2%

✅ get-context

Time: ✅ 18.753ms (SLO: <20.500ms -8.5%) vs baseline: -1.1%

Memory: ✅ 38.419MB (SLO: <53.000MB 📉 -27.5%) vs baseline: +5.5%

✅ is-recording

Time: ✅ 18.870ms (SLO: <20.500ms -8.0%) vs baseline: -1.1%

Memory: ✅ 38.340MB (SLO: <53.000MB 📉 -27.7%) vs baseline: +5.4%

✅ record-exception

Time: ✅ 38.474ms (SLO: <41.000ms -6.2%) vs baseline: -0.2%

Memory: ✅ 38.851MB (SLO: <53.000MB 📉 -26.7%) vs baseline: +5.6%

✅ set-status

Time: ✅ 20.665ms (SLO: <22.000ms -6.1%) vs baseline: -1.0%

Memory: ✅ 38.415MB (SLO: <53.000MB 📉 -27.5%) vs baseline: +5.7%

✅ start

Time: ✅ 19.754ms (SLO: <20.500ms -3.6%) vs baseline: +4.4%

Memory: ✅ 38.453MB (SLO: <53.000MB 📉 -27.4%) vs baseline: +5.6%

✅ start-finish

Time: ✅ 57.944ms (SLO: <58.500ms 🟡 -1.0%) vs baseline: -0.4%

Memory: ✅ 36.078MB (SLO: <38.000MB -5.1%) vs baseline: +4.9%

✅ start-finish-telemetry

Time: ✅ 59.290ms (SLO: <60.000ms 🟡 -1.2%) vs baseline: -0.6%

Memory: ✅ 36.255MB (SLO: <38.000MB -4.6%) vs baseline: +5.5%

✅ start-finish-traceid128

Time: ✅ 60.446ms (SLO: <62.000ms -2.5%) vs baseline: -0.7%

Memory: ✅ 36.176MB (SLO: <38.000MB -4.8%) vs baseline: +5.3%

✅ start-traceid128

Time: ✅ 18.719ms (SLO: <22.500ms 📉 -16.8%) vs baseline: -1.1%

Memory: ✅ 38.371MB (SLO: <53.000MB 📉 -27.6%) vs baseline: +5.4%

✅ update-name

Time: ✅ 19.279ms (SLO: <22.000ms 📉 -12.4%) vs baseline: -1.4%

Memory: ✅ 38.433MB (SLO: <53.000MB 📉 -27.5%) vs baseline: +5.7%

🟡 tracer - 6/6

✅ large

Time: ✅ 33.058ms (SLO: <32.950ms +0.3%) vs baseline: -0.5%

Memory: ✅ 37.886MB (SLO: <39.250MB -3.5%) vs baseline: +6.6%

✅ medium

Time: ✅ 3.357ms (SLO: <3.500ms -4.1%) vs baseline: +0.4%

Memory: ✅ 36.274MB (SLO: <38.750MB -6.4%) vs baseline: +5.5%

✅ small

Time: ✅ 386.125µs (SLO: <390.000µs 🟡 -1.0%) vs baseline: +3.7%

Memory: ✅ 36.156MB (SLO: <38.750MB -6.7%) vs baseline: +4.7%

⚠️ Unstable Tests (2 suites)

⚠️

coreapiscenario - 10/10 (1 unstable)

⚠️ context_with_data_listeners

Time: ⚠️ 13.613µs (SLO: <20.000µs 📉 -31.9%) vs baseline: -0.7%

Memory: ✅ 36.255MB (SLO: <38.000MB -4.6%) vs baseline: +5.4%

✅ context_with_data_no_listeners

Time: ✅ 3.615µs (SLO: <10.000µs 📉 -63.8%) vs baseline: -0.5%

Memory: ✅ 36.255MB (SLO: <38.000MB -4.6%) vs baseline: +5.4%

✅ get_item_exists

Time: ✅ 0.587µs (SLO: <10.000µs 📉 -94.1%) vs baseline: +1.0%

Memory: ✅ 36.294MB (SLO: <38.000MB -4.5%) vs baseline: +5.4%

✅ get_item_missing

Time: ✅ 0.638µs (SLO: <10.000µs 📉 -93.6%) vs baseline: +0.4%

Memory: ✅ 36.274MB (SLO: <38.000MB -4.5%) vs baseline: +5.4%

✅ set_item

Time: ✅ 24.782µs (SLO: <30.000µs 📉 -17.4%) vs baseline: +1.1%

Memory: ✅ 36.215MB (SLO: <38.000MB -4.7%) vs baseline: +5.4%

⚠️

packagesupdateimporteddependencies - 24/24 (1 unstable)

✅ import_many

Time: ✅ 154.746µs (SLO: <170.000µs -9.0%) vs baseline: -0.8%

Memory: ✅ 41.283MB (SLO: <46.000MB 📉 -10.3%) vs baseline: +5.6%

✅ import_many_cached

Time: ✅ 120.912µs (SLO: <130.000µs -7.0%) vs baseline: ~same

Memory: ✅ 41.133MB (SLO: <46.000MB 📉 -10.6%) vs baseline: +5.3%

✅ import_many_stdlib

Time: ✅ 0.799ms (SLO: <1.750ms 📉 -54.3%) vs baseline: +0.3%

Memory: ✅ 41.183MB (SLO: <46.000MB 📉 -10.5%) vs baseline: +4.8%

⚠️ import_many_stdlib_cached

Time: ⚠️ 0.187ms (SLO: <1.100ms 📉 -83.0%) vs baseline: -0.2%

Memory: ✅ 41.591MB (SLO: <46.000MB -9.6%) vs baseline: +5.6%

✅ import_many_unknown

Time: ✅ 837.588µs (SLO: <890.000µs -5.9%) vs baseline: +1.4%

Memory: ✅ 41.316MB (SLO: <46.000MB 📉 -10.2%) vs baseline: +5.5%

✅ import_many_unknown_cached

Time: ✅ 796.555µs (SLO: <870.000µs -8.4%) vs baseline: +1.1%

Memory: ✅ 41.821MB (SLO: <46.000MB -9.1%) vs baseline: +5.9%

✅ import_one

Time: ✅ 19.822µs (SLO: <30.000µs 📉 -33.9%) vs baseline: ~same

Memory: ✅ 41.007MB (SLO: <46.000MB 📉 -10.9%) vs baseline: +4.2%

✅ import_one_cache

Time: ✅ 6.254µs (SLO: <10.000µs 📉 -37.5%) vs baseline: -1.0%

Memory: ✅ 41.281MB (SLO: <46.000MB 📉 -10.3%) vs baseline: +5.7%

✅ import_one_stdlib

Time: ✅ 18.709µs (SLO: <20.000µs -6.5%) vs baseline: ~same

Memory: ✅ 41.174MB (SLO: <46.000MB 📉 -10.5%) vs baseline: +5.4%

✅ import_one_stdlib_cache

Time: ✅ 6.340µs (SLO: <10.000µs 📉 -36.6%) vs baseline: +0.4%

Memory: ✅ 41.098MB (SLO: <46.000MB 📉 -10.7%) vs baseline: +5.2%

✅ import_one_unknown

Time: ✅ 45.313µs (SLO: <50.000µs -9.4%) vs baseline: -0.3%

Memory: ✅ 41.230MB (SLO: <46.000MB 📉 -10.4%) vs baseline: +5.2%

✅ import_one_unknown_cache

Time: ✅ 6.318µs (SLO: <10.000µs 📉 -36.8%) vs baseline: +0.7%

Memory: ✅ 41.180MB (SLO: <43.000MB -4.2%) vs baseline: +5.5%

✅ All Tests Passing (17 suites)

✅ codeprovenancefork - 2/2

✅ fork-10

Time: ✅ 2.184s (SLO: <2.300s -5.1%) vs baseline: +2.7%

Memory: ✅ 17.419MB (SLO: <20.000MB 📉 -12.9%) vs baseline: +5.0%

✅ errortrackingdjangosimple - 6/6

✅ errortracking-enabled-all

Time: ✅ 17.370ms (SLO: <19.850ms 📉 -12.5%) vs baseline: +6.6%

Memory: ✅ 70.650MB (SLO: <75.000MB -5.8%) vs baseline: +7.9%

✅ errortracking-enabled-user

Time: ✅ 17.402ms (SLO: <19.400ms 📉 -10.3%) vs baseline: +6.8%

Memory: ✅ 70.632MB (SLO: <75.000MB -5.8%) vs baseline: +7.8%

✅ tracer-enabled

Time: ✅ 17.416ms (SLO: <19.450ms 📉 -10.5%) vs baseline: +7.1%

Memory: ✅ 70.666MB (SLO: <75.000MB -5.8%) vs baseline: +7.8%

✅ errortrackingflasksqli - 6/6

✅ errortracking-enabled-all

Time: ✅ 2.122ms (SLO: <2.300ms -7.7%) vs baseline: +0.2%

Memory: ✅ 58.051MB (SLO: <60.000MB -3.2%) vs baseline: +8.2%

✅ errortracking-enabled-user

Time: ✅ 2.126ms (SLO: <2.250ms -5.5%) vs baseline: +0.2%

Memory: ✅ 58.096MB (SLO: <60.000MB -3.2%) vs baseline: +8.3%

✅ tracer-enabled

Time: ✅ 2.117ms (SLO: <2.300ms -7.9%) vs baseline: +0.2%

Memory: ✅ 58.126MB (SLO: <60.000MB -3.1%) vs baseline: +8.3%

✅ flasksimple - 18/18

✅ appsec-get

Time: ✅ 3.415ms (SLO: <4.750ms 📉 -28.1%) vs baseline: ~same

Memory: ✅ 58.534MB (SLO: <66.500MB 📉 -12.0%) vs baseline: +9.2%

✅ appsec-post

Time: ✅ 2.909ms (SLO: <6.750ms 📉 -56.9%) vs baseline: +0.1%

Memory: ✅ 58.555MB (SLO: <66.500MB 📉 -11.9%) vs baseline: +9.2%

✅ appsec-telemetry

Time: ✅ 3.437ms (SLO: <4.750ms 📉 -27.6%) vs baseline: +1.1%

Memory: ✅ 58.491MB (SLO: <66.500MB 📉 -12.0%) vs baseline: +8.9%

✅ debugger

Time: ✅ 1.883ms (SLO: <2.000ms -5.8%) vs baseline: ~same

Memory: ✅ 49.383MB (SLO: <51.500MB -4.1%) vs baseline: +6.0%

✅ iast-get

Time: ✅ 1.871ms (SLO: <2.000ms -6.4%) vs baseline: ~same

Memory: ✅ 46.101MB (SLO: <49.000MB -5.9%) vs baseline: +6.0%

✅ profiler

Time: ✅ 1.908ms (SLO: <2.100ms -9.1%) vs baseline: -0.3%

Memory: ✅ 51.980MB (SLO: <53.500MB -2.8%) vs baseline: +5.6%

✅ resource-renaming

Time: ✅ 3.380ms (SLO: <3.650ms -7.4%) vs baseline: -0.1%

Memory: ✅ 58.531MB (SLO: <60.000MB -2.4%) vs baseline: +9.2%

✅ tracer

Time: ✅ 3.396ms (SLO: <3.650ms -6.9%) vs baseline: -0.2%

Memory: ✅ 58.568MB (SLO: <60.000MB -2.4%) vs baseline: +9.3%

✅ tracer-native

Time: ✅ 3.409ms (SLO: <3.650ms -6.6%) vs baseline: +0.4%

Memory: ✅ 58.515MB (SLO: <60.000MB -2.5%) vs baseline: +8.9%

✅ flasksqli - 6/6

✅ appsec-enabled

Time: ✅ 2.119ms (SLO: <4.200ms 📉 -49.5%) vs baseline: +0.5%

Memory: ✅ 58.268MB (SLO: <66.000MB 📉 -11.7%) vs baseline: +8.7%

✅ iast-enabled

Time: ✅ 2.127ms (SLO: <2.800ms 📉 -24.0%) vs baseline: +0.8%

Memory: ✅ 58.301MB (SLO: <62.500MB -6.7%) vs baseline: +8.7%

✅ tracer-enabled

Time: ✅ 2.111ms (SLO: <2.250ms -6.2%) vs baseline: ~same

Memory: ✅ 58.298MB (SLO: <60.000MB -2.8%) vs baseline: +8.6%

✅ forktime - 4/4

✅ baseline

Time: ✅ 1.933ms (SLO: <3.000ms 📉 -35.6%) vs baseline: +3.9%

Memory: ✅ 29.216MB (SLO: <33.000MB 📉 -11.5%) vs baseline: +4.5%

✅ configured

Time: ✅ 9.155ms (SLO: <13.000ms 📉 -29.6%) vs baseline: +7.0%

Memory: ✅ 58.366MB (SLO: <60.000MB -2.7%) vs baseline: +9.2%

✅ httppropagationextract - 60/60

✅ all_styles_all_headers

Time: ✅ 81.111µs (SLO: <100.000µs 📉 -18.9%) vs baseline: +5.3%

Memory: ✅ 36.372MB (SLO: <38.000MB -4.3%) vs baseline: +5.5%

✅ b3_headers

Time: ✅ 12.933µs (SLO: <20.000µs 📉 -35.3%) vs baseline: +1.4%

Memory: ✅ 36.235MB (SLO: <38.000MB -4.6%) vs baseline: +5.1%

✅ b3_single_headers

Time: ✅ 11.966µs (SLO: <20.000µs 📉 -40.2%) vs baseline: +0.7%

Memory: ✅ 36.274MB (SLO: <38.000MB -4.5%) vs baseline: +5.4%

✅ datadog_tracecontext_tracestate_not_propagated_on_trace_id_no_match

Time: ✅ 60.999µs (SLO: <80.000µs 📉 -23.8%) vs baseline: +0.6%

Memory: ✅ 36.255MB (SLO: <38.000MB -4.6%) vs baseline: +5.4%

✅ datadog_tracecontext_tracestate_propagated_on_trace_id_match

Time: ✅ 64.156µs (SLO: <80.000µs 📉 -19.8%) vs baseline: +0.9%

Memory: ✅ 36.294MB (SLO: <38.000MB -4.5%) vs baseline: +5.4%

✅ empty_headers

Time: ✅ 1.299µs (SLO: <10.000µs 📉 -87.0%) vs baseline: -0.5%

Memory: ✅ 36.255MB (SLO: <38.000MB -4.6%) vs baseline: +5.2%

✅ full_t_id_datadog_headers

Time: ✅ 21.638µs (SLO: <30.000µs 📉 -27.9%) vs baseline: +0.6%

Memory: ✅ 36.215MB (SLO: <38.000MB -4.7%) vs baseline: +5.1%

✅ invalid_priority_header

Time: ✅ 5.943µs (SLO: <10.000µs 📉 -40.6%) vs baseline: +0.6%

Memory: ✅ 36.313MB (SLO: <38.000MB -4.4%) vs baseline: +5.3%

✅ invalid_span_id_header

Time: ✅ 5.927µs (SLO: <10.000µs 📉 -40.7%) vs baseline: +0.5%

Memory: ✅ 36.255MB (SLO: <38.000MB -4.6%) vs baseline: +5.0%

✅ invalid_tags_header

Time: ✅ 5.894µs (SLO: <10.000µs 📉 -41.1%) vs baseline: -0.8%

Memory: ✅ 36.235MB (SLO: <38.000MB -4.6%) vs baseline: +5.1%

✅ invalid_trace_id_header

Time: ✅ 5.938µs (SLO: <10.000µs 📉 -40.6%) vs baseline: +0.3%

Memory: ✅ 36.255MB (SLO: <38.000MB -4.6%) vs baseline: +5.1%

✅ large_header_no_matches

Time: ✅ 27.114µs (SLO: <30.000µs -9.6%) vs baseline: +0.5%

Memory: ✅ 36.274MB (SLO: <38.000MB -4.5%) vs baseline: +5.2%

✅ large_valid_headers_all

Time: ✅ 28.116µs (SLO: <40.000µs 📉 -29.7%) vs baseline: -0.2%

Memory: ✅ 36.255MB (SLO: <38.000MB -4.6%) vs baseline: +5.2%

✅ medium_header_no_matches

Time: ✅ 9.215µs (SLO: <20.000µs 📉 -53.9%) vs baseline: ~same

Memory: ✅ 36.353MB (SLO: <38.000MB -4.3%) vs baseline: +5.6%

✅ medium_valid_headers_all

Time: ✅ 10.690µs (SLO: <20.000µs 📉 -46.5%) vs baseline: +0.3%

Memory: ✅ 36.235MB (SLO: <38.000MB -4.6%) vs baseline: +5.2%

✅ none_propagation_style

Time: ✅ 1.399µs (SLO: <10.000µs 📉 -86.0%) vs baseline: +0.2%

Memory: ✅ 36.255MB (SLO: <38.000MB -4.6%) vs baseline: +5.2%

✅ tracecontext_headers

Time: ✅ 32.883µs (SLO: <40.000µs 📉 -17.8%) vs baseline: -0.3%

Memory: ✅ 36.255MB (SLO: <38.000MB -4.6%) vs baseline: +5.1%

✅ valid_headers_all

Time: ✅ 5.912µs (SLO: <10.000µs 📉 -40.9%) vs baseline: +0.4%

Memory: ✅ 36.294MB (SLO: <38.000MB -4.5%) vs baseline: +5.0%

✅ valid_headers_basic

Time: ✅ 5.502µs (SLO: <10.000µs 📉 -45.0%) vs baseline: +0.4%

Memory: ✅ 36.255MB (SLO: <38.000MB -4.6%) vs baseline: +5.1%

✅ wsgi_empty_headers

Time: ✅ 1.290µs (SLO: <10.000µs 📉 -87.1%) vs baseline: -1.1%

Memory: ✅ 36.353MB (SLO: <38.000MB -4.3%) vs baseline: +5.5%

✅ wsgi_invalid_priority_header

Time: ✅ 5.984µs (SLO: <10.000µs 📉 -40.2%) vs baseline: +0.6%

Memory: ✅ 36.274MB (SLO: <38.000MB -4.5%) vs baseline: +5.1%

✅ wsgi_invalid_span_id_header

Time: ✅ 1.309µs (SLO: <10.000µs 📉 -86.9%) vs baseline: +0.5%

Memory: ✅ 36.353MB (SLO: <38.000MB -4.3%) vs baseline: +5.7%

✅ wsgi_invalid_tags_header

Time: ✅ 5.983µs (SLO: <10.000µs 📉 -40.2%) vs baseline: +1.0%

Memory: ✅ 36.255MB (SLO: <38.000MB -4.6%) vs baseline: +5.3%

✅ wsgi_invalid_trace_id_header

Time: ✅ 5.956µs (SLO: <10.000µs 📉 -40.4%) vs baseline: -0.2%

Memory: ✅ 36.294MB (SLO: <38.000MB -4.5%) vs baseline: +5.2%

✅ wsgi_large_header_no_matches

Time: ✅ 28.299µs (SLO: <40.000µs 📉 -29.3%) vs baseline: +0.4%

Memory: ✅ 36.294MB (SLO: <38.000MB -4.5%) vs baseline: +5.3%

✅ wsgi_large_valid_headers_all

Time: ✅ 29.277µs (SLO: <40.000µs 📉 -26.8%) vs baseline: -0.2%

Memory: ✅ 36.274MB (SLO: <38.000MB -4.5%) vs baseline: +5.1%

✅ wsgi_medium_header_no_matches

Time: ✅ 9.517µs (SLO: <20.000µs 📉 -52.4%) vs baseline: +0.8%

Memory: ✅ 36.294MB (SLO: <38.000MB -4.5%) vs baseline: +5.5%

✅ wsgi_medium_valid_headers_all

Time: ✅ 11.050µs (SLO: <20.000µs 📉 -44.7%) vs baseline: +0.6%

Memory: ✅ 36.255MB (SLO: <38.000MB -4.6%) vs baseline: +5.1%

✅ wsgi_valid_headers_all

Time: ✅ 6.002µs (SLO: <10.000µs 📉 -40.0%) vs baseline: +0.6%

Memory: ✅ 36.294MB (SLO: <38.000MB -4.5%) vs baseline: +5.3%

✅ wsgi_valid_headers_basic

Time: ✅ 5.522µs (SLO: <10.000µs 📉 -44.8%) vs baseline: +0.6%

Memory: ✅ 36.196MB (SLO: <38.000MB -4.7%) vs baseline: +5.0%

✅ httppropagationinject - 16/16

✅ ids_only

Time: ✅ 20.842µs (SLO: <30.000µs 📉 -30.5%) vs baseline: +4.1%

Memory: ✅ 36.294MB (SLO: <38.000MB -4.5%) vs baseline: +5.2%

✅ with_all

Time: ✅ 27.092µs (SLO: <40.000µs 📉 -32.3%) vs baseline: +0.3%

Memory: ✅ 36.412MB (SLO: <38.000MB -4.2%) vs baseline: +5.8%

✅ with_dd_origin

Time: ✅ 23.945µs (SLO: <30.000µs 📉 -20.2%) vs baseline: -0.2%

Memory: ✅ 36.274MB (SLO: <38.000MB -4.5%) vs baseline: +5.0%

✅ with_priority_and_origin

Time: ✅ 23.271µs (SLO: <40.000µs 📉 -41.8%) vs baseline: -0.3%

Memory: ✅ 36.294MB (SLO: <38.000MB -4.5%) vs baseline: +5.4%

✅ with_sampling_priority

Time: ✅ 20.196µs (SLO: <30.000µs 📉 -32.7%) vs baseline: +0.5%

Memory: ✅ 36.274MB (SLO: <38.000MB -4.5%) vs baseline: +5.2%

✅ with_tags

Time: ✅ 24.975µs (SLO: <40.000µs 📉 -37.6%) vs baseline: -0.8%

Memory: ✅ 36.196MB (SLO: <38.000MB -4.7%) vs baseline: +5.0%

✅ with_tags_invalid

Time: ✅ 26.611µs (SLO: <40.000µs 📉 -33.5%) vs baseline: ~same

Memory: ✅ 36.215MB (SLO: <38.000MB -4.7%) vs baseline: +5.0%

✅ with_tags_max_size

Time: ✅ 25.589µs (SLO: <40.000µs 📉 -36.0%) vs baseline: ~same

Memory: ✅ 36.255MB (SLO: <38.000MB -4.6%) vs baseline: +5.0%

✅ iastaspectssplit - 12/12

✅ rsplit_aspect

Time: ✅ 166.814µs (SLO: <250.000µs 📉 -33.3%) vs baseline: +7.6%

Memory: ✅ 43.849MB (SLO: <46.000MB -4.7%) vs baseline: +5.6%

✅ rsplit_noaspect

Time: ✅ 167.468µs (SLO: <250.000µs 📉 -33.0%) vs baseline: +3.7%

Memory: ✅ 43.743MB (SLO: <46.000MB -4.9%) vs baseline: +5.2%

✅ split_aspect

Time: ✅ 155.232µs (SLO: <250.000µs 📉 -37.9%) vs baseline: +0.9%

Memory: ✅ 43.795MB (SLO: <46.000MB -4.8%) vs baseline: +5.3%

✅ split_noaspect

Time: ✅ 161.297µs (SLO: <250.000µs 📉 -35.5%) vs baseline: +0.3%

Memory: ✅ 43.995MB (SLO: <46.000MB -4.4%) vs baseline: +6.1%

✅ splitlines_aspect

Time: ✅ 147.103µs (SLO: <250.000µs 📉 -41.2%) vs baseline: -0.5%

Memory: ✅ 43.851MB (SLO: <46.000MB -4.7%) vs baseline: +5.1%

✅ splitlines_noaspect

Time: ✅ 153.911µs (SLO: <250.000µs 📉 -38.4%) vs baseline: +1.0%

Memory: ✅ 43.897MB (SLO: <46.000MB -4.6%) vs baseline: +5.5%

✅ iastpropagation - 8/8

✅ no-propagation

Time: ✅ 48.157µs (SLO: <60.000µs 📉 -19.7%) vs baseline: ~same

Memory: ✅ 39.970MB (SLO: <42.000MB -4.8%) vs baseline: +5.1%

✅ propagation_enabled

Time: ✅ 135.109µs (SLO: <190.000µs 📉 -28.9%) vs baseline: +0.7%

Memory: ✅ 39.951MB (SLO: <42.000MB -4.9%) vs baseline: +5.1%

✅ propagation_enabled_100

Time: ✅ 1.560ms (SLO: <2.300ms 📉 -32.2%) vs baseline: +0.7%

Memory: ✅ 40.010MB (SLO: <42.000MB -4.7%) vs baseline: +5.3%

✅ propagation_enabled_1000

Time: ✅ 28.905ms (SLO: <34.550ms 📉 -16.3%) vs baseline: -0.2%

Memory: ✅ 40.010MB (SLO: <42.000MB -4.7%) vs baseline: +5.4%

✅ otelsdkspan - 24/24

✅ add-event

Time: ✅ 40.592ms (SLO: <42.000ms -3.4%) vs baseline: ~same

Memory: ✅ 38.987MB (SLO: <40.750MB -4.3%) vs baseline: +5.7%

✅ add-link

Time: ✅ 36.578ms (SLO: <38.550ms -5.1%) vs baseline: ~same

Memory: ✅ 38.909MB (SLO: <40.750MB -4.5%) vs baseline: +5.8%

✅ add-metrics

Time: ✅ 218.264ms (SLO: <232.000ms -5.9%) vs baseline: -0.8%

Memory: ✅ 38.968MB (SLO: <40.750MB -4.4%) vs baseline: +6.1%

✅ add-tags

Time: ✅ 211.074ms (SLO: <221.600ms -4.7%) vs baseline: -0.2%

Memory: ✅ 39.027MB (SLO: <40.750MB -4.2%) vs baseline: +6.1%

✅ get-context

Time: ✅ 29.022ms (SLO: <31.300ms -7.3%) vs baseline: -0.9%

Memory: ✅ 39.007MB (SLO: <40.750MB -4.3%) vs baseline: +6.4%

✅ is-recording

Time: ✅ 29.059ms (SLO: <31.000ms -6.3%) vs baseline: -0.1%

Memory: ✅ 39.046MB (SLO: <40.750MB -4.2%) vs baseline: +6.1%

✅ record-exception

Time: ✅ 63.553ms (SLO: <65.850ms -3.5%) vs baseline: +0.2%

Memory: ✅ 38.948MB (SLO: <40.750MB -4.4%) vs baseline: +5.9%

✅ set-status

Time: ✅ 32.113ms (SLO: <34.150ms -6.0%) vs baseline: -0.3%

Memory: ✅ 39.027MB (SLO: <40.750MB -4.2%) vs baseline: +6.4%

✅ start

Time: ✅ 29.331ms (SLO: <30.150ms -2.7%) vs baseline: +1.7%

Memory: ✅ 39.066MB (SLO: <40.750MB -4.1%) vs baseline: +6.4%

✅ start-finish

Time: ✅ 34.045ms (SLO: <35.350ms -3.7%) vs baseline: ~same

Memory: ✅ 39.066MB (SLO: <40.750MB -4.1%) vs baseline: +6.2%

✅ start-finish-telemetry

Time: ✅ 34.104ms (SLO: <35.450ms -3.8%) vs baseline: ~same

Memory: ✅ 39.007MB (SLO: <40.750MB -4.3%) vs baseline: +6.4%

✅ update-name

Time: ✅ 31.322ms (SLO: <33.400ms -6.2%) vs baseline: +0.3%

Memory: ✅ 38.987MB (SLO: <40.750MB -4.3%) vs baseline: +6.1%

✅ packagespackageforrootmodulemapping - 4/4

✅ cache_off

Time: ✅ 346.443ms (SLO: <354.300ms -2.2%) vs baseline: ~same

Memory: ✅ 42.400MB (SLO: <46.000MB -7.8%) vs baseline: +5.8%

✅ cache_on

Time: ✅ 0.384µs (SLO: <10.000µs 📉 -96.2%) vs baseline: +0.5%

Memory: ✅ 41.776MB (SLO: <46.000MB -9.2%) vs baseline: +5.9%

✅ rand - 2/2

✅ rand128bits

Time: ✅ 0.182µs (SLO: <21.000µs 📉 -99.1%) vs baseline: -1.6%

✅ rand64bits

Time: ✅ 0.123µs (SLO: <15.000µs 📉 -99.2%) vs baseline: +3.7%

✅ ratelimiter - 10/10

✅ defaults

Time: ✅ 2.350µs (SLO: <10.000µs 📉 -76.5%) vs baseline: +0.5%

Memory: ✅ 36.530MB (SLO: <38.000MB -3.9%) vs baseline: +6.3%

✅ high_rate_limit

Time: ✅ 2.402µs (SLO: <10.000µs 📉 -76.0%) vs baseline: -0.2%

✅ long_window

Time: ✅ 2.356µs (SLO: <10.000µs 📉 -76.4%) vs baseline: ~same

✅ low_rate_limit

Time: ✅ 2.371µs (SLO: <10.000µs 📉 -76.3%) vs baseline: +0.3%

Memory: ✅ 36.549MB (SLO: <38.000MB -3.8%) vs baseline: +6.2%

✅ no_rate_limit

Time: ✅ 0.833µs (SLO: <10.000µs 📉 -91.7%) vs baseline: +0.5%

Memory: ✅ 36.530MB (SLO: <38.000MB -3.9%) vs baseline: +6.2%

✅ short_window

Time: ✅ 2.495µs (SLO: <10.000µs 📉 -75.0%) vs baseline: +0.4%

Memory: ✅ 36.530MB (SLO: <38.000MB -3.9%) vs baseline: +6.3%

✅ samplingrules - 8/8

✅ average_match

Time: ✅ 168.830µs (SLO: <300.000µs 📉 -43.7%) vs baseline: -0.1%

Memory: ✅ 36.196MB (SLO: <38.000MB -4.7%) vs baseline: +5.0%

✅ high_match

Time: ✅ 215.092µs (SLO: <480.000µs 📉 -55.2%) vs baseline: -0.6%

Memory: ✅ 36.176MB (SLO: <38.000MB -4.8%) vs baseline: +5.3%

✅ low_match

Time: ✅ 120.116µs (SLO: <130.000µs -7.6%) vs baseline: +2.1%

Memory: ✅ 701.574MB (SLO: <780.000MB 📉 -10.1%) vs baseline: +4.9%

✅ very_low_match

Time: ✅ 3.120ms (SLO: <9.000ms 📉 -65.3%) vs baseline: ~same

Memory: ✅ 78.662MB (SLO: <85.000MB -7.5%) vs baseline: +5.0%

✅ sethttpmeta - 32/32

✅ all-disabled

Time: ✅ 10.592µs (SLO: <20.000µs 📉 -47.0%) vs baseline: -0.4%

Memory: ✅ 37.159MB (SLO: <38.750MB -4.1%) vs baseline: +5.5%

✅ all-enabled

Time: ✅ 39.704µs (SLO: <50.000µs 📉 -20.6%) vs baseline: +1.1%

Memory: ✅ 37.061MB (SLO: <38.750MB -4.4%) vs baseline: +5.0%

✅ collectipvariant_exists

Time: ✅ 39.552µs (SLO: <50.000µs 📉 -20.9%) vs baseline: -1.0%

Memory: ✅ 37.041MB (SLO: <38.750MB -4.4%) vs baseline: +5.4%

✅ no-collectipvariant

Time: ✅ 38.759µs (SLO: <50.000µs 📉 -22.5%) vs baseline: -1.5%

Memory: ✅ 37.100MB (SLO: <38.750MB -4.3%) vs baseline: +5.2%

✅ no-useragentvariant

Time: ✅ 37.886µs (SLO: <50.000µs 📉 -24.2%) vs baseline: +0.2%

Memory: ✅ 37.356MB (SLO: <38.750MB -3.6%) vs baseline: +6.0%

✅ obfuscation-no-query

Time: ✅ 39.506µs (SLO: <50.000µs 📉 -21.0%) vs baseline: -0.5%

Memory: ✅ 37.218MB (SLO: <38.750MB -4.0%) vs baseline: +5.5%

✅ obfuscation-regular-case-explicit-query

Time: ✅ 75.607µs (SLO: <90.000µs 📉 -16.0%) vs baseline: -0.4%

Memory: ✅ 37.454MB (SLO: <38.750MB -3.3%) vs baseline: +6.1%

✅ obfuscation-regular-case-implicit-query

Time: ✅ 76.289µs (SLO: <90.000µs 📉 -15.2%) vs baseline: -0.7%

Memory: ✅ 37.513MB (SLO: <38.750MB -3.2%) vs baseline: +6.4%

✅ obfuscation-send-querystring-disabled

Time: ✅ 154.501µs (SLO: <170.000µs -9.1%) vs baseline: -0.2%

Memory: ✅ 37.513MB (SLO: <38.750MB -3.2%) vs baseline: +5.3%

✅ obfuscation-worst-case-explicit-query

Time: ✅ 148.714µs (SLO: <160.000µs -7.1%) vs baseline: -0.2%

Memory: ✅ 37.434MB (SLO: <38.750MB -3.4%) vs baseline: +5.3%

✅ obfuscation-worst-case-implicit-query

Time: ✅ 155.402µs (SLO: <170.000µs -8.6%) vs baseline: ~same

Memory: ✅ 37.395MB (SLO: <38.750MB -3.5%) vs baseline: +4.9%

✅ useragentvariant_exists_1

Time: ✅ 38.425µs (SLO: <50.000µs 📉 -23.2%) vs baseline: -0.2%

Memory: ✅ 37.061MB (SLO: <38.750MB -4.4%) vs baseline: +5.2%

✅ useragentvariant_exists_2

Time: ✅ 39.455µs (SLO: <50.000µs 📉 -21.1%) vs baseline: -0.4%

Memory: ✅ 37.257MB (SLO: <38.750MB -3.9%) vs baseline: +5.8%

✅ useragentvariant_exists_3

Time: ✅ 38.869µs (SLO: <50.000µs 📉 -22.3%) vs baseline: -0.6%

Memory: ✅ 37.159MB (SLO: <38.750MB -4.1%) vs baseline: +5.6%

✅ useragentvariant_not_exists_1

Time: ✅ 38.619µs (SLO: <50.000µs 📉 -22.8%) vs baseline: +0.2%

Memory: ✅ 37.100MB (SLO: <38.750MB -4.3%) vs baseline: +5.4%

✅ useragentvariant_not_exists_2

Time: ✅ 38.489µs (SLO: <50.000µs 📉 -23.0%) vs baseline: -0.2%

Memory: ✅ 37.218MB (SLO: <38.750MB -4.0%) vs baseline: +5.9%

✅ telemetryaddmetric - 30/30

✅ 1-count-metric-1-times

Time: ✅ 2.283µs (SLO: <20.000µs 📉 -88.6%) vs baseline: +8.0%

Memory: ✅ 36.235MB (SLO: <38.000MB -4.6%) vs baseline: +5.4%

✅ 1-count-metrics-100-times

Time: ✅ 153.049µs (SLO: <220.000µs 📉 -30.4%) vs baseline: -0.3%

Memory: ✅ 36.235MB (SLO: <38.000MB -4.6%) vs baseline: +5.3%

✅ 1-distribution-metric-1-times

Time: ✅ 2.387µs (SLO: <20.000µs 📉 -88.1%) vs baseline: -3.4%

Memory: ✅ 36.255MB (SLO: <38.000MB -4.6%) vs baseline: +5.4%

✅ 1-distribution-metrics-100-times

Time: ✅ 164.257µs (SLO: <230.000µs 📉 -28.6%) vs baseline: -1.1%

Memory: ✅ 36.235MB (SLO: <38.000MB -4.6%) vs baseline: +5.4%

✅ 1-gauge-metric-1-times

Time: ✅ 1.958µs (SLO: <20.000µs 📉 -90.2%) vs baseline: -2.4%

Memory: ✅ 36.274MB (SLO: <38.000MB -4.5%) vs baseline: +5.1%

✅ 1-gauge-metrics-100-times

Time: ✅ 136.157µs (SLO: <150.000µs -9.2%) vs baseline: -0.3%

Memory: ✅ 36.255MB (SLO: <38.000MB -4.6%) vs baseline: +5.2%

✅ 1-rate-metric-1-times

Time: ✅ 2.261µs (SLO: <20.000µs 📉 -88.7%) vs baseline: +0.8%

Memory: ✅ 36.215MB (SLO: <38.000MB -4.7%) vs baseline: +5.4%

✅ 1-rate-metrics-100-times

Time: ✅ 168.948µs (SLO: <250.000µs 📉 -32.4%) vs baseline: +1.5%

Memory: ✅ 36.235MB (SLO: <38.000MB -4.6%) vs baseline: +5.5%

✅ 100-count-metrics-100-times

Time: ✅ 15.422ms (SLO: <22.000ms 📉 -29.9%) vs baseline: +0.7%

Memory: ✅ 36.294MB (SLO: <38.000MB -4.5%) vs baseline: +5.7%

✅ 100-distribution-metrics-100-times

Time: ✅ 1.736ms (SLO: <2.550ms 📉 -31.9%) vs baseline: -1.9%

Memory: ✅ 36.137MB (SLO: <38.000MB -4.9%) vs baseline: +4.8%

✅ 100-gauge-metrics-100-times

Time: ✅ 1.412ms (SLO: <1.550ms -8.9%) vs baseline: -0.9%

Memory: ✅ 36.235MB (SLO: <38.000MB -4.6%) vs baseline: +5.5%

✅ 100-rate-metrics-100-times

Time: ✅ 1.748ms (SLO: <2.550ms 📉 -31.5%) vs baseline: +1.6%

Memory: ✅ 36.235MB (SLO: <38.000MB -4.6%) vs baseline: +5.3%

✅ flush-1-metric

Time: ✅ 3.608µs (SLO: <20.000µs 📉 -82.0%) vs baseline: +2.2%

Memory: ✅ 36.648MB (SLO: <38.000MB -3.6%) vs baseline: +6.5%

✅ flush-100-metrics

Time: ✅ 174.774µs (SLO: <250.000µs 📉 -30.1%) vs baseline: ~same

Memory: ✅ 36.628MB (SLO: <38.000MB -3.6%) vs baseline: +6.4%

✅ flush-1000-metrics

Time: ✅ 2.188ms (SLO: <2.500ms 📉 -12.5%) vs baseline: -0.9%

Memory: ✅ 37.021MB (SLO: <38.750MB -4.5%) vs baseline: +5.2%

ℹ️ Scenarios Missing SLO Configuration (46 scenarios)

The following scenarios exist in candidate data but have no SLO thresholds configured:

coreapiscenario-core_dispatch_listeners
coreapiscenario-core_dispatch_no_listeners
coreapiscenario-core_dispatch_with_results_listeners
coreapiscenario-core_dispatch_with_results_no_listeners
djangosimple-baseline
errortrackingdjangosimple-baseline
errortrackingflasksqli-baseline
flasksimple-baseline
flasksqli-baseline
iast_aspects-re_expand_aspect
iast_aspects-re_expand_noaspect
iast_aspects-re_findall_aspect
iast_aspects-re_findall_noaspect
iast_aspects-re_finditer_aspect
iast_aspects-re_finditer_noaspect
iast_aspects-re_fullmatch_aspect
iast_aspects-re_fullmatch_noaspect
iast_aspects-re_group_aspect
iast_aspects-re_group_noaspect
iast_aspects-re_groups_aspect
iast_aspects-re_groups_noaspect
iast_aspects-re_match_aspect
iast_aspects-re_match_noaspect
iast_aspects-re_search_aspect
iast_aspects-re_search_noaspect
iast_aspects-re_sub_aspect
iast_aspects-re_sub_noaspect
iast_aspects-re_subn_aspect
iast_aspects-re_subn_noaspect
sethttpmeta-obfuscation-disabled
startup-baseline
startup-baseline_django
startup-baseline_flask
startup-ddtrace_run
startup-ddtrace_run_appsec
startup-ddtrace_run_profiling
startup-ddtrace_run_runtime_metrics
startup-ddtrace_run_send_span
startup-ddtrace_run_telemetry_disabled
startup-ddtrace_run_telemetry_enabled
startup-import_ddtrace
startup-import_ddtrace_auto
startup-import_ddtrace_auto_django
startup-import_ddtrace_auto_flask
startup-import_ddtrace_django
startup-import_ddtrace_flask

ddtrace/llmobs/_product.py

tests/llmobs/test_llmobs_rc.py

ZStriker19

Looks good, just left a couple comments.

ddtrace/llmobs/_product.py

ncybul

Just a few comments but overall LGTM!

ddtrace/llmobs/_llmobs.py

tests/llmobs/test_llmobs_rc.py

ddtrace/llmobs/_product.py

ddtrace/bootstrap/preload.py

mabdinur · 2026-04-10T02:27:59Z

Blocked by: DataDog/system-tests#6719

mabdinur · 2026-04-10T13:45:16Z

/merge

gh-worker-devflow-routing-ef8351 · 2026-04-10T13:45:20Z

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mabdinur force-pushed the munir/llm-rc-support branch from 48f6699 to 4776fdc Compare March 31, 2026 22:27

mabdinur changed the title ~~feat: Add RC support for enabling LLMO~~ feat: add RC support for enabling LLMO Apr 1, 2026

mabdinur force-pushed the munir/llm-rc-support branch 2 times, most recently from 9128420 to 09485da Compare April 1, 2026 15:22

mabdinur force-pushed the munir/llm-rc-support branch from f4f043a to 0941dd2 Compare April 6, 2026 01:26

mabdinur mentioned this pull request Apr 6, 2026

telemetry: allowlist llmobs_oneclick_supported DataDog/system-tests#6691

Merged

5 tasks

mabdinur commented Apr 7, 2026

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mabdinur changed the base branch from main to munir/fix-llmobs-reset-tracing April 7, 2026 20:58

mabdinur force-pushed the munir/llm-rc-support branch from 620dc3e to 767e2cf Compare April 7, 2026 20:59

mabdinur requested a review from Yun-Kim April 7, 2026 20:59

mabdinur marked this pull request as ready for review April 7, 2026 20:59

mabdinur requested review from a team as code owners April 7, 2026 20:59

mabdinur requested review from emmettbutler and rachelyangdog and removed request for a team April 7, 2026 20:59

mabdinur commented Apr 7, 2026

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KowalskiThomas approved these changes Apr 8, 2026

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mabdinur commented Apr 8, 2026

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mabdinur commented Apr 8, 2026

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ZStriker19 reviewed Apr 8, 2026

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mabdinur force-pushed the munir/llm-rc-support branch from a9d9dd1 to fc801f2 Compare April 9, 2026 17:07

mabdinur requested review from a team as code owners April 9, 2026 17:07

mabdinur requested review from dubloom and taegyunkim and removed request for a team April 9, 2026 17:07

mabdinur changed the base branch from munir/fix-llmobs-reset-tracing to main April 9, 2026 17:07

ncybul approved these changes Apr 9, 2026

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mabdinur added 2 commits April 9, 2026 13:26

fix stlib test

9471baa

fix failing stdlib test

e1d7c40

emmettbutler approved these changes Apr 9, 2026

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mabdinur added 3 commits April 9, 2026 16:02

inline asyncio as well

cbaf6b1

Merge branch 'main' into munir/llm-rc-support

d3dbc3f

lint and clean up experiments

d50872a

mabdinur force-pushed the munir/llm-rc-support branch from d31fa4b to d50872a Compare April 9, 2026 21:42

mabdinur added 2 commits April 9, 2026 17:56

fix asyncio failures

5002d86

fmt

0f19216

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mabdinur added 2 commits April 9, 2026 22:28

Merge branch 'main' into munir/llm-rc-support

73ce70e

update system test ref

7e130b7

mabdinur added 3 commits April 10, 2026 09:47

Merge branch 'main' into munir/llm-rc-support

b8b2537

Merge branch 'main' into munir/llm-rc-support

e5e4d18

bump startup slos to account for the new product being loaded on startup

d0c9a96

gh-worker-dd-mergequeue-cf854d bot merged commit 373fac2 into main Apr 10, 2026
1124 checks passed

gh-worker-dd-mergequeue-cf854d bot deleted the munir/llm-rc-support branch April 10, 2026 20:31

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mabdinur commented Mar 31, 2026 • edited Loading Uh oh! There was an error while loading. Please reload this page.

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Description

Testing

Risks

Additional Notes

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Performance SLOs

✅ add_aspect

✅ add_inplace_aspect

✅ add_inplace_noaspect

✅ add_noaspect

✅ bytearray_aspect

✅ bytearray_extend_aspect

✅ bytearray_extend_noaspect

✅ bytearray_noaspect

✅ bytes_aspect

✅ bytes_noaspect

✅ bytesio_aspect

✅ bytesio_noaspect

✅ capitalize_aspect

✅ capitalize_noaspect

✅ casefold_aspect

✅ casefold_noaspect

✅ decode_aspect

✅ decode_noaspect

✅ encode_aspect

✅ encode_noaspect

✅ format_aspect

✅ format_map_aspect

✅ format_map_noaspect

✅ format_noaspect

✅ index_aspect

✅ index_noaspect

✅ join_aspect

✅ join_noaspect

✅ ljust_aspect

✅ ljust_noaspect

✅ lower_aspect

✅ lower_noaspect

✅ lstrip_aspect

✅ lstrip_noaspect

✅ modulo_aspect

✅ modulo_aspect_for_bytearray_bytearray

✅ modulo_aspect_for_bytes

✅ modulo_aspect_for_bytes_bytearray

✅ modulo_noaspect

✅ replace_aspect

✅ replace_noaspect

✅ repr_aspect

✅ repr_noaspect

✅ rstrip_aspect

✅ rstrip_noaspect

✅ slice_aspect

✅ slice_noaspect

✅ stringio_aspect

✅ stringio_noaspect

✅ strip_aspect

✅ strip_noaspect

✅ swapcase_aspect

✅ swapcase_noaspect

✅ title_aspect

✅ title_noaspect

✅ translate_aspect

✅ translate_noaspect

✅ upper_aspect

✅ upper_noaspect

✅ ospathbasename_aspect

✅ ospathbasename_noaspect

✅ ospathjoin_aspect

✅ ospathjoin_noaspect

✅ ospathnormcase_aspect

mabdinur commented Mar 31, 2026 •

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cit-pr-commenter-54b7da bot commented Mar 31, 2026 •

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pr-commenter bot commented Apr 3, 2026 •

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