fix(profiling): adapt Stack V2 to exception-free Echion (#14933) [backport 3.16] #14986

KowalskiThomas · 2025-10-22T14:48:26Z

Description

Backport of 2c72bca from #14933 to 3.16.

Originally from fix(profiling): adapt Stack V2 to exception-free Echion.

This PR updates Echion to use the latest version. Included Echion PRs - [refactor: stop using exceptions for reporting errors](P403n1x87/echion#156) - [misc: remove Error classes](P403n1x87/echion#164) - [bug: avoid possibly unbounded memory allocations](P403n1x87/echion#159) - [fix: remove extra loop in Frame::read() for 3.13+](P403n1x87/echion#167) - [refactor: return std::reference_wrapper over raw pointer](P403n1x87/echion#168) See comparison here P403n1x87/echion@3ebeb3e...39d74a3 --------- Co-authored-by: Taegyun Kim <[email protected]> (cherry picked from commit 2c72bca)

github-actions · 2025-10-22T15:02:51Z

CODEOWNERS have been resolved as:

releasenotes/notes/profiling-echion-fix-alloc-f1204a794b1d3a1d.yaml     @DataDog/apm-python
ddtrace/internal/datadog/profiling/stack_v2/CMakeLists.txt              @DataDog/profiling-python
ddtrace/internal/datadog/profiling/stack_v2/include/stack_renderer.hpp  @DataDog/profiling-python
ddtrace/internal/datadog/profiling/stack_v2/src/sampler.cpp             @DataDog/profiling-python
ddtrace/internal/datadog/profiling/stack_v2/src/stack_renderer.cpp      @DataDog/profiling-python
ddtrace/internal/datadog/profiling/stack_v2/src/stack_v2.cpp            @DataDog/profiling-python

github-actions · 2025-10-22T15:29:09Z

Bootstrap import analysis

Comparison of import times between this PR and base.

Summary

The average import time from this PR is: 240 ± 3 ms.

The average import time from base is: 242 ± 3 ms.

The import time difference between this PR and base is: -2.0 ± 0.1 ms.

Import time breakdown

The following import paths have shrunk:

ddtrace.auto 1.994 ms (0.83%)

ddtrace.bootstrap.sitecustomize 1.313 ms (0.55%)

ddtrace.bootstrap.preload 1.313 ms (0.55%)

ddtrace.internal.remoteconfig.client 0.643 ms (0.27%)

ddtrace 0.680 ms (0.28%)

ddtrace.internal._unpatched 0.029 ms (0.01%)

json 0.029 ms (0.01%)

json.decoder 0.029 ms (0.01%)

re 0.029 ms (0.01%)

enum 0.029 ms (0.01%)

types 0.029 ms (0.01%)

pr-commenter · 2025-10-22T16:15:03Z

Performance SLOs

Comparing candidate backport-14933-to-3.16 (c9e20e9) with baseline 3.16 (39b3ba8)

📈 Performance Regressions (2 suites)

📈 iastaspects - 118/118

✅ add_aspect

Time: ✅ 0.407µs (SLO: <10.000µs 📉 -95.9%) vs baseline: +0.9%

Memory: ✅ 38.004MB (SLO: <39.000MB -2.6%) vs baseline: +4.6%

✅ add_inplace_aspect

Time: ✅ 0.410µs (SLO: <10.000µs 📉 -95.9%) vs baseline: +0.7%

Memory: ✅ 37.670MB (SLO: <39.000MB -3.4%) vs baseline: +3.7%

✅ add_inplace_noaspect

Time: ✅ 0.316µs (SLO: <10.000µs 📉 -96.8%) vs baseline: -2.2%

Memory: ✅ 38.063MB (SLO: <39.000MB -2.4%) vs baseline: +5.1%

✅ add_noaspect

Time: ✅ 0.277µs (SLO: <10.000µs 📉 -97.2%) vs baseline: -1.1%

Memory: ✅ 38.024MB (SLO: <39.000MB -2.5%) vs baseline: +4.7%

✅ bytearray_aspect

Time: ✅ 1.334µs (SLO: <10.000µs 📉 -86.7%) vs baseline: +0.6%

Memory: ✅ 37.808MB (SLO: <39.000MB -3.1%) vs baseline: +4.2%

✅ bytearray_extend_aspect

Time: ✅ 1.520µs (SLO: <10.000µs 📉 -84.8%) vs baseline: +0.5%

Memory: ✅ 37.631MB (SLO: <39.000MB -3.5%) vs baseline: +3.7%

✅ bytearray_extend_noaspect

Time: ✅ 0.616µs (SLO: <10.000µs 📉 -93.8%) vs baseline: +0.5%

Memory: ✅ 37.650MB (SLO: <39.000MB -3.5%) vs baseline: +3.7%

✅ bytearray_noaspect

Time: ✅ 0.485µs (SLO: <10.000µs 📉 -95.2%) vs baseline: +1.7%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +5.3%

✅ bytes_aspect

Time: ✅ 1.296µs (SLO: <10.000µs 📉 -87.0%) vs baseline: ~same

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +4.9%

✅ bytes_noaspect

Time: ✅ 0.492µs (SLO: <10.000µs 📉 -95.1%) vs baseline: -0.4%

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +4.9%

✅ bytesio_aspect

Time: ✅ 1.359µs (SLO: <10.000µs 📉 -86.4%) vs baseline: -1.2%

Memory: ✅ 37.847MB (SLO: <39.000MB -3.0%) vs baseline: +4.3%

✅ bytesio_noaspect

Time: ✅ 0.497µs (SLO: <10.000µs 📉 -95.0%) vs baseline: +1.2%

Memory: ✅ 38.063MB (SLO: <39.000MB -2.4%) vs baseline: +4.7%

✅ capitalize_aspect

Time: ✅ 0.736µs (SLO: <10.000µs 📉 -92.6%) vs baseline: +0.4%

Memory: ✅ 38.044MB (SLO: <39.000MB -2.5%) vs baseline: +5.6%

✅ capitalize_noaspect

Time: ✅ 0.436µs (SLO: <10.000µs 📉 -95.6%) vs baseline: -0.4%

Memory: ✅ 38.024MB (SLO: <39.000MB -2.5%) vs baseline: +4.7%

✅ casefold_aspect

Time: ✅ 0.732µs (SLO: <10.000µs 📉 -92.7%) vs baseline: -0.8%

Memory: ✅ 37.847MB (SLO: <39.000MB -3.0%) vs baseline: +4.5%

✅ casefold_noaspect

Time: ✅ 0.367µs (SLO: <10.000µs 📉 -96.3%) vs baseline: -0.9%

Memory: ✅ 38.063MB (SLO: <39.000MB -2.4%) vs baseline: +4.9%

✅ decode_aspect

Time: ✅ 0.720µs (SLO: <10.000µs 📉 -92.8%) vs baseline: +0.2%

Memory: ✅ 37.906MB (SLO: <39.000MB -2.8%) vs baseline: +4.5%

✅ decode_noaspect

Time: ✅ 0.425µs (SLO: <10.000µs 📉 -95.8%) vs baseline: +2.0%

Memory: ✅ 37.965MB (SLO: <39.000MB -2.7%) vs baseline: +4.5%

✅ encode_aspect

Time: ✅ 0.707µs (SLO: <10.000µs 📉 -92.9%) vs baseline: +0.2%

Memory: ✅ 37.768MB (SLO: <39.000MB -3.2%) vs baseline: +4.1%

✅ encode_noaspect

Time: ✅ 0.402µs (SLO: <10.000µs 📉 -96.0%) vs baseline: +0.5%

Memory: ✅ 38.044MB (SLO: <39.000MB -2.5%) vs baseline: +5.0%

✅ format_aspect

Time: ✅ 3.400µs (SLO: <10.000µs 📉 -66.0%) vs baseline: +1.1%

Memory: ✅ 38.044MB (SLO: <39.000MB -2.5%) vs baseline: +4.9%

✅ format_map_aspect

Time: ✅ 4.096µs (SLO: <10.000µs 📉 -59.0%) vs baseline: 📈 +12.4%

Memory: ✅ 37.690MB (SLO: <39.000MB -3.4%) vs baseline: +3.9%

✅ format_map_noaspect

Time: ✅ 0.790µs (SLO: <10.000µs 📉 -92.1%) vs baseline: +1.6%

Memory: ✅ 38.063MB (SLO: <39.000MB -2.4%) vs baseline: +4.9%

✅ format_noaspect

Time: ✅ 0.598µs (SLO: <10.000µs 📉 -94.0%) vs baseline: +1.0%

Memory: ✅ 37.965MB (SLO: <39.000MB -2.7%) vs baseline: +4.6%

✅ index_aspect

Time: ✅ 0.361µs (SLO: <10.000µs 📉 -96.4%) vs baseline: +0.8%

Memory: ✅ 38.044MB (SLO: <39.000MB -2.5%) vs baseline: +5.0%

✅ index_noaspect

Time: ✅ 0.279µs (SLO: <10.000µs 📉 -97.2%) vs baseline: -1.2%

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +5.0%

✅ join_aspect

Time: ✅ 1.363µs (SLO: <10.000µs 📉 -86.4%) vs baseline: +0.7%

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +4.9%

✅ join_noaspect

Time: ✅ 0.493µs (SLO: <10.000µs 📉 -95.1%) vs baseline: +0.9%

Memory: ✅ 38.004MB (SLO: <39.000MB -2.6%) vs baseline: +4.9%

✅ ljust_aspect

Time: ✅ 2.778µs (SLO: <20.000µs 📉 -86.1%) vs baseline: +8.6%

Memory: ✅ 37.906MB (SLO: <39.000MB -2.8%) vs baseline: +4.4%

✅ ljust_noaspect

Time: ✅ 0.405µs (SLO: <10.000µs 📉 -96.0%) vs baseline: -0.2%

Memory: ✅ 38.044MB (SLO: <39.000MB -2.5%) vs baseline: +4.8%

✅ lower_aspect

Time: ✅ 2.191µs (SLO: <10.000µs 📉 -78.1%) vs baseline: -0.2%

Memory: ✅ 37.926MB (SLO: <39.000MB -2.8%) vs baseline: +4.4%

✅ lower_noaspect

Time: ✅ 0.372µs (SLO: <10.000µs 📉 -96.3%) vs baseline: +0.9%

Memory: ✅ 38.103MB (SLO: <39.000MB -2.3%) vs baseline: +5.0%

✅ lstrip_aspect

Time: ✅ 2.206µs (SLO: <20.000µs 📉 -89.0%) vs baseline: +0.7%

Memory: ✅ 38.122MB (SLO: <39.000MB -2.3%) vs baseline: +5.0%

✅ lstrip_noaspect

Time: ✅ 0.383µs (SLO: <10.000µs 📉 -96.2%) vs baseline: -0.8%

Memory: ✅ 38.024MB (SLO: <39.000MB -2.5%) vs baseline: +4.7%

✅ modulo_aspect

Time: ✅ 1.001µs (SLO: <10.000µs 📉 -90.0%) vs baseline: ~same

Memory: ✅ 37.906MB (SLO: <39.000MB -2.8%) vs baseline: +4.3%

✅ modulo_aspect_for_bytearray_bytearray

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

Memory: ✅ 37.906MB (SLO: <39.000MB -2.8%) vs baseline: +4.3%

✅ modulo_aspect_for_bytes

Time: ✅ 0.972µs (SLO: <10.000µs 📉 -90.3%) vs baseline: -1.6%

Memory: ✅ 37.631MB (SLO: <39.000MB -3.5%) vs baseline: +3.6%

✅ modulo_aspect_for_bytes_bytearray

Time: ✅ 1.272µs (SLO: <10.000µs 📉 -87.3%) vs baseline: +2.8%

Memory: ✅ 38.063MB (SLO: <39.000MB -2.4%) vs baseline: +4.9%

✅ modulo_noaspect

Time: ✅ 0.626µs (SLO: <10.000µs 📉 -93.7%) vs baseline: +0.5%

Memory: ✅ 38.004MB (SLO: <39.000MB -2.6%) vs baseline: +4.6%

✅ replace_aspect

Time: ✅ 4.865µs (SLO: <10.000µs 📉 -51.3%) vs baseline: +1.0%

Memory: ✅ 37.709MB (SLO: <39.000MB -3.3%) vs baseline: +3.8%

✅ replace_noaspect

Time: ✅ 0.460µs (SLO: <10.000µs 📉 -95.4%) vs baseline: -1.4%

Memory: ✅ 37.926MB (SLO: <39.000MB -2.8%) vs baseline: +4.4%

✅ repr_aspect

Time: ✅ 0.906µs (SLO: <10.000µs 📉 -90.9%) vs baseline: ~same

Memory: ✅ 38.004MB (SLO: <39.000MB -2.6%) vs baseline: +4.7%

✅ repr_noaspect

Time: ✅ 0.425µs (SLO: <10.000µs 📉 -95.8%) vs baseline: +2.6%

Memory: ✅ 38.063MB (SLO: <39.000MB -2.4%) vs baseline: +4.9%

✅ rstrip_aspect

Time: ✅ 2.036µs (SLO: <20.000µs 📉 -89.8%) vs baseline: +6.9%

Memory: ✅ 37.926MB (SLO: <39.000MB -2.8%) vs baseline: +4.4%

✅ rstrip_noaspect

Time: ✅ 0.386µs (SLO: <10.000µs 📉 -96.1%) vs baseline: +1.6%

Memory: ✅ 37.906MB (SLO: <39.000MB -2.8%) vs baseline: +4.5%

✅ slice_aspect

Time: ✅ 0.493µs (SLO: <10.000µs 📉 -95.1%) vs baseline: ~same

Memory: ✅ 37.965MB (SLO: <39.000MB -2.7%) vs baseline: +4.7%

✅ slice_noaspect

Time: ✅ 0.448µs (SLO: <10.000µs 📉 -95.5%) vs baseline: +0.4%

Memory: ✅ 38.044MB (SLO: <39.000MB -2.5%) vs baseline: +4.6%

✅ stringio_aspect

Time: ✅ 1.746µs (SLO: <10.000µs 📉 -82.5%) vs baseline: 📈 +10.9%

Memory: ✅ 37.847MB (SLO: <39.000MB -3.0%) vs baseline: +4.3%

✅ stringio_noaspect

Time: ✅ 0.718µs (SLO: <10.000µs 📉 -92.8%) vs baseline: +0.4%

Memory: ✅ 37.985MB (SLO: <39.000MB -2.6%) vs baseline: +4.7%

✅ strip_aspect

Time: ✅ 2.200µs (SLO: <20.000µs 📉 -89.0%) vs baseline: ~same

Memory: ✅ 37.808MB (SLO: <39.000MB -3.1%) vs baseline: +4.2%

✅ strip_noaspect

Time: ✅ 0.386µs (SLO: <10.000µs 📉 -96.1%) vs baseline: +1.0%

Memory: ✅ 37.965MB (SLO: <39.000MB -2.7%) vs baseline: +4.4%

✅ swapcase_aspect

Time: ✅ 2.387µs (SLO: <10.000µs 📉 -76.1%) vs baseline: -0.9%

Memory: ✅ 37.650MB (SLO: <39.000MB -3.5%) vs baseline: +3.6%

✅ swapcase_noaspect

Time: ✅ 0.530µs (SLO: <10.000µs 📉 -94.7%) vs baseline: -1.4%

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +4.7%

✅ title_aspect

Time: ✅ 2.335µs (SLO: <10.000µs 📉 -76.7%) vs baseline: ~same

Memory: ✅ 37.886MB (SLO: <39.000MB -2.9%) vs baseline: +4.2%

✅ title_noaspect

Time: ✅ 0.501µs (SLO: <10.000µs 📉 -95.0%) vs baseline: -0.2%

Memory: ✅ 38.004MB (SLO: <39.000MB -2.6%) vs baseline: +4.6%

✅ translate_aspect

Time: ✅ 3.202µs (SLO: <10.000µs 📉 -68.0%) vs baseline: -0.6%

Memory: ✅ 37.631MB (SLO: <39.000MB -3.5%) vs baseline: +3.7%

✅ translate_noaspect

Time: ✅ 1.049µs (SLO: <10.000µs 📉 -89.5%) vs baseline: +0.8%

Memory: ✅ 38.083MB (SLO: <39.000MB -2.4%) vs baseline: +4.9%

✅ upper_aspect

Time: ✅ 2.197µs (SLO: <10.000µs 📉 -78.0%) vs baseline: -0.8%

Memory: ✅ 37.749MB (SLO: <39.000MB -3.2%) vs baseline: +4.1%

✅ upper_noaspect

Time: ✅ 0.375µs (SLO: <10.000µs 📉 -96.3%) vs baseline: +0.8%

Memory: ✅ 38.122MB (SLO: <39.000MB -2.3%) vs baseline: +5.1%

📈 telemetryaddmetric - 30/30

✅ 1-count-metric-1-times

Time: ✅ 3.501µs (SLO: <20.000µs 📉 -82.5%) vs baseline: 📈 +13.3%

Memory: ✅ 32.106MB (SLO: <34.000MB -5.6%) vs baseline: +5.1%

✅ 1-count-metrics-100-times

Time: ✅ 211.125µs (SLO: <250.000µs 📉 -15.5%) vs baseline: +0.2%

Memory: ✅ 32.185MB (SLO: <34.000MB -5.3%) vs baseline: +5.1%

✅ 1-distribution-metric-1-times

Time: ✅ 3.319µs (SLO: <20.000µs 📉 -83.4%) vs baseline: 📈 +14.6%

Memory: ✅ 32.165MB (SLO: <34.000MB -5.4%) vs baseline: +5.1%

✅ 1-distribution-metrics-100-times

Time: ✅ 190.379µs (SLO: <220.000µs 📉 -13.5%) vs baseline: ~same

Memory: ✅ 32.106MB (SLO: <34.000MB -5.6%) vs baseline: +4.8%

✅ 1-gauge-metric-1-times

Time: ✅ 2.081µs (SLO: <20.000µs 📉 -89.6%) vs baseline: +1.0%

Memory: ✅ 32.185MB (SLO: <34.000MB -5.3%) vs baseline: +5.2%

✅ 1-gauge-metrics-100-times

Time: ✅ 126.054µs (SLO: <150.000µs 📉 -16.0%) vs baseline: +0.9%

Memory: ✅ 32.126MB (SLO: <34.000MB -5.5%) vs baseline: +5.1%

✅ 1-rate-metric-1-times

Time: ✅ 3.128µs (SLO: <20.000µs 📉 -84.4%) vs baseline: +0.8%

Memory: ✅ 32.145MB (SLO: <34.000MB -5.5%) vs baseline: +5.1%

✅ 1-rate-metrics-100-times

Time: ✅ 210.843µs (SLO: <250.000µs 📉 -15.7%) vs baseline: +0.2%

Memory: ✅ 32.106MB (SLO: <34.000MB -5.6%) vs baseline: +4.9%

✅ 100-count-metrics-100-times

Time: ✅ 21.857ms (SLO: <23.500ms -7.0%) vs baseline: +0.9%

Memory: ✅ 32.106MB (SLO: <34.000MB -5.6%) vs baseline: +4.9%

✅ 100-distribution-metrics-100-times

Time: ✅ 2.011ms (SLO: <2.250ms 📉 -10.6%) vs baseline: +2.0%

Memory: ✅ 32.086MB (SLO: <34.000MB -5.6%) vs baseline: +4.8%

✅ 100-gauge-metrics-100-times

Time: ✅ 1.284ms (SLO: <1.550ms 📉 -17.1%) vs baseline: -0.5%

Memory: ✅ 32.145MB (SLO: <34.000MB -5.5%) vs baseline: +4.9%

✅ 100-rate-metrics-100-times

Time: ✅ 2.208ms (SLO: <2.550ms 📉 -13.4%) vs baseline: +0.5%

Memory: ✅ 32.086MB (SLO: <34.000MB -5.6%) vs baseline: +4.9%

✅ flush-1-metric

Time: ✅ 4.294µs (SLO: <20.000µs 📉 -78.5%) vs baseline: +3.2%

Memory: ✅ 32.106MB (SLO: <34.000MB -5.6%) vs baseline: +4.7%

✅ flush-100-metrics

Time: ✅ 181.972µs (SLO: <250.000µs 📉 -27.2%) vs baseline: -0.7%

Memory: ✅ 32.126MB (SLO: <34.000MB -5.5%) vs baseline: +4.9%

✅ flush-1000-metrics

Time: ✅ 2.205ms (SLO: <2.500ms 📉 -11.8%) vs baseline: +0.9%

Memory: ✅ 32.873MB (SLO: <34.500MB -4.7%) vs baseline: +4.9%

🟡 Near SLO Breach (5 suites)

🟡 djangosimple - 30/30

✅ appsec

Time: ✅ 20.451ms (SLO: <22.300ms -8.3%) vs baseline: -0.5%

Memory: ✅ 65.414MB (SLO: <67.000MB -2.4%) vs baseline: +4.6%

✅ exception-replay-enabled

Time: ✅ 1.343ms (SLO: <1.450ms -7.4%) vs baseline: -0.2%

Memory: ✅ 64.447MB (SLO: <67.000MB -3.8%) vs baseline: +4.7%

✅ iast

Time: ✅ 20.448ms (SLO: <22.250ms -8.1%) vs baseline: -0.1%

Memory: ✅ 65.509MB (SLO: <67.000MB -2.2%) vs baseline: +4.9%

✅ profiler

Time: ✅ 15.330ms (SLO: <16.550ms -7.4%) vs baseline: +0.8%

Memory: ✅ 53.647MB (SLO: <54.500MB 🟡 -1.6%) vs baseline: +4.4%

✅ resource-renaming

Time: ✅ 20.518ms (SLO: <21.750ms -5.7%) vs baseline: ~same

Memory: ✅ 65.284MB (SLO: <67.000MB -2.6%) vs baseline: +4.5%

✅ span-code-origin

Time: ✅ 26.219ms (SLO: <28.200ms -7.0%) vs baseline: -0.3%

Memory: ✅ 68.393MB (SLO: <69.500MB 🟡 -1.6%) vs baseline: +6.2%

✅ tracer

Time: ✅ 20.427ms (SLO: <21.750ms -6.1%) vs baseline: -0.4%

Memory: ✅ 65.386MB (SLO: <67.000MB -2.4%) vs baseline: +4.7%

✅ tracer-and-profiler

Time: ✅ 22.042ms (SLO: <23.500ms -6.2%) vs baseline: ~same

Memory: ✅ 66.638MB (SLO: <67.500MB 🟡 -1.3%) vs baseline: +5.0%

✅ tracer-dont-create-db-spans

Time: ✅ 19.367ms (SLO: <21.500ms -9.9%) vs baseline: ~same

Memory: ✅ 65.338MB (SLO: <66.000MB 🟡 -1.0%) vs baseline: +4.5%

✅ tracer-minimal

Time: ✅ 16.612ms (SLO: <17.500ms -5.1%) vs baseline: ~same

Memory: ✅ 65.433MB (SLO: <66.000MB 🟡 -0.9%) vs baseline: +4.7%

✅ tracer-native

Time: ✅ 20.428ms (SLO: <21.750ms -6.1%) vs baseline: ~same

Memory: ✅ 71.313MB (SLO: <72.500MB 🟡 -1.6%) vs baseline: +4.8%

✅ tracer-no-caches

Time: ✅ 18.421ms (SLO: <19.650ms -6.3%) vs baseline: -0.5%

Memory: ✅ 65.378MB (SLO: <67.000MB -2.4%) vs baseline: +4.6%

✅ tracer-no-databases

Time: ✅ 18.820ms (SLO: <20.100ms -6.4%) vs baseline: -0.2%

Memory: ✅ 65.435MB (SLO: <67.000MB -2.3%) vs baseline: +4.9%

✅ tracer-no-middleware

Time: ✅ 20.239ms (SLO: <21.500ms -5.9%) vs baseline: ~same

Memory: ✅ 65.442MB (SLO: <67.000MB -2.3%) vs baseline: +4.7%

✅ tracer-no-templates

Time: ✅ 20.303ms (SLO: <22.000ms -7.7%) vs baseline: -0.2%

Memory: ✅ 65.480MB (SLO: <67.000MB -2.3%) vs baseline: +4.8%

🟡 errortrackingdjangosimple - 6/6

✅ errortracking-enabled-all

Time: ✅ 18.289ms (SLO: <19.850ms -7.9%) vs baseline: +1.2%

Memory: ✅ 65.274MB (SLO: <66.500MB 🟡 -1.8%) vs baseline: +4.8%

✅ errortracking-enabled-user

Time: ✅ 18.079ms (SLO: <19.400ms -6.8%) vs baseline: -0.1%

Memory: ✅ 65.294MB (SLO: <66.500MB 🟡 -1.8%) vs baseline: +4.7%

✅ tracer-enabled

Time: ✅ 18.067ms (SLO: <19.450ms -7.1%) vs baseline: -0.3%

Memory: ✅ 65.274MB (SLO: <66.500MB 🟡 -1.8%) vs baseline: +4.7%

🟡 flasksimple - 18/18

✅ appsec-get

Time: ✅ 4.556ms (SLO: <4.750ms -4.1%) vs baseline: -0.2%

Memory: ✅ 61.912MB (SLO: <65.000MB -4.8%) vs baseline: +4.9%

✅ appsec-post

Time: ✅ 6.543ms (SLO: <6.750ms -3.1%) vs baseline: -0.5%

Memory: ✅ 61.912MB (SLO: <65.000MB -4.8%) vs baseline: +4.8%

✅ appsec-telemetry

Time: ✅ 4.558ms (SLO: <4.750ms -4.0%) vs baseline: +0.4%

Memory: ✅ 61.892MB (SLO: <65.000MB -4.8%) vs baseline: +4.8%

✅ debugger

Time: ✅ 1.854ms (SLO: <2.000ms -7.3%) vs baseline: -0.5%

Memory: ✅ 45.397MB (SLO: <47.000MB -3.4%) vs baseline: +4.9%

✅ iast-get

Time: ✅ 1.861ms (SLO: <2.000ms -6.9%) vs baseline: +0.3%

Memory: ✅ 42.349MB (SLO: <49.000MB 📉 -13.6%) vs baseline: +4.8%

✅ profiler

Time: ✅ 1.910ms (SLO: <2.100ms -9.0%) vs baseline: +0.3%

Memory: ✅ 46.557MB (SLO: <47.000MB 🟡 -0.9%) vs baseline: +5.1%

✅ resource-renaming

Time: ✅ 3.380ms (SLO: <3.650ms -7.4%) vs baseline: -0.4%

Memory: ✅ 52.179MB (SLO: <53.500MB -2.5%) vs baseline: +4.8%

✅ tracer

Time: ✅ 3.366ms (SLO: <3.650ms -7.8%) vs baseline: ~same

Memory: ✅ 52.160MB (SLO: <53.500MB -2.5%) vs baseline: +4.8%

✅ tracer-native

Time: ✅ 3.367ms (SLO: <3.650ms -7.7%) vs baseline: ~same

Memory: ✅ 58.201MB (SLO: <60.000MB -3.0%) vs baseline: +4.7%

🟡 otelspan - 22/22

✅ add-event

Time: ✅ 42.769ms (SLO: <47.150ms -9.3%) vs baseline: +0.6%

Memory: ✅ 44.490MB (SLO: <47.000MB -5.3%) vs baseline: +4.9%

✅ add-metrics

Time: ✅ 316.329ms (SLO: <344.800ms -8.3%) vs baseline: +0.3%

Memory: ✅ 596.259MB (SLO: <600.000MB 🟡 -0.6%) vs baseline: +4.9%

✅ add-tags

Time: ✅ 290.603ms (SLO: <314.000ms -7.5%) vs baseline: +1.3%

Memory: ✅ 596.615MB (SLO: <600.000MB 🟡 -0.6%) vs baseline: +4.8%

✅ get-context

Time: ✅ 80.339ms (SLO: <92.350ms 📉 -13.0%) vs baseline: -0.1%

Memory: ✅ 39.991MB (SLO: <46.500MB 📉 -14.0%) vs baseline: +5.0%

✅ is-recording

Time: ✅ 39.068ms (SLO: <44.500ms 📉 -12.2%) vs baseline: ~same

Memory: ✅ 43.989MB (SLO: <47.500MB -7.4%) vs baseline: +4.9%

✅ record-exception

Time: ✅ 59.048ms (SLO: <67.650ms 📉 -12.7%) vs baseline: +0.3%

Memory: ✅ 40.335MB (SLO: <47.000MB 📉 -14.2%) vs baseline: +4.9%

✅ set-status

Time: ✅ 44.826ms (SLO: <50.400ms 📉 -11.1%) vs baseline: +0.2%

Memory: ✅ 44.000MB (SLO: <47.000MB -6.4%) vs baseline: +4.9%

✅ start

Time: ✅ 38.345ms (SLO: <43.450ms 📉 -11.7%) vs baseline: +0.8%

Memory: ✅ 44.005MB (SLO: <47.000MB -6.4%) vs baseline: +5.0%

✅ start-finish

Time: ✅ 82.520ms (SLO: <88.000ms -6.2%) vs baseline: -0.1%

Memory: ✅ 34.583MB (SLO: <46.500MB 📉 -25.6%) vs baseline: +4.7%

✅ start-finish-telemetry

Time: ✅ 85.749ms (SLO: <89.000ms -3.7%) vs baseline: +2.0%

Memory: ✅ 34.564MB (SLO: <46.500MB 📉 -25.7%) vs baseline: +4.8%

✅ update-name

Time: ✅ 40.264ms (SLO: <45.150ms 📉 -10.8%) vs baseline: ~same

Memory: ✅ 44.248MB (SLO: <47.000MB -5.9%) vs baseline: +4.9%

🟡 span - 26/26

✅ add-event

Time: ✅ 20.688ms (SLO: <22.500ms -8.1%) vs baseline: +0.3%

Memory: ✅ 50.335MB (SLO: <53.000MB -5.0%) vs baseline: +5.1%

✅ add-metrics

Time: ✅ 90.523ms (SLO: <93.500ms -3.2%) vs baseline: -0.6%

Memory: ✅ 661.238MB (SLO: <961.000MB 📉 -31.2%) vs baseline: +4.9%

✅ add-tags

Time: ✅ 147.833ms (SLO: <155.000ms -4.6%) vs baseline: -0.4%

Memory: ✅ 661.440MB (SLO: <962.500MB 📉 -31.3%) vs baseline: +4.8%

✅ get-context

Time: ✅ 19.435ms (SLO: <20.500ms -5.2%) vs baseline: +0.5%

Memory: ✅ 49.112MB (SLO: <53.000MB -7.3%) vs baseline: +4.9%

✅ is-recording

Time: ✅ 19.894ms (SLO: <20.500ms -3.0%) vs baseline: +1.1%

Memory: ✅ 49.085MB (SLO: <53.000MB -7.4%) vs baseline: +4.9%

✅ record-exception

Time: ✅ 39.824ms (SLO: <40.000ms 🟡 -0.4%) vs baseline: +4.4%

Memory: ✅ 42.742MB (SLO: <53.000MB 📉 -19.4%) vs baseline: +4.8%

✅ set-status

Time: ✅ 21.321ms (SLO: <22.000ms -3.1%) vs baseline: +0.1%

Memory: ✅ 49.073MB (SLO: <53.000MB -7.4%) vs baseline: +4.7%

✅ start

Time: ✅ 19.204ms (SLO: <20.500ms -6.3%) vs baseline: -0.8%

Memory: ✅ 49.077MB (SLO: <53.000MB -7.4%) vs baseline: +4.7%

✅ start-finish

Time: ✅ 51.480ms (SLO: <52.500ms 🟡 -1.9%) vs baseline: +0.2%

Memory: ✅ 32.165MB (SLO: <34.000MB -5.4%) vs baseline: +5.1%

✅ start-finish-telemetry

Time: ✅ 52.930ms (SLO: <54.500ms -2.9%) vs baseline: +0.2%

Memory: ✅ 32.126MB (SLO: <34.000MB -5.5%) vs baseline: +4.9%

✅ start-finish-traceid128

Time: ✅ 54.856ms (SLO: <57.000ms -3.8%) vs baseline: ~same

Memory: ✅ 32.067MB (SLO: <34.000MB -5.7%) vs baseline: +4.5%

✅ start-traceid128

Time: ✅ 19.805ms (SLO: <22.500ms 📉 -12.0%) vs baseline: +0.9%

Memory: ✅ 49.070MB (SLO: <53.000MB -7.4%) vs baseline: +4.9%

✅ update-name

Time: ✅ 20.308ms (SLO: <22.000ms -7.7%) vs baseline: +0.5%

Memory: ✅ 49.756MB (SLO: <53.000MB -6.1%) vs baseline: +4.8%

⚠️ Unstable Tests (1 suite)

⚠️

coreapiscenario - 10/10 (1 unstable)

⚠️ context_with_data_listeners

Time: ⚠️ 13.312µs (SLO: <20.000µs 📉 -33.4%) vs baseline: +0.3%

Memory: ✅ 32.185MB (SLO: <33.500MB -3.9%) vs baseline: +4.9%

✅ context_with_data_no_listeners

Time: ✅ 3.273µs (SLO: <10.000µs 📉 -67.3%) vs baseline: -0.3%

Memory: ✅ 32.086MB (SLO: <33.500MB -4.2%) vs baseline: +4.7%

✅ get_item_exists

Time: ✅ 0.579µs (SLO: <10.000µs 📉 -94.2%) vs baseline: -1.1%

Memory: ✅ 32.106MB (SLO: <33.500MB -4.2%) vs baseline: +5.1%

✅ get_item_missing

Time: ✅ 0.639µs (SLO: <10.000µs 📉 -93.6%) vs baseline: -0.3%

Memory: ✅ 32.126MB (SLO: <33.500MB -4.1%) vs baseline: +4.7%

✅ set_item

Time: ✅ 24.208µs (SLO: <30.000µs 📉 -19.3%) vs baseline: +0.7%

Memory: ✅ 32.145MB (SLO: <33.500MB -4.0%) vs baseline: +4.9%

✅ All Tests Passing (16 suites)

✅ errortrackingflasksqli - 6/6

✅ errortracking-enabled-all

Time: ✅ 2.086ms (SLO: <2.300ms -9.3%) vs baseline: +0.4%

Memory: ✅ 52.121MB (SLO: <53.500MB -2.6%) vs baseline: +4.9%

✅ errortracking-enabled-user

Time: ✅ 2.096ms (SLO: <2.250ms -6.8%) vs baseline: +0.9%

Memory: ✅ 52.160MB (SLO: <53.500MB -2.5%) vs baseline: +4.8%

✅ tracer-enabled

Time: ✅ 2.078ms (SLO: <2.300ms -9.6%) vs baseline: -0.1%

Memory: ✅ 52.062MB (SLO: <53.500MB -2.7%) vs baseline: +4.7%

✅ flasksqli - 6/6

✅ appsec-enabled

Time: ✅ 3.919ms (SLO: <4.200ms -6.7%) vs baseline: -0.2%

Memory: ✅ 62.167MB (SLO: <66.000MB -5.8%) vs baseline: +4.8%

✅ iast-enabled

Time: ✅ 2.453ms (SLO: <2.800ms 📉 -12.4%) vs baseline: -0.5%

Memory: ✅ 58.550MB (SLO: <60.000MB -2.4%) vs baseline: +4.5%

✅ tracer-enabled

Time: ✅ 2.071ms (SLO: <2.250ms -8.0%) vs baseline: -0.4%

Memory: ✅ 52.219MB (SLO: <54.500MB -4.2%) vs baseline: +4.9%

✅ httppropagationextract - 60/60

✅ all_styles_all_headers

Time: ✅ 80.529µs (SLO: <100.000µs 📉 -19.5%) vs baseline: -0.6%

Memory: ✅ 32.145MB (SLO: <33.500MB -4.0%) vs baseline: +4.7%

✅ b3_headers

Time: ✅ 14.259µs (SLO: <20.000µs 📉 -28.7%) vs baseline: +0.2%

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +4.9%

✅ b3_single_headers

Time: ✅ 14.169µs (SLO: <20.000µs 📉 -29.2%) vs baseline: +7.1%

Memory: ✅ 32.224MB (SLO: <33.500MB -3.8%) vs baseline: +5.0%

✅ datadog_tracecontext_tracestate_not_propagated_on_trace_id_no_match

Time: ✅ 63.730µs (SLO: <80.000µs 📉 -20.3%) vs baseline: +0.6%

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +5.0%

✅ datadog_tracecontext_tracestate_propagated_on_trace_id_match

Time: ✅ 65.733µs (SLO: <80.000µs 📉 -17.8%) vs baseline: ~same

Memory: ✅ 32.185MB (SLO: <33.500MB -3.9%) vs baseline: +5.1%

✅ empty_headers

Time: ✅ 1.588µs (SLO: <10.000µs 📉 -84.1%) vs baseline: -1.3%

Memory: ✅ 32.165MB (SLO: <33.500MB -4.0%) vs baseline: +4.7%

✅ full_t_id_datadog_headers

Time: ✅ 22.645µs (SLO: <30.000µs 📉 -24.5%) vs baseline: -0.3%

Memory: ✅ 32.244MB (SLO: <33.500MB -3.8%) vs baseline: +4.9%

✅ invalid_priority_header

Time: ✅ 6.509µs (SLO: <10.000µs 📉 -34.9%) vs baseline: -0.1%

Memory: ✅ 32.165MB (SLO: <33.500MB -4.0%) vs baseline: +4.8%

✅ invalid_span_id_header

Time: ✅ 6.524µs (SLO: <10.000µs 📉 -34.8%) vs baseline: ~same

Memory: ✅ 32.145MB (SLO: <33.500MB -4.0%) vs baseline: +4.7%

✅ invalid_tags_header

Time: ✅ 6.503µs (SLO: <10.000µs 📉 -35.0%) vs baseline: -0.8%

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +4.9%

✅ invalid_trace_id_header

Time: ✅ 6.555µs (SLO: <10.000µs 📉 -34.5%) vs baseline: +0.5%

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +4.8%

✅ large_header_no_matches

Time: ✅ 27.566µs (SLO: <30.000µs -8.1%) vs baseline: ~same

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +4.9%

✅ large_valid_headers_all

Time: ✅ 28.688µs (SLO: <40.000µs 📉 -28.3%) vs baseline: +0.3%

Memory: ✅ 32.185MB (SLO: <33.500MB -3.9%) vs baseline: +4.9%

✅ medium_header_no_matches

Time: ✅ 9.869µs (SLO: <20.000µs 📉 -50.7%) vs baseline: +0.6%

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +4.9%

✅ medium_valid_headers_all

Time: ✅ 11.247µs (SLO: <20.000µs 📉 -43.8%) vs baseline: +0.6%

Memory: ✅ 32.145MB (SLO: <33.500MB -4.0%) vs baseline: +4.6%

✅ none_propagation_style

Time: ✅ 1.708µs (SLO: <10.000µs 📉 -82.9%) vs baseline: -0.6%

Memory: ✅ 32.165MB (SLO: <33.500MB -4.0%) vs baseline: +4.7%

✅ tracecontext_headers

Time: ✅ 34.261µs (SLO: <40.000µs 📉 -14.3%) vs baseline: -0.1%

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +4.9%

✅ valid_headers_all

Time: ✅ 6.499µs (SLO: <10.000µs 📉 -35.0%) vs baseline: -0.3%

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +4.9%

✅ valid_headers_basic

Time: ✅ 6.085µs (SLO: <10.000µs 📉 -39.2%) vs baseline: +0.3%

Memory: ✅ 32.224MB (SLO: <33.500MB -3.8%) vs baseline: +5.0%

✅ wsgi_empty_headers

Time: ✅ 1.589µs (SLO: <10.000µs 📉 -84.1%) vs baseline: -0.3%

Memory: ✅ 32.224MB (SLO: <33.500MB -3.8%) vs baseline: +5.0%

✅ wsgi_invalid_priority_header

Time: ✅ 6.579µs (SLO: <10.000µs 📉 -34.2%) vs baseline: +0.4%

Memory: ✅ 32.224MB (SLO: <33.500MB -3.8%) vs baseline: +4.9%

✅ wsgi_invalid_span_id_header

Time: ✅ 1.587µs (SLO: <10.000µs 📉 -84.1%) vs baseline: -0.6%

Memory: ✅ 32.185MB (SLO: <33.500MB -3.9%) vs baseline: +4.9%

✅ wsgi_invalid_tags_header

Time: ✅ 6.556µs (SLO: <10.000µs 📉 -34.4%) vs baseline: -0.2%

Memory: ✅ 32.224MB (SLO: <33.500MB -3.8%) vs baseline: +5.0%

✅ wsgi_invalid_trace_id_header

Time: ✅ 6.553µs (SLO: <10.000µs 📉 -34.5%) vs baseline: -0.6%

Memory: ✅ 32.224MB (SLO: <33.500MB -3.8%) vs baseline: +5.1%

✅ wsgi_large_header_no_matches

Time: ✅ 28.620µs (SLO: <40.000µs 📉 -28.4%) vs baseline: ~same

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +4.9%

✅ wsgi_large_valid_headers_all

Time: ✅ 29.868µs (SLO: <40.000µs 📉 -25.3%) vs baseline: +0.4%

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +4.9%

✅ wsgi_medium_header_no_matches

Time: ✅ 10.128µs (SLO: <20.000µs 📉 -49.4%) vs baseline: +1.1%

Memory: ✅ 32.165MB (SLO: <33.500MB -4.0%) vs baseline: +4.8%

✅ wsgi_medium_valid_headers_all

Time: ✅ 11.556µs (SLO: <20.000µs 📉 -42.2%) vs baseline: +0.6%

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +5.0%

✅ wsgi_valid_headers_all

Time: ✅ 6.564µs (SLO: <10.000µs 📉 -34.4%) vs baseline: +0.2%

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +4.9%

✅ wsgi_valid_headers_basic

Time: ✅ 6.142µs (SLO: <10.000µs 📉 -38.6%) vs baseline: +0.6%

Memory: ✅ 32.185MB (SLO: <33.500MB -3.9%) vs baseline: +4.8%

✅ httppropagationinject - 16/16

✅ ids_only

Time: ✅ 21.613µs (SLO: <30.000µs 📉 -28.0%) vs baseline: ~same

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +4.9%

✅ with_all

Time: ✅ 29.169µs (SLO: <40.000µs 📉 -27.1%) vs baseline: +1.2%

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +4.8%

✅ with_dd_origin

Time: ✅ 25.481µs (SLO: <30.000µs 📉 -15.1%) vs baseline: +0.5%

Memory: ✅ 32.145MB (SLO: <33.500MB -4.0%) vs baseline: +4.8%

✅ with_priority_and_origin

Time: ✅ 24.853µs (SLO: <40.000µs 📉 -37.9%) vs baseline: +0.4%

Memory: ✅ 32.145MB (SLO: <33.500MB -4.0%) vs baseline: +4.8%

✅ with_sampling_priority

Time: ✅ 22.532µs (SLO: <30.000µs 📉 -24.9%) vs baseline: +4.1%

Memory: ✅ 32.244MB (SLO: <33.500MB -3.8%) vs baseline: +4.9%

✅ with_tags

Time: ✅ 26.872µs (SLO: <40.000µs 📉 -32.8%) vs baseline: -1.4%

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +4.9%

✅ with_tags_invalid

Time: ✅ 28.520µs (SLO: <40.000µs 📉 -28.7%) vs baseline: ~same

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +4.9%

✅ with_tags_max_size

Time: ✅ 27.378µs (SLO: <40.000µs 📉 -31.6%) vs baseline: -0.3%

Memory: ✅ 32.165MB (SLO: <33.500MB -4.0%) vs baseline: +4.8%

✅ iast_aspects - 40/40

✅ re_expand_aspect

Time: ✅ 31.908µs (SLO: <40.000µs 📉 -20.2%) vs baseline: ~same

Memory: ✅ 37.709MB (SLO: <39.000MB -3.3%) vs baseline: +4.8%

✅ re_expand_noaspect

Time: ✅ 28.434µs (SLO: <40.000µs 📉 -28.9%) vs baseline: -0.7%

Memory: ✅ 37.690MB (SLO: <39.000MB -3.4%) vs baseline: +5.0%

✅ re_findall_aspect

Time: ✅ 2.914µs (SLO: <10.000µs 📉 -70.9%) vs baseline: -0.2%

Memory: ✅ 37.690MB (SLO: <39.000MB -3.4%) vs baseline: +5.0%

✅ re_findall_noaspect

Time: ✅ 1.418µs (SLO: <10.000µs 📉 -85.8%) vs baseline: +0.5%

Memory: ✅ 37.631MB (SLO: <39.000MB -3.5%) vs baseline: +4.6%

✅ re_finditer_aspect

Time: ✅ 4.489µs (SLO: <10.000µs 📉 -55.1%) vs baseline: +1.0%

Memory: ✅ 37.670MB (SLO: <39.000MB -3.4%) vs baseline: +4.8%

✅ re_finditer_noaspect

Time: ✅ 1.401µs (SLO: <10.000µs 📉 -86.0%) vs baseline: -0.9%

Memory: ✅ 37.690MB (SLO: <39.000MB -3.4%) vs baseline: +4.9%

✅ re_fullmatch_aspect

Time: ✅ 2.681µs (SLO: <10.000µs 📉 -73.2%) vs baseline: +0.2%

Memory: ✅ 37.670MB (SLO: <39.000MB -3.4%) vs baseline: +4.8%

✅ re_fullmatch_noaspect

Time: ✅ 1.283µs (SLO: <10.000µs 📉 -87.2%) vs baseline: -1.0%

Memory: ✅ 37.709MB (SLO: <39.000MB -3.3%) vs baseline: +4.9%

✅ re_group_aspect

Time: ✅ 2.940µs (SLO: <10.000µs 📉 -70.6%) vs baseline: -0.5%

Memory: ✅ 37.670MB (SLO: <39.000MB -3.4%) vs baseline: +4.9%

✅ re_group_noaspect

Time: ✅ 1.598µs (SLO: <10.000µs 📉 -84.0%) vs baseline: -0.5%

Memory: ✅ 37.729MB (SLO: <39.000MB -3.3%) vs baseline: +4.9%

✅ re_groups_aspect

Time: ✅ 3.069µs (SLO: <10.000µs 📉 -69.3%) vs baseline: +0.3%

Memory: ✅ 37.690MB (SLO: <39.000MB -3.4%) vs baseline: +4.8%

✅ re_groups_noaspect

Time: ✅ 1.682µs (SLO: <10.000µs 📉 -83.2%) vs baseline: -1.7%

Memory: ✅ 37.670MB (SLO: <39.000MB -3.4%) vs baseline: +4.7%

✅ re_match_aspect

Time: ✅ 2.714µs (SLO: <10.000µs 📉 -72.9%) vs baseline: -1.3%

Memory: ✅ 37.709MB (SLO: <39.000MB -3.3%) vs baseline: +5.0%

✅ re_match_noaspect

Time: ✅ 1.296µs (SLO: <10.000µs 📉 -87.0%) vs baseline: +0.4%

Memory: ✅ 37.690MB (SLO: <39.000MB -3.4%) vs baseline: +5.0%

✅ re_search_aspect

Time: ✅ 2.560µs (SLO: <10.000µs 📉 -74.4%) vs baseline: +0.7%

Memory: ✅ 37.749MB (SLO: <39.000MB -3.2%) vs baseline: +5.1%

✅ re_search_noaspect

Time: ✅ 1.203µs (SLO: <10.000µs 📉 -88.0%) vs baseline: +0.7%

Memory: ✅ 37.749MB (SLO: <39.000MB -3.2%) vs baseline: +5.1%

✅ re_sub_aspect

Time: ✅ 3.392µs (SLO: <10.000µs 📉 -66.1%) vs baseline: +0.3%

Memory: ✅ 37.690MB (SLO: <39.000MB -3.4%) vs baseline: +4.8%

✅ re_sub_noaspect

Time: ✅ 1.526µs (SLO: <10.000µs 📉 -84.7%) vs baseline: -0.1%

Memory: ✅ 37.670MB (SLO: <39.000MB -3.4%) vs baseline: +4.8%

✅ re_subn_aspect

Time: ✅ 3.681µs (SLO: <10.000µs 📉 -63.2%) vs baseline: +0.5%

Memory: ✅ 37.729MB (SLO: <39.000MB -3.3%) vs baseline: +5.0%

✅ re_subn_noaspect

Time: ✅ 1.617µs (SLO: <10.000µs 📉 -83.8%) vs baseline: +0.9%

Memory: ✅ 37.729MB (SLO: <39.000MB -3.3%) vs baseline: +5.0%

✅ iastaspectsospath - 24/24

✅ ospathbasename_aspect

Time: ✅ 4.153µs (SLO: <10.000µs 📉 -58.5%) vs baseline: -0.9%

Memory: ✅ 37.729MB (SLO: <39.000MB -3.3%) vs baseline: +5.0%

✅ ospathbasename_noaspect

Time: ✅ 1.092µs (SLO: <10.000µs 📉 -89.1%) vs baseline: +0.6%

Memory: ✅ 37.670MB (SLO: <39.000MB -3.4%) vs baseline: +4.9%

✅ ospathjoin_aspect

Time: ✅ 6.108µs (SLO: <10.000µs 📉 -38.9%) vs baseline: ~same

Memory: ✅ 37.729MB (SLO: <39.000MB -3.3%) vs baseline: +5.0%

✅ ospathjoin_noaspect

Time: ✅ 2.325µs (SLO: <10.000µs 📉 -76.8%) vs baseline: +0.4%

Memory: ✅ 37.709MB (SLO: <39.000MB -3.3%) vs baseline: +4.8%

✅ ospathnormcase_aspect

Time: ✅ 3.451µs (SLO: <10.000µs 📉 -65.5%) vs baseline: -0.5%

Memory: ✅ 37.670MB (SLO: <39.000MB -3.4%) vs baseline: +5.0%

✅ ospathnormcase_noaspect

Time: ✅ 0.573µs (SLO: <10.000µs 📉 -94.3%) vs baseline: +1.3%

Memory: ✅ 37.690MB (SLO: <39.000MB -3.4%) vs baseline: +4.9%

✅ ospathsplit_aspect

Time: ✅ 4.710µs (SLO: <10.000µs 📉 -52.9%) vs baseline: -0.6%

Memory: ✅ 37.709MB (SLO: <39.000MB -3.3%) vs baseline: +4.9%

✅ ospathsplit_noaspect

Time: ✅ 1.595µs (SLO: <10.000µs 📉 -84.1%) vs baseline: -0.3%

Memory: ✅ 37.729MB (SLO: <39.000MB -3.3%) vs baseline: +4.9%

✅ ospathsplitdrive_aspect

Time: ✅ 3.643µs (SLO: <10.000µs 📉 -63.6%) vs baseline: -0.2%

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

✅ ospathsplitdrive_noaspect

Time: ✅ 0.711µs (SLO: <10.000µs 📉 -92.9%) vs baseline: +1.9%

Memory: ✅ 37.709MB (SLO: <39.000MB -3.3%) vs baseline: +5.1%

✅ ospathsplitext_aspect

Time: ✅ 4.494µs (SLO: <10.000µs 📉 -55.1%) vs baseline: -0.3%

Memory: ✅ 37.690MB (SLO: <39.000MB -3.4%) vs baseline: +4.9%

✅ ospathsplitext_noaspect

Time: ✅ 1.382µs (SLO: <10.000µs 📉 -86.2%) vs baseline: +0.3%

Memory: ✅ 37.729MB (SLO: <39.000MB -3.3%) vs baseline: +5.0%

✅ iastaspectssplit - 12/12

✅ rsplit_aspect

Time: ✅ 1.399µs (SLO: <10.000µs 📉 -86.0%) vs baseline: +0.9%

Memory: ✅ 37.709MB (SLO: <39.000MB -3.3%) vs baseline: +4.9%

✅ rsplit_noaspect

Time: ✅ 0.584µs (SLO: <10.000µs 📉 -94.2%) vs baseline: -0.4%

Memory: ✅ 37.670MB (SLO: <39.000MB -3.4%) vs baseline: +4.8%

✅ split_aspect

Time: ✅ 1.383µs (SLO: <10.000µs 📉 -86.2%) vs baseline: +0.6%

Memory: ✅ 37.690MB (SLO: <39.000MB -3.4%) vs baseline: +4.9%

✅ split_noaspect

Time: ✅ 0.571µs (SLO: <10.000µs 📉 -94.3%) vs baseline: -0.7%

Memory: ✅ 37.709MB (SLO: <39.000MB -3.3%) vs baseline: +5.0%

✅ splitlines_aspect

Time: ✅ 1.367µs (SLO: <10.000µs 📉 -86.3%) vs baseline: -0.5%

Memory: ✅ 37.729MB (SLO: <39.000MB -3.3%) vs baseline: +4.9%

✅ splitlines_noaspect

Time: ✅ 0.587µs (SLO: <10.000µs 📉 -94.1%) vs baseline: +0.6%

Memory: ✅ 37.631MB (SLO: <39.000MB -3.5%) vs baseline: +4.5%

✅ iastpropagation - 8/8

✅ no-propagation

Time: ✅ 49.786µs (SLO: <60.000µs 📉 -17.0%) vs baseline: +1.0%

Memory: ✅ 37.749MB (SLO: <39.000MB -3.2%) vs baseline: +4.9%

✅ propagation_enabled

Time: ✅ 171.870µs (SLO: <190.000µs -9.5%) vs baseline: -0.6%

Memory: ✅ 37.709MB (SLO: <39.000MB -3.3%) vs baseline: +5.0%

✅ propagation_enabled_100

Time: ✅ 1.870ms (SLO: <2.300ms 📉 -18.7%) vs baseline: -1.1%

Memory: ✅ 37.631MB (SLO: <39.000MB -3.5%) vs baseline: +4.6%

✅ propagation_enabled_1000

Time: ✅ 32.534ms (SLO: <34.550ms -5.8%) vs baseline: +0.2%

Memory: ✅ 37.670MB (SLO: <39.000MB -3.4%) vs baseline: +4.7%

✅ otelsdkspan - 24/24

✅ add-event

Time: ✅ 40.564ms (SLO: <42.000ms -3.4%) vs baseline: ~same

Memory: ✅ 34.859MB (SLO: <39.000MB 📉 -10.6%) vs baseline: +5.1%

✅ add-link

Time: ✅ 36.420ms (SLO: <38.550ms -5.5%) vs baseline: ~same

Memory: ✅ 34.859MB (SLO: <39.000MB 📉 -10.6%) vs baseline: +5.4%

✅ add-metrics

Time: ✅ 217.957ms (SLO: <232.000ms -6.1%) vs baseline: -0.1%

Memory: ✅ 34.937MB (SLO: <39.000MB 📉 -10.4%) vs baseline: +4.9%

✅ add-tags

Time: ✅ 212.938ms (SLO: <221.600ms -3.9%) vs baseline: +0.4%

Memory: ✅ 34.465MB (SLO: <39.000MB 📉 -11.6%) vs baseline: +4.1%

✅ get-context

Time: ✅ 29.154ms (SLO: <31.300ms -6.9%) vs baseline: ~same

Memory: ✅ 34.839MB (SLO: <39.000MB 📉 -10.7%) vs baseline: +4.6%

✅ is-recording

Time: ✅ 29.144ms (SLO: <31.000ms -6.0%) vs baseline: -0.3%

Memory: ✅ 34.859MB (SLO: <39.000MB 📉 -10.6%) vs baseline: +4.8%

✅ record-exception

Time: ✅ 63.137ms (SLO: <65.850ms -4.1%) vs baseline: ~same

Memory: ✅ 34.878MB (SLO: <39.000MB 📉 -10.6%) vs baseline: +4.6%

✅ set-status

Time: ✅ 31.893ms (SLO: <34.150ms -6.6%) vs baseline: -0.5%

Memory: ✅ 34.918MB (SLO: <39.000MB 📉 -10.5%) vs baseline: +4.9%

✅ start

Time: ✅ 28.900ms (SLO: <30.150ms -4.1%) vs baseline: ~same

Memory: ✅ 34.505MB (SLO: <39.000MB 📉 -11.5%) vs baseline: +4.8%

✅ start-finish

Time: ✅ 33.781ms (SLO: <35.350ms -4.4%) vs baseline: -0.7%

Memory: ✅ 34.839MB (SLO: <39.000MB 📉 -10.7%) vs baseline: +4.6%

✅ start-finish-telemetry

Time: ✅ 33.926ms (SLO: <35.450ms -4.3%) vs baseline: -0.8%

Memory: ✅ 34.583MB (SLO: <39.000MB 📉 -11.3%) vs baseline: +4.4%

✅ update-name

Time: ✅ 30.980ms (SLO: <33.400ms -7.2%) vs baseline: ~same

Memory: ✅ 34.898MB (SLO: <39.000MB 📉 -10.5%) vs baseline: +4.6%

✅ packagespackageforrootmodulemapping - 4/4

✅ cache_off

Time: ✅ 344.377ms (SLO: <354.300ms -2.8%) vs baseline: ~same

Memory: ✅ 38.764MB (SLO: <40.000MB -3.1%) vs baseline: +6.0%

✅ cache_on

Time: ✅ 0.382µs (SLO: <10.000µs 📉 -96.2%) vs baseline: -0.2%

Memory: ✅ 37.428MB (SLO: <39.000MB -4.0%) vs baseline: +4.2%

✅ packagesupdateimporteddependencies - 24/24

✅ import_many

Time: ✅ 155.250µs (SLO: <170.000µs -8.7%) vs baseline: ~same

Memory: ✅ 37.191MB (SLO: <38.500MB -3.4%) vs baseline: +3.7%

✅ import_many_cached

Time: ✅ 120.558µs (SLO: <130.000µs -7.3%) vs baseline: -0.2%

Memory: ✅ 37.217MB (SLO: <38.500MB -3.3%) vs baseline: +5.1%

✅ import_many_stdlib

Time: ✅ 1.637ms (SLO: <1.750ms -6.5%) vs baseline: ~same

Memory: ✅ 37.406MB (SLO: <38.500MB -2.8%) vs baseline: +4.6%

✅ import_many_stdlib_cached

Time: ✅ 0.978ms (SLO: <1.100ms 📉 -11.1%) vs baseline: -0.3%

Memory: ✅ 37.557MB (SLO: <38.500MB -2.5%) vs baseline: +5.8%

✅ import_many_unknown

Time: ✅ 835.339µs (SLO: <890.000µs -6.1%) vs baseline: +0.3%

Memory: ✅ 37.439MB (SLO: <38.500MB -2.8%) vs baseline: +5.4%

✅ import_many_unknown_cached

Time: ✅ 794.846µs (SLO: <870.000µs -8.6%) vs baseline: +1.1%

Memory: ✅ 37.330MB (SLO: <38.500MB -3.0%) vs baseline: +5.5%

✅ import_one

Time: ✅ 19.866µs (SLO: <30.000µs 📉 -33.8%) vs baseline: ~same

Memory: ✅ 37.160MB (SLO: <39.000MB -4.7%) vs baseline: +6.0%

✅ import_one_cache

Time: ✅ 6.337µs (SLO: <10.000µs 📉 -36.6%) vs baseline: +1.0%

Memory: ✅ 37.254MB (SLO: <38.500MB -3.2%) vs baseline: +4.5%

✅ import_one_stdlib

Time: ✅ 18.753µs (SLO: <20.000µs -6.2%) vs baseline: -0.5%

Memory: ✅ 37.292MB (SLO: <38.500MB -3.1%) vs baseline: +4.6%

✅ import_one_stdlib_cache

Time: ✅ 6.351µs (SLO: <10.000µs 📉 -36.5%) vs baseline: +1.3%

Memory: ✅ 37.102MB (SLO: <38.500MB -3.6%) vs baseline: +5.0%

✅ import_one_unknown

Time: ✅ 45.510µs (SLO: <50.000µs -9.0%) vs baseline: ~same

Memory: ✅ 37.354MB (SLO: <38.500MB -3.0%) vs baseline: +5.6%

✅ import_one_unknown_cache

Time: ✅ 6.283µs (SLO: <10.000µs 📉 -37.2%) vs baseline: ~same

Memory: ✅ 37.087MB (SLO: <38.500MB -3.7%) vs baseline: +5.0%

✅ ratelimiter - 12/12

✅ defaults

Time: ✅ 2.350µs (SLO: <10.000µs 📉 -76.5%) vs baseline: -0.3%

Memory: ✅ 31.772MB (SLO: <34.000MB -6.6%) vs baseline: +4.7%

✅ high_rate_limit

Time: ✅ 2.400µs (SLO: <10.000µs 📉 -76.0%) vs baseline: -0.3%

Memory: ✅ 31.752MB (SLO: <34.000MB -6.6%) vs baseline: +4.9%

✅ long_window

Time: ✅ 2.330µs (SLO: <10.000µs 📉 -76.7%) vs baseline: -1.1%

Memory: ✅ 31.772MB (SLO: <34.000MB -6.6%) vs baseline: +4.7%

✅ low_rate_limit

Time: ✅ 2.358µs (SLO: <10.000µs 📉 -76.4%) vs baseline: -0.1%

Memory: ✅ 31.772MB (SLO: <34.000MB -6.6%) vs baseline: +5.0%

✅ no_rate_limit

Time: ✅ 0.835µs (SLO: <10.000µs 📉 -91.7%) vs baseline: +0.1%

Memory: ✅ 31.674MB (SLO: <34.000MB -6.8%) vs baseline: +4.7%

✅ short_window

Time: ✅ 2.503µs (SLO: <10.000µs 📉 -75.0%) vs baseline: +0.2%

Memory: ✅ 31.772MB (SLO: <34.000MB -6.6%) vs baseline: +4.7%

✅ recursivecomputation - 8/8

✅ deep

Time: ✅ 308.972ms (SLO: <320.950ms -3.7%) vs baseline: ~same

Memory: ✅ 32.893MB (SLO: <34.500MB -4.7%) vs baseline: +4.7%

✅ deep-profiled

Time: ✅ 325.959ms (SLO: <359.150ms -9.2%) vs baseline: -0.3%

Memory: ✅ 37.532MB (SLO: <39.000MB -3.8%) vs baseline: +5.4%

✅ medium

Time: ✅ 7.048ms (SLO: <7.400ms -4.8%) vs baseline: ~same

Memory: ✅ 32.086MB (SLO: <34.000MB -5.6%) vs baseline: +4.7%

✅ shallow

Time: ✅ 0.954ms (SLO: <1.050ms -9.1%) vs baseline: ~same

Memory: ✅ 32.106MB (SLO: <34.000MB -5.6%) vs baseline: +4.9%

✅ samplingrules - 8/8

✅ average_match

Time: ✅ 148.009µs (SLO: <290.000µs 📉 -49.0%) vs baseline: +0.4%

Memory: ✅ 32.106MB (SLO: <34.000MB -5.6%) vs baseline: +4.9%

✅ high_match

Time: ✅ 196.015µs (SLO: <480.000µs 📉 -59.2%) vs baseline: +0.9%

Memory: ✅ 32.067MB (SLO: <34.000MB -5.7%) vs baseline: +4.5%

✅ low_match

Time: ✅ 99.660µs (SLO: <120.000µs 📉 -16.9%) vs baseline: -0.2%

Memory: ✅ 632.580MB (SLO: <700.000MB -9.6%) vs baseline: +4.9%

✅ very_low_match

Time: ✅ 2.874ms (SLO: <8.500ms 📉 -66.2%) vs baseline: -0.7%

Memory: ✅ 70.363MB (SLO: <75.000MB -6.2%) vs baseline: +5.0%

✅ sethttpmeta - 32/32

✅ all-disabled

Time: ✅ 10.474µs (SLO: <20.000µs 📉 -47.6%) vs baseline: -0.5%

Memory: ✅ 32.539MB (SLO: <34.000MB -4.3%) vs baseline: +4.8%

✅ all-enabled

Time: ✅ 39.872µs (SLO: <50.000µs 📉 -20.3%) vs baseline: ~same

Memory: ✅ 32.578MB (SLO: <34.000MB -4.2%) vs baseline: +4.9%

✅ collectipvariant_exists

Time: ✅ 40.796µs (SLO: <50.000µs 📉 -18.4%) vs baseline: +0.2%

Memory: ✅ 32.578MB (SLO: <34.000MB -4.2%) vs baseline: +4.8%

✅ no-collectipvariant

Time: ✅ 39.968µs (SLO: <50.000µs 📉 -20.1%) vs baseline: +0.2%

Memory: ✅ 32.578MB (SLO: <34.000MB -4.2%) vs baseline: +4.9%

✅ no-useragentvariant

Time: ✅ 39.355µs (SLO: <50.000µs 📉 -21.3%) vs baseline: +2.4%

Memory: ✅ 32.598MB (SLO: <34.000MB -4.1%) vs baseline: +4.7%

✅ obfuscation-no-query

Time: ✅ 40.365µs (SLO: <50.000µs 📉 -19.3%) vs baseline: -0.1%

Memory: ✅ 32.578MB (SLO: <34.000MB -4.2%) vs baseline: +4.8%

✅ obfuscation-regular-case-explicit-query

Time: ✅ 75.832µs (SLO: <90.000µs 📉 -15.7%) vs baseline: ~same

Memory: ✅ 32.893MB (SLO: <34.000MB -3.3%) vs baseline: +4.8%

✅ obfuscation-regular-case-implicit-query

Time: ✅ 77.473µs (SLO: <90.000µs 📉 -13.9%) vs baseline: +1.3%

Memory: ✅ 33.010MB (SLO: <34.000MB -2.9%) vs baseline: +4.9%

✅ obfuscation-send-querystring-disabled

Time: ✅ 154.348µs (SLO: <170.000µs -9.2%) vs baseline: ~same

Memory: ✅ 32.971MB (SLO: <34.500MB -4.4%) vs baseline: +5.0%

✅ obfuscation-worst-case-explicit-query

Time: ✅ 149.026µs (SLO: <160.000µs -6.9%) vs baseline: +0.4%

Memory: ✅ 32.991MB (SLO: <34.500MB -4.4%) vs baseline: +5.0%

✅ obfuscation-worst-case-implicit-query

Time: ✅ 154.639µs (SLO: <170.000µs -9.0%) vs baseline: ~same

Memory: ✅ 32.952MB (SLO: <34.500MB -4.5%) vs baseline: +4.7%

✅ useragentvariant_exists_1

Time: ✅ 39.272µs (SLO: <50.000µs 📉 -21.5%) vs baseline: -0.3%

Memory: ✅ 32.578MB (SLO: <34.000MB -4.2%) vs baseline: +4.7%

✅ useragentvariant_exists_2

Time: ✅ 40.503µs (SLO: <50.000µs 📉 -19.0%) vs baseline: ~same

Memory: ✅ 32.578MB (SLO: <34.000MB -4.2%) vs baseline: +4.7%

✅ useragentvariant_exists_3

Time: ✅ 39.787µs (SLO: <50.000µs 📉 -20.4%) vs baseline: -0.4%

Memory: ✅ 32.598MB (SLO: <34.000MB -4.1%) vs baseline: +5.0%

✅ useragentvariant_not_exists_1

Time: ✅ 40.220µs (SLO: <50.000µs 📉 -19.6%) vs baseline: +1.7%

Memory: ✅ 32.598MB (SLO: <34.000MB -4.1%) vs baseline: +4.7%

✅ useragentvariant_not_exists_2

Time: ✅ 39.419µs (SLO: <50.000µs 📉 -21.2%) vs baseline: +0.3%

Memory: ✅ 32.598MB (SLO: <34.000MB -4.1%) vs baseline: +4.9%

✅ tracer - 6/6

✅ large

Time: ✅ 30.248ms (SLO: <32.950ms -8.2%) vs baseline: +0.6%

Memory: ✅ 33.345MB (SLO: <34.500MB -3.3%) vs baseline: +5.1%

✅ medium

Time: ✅ 2.949ms (SLO: <3.200ms -7.8%) vs baseline: +0.1%

Memory: ✅ 32.067MB (SLO: <34.000MB -5.7%) vs baseline: +4.8%

✅ small

Time: ✅ 334.380µs (SLO: <370.000µs -9.6%) vs baseline: +0.3%

Memory: ✅ 32.106MB (SLO: <34.000MB -5.6%) vs baseline: +4.9%

ℹ️ Scenarios Missing SLO Configuration (9 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

KowalskiThomas requested review from a team as code owners October 22, 2025 14:48

KowalskiThomas requested review from Yun-Kim, brettlangdon and dubloom October 22, 2025 14:48

taegyunkim force-pushed the backport-14933-to-3.16 branch from f7ee547 to 769f7f4 Compare October 22, 2025 14:50

taegyunkim changed the base branch from main to 3.16 October 22, 2025 14:50

taegyunkim removed request for a team, Yun-Kim, brettlangdon and dubloom October 22, 2025 14:51

taegyunkim approved these changes Oct 22, 2025

View reviewed changes

taegyunkim added the Profiling Continous Profling label Oct 22, 2025

taegyunkim changed the title ~~ci: make new testrunner that uses Python 3.14 [backport 3.16] (#14848)~~ fix(profiling): adapt Stack V2 to exception-free Echion (#14933) [backport 3.16] Oct 22, 2025

taegyunkim closed this Oct 22, 2025

taegyunkim reopened this Oct 22, 2025

taegyunkim added 2 commits October 22, 2025 14:29

Merge branch '3.16' into backport-14933-to-3.16

cf84899

Merge branch '3.16' into backport-14933-to-3.16

c9e20e9

KowalskiThomas merged commit 457abf7 into 3.16 Oct 23, 2025
491 checks passed

KowalskiThomas deleted the backport-14933-to-3.16 branch October 23, 2025 08:04

fix(profiling): adapt Stack V2 to exception-free Echion (#14933) [backport 3.16] #14986

fix(profiling): adapt Stack V2 to exception-free Echion (#14933) [backport 3.16] #14986

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Description

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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

✅ translate_noaspect

✅ upper_aspect

✅ upper_noaspect

✅ 1-count-metric-1-times

✅ 1-count-metrics-100-times

KowalskiThomas commented Oct 22, 2025 •

edited by taegyunkim

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github-actions bot commented Oct 22, 2025 •

edited

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pr-commenter bot commented Oct 22, 2025 •

edited

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