feat(llmobs): emitting reasoning tokens metric for openai integration #15478

XG-xin · 2025-12-01T22:37:14Z

Description

Emit reasoning tokens metric, and remove it from metadata.
MLOB-4264

Testing

Risks

Additional Notes

github-actions · 2025-12-01T22:38:03Z

CODEOWNERS have been resolved as:

tests/contrib/openai/cassettes/v1/response_reasoning_tokens.yaml        @DataDog/ml-observability
ddtrace/llmobs/_constants.py                                            @DataDog/ml-observability
ddtrace/llmobs/_integrations/openai.py                                  @DataDog/ml-observability
ddtrace/llmobs/_integrations/utils.py                                   @DataDog/ml-observability
tests/contrib/openai/test_openai_llmobs.py                              @DataDog/ml-observability
tests/contrib/openai_agents/test_openai_agents_llmobs.py                @DataDog/ml-observability

github-actions · 2025-12-01T23:09:51Z

Bootstrap import analysis

Comparison of import times between this PR and base.

Summary

The average import time from this PR is: 247 ± 2 ms.

The average import time from base is: 251 ± 5 ms.

The import time difference between this PR and base is: -3.6 ± 0.2 ms.

Import time breakdown

The following import paths have shrunk:

ddtrace.auto 2.731 ms (1.11%)

ddtrace 1.367 ms (0.55%)

ddtrace._logger 0.684 ms (0.28%)

ddtrace.internal.telemetry 0.684 ms (0.28%)

ddtrace.internal.telemetry.writer 0.684 ms (0.28%)

ddtrace.internal.utils.version 0.684 ms (0.28%)

ddtrace.version 0.684 ms (0.28%)

ddtrace.internal._unpatched 0.030 ms (0.01%)

json 0.030 ms (0.01%)

json.decoder 0.030 ms (0.01%)

re 0.030 ms (0.01%)

enum 0.030 ms (0.01%)

types 0.030 ms (0.01%)

ddtrace.bootstrap.sitecustomize 1.364 ms (0.55%)

ddtrace.bootstrap.preload 1.364 ms (0.55%)

ddtrace.internal.remoteconfig.client 0.684 ms (0.28%)

pr-commenter · 2025-12-01T23:22:51Z

Performance SLOs

Comparing candidate xinyuan/add-resoning-tokens (4951688) with baseline main (9ab207c)

📈 Performance Regressions (3 suites)

📈 iastaspects - 118/118

✅ add_aspect

Time: ✅ 0.403µs (SLO: <10.000µs 📉 -96.0%) vs baseline: -0.1%

Memory: ✅ 40.243MB (SLO: <41.500MB -3.0%) vs baseline: +5.0%

✅ add_inplace_aspect

Time: ✅ 0.409µs (SLO: <10.000µs 📉 -95.9%) vs baseline: +0.7%

Memory: ✅ 40.166MB (SLO: <41.500MB -3.2%) vs baseline: +4.5%

✅ add_inplace_noaspect

Time: ✅ 0.314µs (SLO: <10.000µs 📉 -96.9%) vs baseline: -2.4%

Memory: ✅ 40.167MB (SLO: <41.500MB -3.2%) vs baseline: +4.3%

✅ add_noaspect

Time: ✅ 0.277µs (SLO: <10.000µs 📉 -97.2%) vs baseline: -0.4%

Memory: ✅ 40.104MB (SLO: <41.500MB -3.4%) vs baseline: +4.5%

✅ bytearray_aspect

Time: ✅ 1.361µs (SLO: <10.000µs 📉 -86.4%) vs baseline: -0.3%

Memory: ✅ 40.163MB (SLO: <41.500MB -3.2%) vs baseline: +4.9%

✅ bytearray_extend_aspect

Time: ✅ 1.509µs (SLO: <10.000µs 📉 -84.9%) vs baseline: -0.3%

Memory: ✅ 40.226MB (SLO: <41.500MB -3.1%) vs baseline: +4.7%

✅ bytearray_extend_noaspect

Time: ✅ 0.614µs (SLO: <10.000µs 📉 -93.9%) vs baseline: +0.7%

Memory: ✅ 40.146MB (SLO: <41.500MB -3.3%) vs baseline: +3.8%

✅ bytearray_noaspect

Time: ✅ 0.484µs (SLO: <10.000µs 📉 -95.2%) vs baseline: +0.2%

Memory: ✅ 40.185MB (SLO: <41.500MB -3.2%) vs baseline: +4.3%

✅ bytes_aspect

Time: ✅ 1.291µs (SLO: <10.000µs 📉 -87.1%) vs baseline: +0.7%

Memory: ✅ 39.967MB (SLO: <41.500MB -3.7%) vs baseline: +4.1%

✅ bytes_noaspect

Time: ✅ 0.494µs (SLO: <10.000µs 📉 -95.1%) vs baseline: -0.8%

Memory: ✅ 40.029MB (SLO: <41.500MB -3.5%) vs baseline: +3.6%

✅ bytesio_aspect

Time: ✅ 1.362µs (SLO: <10.000µs 📉 -86.4%) vs baseline: +1.7%

Memory: ✅ 40.124MB (SLO: <41.500MB -3.3%) vs baseline: +4.5%

✅ bytesio_noaspect

Time: ✅ 0.499µs (SLO: <10.000µs 📉 -95.0%) vs baseline: -0.1%

Memory: ✅ 40.206MB (SLO: <41.500MB -3.1%) vs baseline: +3.8%

✅ capitalize_aspect

Time: ✅ 0.741µs (SLO: <10.000µs 📉 -92.6%) vs baseline: +0.2%

Memory: ✅ 40.203MB (SLO: <41.500MB -3.1%) vs baseline: +3.8%

✅ capitalize_noaspect

Time: ✅ 0.438µs (SLO: <10.000µs 📉 -95.6%) vs baseline: ~same

Memory: ✅ 40.186MB (SLO: <41.500MB -3.2%) vs baseline: +3.8%

✅ casefold_aspect

Time: ✅ 0.737µs (SLO: <10.000µs 📉 -92.6%) vs baseline: +0.3%

Memory: ✅ 40.144MB (SLO: <41.500MB -3.3%) vs baseline: +4.4%

✅ casefold_noaspect

Time: ✅ 0.370µs (SLO: <10.000µs 📉 -96.3%) vs baseline: +0.1%

Memory: ✅ 40.147MB (SLO: <41.500MB -3.3%) vs baseline: +3.8%

✅ decode_aspect

Time: ✅ 0.730µs (SLO: <10.000µs 📉 -92.7%) vs baseline: +0.6%

Memory: ✅ 40.285MB (SLO: <41.500MB -2.9%) vs baseline: +4.1%

✅ decode_noaspect

Time: ✅ 0.418µs (SLO: <10.000µs 📉 -95.8%) vs baseline: -0.5%

Memory: ✅ 40.206MB (SLO: <41.500MB -3.1%) vs baseline: +3.9%

✅ encode_aspect

Time: ✅ 0.712µs (SLO: <10.000µs 📉 -92.9%) vs baseline: +0.6%

Memory: ✅ 40.226MB (SLO: <41.500MB -3.1%) vs baseline: +3.8%

✅ encode_noaspect

Time: ✅ 0.400µs (SLO: <10.000µs 📉 -96.0%) vs baseline: -2.5%

Memory: ✅ 40.029MB (SLO: <41.500MB -3.5%) vs baseline: +3.5%

✅ format_aspect

Time: ✅ 3.439µs (SLO: <10.000µs 📉 -65.6%) vs baseline: +0.5%

Memory: ✅ 40.127MB (SLO: <41.500MB -3.3%) vs baseline: +3.9%

✅ format_map_aspect

Time: ✅ 3.561µs (SLO: <10.000µs 📉 -64.4%) vs baseline: -1.7%

Memory: ✅ 40.144MB (SLO: <41.500MB -3.3%) vs baseline: +4.5%

✅ format_map_noaspect

Time: ✅ 0.770µs (SLO: <10.000µs 📉 -92.3%) vs baseline: -0.2%

Memory: ✅ 40.324MB (SLO: <41.500MB -2.8%) vs baseline: +4.3%

✅ format_noaspect

Time: ✅ 0.596µs (SLO: <10.000µs 📉 -94.0%) vs baseline: -0.1%

Memory: ✅ 40.029MB (SLO: <41.500MB -3.5%) vs baseline: +3.4%

✅ index_aspect

Time: ✅ 0.363µs (SLO: <10.000µs 📉 -96.4%) vs baseline: +1.5%

Memory: ✅ 40.144MB (SLO: <41.500MB -3.3%) vs baseline: +4.6%

✅ index_noaspect

Time: ✅ 0.277µs (SLO: <10.000µs 📉 -97.2%) vs baseline: -2.0%

Memory: ✅ 40.226MB (SLO: <41.500MB -3.1%) vs baseline: +3.9%

✅ join_aspect

Time: ✅ 1.342µs (SLO: <10.000µs 📉 -86.6%) vs baseline: +0.7%

Memory: ✅ 40.185MB (SLO: <41.500MB -3.2%) vs baseline: +4.4%

✅ join_noaspect

Time: ✅ 0.491µs (SLO: <10.000µs 📉 -95.1%) vs baseline: -0.2%

Memory: ✅ 40.203MB (SLO: <41.500MB -3.1%) vs baseline: +4.8%

✅ ljust_aspect

Time: ✅ 2.590µs (SLO: <20.000µs 📉 -87.1%) vs baseline: +1.6%

Memory: ✅ 40.245MB (SLO: <41.500MB -3.0%) vs baseline: +3.7%

✅ ljust_noaspect

Time: ✅ 0.407µs (SLO: <10.000µs 📉 -95.9%) vs baseline: +0.2%

Memory: ✅ 40.246MB (SLO: <41.500MB -3.0%) vs baseline: +4.0%

✅ lower_aspect

Time: ✅ 2.302µs (SLO: <10.000µs 📉 -77.0%) vs baseline: +2.5%

Memory: ✅ 40.363MB (SLO: <41.500MB -2.7%) vs baseline: +4.5%

✅ lower_noaspect

Time: ✅ 0.368µs (SLO: <10.000µs 📉 -96.3%) vs baseline: +0.4%

Memory: ✅ 40.442MB (SLO: <41.500MB -2.5%) vs baseline: +4.6%

✅ lstrip_aspect

Time: ✅ 2.277µs (SLO: <20.000µs 📉 -88.6%) vs baseline: +1.1%

Memory: ✅ 40.186MB (SLO: <41.500MB -3.2%) vs baseline: +3.7%

✅ lstrip_noaspect

Time: ✅ 0.382µs (SLO: <10.000µs 📉 -96.2%) vs baseline: +0.5%

Memory: ✅ 40.265MB (SLO: <41.500MB -3.0%) vs baseline: +4.2%

✅ modulo_aspect

Time: ✅ 1.046µs (SLO: <10.000µs 📉 -89.5%) vs baseline: +4.4%

Memory: ✅ 40.245MB (SLO: <41.500MB -3.0%) vs baseline: +4.0%

✅ modulo_aspect_for_bytearray_bytearray

Time: ✅ 1.544µs (SLO: <10.000µs 📉 -84.6%) vs baseline: -0.9%

Memory: ✅ 40.088MB (SLO: <41.500MB -3.4%) vs baseline: +3.8%

✅ modulo_aspect_for_bytes

Time: ✅ 0.980µs (SLO: <10.000µs 📉 -90.2%) vs baseline: +0.6%

Memory: ✅ 40.206MB (SLO: <41.500MB -3.1%) vs baseline: +4.1%

✅ modulo_aspect_for_bytes_bytearray

Time: ✅ 1.269µs (SLO: <10.000µs 📉 -87.3%) vs baseline: +4.4%

Memory: ✅ 40.187MB (SLO: <41.500MB -3.2%) vs baseline: +4.9%

✅ modulo_noaspect

Time: ✅ 0.626µs (SLO: <10.000µs 📉 -93.7%) vs baseline: -0.8%

Memory: ✅ 40.285MB (SLO: <41.500MB -2.9%) vs baseline: +4.1%

✅ replace_aspect

Time: ✅ 4.860µs (SLO: <10.000µs 📉 -51.4%) vs baseline: -0.5%

Memory: ✅ 40.205MB (SLO: <41.500MB -3.1%) vs baseline: +3.9%

✅ replace_noaspect

Time: ✅ 0.464µs (SLO: <10.000µs 📉 -95.4%) vs baseline: +0.5%

Memory: ✅ 40.186MB (SLO: <41.500MB -3.2%) vs baseline: +3.8%

✅ repr_aspect

Time: ✅ 0.910µs (SLO: <10.000µs 📉 -90.9%) vs baseline: +0.7%

Memory: ✅ 40.203MB (SLO: <41.500MB -3.1%) vs baseline: +4.5%

✅ repr_noaspect

Time: ✅ 0.417µs (SLO: <10.000µs 📉 -95.8%) vs baseline: -0.8%

Memory: ✅ 40.104MB (SLO: <41.500MB -3.4%) vs baseline: +4.7%

✅ rstrip_aspect

Time: ✅ 1.948µs (SLO: <20.000µs 📉 -90.3%) vs baseline: +1.2%

Memory: ✅ 40.108MB (SLO: <41.500MB -3.4%) vs baseline: +4.0%

✅ rstrip_noaspect

Time: ✅ 0.378µs (SLO: <10.000µs 📉 -96.2%) vs baseline: -1.6%

Memory: ✅ 40.127MB (SLO: <41.500MB -3.3%) vs baseline: +3.6%

✅ slice_aspect

Time: ✅ 0.491µs (SLO: <10.000µs 📉 -95.1%) vs baseline: ~same

Memory: ✅ 40.341MB (SLO: <41.500MB -2.8%) vs baseline: +5.1%

✅ slice_noaspect

Time: ✅ 0.452µs (SLO: <10.000µs 📉 -95.5%) vs baseline: +1.7%

Memory: ✅ 40.383MB (SLO: <41.500MB -2.7%) vs baseline: +4.5%

✅ stringio_aspect

Time: ✅ 1.536µs (SLO: <10.000µs 📉 -84.6%) vs baseline: ~same

Memory: ✅ 40.304MB (SLO: <41.500MB -2.9%) vs baseline: +5.0%

✅ stringio_noaspect

Time: ✅ 0.719µs (SLO: <10.000µs 📉 -92.8%) vs baseline: -0.5%

Memory: ✅ 40.265MB (SLO: <41.500MB -3.0%) vs baseline: +4.1%

✅ strip_aspect

Time: ✅ 2.255µs (SLO: <20.000µs 📉 -88.7%) vs baseline: +1.7%

Memory: ✅ 40.147MB (SLO: <41.500MB -3.3%) vs baseline: +3.8%

✅ strip_noaspect

Time: ✅ 0.384µs (SLO: <10.000µs 📉 -96.2%) vs baseline: -0.6%

Memory: ✅ 40.305MB (SLO: <41.500MB -2.9%) vs baseline: +4.4%

✅ swapcase_aspect

Time: ✅ 2.780µs (SLO: <10.000µs 📉 -72.2%) vs baseline: 📈 +13.2%

Memory: ✅ 40.225MB (SLO: <41.500MB -3.1%) vs baseline: +4.0%

✅ swapcase_noaspect

Time: ✅ 0.533µs (SLO: <10.000µs 📉 -94.7%) vs baseline: -1.2%

Memory: ✅ 40.245MB (SLO: <41.500MB -3.0%) vs baseline: +4.1%

✅ title_aspect

Time: ✅ 2.428µs (SLO: <10.000µs 📉 -75.7%) vs baseline: +2.0%

Memory: ✅ 40.147MB (SLO: <41.500MB -3.3%) vs baseline: +3.7%

✅ title_noaspect

Time: ✅ 0.503µs (SLO: <10.000µs 📉 -95.0%) vs baseline: +0.3%

Memory: ✅ 40.206MB (SLO: <41.500MB -3.1%) vs baseline: +4.0%

✅ translate_aspect

Time: ✅ 3.299µs (SLO: <10.000µs 📉 -67.0%) vs baseline: -0.2%

Memory: ✅ 40.206MB (SLO: <41.500MB -3.1%) vs baseline: +3.8%

✅ translate_noaspect

Time: ✅ 1.040µs (SLO: <10.000µs 📉 -89.6%) vs baseline: +0.1%

Memory: ✅ 40.402MB (SLO: <41.500MB -2.6%) vs baseline: +4.4%

✅ upper_aspect

Time: ✅ 2.310µs (SLO: <10.000µs 📉 -76.9%) vs baseline: +2.3%

Memory: ✅ 40.304MB (SLO: <41.500MB -2.9%) vs baseline: +4.1%

✅ upper_noaspect

Time: ✅ 0.369µs (SLO: <10.000µs 📉 -96.3%) vs baseline: -0.4%

Memory: ✅ 40.167MB (SLO: <41.500MB -3.2%) vs baseline: +3.8%

📈 iastaspectsospath - 24/24

✅ ospathbasename_aspect

Time: ✅ 5.161µs (SLO: <10.000µs 📉 -48.4%) vs baseline: 📈 +24.8%

Memory: ✅ 40.246MB (SLO: <41.000MB 🟡 -1.8%) vs baseline: +4.7%

✅ ospathbasename_noaspect

Time: ✅ 1.078µs (SLO: <10.000µs 📉 -89.2%) vs baseline: ~same

Memory: ✅ 40.187MB (SLO: <41.000MB 🟡 -2.0%) vs baseline: +4.6%

✅ ospathjoin_aspect

Time: ✅ 6.135µs (SLO: <10.000µs 📉 -38.6%) vs baseline: -1.1%

Memory: ✅ 40.226MB (SLO: <41.000MB 🟡 -1.9%) vs baseline: +4.7%

✅ ospathjoin_noaspect

Time: ✅ 2.283µs (SLO: <10.000µs 📉 -77.2%) vs baseline: +0.1%

Memory: ✅ 40.187MB (SLO: <41.000MB 🟡 -2.0%) vs baseline: +4.6%

✅ ospathnormcase_aspect

Time: ✅ 3.435µs (SLO: <10.000µs 📉 -65.7%) vs baseline: +0.7%

Memory: ✅ 40.147MB (SLO: <41.000MB -2.1%) vs baseline: +4.7%

✅ ospathnormcase_noaspect

Time: ✅ 0.566µs (SLO: <10.000µs 📉 -94.3%) vs baseline: -1.5%

Memory: ✅ 40.246MB (SLO: <41.000MB 🟡 -1.8%) vs baseline: +4.8%

✅ ospathsplit_aspect

Time: ✅ 4.754µs (SLO: <10.000µs 📉 -52.5%) vs baseline: -0.6%

Memory: ✅ 40.246MB (SLO: <41.000MB 🟡 -1.8%) vs baseline: +4.9%

✅ ospathsplit_noaspect

Time: ✅ 1.588µs (SLO: <10.000µs 📉 -84.1%) vs baseline: -0.6%

Memory: ✅ 40.265MB (SLO: <41.000MB 🟡 -1.8%) vs baseline: +5.0%

✅ ospathsplitdrive_aspect

Time: ✅ 3.644µs (SLO: <10.000µs 📉 -63.6%) vs baseline: ~same

Memory: ✅ 40.206MB (SLO: <41.000MB 🟡 -1.9%) vs baseline: +4.7%

✅ ospathsplitdrive_noaspect

Time: ✅ 0.701µs (SLO: <10.000µs 📉 -93.0%) vs baseline: -0.2%

Memory: ✅ 40.049MB (SLO: <41.000MB -2.3%) vs baseline: +4.4%

✅ ospathsplitext_aspect

Time: ✅ 4.496µs (SLO: <10.000µs 📉 -55.0%) vs baseline: -0.3%

Memory: ✅ 40.226MB (SLO: <41.000MB 🟡 -1.9%) vs baseline: +4.6%

✅ ospathsplitext_noaspect

Time: ✅ 1.385µs (SLO: <10.000µs 📉 -86.2%) vs baseline: +0.2%

Memory: ✅ 40.364MB (SLO: <41.000MB 🟡 -1.6%) vs baseline: +5.0%

📈 telemetryaddmetric - 30/30

✅ 1-count-metric-1-times

Time: ✅ 3.395µs (SLO: <20.000µs 📉 -83.0%) vs baseline: 📈 +15.6%

Memory: ✅ 34.780MB (SLO: <35.500MB -2.0%) vs baseline: +5.0%

✅ 1-count-metrics-100-times

Time: ✅ 201.419µs (SLO: <220.000µs -8.4%) vs baseline: +0.4%

Memory: ✅ 34.780MB (SLO: <35.500MB -2.0%) vs baseline: +5.1%

✅ 1-distribution-metric-1-times

Time: ✅ 3.316µs (SLO: <20.000µs 📉 -83.4%) vs baseline: +0.3%

Memory: ✅ 34.760MB (SLO: <35.500MB -2.1%) vs baseline: +5.0%

✅ 1-distribution-metrics-100-times

Time: ✅ 217.674µs (SLO: <230.000µs -5.4%) vs baseline: -0.7%

Memory: ✅ 34.800MB (SLO: <35.500MB 🟡 -2.0%) vs baseline: +4.7%

✅ 1-gauge-metric-1-times

Time: ✅ 2.185µs (SLO: <20.000µs 📉 -89.1%) vs baseline: -0.2%

Memory: ✅ 34.701MB (SLO: <35.500MB -2.2%) vs baseline: +4.7%

✅ 1-gauge-metrics-100-times

Time: ✅ 136.267µs (SLO: <150.000µs -9.2%) vs baseline: -0.3%

Memory: ✅ 34.741MB (SLO: <35.500MB -2.1%) vs baseline: +5.1%

✅ 1-rate-metric-1-times

Time: ✅ 3.091µs (SLO: <20.000µs 📉 -84.5%) vs baseline: +0.1%

Memory: ✅ 34.760MB (SLO: <35.500MB -2.1%) vs baseline: +4.7%

✅ 1-rate-metrics-100-times

Time: ✅ 214.611µs (SLO: <250.000µs 📉 -14.2%) vs baseline: -1.0%

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.9%

✅ 100-count-metrics-100-times

Time: ✅ 20.406ms (SLO: <22.000ms -7.2%) vs baseline: +0.8%

Memory: ✅ 34.780MB (SLO: <35.500MB -2.0%) vs baseline: +5.0%

✅ 100-distribution-metrics-100-times

Time: ✅ 2.266ms (SLO: <2.300ms 🟡 -1.5%) vs baseline: -0.2%

Memory: ✅ 34.662MB (SLO: <35.500MB -2.4%) vs baseline: +4.8%

✅ 100-gauge-metrics-100-times

Time: ✅ 1.418ms (SLO: <1.550ms -8.5%) vs baseline: +1.2%

Memory: ✅ 34.701MB (SLO: <35.500MB -2.2%) vs baseline: +4.4%

✅ 100-rate-metrics-100-times

Time: ✅ 2.227ms (SLO: <2.550ms 📉 -12.7%) vs baseline: +0.6%

Memory: ✅ 34.760MB (SLO: <35.500MB -2.1%) vs baseline: +4.7%

✅ flush-1-metric

Time: ✅ 4.616µs (SLO: <20.000µs 📉 -76.9%) vs baseline: ~same

Memory: ✅ 35.075MB (SLO: <35.500MB 🟡 -1.2%) vs baseline: +4.6%

✅ flush-100-metrics

Time: ✅ 173.593µs (SLO: <250.000µs 📉 -30.6%) vs baseline: -0.3%

Memory: ✅ 35.232MB (SLO: <35.500MB 🟡 -0.8%) vs baseline: +5.1%

✅ flush-1000-metrics

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

Memory: ✅ 35.861MB (SLO: <36.500MB 🟡 -1.7%) vs baseline: +4.6%

🟡 Near SLO Breach (17 suites)

🟡 coreapiscenario - 10/10 (1 unstable)

⚠️ context_with_data_listeners

Time: ⚠️ 13.271µs (SLO: <20.000µs 📉 -33.6%) vs baseline: +0.1%

Memory: ✅ 34.859MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +4.9%

✅ context_with_data_no_listeners

Time: ✅ 3.267µs (SLO: <10.000µs 📉 -67.3%) vs baseline: -0.3%

Memory: ✅ 34.721MB (SLO: <35.500MB -2.2%) vs baseline: +4.6%

✅ get_item_exists

Time: ✅ 0.584µs (SLO: <10.000µs 📉 -94.2%) vs baseline: +0.3%

Memory: ✅ 34.741MB (SLO: <35.500MB -2.1%) vs baseline: +4.6%

✅ get_item_missing

Time: ✅ 0.637µs (SLO: <10.000µs 📉 -93.6%) vs baseline: ~same

Memory: ✅ 34.780MB (SLO: <35.500MB -2.0%) vs baseline: +4.8%

✅ set_item

Time: ✅ 23.978µs (SLO: <30.000µs 📉 -20.1%) vs baseline: -0.8%

Memory: ✅ 34.701MB (SLO: <35.500MB -2.2%) vs baseline: +4.8%

🟡 djangosimple - 30/30

✅ appsec

Time: ✅ 19.617ms (SLO: <22.300ms 📉 -12.0%) vs baseline: ~same

Memory: ✅ 68.020MB (SLO: <70.500MB -3.5%) vs baseline: +4.6%

✅ exception-replay-enabled

Time: ✅ 1.361ms (SLO: <1.450ms -6.2%) vs baseline: -0.3%

Memory: ✅ 66.021MB (SLO: <67.500MB -2.2%) vs baseline: +4.8%

✅ iast

Time: ✅ 19.627ms (SLO: <22.250ms 📉 -11.8%) vs baseline: ~same

Memory: ✅ 68.066MB (SLO: <70.000MB -2.8%) vs baseline: +4.7%

✅ profiler

Time: ✅ 15.427ms (SLO: <16.550ms -6.8%) vs baseline: -0.2%

Memory: ✅ 56.351MB (SLO: <57.500MB 🟡 -2.0%) vs baseline: +4.9%

✅ resource-renaming

Time: ✅ 19.538ms (SLO: <21.750ms 📉 -10.2%) vs baseline: +0.8%

Memory: ✅ 67.908MB (SLO: <70.500MB -3.7%) vs baseline: +4.6%

✅ span-code-origin

Time: ✅ 23.630ms (SLO: <28.200ms 📉 -16.2%) vs baseline: +1.5%

Memory: ✅ 69.336MB (SLO: <71.000MB -2.3%) vs baseline: +4.9%

✅ tracer

Time: ✅ 19.600ms (SLO: <21.750ms -9.9%) vs baseline: ~same

Memory: ✅ 68.085MB (SLO: <70.000MB -2.7%) vs baseline: +4.8%

✅ tracer-and-profiler

Time: ✅ 21.300ms (SLO: <23.500ms -9.4%) vs baseline: +0.2%

Memory: ✅ 69.282MB (SLO: <71.000MB -2.4%) vs baseline: +4.9%

✅ tracer-dont-create-db-spans

Time: ✅ 19.667ms (SLO: <21.500ms -8.5%) vs baseline: +0.2%

Memory: ✅ 68.125MB (SLO: <70.000MB -2.7%) vs baseline: +4.7%

✅ tracer-minimal

Time: ✅ 16.803ms (SLO: <17.500ms -4.0%) vs baseline: ~same

Memory: ✅ 67.790MB (SLO: <70.000MB -3.2%) vs baseline: +4.8%

✅ tracer-native

Time: ✅ 19.385ms (SLO: <21.750ms 📉 -10.9%) vs baseline: -0.9%

Memory: ✅ 67.987MB (SLO: <72.500MB -6.2%) vs baseline: +4.9%

✅ tracer-no-caches

Time: ✅ 17.600ms (SLO: <19.650ms 📉 -10.4%) vs baseline: ~same

Memory: ✅ 67.746MB (SLO: <70.000MB -3.2%) vs baseline: +4.7%

✅ tracer-no-databases

Time: ✅ 19.066ms (SLO: <20.100ms -5.1%) vs baseline: +0.1%

Memory: ✅ 67.884MB (SLO: <70.000MB -3.0%) vs baseline: +5.0%

✅ tracer-no-middleware

Time: ✅ 19.240ms (SLO: <21.500ms 📉 -10.5%) vs baseline: -0.5%

Memory: ✅ 67.806MB (SLO: <70.000MB -3.1%) vs baseline: +4.8%

✅ tracer-no-templates

Time: ✅ 19.394ms (SLO: <22.000ms 📉 -11.8%) vs baseline: +0.9%

Memory: ✅ 67.883MB (SLO: <70.500MB -3.7%) vs baseline: +4.8%

🟡 errortrackingdjangosimple - 6/6

✅ errortracking-enabled-all

Time: ✅ 16.217ms (SLO: <19.850ms 📉 -18.3%) vs baseline: -0.5%

Memory: ✅ 69.736MB (SLO: <70.000MB 🟡 -0.4%) vs baseline: +4.9%

✅ errortracking-enabled-user

Time: ✅ 16.326ms (SLO: <19.400ms 📉 -15.8%) vs baseline: +0.3%

Memory: ✅ 69.749MB (SLO: <70.000MB 🟡 -0.4%) vs baseline: +5.0%

✅ tracer-enabled

Time: ✅ 16.336ms (SLO: <19.450ms 📉 -16.0%) vs baseline: -0.1%

Memory: ✅ 69.807MB (SLO: <70.000MB 🟡 -0.3%) vs baseline: +4.9%

🟡 errortrackingflasksqli - 6/6

✅ errortracking-enabled-all

Time: ✅ 2.069ms (SLO: <2.300ms 📉 -10.1%) vs baseline: +0.2%

Memory: ✅ 55.640MB (SLO: <56.500MB 🟡 -1.5%) vs baseline: +5.2%

✅ errortracking-enabled-user

Time: ✅ 2.076ms (SLO: <2.250ms -7.7%) vs baseline: +0.2%

Memory: ✅ 55.542MB (SLO: <56.500MB 🟡 -1.7%) vs baseline: +4.6%

✅ tracer-enabled

Time: ✅ 2.065ms (SLO: <2.300ms 📉 -10.2%) vs baseline: -0.1%

Memory: ✅ 55.345MB (SLO: <56.500MB -2.0%) vs baseline: +4.9%

🟡 flasksimple - 18/18

✅ appsec-get

Time: ✅ 3.364ms (SLO: <4.750ms 📉 -29.2%) vs baseline: -0.2%

Memory: ✅ 55.479MB (SLO: <66.500MB 📉 -16.6%) vs baseline: +4.9%

✅ appsec-post

Time: ✅ 2.857ms (SLO: <6.750ms 📉 -57.7%) vs baseline: -0.3%

Memory: ✅ 55.953MB (SLO: <66.500MB 📉 -15.9%) vs baseline: +5.0%

✅ appsec-telemetry

Time: ✅ 3.421ms (SLO: <4.750ms 📉 -28.0%) vs baseline: +1.1%

Memory: ✅ 55.445MB (SLO: <66.500MB 📉 -16.6%) vs baseline: +4.9%

✅ debugger

Time: ✅ 1.871ms (SLO: <2.000ms -6.4%) vs baseline: +0.3%

Memory: ✅ 47.854MB (SLO: <49.500MB -3.3%) vs baseline: +4.9%

✅ iast-get

Time: ✅ 1.861ms (SLO: <2.000ms -7.0%) vs baseline: ~same

Memory: ✅ 44.727MB (SLO: <49.000MB -8.7%) vs baseline: +4.7%

✅ profiler

Time: ✅ 1.905ms (SLO: <2.100ms -9.3%) vs baseline: -0.4%

Memory: ✅ 48.816MB (SLO: <50.000MB -2.4%) vs baseline: +4.9%

✅ resource-renaming

Time: ✅ 3.364ms (SLO: <3.650ms -7.8%) vs baseline: +0.3%

Memory: ✅ 55.425MB (SLO: <56.000MB 🟡 -1.0%) vs baseline: +4.9%

✅ tracer

Time: ✅ 3.374ms (SLO: <3.650ms -7.6%) vs baseline: +0.3%

Memory: ✅ 55.522MB (SLO: <56.500MB 🟡 -1.7%) vs baseline: +4.9%

✅ tracer-native

Time: ✅ 3.376ms (SLO: <3.650ms -7.5%) vs baseline: +0.1%

Memory: ✅ 55.500MB (SLO: <60.000MB -7.5%) vs baseline: +4.9%

🟡 httppropagationextract - 60/60

✅ all_styles_all_headers

Time: ✅ 81.162µs (SLO: <100.000µs 📉 -18.8%) vs baseline: ~same

Memory: ✅ 34.859MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +5.1%

✅ b3_headers

Time: ✅ 14.262µs (SLO: <20.000µs 📉 -28.7%) vs baseline: ~same

Memory: ✅ 34.898MB (SLO: <35.500MB 🟡 -1.7%) vs baseline: +4.9%

✅ b3_single_headers

Time: ✅ 13.307µs (SLO: <20.000µs 📉 -33.5%) vs baseline: -0.8%

Memory: ✅ 34.878MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +5.2%

✅ datadog_tracecontext_tracestate_not_propagated_on_trace_id_no_match

Time: ✅ 63.834µs (SLO: <80.000µs 📉 -20.2%) vs baseline: +0.5%

Memory: ✅ 34.898MB (SLO: <35.500MB 🟡 -1.7%) vs baseline: +5.4%

✅ datadog_tracecontext_tracestate_propagated_on_trace_id_match

Time: ✅ 66.206µs (SLO: <80.000µs 📉 -17.2%) vs baseline: +0.4%

Memory: ✅ 34.839MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +5.2%

✅ empty_headers

Time: ✅ 1.626µs (SLO: <10.000µs 📉 -83.7%) vs baseline: +1.2%

Memory: ✅ 34.800MB (SLO: <35.500MB 🟡 -2.0%) vs baseline: +5.0%

✅ full_t_id_datadog_headers

Time: ✅ 22.691µs (SLO: <30.000µs 📉 -24.4%) vs baseline: +1.4%

Memory: ✅ 34.839MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +5.0%

✅ invalid_priority_header

Time: ✅ 6.541µs (SLO: <10.000µs 📉 -34.6%) vs baseline: +0.6%

Memory: ✅ 34.957MB (SLO: <35.500MB 🟡 -1.5%) vs baseline: +5.1%

✅ invalid_span_id_header

Time: ✅ 6.553µs (SLO: <10.000µs 📉 -34.5%) vs baseline: +1.3%

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.9%

✅ invalid_tags_header

Time: ✅ 6.532µs (SLO: <10.000µs 📉 -34.7%) vs baseline: -0.4%

Memory: ✅ 34.800MB (SLO: <35.500MB 🟡 -2.0%) vs baseline: +4.7%

✅ invalid_trace_id_header

Time: ✅ 6.565µs (SLO: <10.000µs 📉 -34.4%) vs baseline: +1.0%

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +5.0%

✅ large_header_no_matches

Time: ✅ 27.662µs (SLO: <30.000µs -7.8%) vs baseline: +0.2%

Memory: ✅ 34.780MB (SLO: <35.500MB -2.0%) vs baseline: +4.7%

✅ large_valid_headers_all

Time: ✅ 28.769µs (SLO: <40.000µs 📉 -28.1%) vs baseline: +0.1%

Memory: ✅ 34.878MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +4.9%

✅ medium_header_no_matches

Time: ✅ 9.872µs (SLO: <20.000µs 📉 -50.6%) vs baseline: +1.0%

Memory: ✅ 34.878MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +5.1%

✅ medium_valid_headers_all

Time: ✅ 11.326µs (SLO: <20.000µs 📉 -43.4%) vs baseline: +0.3%

Memory: ✅ 34.800MB (SLO: <35.500MB 🟡 -2.0%) vs baseline: +4.6%

✅ none_propagation_style

Time: ✅ 1.719µs (SLO: <10.000µs 📉 -82.8%) vs baseline: -0.1%

Memory: ✅ 34.800MB (SLO: <35.500MB 🟡 -2.0%) vs baseline: +4.8%

✅ tracecontext_headers

Time: ✅ 34.826µs (SLO: <40.000µs 📉 -12.9%) vs baseline: ~same

Memory: ✅ 34.918MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +5.0%

✅ valid_headers_all

Time: ✅ 6.533µs (SLO: <10.000µs 📉 -34.7%) vs baseline: +0.9%

Memory: ✅ 34.918MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +5.3%

✅ valid_headers_basic

Time: ✅ 6.086µs (SLO: <10.000µs 📉 -39.1%) vs baseline: +0.5%

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.9%

✅ wsgi_empty_headers

Time: ✅ 1.583µs (SLO: <10.000µs 📉 -84.2%) vs baseline: -1.4%

Memory: ✅ 34.859MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +4.9%

✅ wsgi_invalid_priority_header

Time: ✅ 6.580µs (SLO: <10.000µs 📉 -34.2%) vs baseline: +0.8%

Memory: ✅ 34.780MB (SLO: <35.500MB -2.0%) vs baseline: +4.4%

✅ wsgi_invalid_span_id_header

Time: ✅ 1.603µs (SLO: <10.000µs 📉 -84.0%) vs baseline: ~same

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +5.0%

✅ wsgi_invalid_tags_header

Time: ✅ 6.630µs (SLO: <10.000µs 📉 -33.7%) vs baseline: +1.4%

Memory: ✅ 34.839MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.9%

✅ wsgi_invalid_trace_id_header

Time: ✅ 6.697µs (SLO: <10.000µs 📉 -33.0%) vs baseline: +1.6%

Memory: ✅ 34.859MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +5.0%

✅ wsgi_large_header_no_matches

Time: ✅ 29.140µs (SLO: <40.000µs 📉 -27.1%) vs baseline: +1.3%

Memory: ✅ 34.859MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +4.7%

✅ wsgi_large_valid_headers_all

Time: ✅ 30.150µs (SLO: <40.000µs 📉 -24.6%) vs baseline: +0.8%

Memory: ✅ 34.878MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +4.8%

✅ wsgi_medium_header_no_matches

Time: ✅ 10.228µs (SLO: <20.000µs 📉 -48.9%) vs baseline: +0.2%

Memory: ✅ 34.937MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +5.5%

✅ wsgi_medium_valid_headers_all

Time: ✅ 11.693µs (SLO: <20.000µs 📉 -41.5%) vs baseline: ~same

Memory: ✅ 34.839MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.7%

✅ wsgi_valid_headers_all

Time: ✅ 6.593µs (SLO: <10.000µs 📉 -34.1%) vs baseline: +0.9%

Memory: ✅ 34.800MB (SLO: <35.500MB 🟡 -2.0%) vs baseline: +4.9%

✅ wsgi_valid_headers_basic

Time: ✅ 6.123µs (SLO: <10.000µs 📉 -38.8%) vs baseline: +1.0%

Memory: ✅ 34.918MB (SLO: <35.500MB 🟡 -1.6%) vs baseline: +5.2%

🟡 httppropagationinject - 16/16

✅ ids_only

Time: ✅ 22.020µs (SLO: <30.000µs 📉 -26.6%) vs baseline: +4.2%

Memory: ✅ 34.721MB (SLO: <35.500MB -2.2%) vs baseline: +4.7%

✅ with_all

Time: ✅ 27.963µs (SLO: <40.000µs 📉 -30.1%) vs baseline: -0.3%

Memory: ✅ 34.800MB (SLO: <35.500MB 🟡 -2.0%) vs baseline: +4.7%

✅ with_dd_origin

Time: ✅ 24.934µs (SLO: <30.000µs 📉 -16.9%) vs baseline: -0.1%

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.9%

✅ with_priority_and_origin

Time: ✅ 24.397µs (SLO: <40.000µs 📉 -39.0%) vs baseline: -0.4%

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +4.7%

✅ with_sampling_priority

Time: ✅ 21.141µs (SLO: <30.000µs 📉 -29.5%) vs baseline: -0.5%

Memory: ✅ 34.800MB (SLO: <35.500MB 🟡 -2.0%) vs baseline: +4.7%

✅ with_tags

Time: ✅ 25.961µs (SLO: <40.000µs 📉 -35.1%) vs baseline: -0.8%

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +5.0%

✅ with_tags_invalid

Time: ✅ 27.341µs (SLO: <40.000µs 📉 -31.6%) vs baseline: -0.5%

Memory: ✅ 34.800MB (SLO: <35.500MB 🟡 -2.0%) vs baseline: +4.9%

✅ with_tags_max_size

Time: ✅ 26.543µs (SLO: <40.000µs 📉 -33.6%) vs baseline: ~same

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +5.1%

🟡 iast_aspects - 40/40

✅ re_expand_aspect

Time: ✅ 33.783µs (SLO: <40.000µs 📉 -15.5%) vs baseline: +6.0%

Memory: ✅ 40.187MB (SLO: <41.000MB 🟡 -2.0%) vs baseline: +4.9%

✅ re_expand_noaspect

Time: ✅ 28.473µs (SLO: <40.000µs 📉 -28.8%) vs baseline: -0.9%

Memory: ✅ 40.206MB (SLO: <41.000MB 🟡 -1.9%) vs baseline: +4.8%

✅ re_findall_aspect

Time: ✅ 2.906µs (SLO: <10.000µs 📉 -70.9%) vs baseline: +0.4%

Memory: ✅ 40.246MB (SLO: <41.000MB 🟡 -1.8%) vs baseline: +5.0%

✅ re_findall_noaspect

Time: ✅ 1.401µs (SLO: <10.000µs 📉 -86.0%) vs baseline: -0.8%

Memory: ✅ 40.108MB (SLO: <41.000MB -2.2%) vs baseline: +4.8%

✅ re_finditer_aspect

Time: ✅ 4.417µs (SLO: <10.000µs 📉 -55.8%) vs baseline: -1.6%

Memory: ✅ 40.187MB (SLO: <41.000MB 🟡 -2.0%) vs baseline: +4.7%

✅ re_finditer_noaspect

Time: ✅ 1.406µs (SLO: <10.000µs 📉 -85.9%) vs baseline: -0.4%

Memory: ✅ 40.167MB (SLO: <41.000MB -2.0%) vs baseline: +4.7%

✅ re_fullmatch_aspect

Time: ✅ 2.752µs (SLO: <10.000µs 📉 -72.5%) vs baseline: +2.0%

Memory: ✅ 40.167MB (SLO: <41.000MB -2.0%) vs baseline: +4.7%

✅ re_fullmatch_noaspect

Time: ✅ 1.321µs (SLO: <10.000µs 📉 -86.8%) vs baseline: ~same

Memory: ✅ 40.344MB (SLO: <41.000MB 🟡 -1.6%) vs baseline: +5.0%

✅ re_group_aspect

Time: ✅ 2.985µs (SLO: <10.000µs 📉 -70.2%) vs baseline: -1.0%

Memory: ✅ 40.108MB (SLO: <41.000MB -2.2%) vs baseline: +4.4%

✅ re_group_noaspect

Time: ✅ 1.627µs (SLO: <10.000µs 📉 -83.7%) vs baseline: +0.3%

Memory: ✅ 40.285MB (SLO: <41.000MB 🟡 -1.7%) vs baseline: +5.0%

✅ re_groups_aspect

Time: ✅ 3.114µs (SLO: <10.000µs 📉 -68.9%) vs baseline: -0.9%

Memory: ✅ 40.167MB (SLO: <41.000MB -2.0%) vs baseline: +4.4%

✅ re_groups_noaspect

Time: ✅ 1.724µs (SLO: <10.000µs 📉 -82.8%) vs baseline: -1.2%

Memory: ✅ 40.285MB (SLO: <41.000MB 🟡 -1.7%) vs baseline: +5.0%

✅ re_match_aspect

Time: ✅ 2.771µs (SLO: <10.000µs 📉 -72.3%) vs baseline: +1.5%

Memory: ✅ 40.147MB (SLO: <41.000MB -2.1%) vs baseline: +4.6%

✅ re_match_noaspect

Time: ✅ 1.338µs (SLO: <10.000µs 📉 -86.6%) vs baseline: +0.6%

Memory: ✅ 40.187MB (SLO: <41.000MB 🟡 -2.0%) vs baseline: +4.7%

✅ re_search_aspect

Time: ✅ 2.549µs (SLO: <10.000µs 📉 -74.5%) vs baseline: -1.1%

Memory: ✅ 40.265MB (SLO: <41.000MB 🟡 -1.8%) vs baseline: +4.6%

✅ re_search_noaspect

Time: ✅ 1.197µs (SLO: <10.000µs 📉 -88.0%) vs baseline: -0.3%

Memory: ✅ 40.128MB (SLO: <41.000MB -2.1%) vs baseline: +4.4%

✅ re_sub_aspect

Time: ✅ 3.531µs (SLO: <10.000µs 📉 -64.7%) vs baseline: +3.4%

Memory: ✅ 40.108MB (SLO: <41.000MB -2.2%) vs baseline: +4.4%

✅ re_sub_noaspect

Time: ✅ 1.530µs (SLO: <10.000µs 📉 -84.7%) vs baseline: -0.4%

Memory: ✅ 40.324MB (SLO: <41.000MB 🟡 -1.6%) vs baseline: +5.3%

✅ re_subn_aspect

Time: ✅ 3.667µs (SLO: <10.000µs 📉 -63.3%) vs baseline: -0.6%

Memory: ✅ 40.246MB (SLO: <41.000MB 🟡 -1.8%) vs baseline: +5.0%

✅ re_subn_noaspect

Time: ✅ 1.619µs (SLO: <10.000µs 📉 -83.8%) vs baseline: +0.8%

Memory: ✅ 40.108MB (SLO: <41.000MB -2.2%) vs baseline: +4.9%

🟡 iastaspectssplit - 12/12

✅ rsplit_aspect

Time: ✅ 1.538µs (SLO: <10.000µs 📉 -84.6%) vs baseline: +5.3%

Memory: ✅ 40.305MB (SLO: <41.000MB 🟡 -1.7%) vs baseline: +4.9%

✅ rsplit_noaspect

Time: ✅ 0.574µs (SLO: <10.000µs 📉 -94.3%) vs baseline: -0.7%

Memory: ✅ 40.305MB (SLO: <41.000MB 🟡 -1.7%) vs baseline: +5.1%

✅ split_aspect

Time: ✅ 1.429µs (SLO: <10.000µs 📉 -85.7%) vs baseline: +2.4%

Memory: ✅ 40.285MB (SLO: <41.000MB 🟡 -1.7%) vs baseline: +4.8%

✅ split_noaspect

Time: ✅ 0.571µs (SLO: <10.000µs 📉 -94.3%) vs baseline: -0.2%

Memory: ✅ 40.147MB (SLO: <41.000MB -2.1%) vs baseline: +4.4%

✅ splitlines_aspect

Time: ✅ 1.417µs (SLO: <10.000µs 📉 -85.8%) vs baseline: +0.2%

Memory: ✅ 40.128MB (SLO: <41.000MB -2.1%) vs baseline: +4.3%

✅ splitlines_noaspect

Time: ✅ 0.584µs (SLO: <10.000µs 📉 -94.2%) vs baseline: +0.1%

Memory: ✅ 40.088MB (SLO: <41.000MB -2.2%) vs baseline: +4.6%

🟡 otelspan - 22/22

✅ add-event

Time: ✅ 39.577ms (SLO: <47.150ms 📉 -16.1%) vs baseline: +0.4%

Memory: ✅ 39.342MB (SLO: <47.000MB 📉 -16.3%) vs baseline: +4.5%

✅ add-metrics

Time: ✅ 259.359ms (SLO: <344.800ms 📉 -24.8%) vs baseline: -0.2%

Memory: ✅ 43.720MB (SLO: <47.500MB -8.0%) vs baseline: +5.3%

✅ add-tags

Time: ✅ 317.153ms (SLO: <321.000ms 🟡 -1.2%) vs baseline: +0.4%

Memory: ✅ 43.615MB (SLO: <47.500MB -8.2%) vs baseline: +4.7%

✅ get-context

Time: ✅ 79.823ms (SLO: <92.350ms 📉 -13.6%) vs baseline: ~same

Memory: ✅ 39.656MB (SLO: <46.500MB 📉 -14.7%) vs baseline: +5.1%

✅ is-recording

Time: ✅ 37.086ms (SLO: <44.500ms 📉 -16.7%) vs baseline: -0.5%

Memory: ✅ 39.458MB (SLO: <47.500MB 📉 -16.9%) vs baseline: +4.7%

✅ record-exception

Time: ✅ 58.277ms (SLO: <67.650ms 📉 -13.9%) vs baseline: -0.1%

Memory: ✅ 40.017MB (SLO: <47.000MB 📉 -14.9%) vs baseline: +5.0%

✅ set-status

Time: ✅ 43.523ms (SLO: <50.400ms 📉 -13.6%) vs baseline: -0.5%

Memory: ✅ 39.485MB (SLO: <47.000MB 📉 -16.0%) vs baseline: +5.0%

✅ start

Time: ✅ 37.451ms (SLO: <43.450ms 📉 -13.8%) vs baseline: +3.1%

Memory: ✅ 39.412MB (SLO: <47.000MB 📉 -16.1%) vs baseline: +4.6%

✅ start-finish

Time: ✅ 81.605ms (SLO: <88.000ms -7.3%) vs baseline: -0.4%

Memory: ✅ 37.257MB (SLO: <46.500MB 📉 -19.9%) vs baseline: +4.7%

✅ start-finish-telemetry

Time: ✅ 83.093ms (SLO: <89.000ms -6.6%) vs baseline: -0.4%

Memory: ✅ 37.238MB (SLO: <46.500MB 📉 -19.9%) vs baseline: +4.9%

✅ update-name

Time: ✅ 37.947ms (SLO: <45.150ms 📉 -16.0%) vs baseline: -1.7%

Memory: ✅ 39.549MB (SLO: <47.000MB 📉 -15.9%) vs baseline: +4.8%

🟡 packagespackageforrootmodulemapping - 4/4

✅ cache_off

Time: ✅ 343.972ms (SLO: <354.300ms -2.9%) vs baseline: -0.3%

Memory: ✅ 40.969MB (SLO: <41.500MB 🟡 -1.3%) vs baseline: +4.8%

✅ cache_on

Time: ✅ 0.382µs (SLO: <10.000µs 📉 -96.2%) vs baseline: -0.3%

Memory: ✅ 39.852MB (SLO: <41.000MB -2.8%) vs baseline: +4.7%

🟡 ratelimiter - 12/12

✅ defaults

Time: ✅ 2.362µs (SLO: <10.000µs 📉 -76.4%) vs baseline: +0.4%

Memory: ✅ 35.095MB (SLO: <35.500MB 🟡 -1.1%) vs baseline: +4.8%

✅ high_rate_limit

Time: ✅ 2.423µs (SLO: <10.000µs 📉 -75.8%) vs baseline: +0.2%

Memory: ✅ 35.134MB (SLO: <35.500MB 🟡 -1.0%) vs baseline: +4.9%

✅ long_window

Time: ✅ 2.373µs (SLO: <10.000µs 📉 -76.3%) vs baseline: -0.6%

Memory: ✅ 35.095MB (SLO: <35.500MB 🟡 -1.1%) vs baseline: +4.7%

✅ low_rate_limit

Time: ✅ 2.348µs (SLO: <10.000µs 📉 -76.5%) vs baseline: -1.1%

Memory: ✅ 35.055MB (SLO: <35.500MB 🟡 -1.3%) vs baseline: +4.7%

✅ no_rate_limit

Time: ✅ 0.830µs (SLO: <10.000µs 📉 -91.7%) vs baseline: ~same

Memory: ✅ 35.212MB (SLO: <35.500MB 🟡 -0.8%) vs baseline: +5.2%

✅ short_window

Time: ✅ 2.498µs (SLO: <10.000µs 📉 -75.0%) vs baseline: ~same

Memory: ✅ 35.075MB (SLO: <35.500MB 🟡 -1.2%) vs baseline: +4.9%

🟡 recursivecomputation - 8/8

✅ deep

Time: ✅ 308.477ms (SLO: <320.950ms -3.9%) vs baseline: -0.2%

Memory: ✅ 35.901MB (SLO: <36.500MB 🟡 -1.6%) vs baseline: +4.6%

✅ deep-profiled

Time: ✅ 328.194ms (SLO: <359.150ms -8.6%) vs baseline: -0.3%

Memory: ✅ 39.813MB (SLO: <40.500MB 🟡 -1.7%) vs baseline: +5.0%

✅ medium

Time: ✅ 7.002ms (SLO: <7.400ms -5.4%) vs baseline: ~same

Memory: ✅ 34.760MB (SLO: <35.500MB -2.1%) vs baseline: +4.6%

✅ shallow

Time: ✅ 0.948ms (SLO: <1.050ms -9.7%) vs baseline: +1.1%

Memory: ✅ 34.800MB (SLO: <35.500MB 🟡 -2.0%) vs baseline: +5.1%

🟡 samplingrules - 8/8

✅ average_match

Time: ✅ 137.280µs (SLO: <290.000µs 📉 -52.7%) vs baseline: -0.3%

Memory: ✅ 34.780MB (SLO: <35.500MB -2.0%) vs baseline: +4.9%

✅ high_match

Time: ✅ 172.533µs (SLO: <480.000µs 📉 -64.1%) vs baseline: ~same

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +5.0%

✅ low_match

Time: ✅ 98.659µs (SLO: <120.000µs 📉 -17.8%) vs baseline: -0.5%

Memory: ✅ 603.538MB (SLO: <700.000MB 📉 -13.8%) vs baseline: +4.8%

✅ very_low_match

Time: ✅ 2.642ms (SLO: <8.500ms 📉 -68.9%) vs baseline: ~same

Memory: ✅ 71.072MB (SLO: <75.000MB -5.2%) vs baseline: +4.9%

🟡 sethttpmeta - 32/32

✅ all-disabled

Time: ✅ 10.578µs (SLO: <20.000µs 📉 -47.1%) vs baseline: +0.3%

Memory: ✅ 35.606MB (SLO: <36.000MB 🟡 -1.1%) vs baseline: +4.7%

✅ all-enabled

Time: ✅ 40.925µs (SLO: <50.000µs 📉 -18.1%) vs baseline: +2.0%

Memory: ✅ 35.488MB (SLO: <36.000MB 🟡 -1.4%) vs baseline: +5.7%

✅ collectipvariant_exists

Time: ✅ 41.067µs (SLO: <50.000µs 📉 -17.9%) vs baseline: +0.7%

Memory: ✅ 35.409MB (SLO: <36.000MB 🟡 -1.6%) vs baseline: +4.7%

✅ no-collectipvariant

Time: ✅ 40.249µs (SLO: <50.000µs 📉 -19.5%) vs baseline: ~same

Memory: ✅ 35.350MB (SLO: <36.000MB 🟡 -1.8%) vs baseline: +4.6%

✅ no-useragentvariant

Time: ✅ 38.900µs (SLO: <50.000µs 📉 -22.2%) vs baseline: -0.2%

Memory: ✅ 35.330MB (SLO: <36.000MB 🟡 -1.9%) vs baseline: +4.2%

✅ obfuscation-no-query

Time: ✅ 40.659µs (SLO: <50.000µs 📉 -18.7%) vs baseline: ~same

Memory: ✅ 35.409MB (SLO: <36.000MB 🟡 -1.6%) vs baseline: +5.0%

✅ obfuscation-regular-case-explicit-query

Time: ✅ 75.888µs (SLO: <90.000µs 📉 -15.7%) vs baseline: -0.1%

Memory: ✅ 35.665MB (SLO: <36.500MB -2.3%) vs baseline: +5.0%

✅ obfuscation-regular-case-implicit-query

Time: ✅ 76.450µs (SLO: <90.000µs 📉 -15.1%) vs baseline: ~same

Memory: ✅ 35.645MB (SLO: <36.500MB -2.3%) vs baseline: +5.0%

✅ obfuscation-send-querystring-disabled

Time: ✅ 154.377µs (SLO: <170.000µs -9.2%) vs baseline: +0.2%

Memory: ✅ 35.743MB (SLO: <36.500MB -2.1%) vs baseline: +5.0%

✅ obfuscation-worst-case-explicit-query

Time: ✅ 148.680µs (SLO: <160.000µs -7.1%) vs baseline: -0.3%

Memory: ✅ 35.704MB (SLO: <36.500MB -2.2%) vs baseline: +5.0%

✅ obfuscation-worst-case-implicit-query

Time: ✅ 155.021µs (SLO: <170.000µs -8.8%) vs baseline: ~same

Memory: ✅ 35.645MB (SLO: <36.500MB -2.3%) vs baseline: +4.9%

✅ useragentvariant_exists_1

Time: ✅ 39.581µs (SLO: <50.000µs 📉 -20.8%) vs baseline: -0.1%

Memory: ✅ 35.271MB (SLO: <36.000MB -2.0%) vs baseline: +4.9%

✅ useragentvariant_exists_2

Time: ✅ 40.765µs (SLO: <50.000µs 📉 -18.5%) vs baseline: ~same

Memory: ✅ 35.350MB (SLO: <36.000MB 🟡 -1.8%) vs baseline: +4.9%

✅ useragentvariant_exists_3

Time: ✅ 40.257µs (SLO: <50.000µs 📉 -19.5%) vs baseline: +0.4%

Memory: ✅ 35.448MB (SLO: <36.000MB 🟡 -1.5%) vs baseline: +4.6%

✅ useragentvariant_not_exists_1

Time: ✅ 39.646µs (SLO: <50.000µs 📉 -20.7%) vs baseline: +0.2%

Memory: ✅ 35.154MB (SLO: <36.000MB -2.4%) vs baseline: +3.9%

✅ useragentvariant_not_exists_2

Time: ✅ 39.860µs (SLO: <50.000µs 📉 -20.3%) vs baseline: +0.2%

Memory: ✅ 35.291MB (SLO: <36.000MB 🟡 -2.0%) vs baseline: +4.2%

🟡 span - 26/26

✅ add-event

Time: ✅ 18.159ms (SLO: <22.500ms 📉 -19.3%) vs baseline: -0.8%

Memory: ✅ 36.855MB (SLO: <53.000MB 📉 -30.5%) vs baseline: +4.7%

✅ add-metrics

Time: ✅ 89.114ms (SLO: <93.500ms -4.7%) vs baseline: ~same

Memory: ✅ 41.014MB (SLO: <53.000MB 📉 -22.6%) vs baseline: +4.7%

✅ add-tags

Time: ✅ 141.850ms (SLO: <155.000ms -8.5%) vs baseline: +0.1%

Memory: ✅ 40.979MB (SLO: <53.000MB 📉 -22.7%) vs baseline: +4.6%

✅ get-context

Time: ✅ 17.038ms (SLO: <20.500ms 📉 -16.9%) vs baseline: +0.3%

Memory: ✅ 36.655MB (SLO: <53.000MB 📉 -30.8%) vs baseline: +4.7%

✅ is-recording

Time: ✅ 17.369ms (SLO: <20.500ms 📉 -15.3%) vs baseline: +1.0%

Memory: ✅ 36.773MB (SLO: <53.000MB 📉 -30.6%) vs baseline: +5.1%

✅ record-exception

Time: ✅ 36.748ms (SLO: <40.000ms -8.1%) vs baseline: +0.5%

Memory: ✅ 37.212MB (SLO: <53.000MB 📉 -29.8%) vs baseline: +4.5%

✅ set-status

Time: ✅ 18.834ms (SLO: <22.000ms 📉 -14.4%) vs baseline: +1.6%

Memory: ✅ 36.711MB (SLO: <53.000MB 📉 -30.7%) vs baseline: +4.8%

✅ start

Time: ✅ 17.525ms (SLO: <20.500ms 📉 -14.5%) vs baseline: +3.9%

Memory: ✅ 36.696MB (SLO: <53.000MB 📉 -30.8%) vs baseline: +4.8%

✅ start-finish

Time: ✅ 50.957ms (SLO: <52.500ms -2.9%) vs baseline: ~same

Memory: ✅ 34.800MB (SLO: <35.500MB 🟡 -2.0%) vs baseline: +5.0%

✅ start-finish-telemetry

Time: ✅ 52.206ms (SLO: <54.500ms -4.2%) vs baseline: -0.8%

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +5.0%

✅ start-finish-traceid128

Time: ✅ 53.924ms (SLO: <57.000ms -5.4%) vs baseline: -0.5%

Memory: ✅ 34.819MB (SLO: <35.500MB 🟡 -1.9%) vs baseline: +5.2%

✅ start-traceid128

Time: ✅ 17.259ms (SLO: <22.500ms 📉 -23.3%) vs baseline: -0.3%

Memory: ✅ 36.727MB (SLO: <53.000MB 📉 -30.7%) vs baseline: +5.1%

✅ update-name

Time: ✅ 17.332ms (SLO: <22.000ms 📉 -21.2%) vs baseline: -0.6%

Memory: ✅ 36.805MB (SLO: <53.000MB 📉 -30.6%) vs baseline: +4.8%

🟡 tracer - 6/6

✅ large

Time: ✅ 29.132ms (SLO: <32.950ms 📉 -11.6%) vs baseline: -0.4%

Memory: ✅ 35.940MB (SLO: <36.500MB 🟡 -1.5%) vs baseline: +5.1%

✅ medium

Time: ✅ 2.870ms (SLO: <3.200ms 📉 -10.3%) vs baseline: -0.7%

Memory: ✅ 34.760MB (SLO: <35.500MB -2.1%) vs baseline: +5.0%

✅ small

Time: ✅ 331.582µs (SLO: <370.000µs 📉 -10.4%) vs baseline: +1.4%

Memory: ✅ 34.878MB (SLO: <35.500MB 🟡 -1.8%) vs baseline: +5.2%

⚠️ Unstable Tests (1 suite)

⚠️

packagesupdateimporteddependencies - 24/24 (1 unstable)

✅ import_many

Time: ✅ 154.953µs (SLO: <170.000µs -8.9%) vs baseline: -0.4%

Memory: ✅ 39.899MB (SLO: <41.000MB -2.7%) vs baseline: +4.5%

✅ import_many_cached

Time: ✅ 120.450µs (SLO: <130.000µs -7.3%) vs baseline: -1.6%

Memory: ✅ 39.892MB (SLO: <41.000MB -2.7%) vs baseline: +4.5%

✅ import_many_stdlib

Time: ✅ 0.752ms (SLO: <1.750ms 📉 -57.0%) vs baseline: -0.4%

Memory: ✅ 39.822MB (SLO: <41.000MB -2.9%) vs baseline: +4.3%

⚠️ import_many_stdlib_cached

Time: ⚠️ 0.173ms (SLO: <1.100ms 📉 -84.3%) vs baseline: +0.8%

Memory: ✅ 39.781MB (SLO: <41.000MB -3.0%) vs baseline: +4.5%

✅ import_many_unknown

Time: ✅ 833.085µs (SLO: <890.000µs -6.4%) vs baseline: -0.4%

Memory: ✅ 39.756MB (SLO: <41.000MB -3.0%) vs baseline: +4.0%

✅ import_many_unknown_cached

Time: ✅ 791.408µs (SLO: <870.000µs -9.0%) vs baseline: ~same

Memory: ✅ 39.954MB (SLO: <41.000MB -2.6%) vs baseline: +3.9%

✅ import_one

Time: ✅ 19.688µs (SLO: <30.000µs 📉 -34.4%) vs baseline: -0.7%

Memory: ✅ 39.468MB (SLO: <41.000MB -3.7%) vs baseline: +4.2%

✅ import_one_cache

Time: ✅ 6.273µs (SLO: <10.000µs 📉 -37.3%) vs baseline: +0.2%

Memory: ✅ 39.862MB (SLO: <41.000MB -2.8%) vs baseline: +4.2%

✅ import_one_stdlib

Time: ✅ 18.732µs (SLO: <20.000µs -6.3%) vs baseline: ~same

Memory: ✅ 39.665MB (SLO: <41.000MB -3.3%) vs baseline: +4.0%

✅ import_one_stdlib_cache

Time: ✅ 6.374µs (SLO: <10.000µs 📉 -36.3%) vs baseline: +1.7%

Memory: ✅ 39.710MB (SLO: <41.000MB -3.1%) vs baseline: +4.7%

✅ import_one_unknown

Time: ✅ 45.508µs (SLO: <50.000µs -9.0%) vs baseline: -0.5%

Memory: ✅ 39.735MB (SLO: <41.000MB -3.1%) vs baseline: +5.1%

✅ import_one_unknown_cache

Time: ✅ 6.313µs (SLO: <10.000µs 📉 -36.9%) vs baseline: ~same

Memory: ✅ 39.753MB (SLO: <41.000MB -3.0%) vs baseline: +4.8%

✅ All Tests Passing (3 suites)

✅ flasksqli - 6/6

✅ appsec-enabled

Time: ✅ 2.054ms (SLO: <4.200ms 📉 -51.1%) vs baseline: -0.7%

Memory: ✅ 55.424MB (SLO: <66.000MB 📉 -16.0%) vs baseline: +4.9%

✅ iast-enabled

Time: ✅ 2.072ms (SLO: <2.800ms 📉 -26.0%) vs baseline: ~same

Memory: ✅ 55.424MB (SLO: <62.500MB 📉 -11.3%) vs baseline: +5.0%

✅ tracer-enabled

Time: ✅ 2.057ms (SLO: <2.250ms -8.6%) vs baseline: ~same

Memory: ✅ 55.345MB (SLO: <56.500MB -2.0%) vs baseline: +4.7%

✅ iastpropagation - 8/8

✅ no-propagation

Time: ✅ 48.896µs (SLO: <60.000µs 📉 -18.5%) vs baseline: +0.3%

Memory: ✅ 40.147MB (SLO: <42.000MB -4.4%) vs baseline: +5.2%

✅ propagation_enabled

Time: ✅ 175.711µs (SLO: <190.000µs -7.5%) vs baseline: +0.9%

Memory: ✅ 40.167MB (SLO: <42.000MB -4.4%) vs baseline: +5.2%

✅ propagation_enabled_100

Time: ✅ 1.921ms (SLO: <2.300ms 📉 -16.5%) vs baseline: -1.0%

Memory: ✅ 40.088MB (SLO: <42.000MB -4.6%) vs baseline: +4.8%

✅ propagation_enabled_1000

Time: ✅ 32.593ms (SLO: <34.550ms -5.7%) vs baseline: +0.2%

Memory: ✅ 40.049MB (SLO: <42.000MB -4.6%) vs baseline: +4.8%

✅ otelsdkspan - 24/24

✅ add-event

Time: ✅ 40.546ms (SLO: <42.000ms -3.5%) vs baseline: -0.3%

Memory: ✅ 37.631MB (SLO: <39.000MB -3.5%) vs baseline: +5.0%

✅ add-link

Time: ✅ 36.423ms (SLO: <38.550ms -5.5%) vs baseline: ~same

Memory: ✅ 37.513MB (SLO: <39.000MB -3.8%) vs baseline: +4.6%

✅ add-metrics

Time: ✅ 219.167ms (SLO: <232.000ms -5.5%) vs baseline: +1.1%

Memory: ✅ 37.611MB (SLO: <39.000MB -3.6%) vs baseline: +4.7%

✅ add-tags

Time: ✅ 211.705ms (SLO: <221.600ms -4.5%) vs baseline: +0.6%

Memory: ✅ 37.631MB (SLO: <39.000MB -3.5%) vs baseline: +4.7%

✅ get-context

Time: ✅ 29.051ms (SLO: <31.300ms -7.2%) vs baseline: +0.5%

Memory: ✅ 37.709MB (SLO: <39.000MB -3.3%) vs baseline: +5.2%

✅ is-recording

Time: ✅ 29.162ms (SLO: <31.000ms -5.9%) vs baseline: ~same

Memory: ✅ 37.611MB (SLO: <39.000MB -3.6%) vs baseline: +4.7%

✅ record-exception

Time: ✅ 63.216ms (SLO: <65.850ms -4.0%) vs baseline: ~same

Memory: ✅ 37.591MB (SLO: <39.000MB -3.6%) vs baseline: +4.7%

✅ set-status

Time: ✅ 32.068ms (SLO: <34.150ms -6.1%) vs baseline: +0.6%

Memory: ✅ 37.631MB (SLO: <39.000MB -3.5%) vs baseline: +4.8%

✅ start

Time: ✅ 29.355ms (SLO: <30.150ms -2.6%) vs baseline: +2.1%

Memory: ✅ 37.375MB (SLO: <39.000MB -4.2%) vs baseline: +4.1%

✅ start-finish

Time: ✅ 33.936ms (SLO: <35.350ms -4.0%) vs baseline: ~same

Memory: ✅ 37.572MB (SLO: <39.000MB -3.7%) vs baseline: +4.6%

✅ start-finish-telemetry

Time: ✅ 33.960ms (SLO: <35.450ms -4.2%) vs baseline: ~same

Memory: ✅ 37.631MB (SLO: <39.000MB -3.5%) vs baseline: +4.9%

✅ update-name

Time: ✅ 31.120ms (SLO: <33.400ms -6.8%) vs baseline: -0.3%

Memory: ✅ 37.631MB (SLO: <39.000MB -3.5%) vs baseline: +4.7%

ℹ️ Scenarios Missing SLO Configuration (10 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
sethttpmeta-obfuscation-disabled

adding reasoning tokens metric

98af42c

XG-xin changed the title ~~llmobs: adding reasoning tokens metric~~ feat(llmobs): adding reasoning tokens metric Dec 2, 2025

fix oai agent test

4951688

XG-xin changed the title ~~feat(llmobs): adding reasoning tokens metric~~ feat(llmobs): adding reasoning tokens metric for openai integration Dec 2, 2025

XG-xin changed the title ~~feat(llmobs): adding reasoning tokens metric for openai integration~~ feat(llmobs): emitting reasoning tokens metric for openai integration Dec 2, 2025

XG-xin marked this pull request as ready for review December 2, 2025 16:01

XG-xin requested a review from a team as a code owner December 2, 2025 16:01

rename the metric

70c8f43

feat(llmobs): emitting reasoning tokens metric for openai integration #15478

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feat(llmobs): emitting reasoning tokens metric for openai integration #15478

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Description

Testing

Risks

Additional Notes

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Bootstrap import analysis

Summary

Import time breakdown

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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

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