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Merged
merged 7 commits into from
Oct 27, 2025
Merged

feat(llmobs): allow versioned dataset pulling #14921

merged 7 commits into from
Oct 27, 2025

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@gary-huang
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@gary-huang gary-huang commented Oct 16, 2025 •
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Description

this PR allows users to optionally pull a specific version of a dataset by specifying the version in the pull_dataset call

Testing

with the following script to first pull the latest version, then a specified version, and a non existent version, we get the following output:

import os
import math

from dotenv import load_dotenv
# Load environment variables from the .env file.
load_dotenv(override=True)

from ddtrace.llmobs import LLMObs

LLMObs.enable(api_key=os.getenv("DD_API_KEY"), app_key=os.getenv("DD_APPLICATION_KEY"),  project_name="Onboarding", ml_app="Onboarding-ML-App")

import ddtrace
print(ddtrace.get_version())


dataset = LLMObs.pull_dataset("1-then-big-gh-09021124", project_name="default-project")
print("LATEST VERSION")
print(dataset.as_dataframe())

print(f"version: {dataset.version}")
print(f"current version: {dataset.latest_version}")

print(dataset.url)

print("\nOLDER BELOW")
dataset1 = LLMObs.pull_dataset("1-then-big-gh-09021124", project_name="default-project", version=5)

print(dataset1.as_dataframe())

print(f"version: {dataset1.version}")
print(f"current version: {dataset1.latest_version}")

print(dataset1.url)

print("\nNON EXISTENT VERSION")
dataset2 = LLMObs.pull_dataset("1-then-big-gh-09021124", project_name="default-project", version=500)
print(dataset2.as_dataframe())

print(f"version: {dataset2.version}")
print(f"current version: {dataset2.latest_version}")

print(dataset2.url)

output:

3.18.0.dev5+g960d810f4
LATEST VERSION
unexpected metadata format <class 'str'>
                                         expected_output                                         input_data

0      bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb...  aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa...
1      bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb...  aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa...
2      bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb...  aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa...
3      bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb...  aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa...
4      bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb...  aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa...
...                                                  ...                                                ...
45000  bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb...  aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa...
45001  bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb...  aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa...
45002  bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb...  aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa...
45003  bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb...  aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa...
45004                                                  1                                              first

[45005 rows x 2 columns]
version: 6
current version: 6
https://app.datadoghq.com/llm/datasets/a68e7967-9d2b-4171-a887-f55ba4dbfe5e

OLDER BELOW
                                         expected_output                                         input_data

0      bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb...  aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa...
1      bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb...  aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa...
2      bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb...  aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa...
3      bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb...  aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa...
4      bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb...  aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa...
...                                                  ...                                                ...
34999  bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb...  aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa...
35000  bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb...  aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa...
35001  bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb...  aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa...
35002  bbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbbb...  aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa...
35003                                                  1                                              first

[35004 rows x 2 columns]
version: 5
current version: 6
https://app.datadoghq.com/llm/datasets/a68e7967-9d2b-4171-a887-f55ba4dbfe5e

NON EXISTENT VERSION
Traceback (most recent call last):
  File "/Users/gary.huang/go/src/github.com/DataDog/llm-observability/preview/experiments/notebooks/test-big-pull.py", line 35, in <module>
    dataset2 = LLMObs.pull_dataset("1-then-big-gh-09021124", project_name="default-project", version=500)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/gary.huang/go/src/github.com/DataDog/dd-trace-py/ddtrace/llmobs/_llmobs.py", line 675, in pull_dataset
    ds = cls._instance._dne_client.dataset_get_with_records(
         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/Users/gary.huang/go/src/github.com/DataDog/dd-trace-py/ddtrace/llmobs/_writer.py", line 509, in dataset_get_with_records
    raise ValueError(
ValueError: Failed to pull dataset records for 1-then-big-gh-09021124, page=0: 400 {'errors': [{'title': 'Generic Error', 'detail': 'invalid version: version is greater than the current version or negative'}]}

the number of entries match the different versions of the dataset: https://dddev.datadoghq.com/llm/datasets/a68e7967-9d2b-4171-a887-f55ba4dbfe5e

Risks

Additional Notes

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github-actions bot commented Oct 16, 2025 •
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CODEOWNERS have been resolved as:

releasenotes/notes/llmobs-dne-allow-versioned-dataset-pull-c7017f982b2c1f5b.yaml  @DataDog/apm-python
tests/llmobs/llmobs_cassettes/datadog/datadog_api_unstable_llm-obs_v1_datasets_0bb93ae7-43c4-48ff-91e4-d2817fee85fe_batch_update_post_aa45718c.yaml  @DataDog/ml-observability
tests/llmobs/llmobs_cassettes/datadog/datadog_api_unstable_llm-obs_v1_datasets_0bb93ae7-43c4-48ff-91e4-d2817fee85fe_records_filter_version__420_get_0060e684.yaml  @DataDog/ml-observability
tests/llmobs/llmobs_cassettes/datadog/datadog_api_unstable_llm-obs_v1_datasets_4607e918-094d-4aa9-8b7a-50fa63a95b56_batch_update_post_0226e07c.yaml  @DataDog/ml-observability
tests/llmobs/llmobs_cassettes/datadog/datadog_api_unstable_llm-obs_v1_datasets_4607e918-094d-4aa9-8b7a-50fa63a95b56_batch_update_post_b64aaeeb.yaml  @DataDog/ml-observability
tests/llmobs/llmobs_cassettes/datadog/datadog_api_unstable_llm-obs_v1_datasets_4607e918-094d-4aa9-8b7a-50fa63a95b56_records_filter_version__1_get_bcd9fab6.yaml  @DataDog/ml-observability
tests/llmobs/llmobs_cassettes/datadog/datadog_api_unstable_llm-obs_v1_datasets_4607e918-094d-4aa9-8b7a-50fa63a95b56_records_get_eea1d61b.yaml  @DataDog/ml-observability
tests/llmobs/llmobs_cassettes/datadog/datadog_api_unstable_llm-obs_v1_datasets_delete_post_3f1a88cb.yaml  @DataDog/ml-observability
tests/llmobs/llmobs_cassettes/datadog/datadog_api_unstable_llm-obs_v1_datasets_delete_post_516a93fa.yaml  @DataDog/ml-observability
tests/llmobs/llmobs_cassettes/datadog/datadog_api_unstable_llm-obs_v1_f0a6723e-a7e8-4efd-a94a-b892b7b6fbf9_datasets_filter_name__test-dataset-test_dataset_pull_w_invalid_version_test_dataset_records0__get_12b16625.yaml  @DataDog/ml-observability
tests/llmobs/llmobs_cassettes/datadog/datadog_api_unstable_llm-obs_v1_f0a6723e-a7e8-4efd-a94a-b892b7b6fbf9_datasets_filter_name__test-dataset-test_dataset_pull_w_versions_test_dataset_records0__get_5cf2366a.yaml  @DataDog/ml-observability
tests/llmobs/llmobs_cassettes/datadog/datadog_api_unstable_llm-obs_v1_f0a6723e-a7e8-4efd-a94a-b892b7b6fbf9_datasets_post_5a9c5f1b.yaml  @DataDog/ml-observability
tests/llmobs/llmobs_cassettes/datadog/datadog_api_unstable_llm-obs_v1_f0a6723e-a7e8-4efd-a94a-b892b7b6fbf9_datasets_post_f3e0da1c.yaml  @DataDog/ml-observability
ddtrace/llmobs/_experiment.py                                           @DataDog/ml-observability
ddtrace/llmobs/_llmobs.py                                               @DataDog/ml-observability
ddtrace/llmobs/_writer.py                                               @DataDog/ml-observability
tests/llmobs/test_experiments.py                                        @DataDog/ml-observability

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github-actions bot commented Oct 16, 2025 •
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Bootstrap import analysis

Comparison of import times between this PR and base.

Summary

The average import time from this PR is: 238 ± 1 ms.

The average import time from base is: 244 ± 4 ms.

The import time difference between this PR and base is: -5.3 ± 0.1 ms.

Import time breakdown

The following import paths have shrunk:

ddtrace.auto 2.482 ms (1.04%)
ddtrace.bootstrap.sitecustomize 1.708 ms (0.72%)
ddtrace.bootstrap.preload 1.708 ms (0.72%)
ddtrace.internal.remoteconfig.client 0.706 ms (0.30%)
ddtrace.internal.core.crashtracking 0.093 ms (0.04%)
ddtrace.settings.profiling 0.040 ms (0.02%)
ddtrace.vendor.psutil 0.040 ms (0.02%)
ddtrace 0.774 ms (0.32%)
ddtrace.internal._unpatched 0.080 ms (0.03%)
subprocess 0.051 ms (0.02%)
contextlib 0.051 ms (0.02%)
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%)
ddtrace.trace 0.039 ms (0.02%)
ddtrace._trace.filters 0.039 ms (0.02%)
ddtrace._trace.processor 0.039 ms (0.02%)
ddtrace._trace.sampler 0.039 ms (0.02%)
ddtrace._trace.span 0.039 ms (0.02%)
ddtrace._trace._span_pointer 0.039 ms (0.02%)
hashlib 0.039 ms (0.02%)
_hashlib 0.039 ms (0.02%)

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pr-commenter bot commented Oct 16, 2025 •
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Performance SLOs

Comparing candidate gary/mlob-3837 (48e4ca9) with baseline main (5fa0681)

❌ Test Failures (1 suite)
❌ telemetryaddmetric - 29/30

✅ 1-count-metric-1-times

Time: ✅ 2.940µs (SLO: <20.000µs 📉 -85.3%) vs baseline: -1.6%

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

✅ 1-count-metrics-100-times

Time: ✅ 202.425µs (SLO: <220.000µs -8.0%) vs baseline: +0.6%

Memory: ✅ 32.126MB (SLO: <34.000MB -5.5%) vs baseline: +4.5%

✅ 1-distribution-metric-1-times

Time: ✅ 3.301µs (SLO: <20.000µs 📉 -83.5%) vs baseline: -0.2%

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

✅ 1-distribution-metrics-100-times

Time: ✅ 214.904µs (SLO: <220.000µs -2.3%) vs baseline: -0.2%

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

✅ 1-gauge-metric-1-times

Time: ✅ 2.186µs (SLO: <20.000µs 📉 -89.1%) vs baseline: -0.2%

Memory: ✅ 32.165MB (SLO: <34.000MB -5.4%) vs baseline: +4.8%

✅ 1-gauge-metrics-100-times

Time: ✅ 136.776µs (SLO: <150.000µs -8.8%) vs baseline: -0.5%

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

✅ 1-rate-metric-1-times

Time: ✅ 3.334µs (SLO: <20.000µs 📉 -83.3%) vs baseline: +8.8%

Memory: ✅ 32.086MB (SLO: <34.000MB -5.6%) vs baseline: +4.5%

✅ 1-rate-metrics-100-times

Time: ✅ 223.125µs (SLO: <250.000µs 📉 -10.8%) vs baseline: +4.0%

Memory: ✅ 32.204MB (SLO: <34.000MB -5.3%) vs baseline: +5.0%

✅ 100-count-metrics-100-times

Time: ✅ 20.451ms (SLO: <22.000ms -7.0%) vs baseline: -0.2%

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

❌ 100-distribution-metrics-100-times

Time: ❌ 2.313ms (SLO: <2.300ms +0.6%) vs baseline: +1.9%

Memory: ✅ 32.165MB (SLO: <34.000MB -5.4%) vs baseline: +4.9%

✅ 100-gauge-metrics-100-times

Time: ✅ 1.412ms (SLO: <1.550ms -8.9%) vs baseline: +0.2%

Memory: ✅ 32.204MB (SLO: <34.000MB -5.3%) vs baseline: +5.0%

✅ 100-rate-metrics-100-times

Time: ✅ 2.222ms (SLO: <2.550ms 📉 -12.9%) vs baseline: -0.3%

Memory: ✅ 32.204MB (SLO: <34.000MB -5.3%) vs baseline: +4.9%

✅ flush-1-metric

Time: ✅ 4.894µs (SLO: <20.000µs 📉 -75.5%) vs baseline: +8.7%

Memory: ✅ 32.145MB (SLO: <34.000MB -5.5%) vs baseline: +4.7%

✅ flush-100-metrics

Time: ✅ 175.199µs (SLO: <250.000µs 📉 -29.9%) vs baseline: +0.3%

Memory: ✅ 32.165MB (SLO: <34.000MB -5.4%) vs baseline: +4.9%

✅ flush-1000-metrics

Time: ✅ 2.112ms (SLO: <2.500ms 📉 -15.5%) vs baseline: +0.3%

Memory: ✅ 32.932MB (SLO: <34.500MB -4.5%) vs baseline: +4.9%

🟡 Near SLO Breach (3 suites)
🟡 djangosimple - 30/30

✅ appsec

Time: ✅ 20.475ms (SLO: <22.300ms -8.2%) vs baseline: -0.1%

Memory: ✅ 65.250MB (SLO: <67.000MB -2.6%) vs baseline: +4.9%

✅ exception-replay-enabled

Time: ✅ 1.347ms (SLO: <1.450ms -7.1%) vs baseline: +0.1%

Memory: ✅ 64.552MB (SLO: <67.000MB -3.7%) vs baseline: +4.6%

✅ iast

Time: ✅ 20.494ms (SLO: <22.250ms -7.9%) vs baseline: -0.2%

Memory: ✅ 65.197MB (SLO: <67.000MB -2.7%) vs baseline: +4.8%

✅ profiler

Time: ✅ 15.299ms (SLO: <16.550ms -7.6%) vs baseline: +0.3%

Memory: ✅ 53.847MB (SLO: <54.500MB 🟡 -1.2%) vs baseline: +4.9%

✅ resource-renaming

Time: ✅ 20.491ms (SLO: <21.750ms -5.8%) vs baseline: -0.3%

Memory: ✅ 65.194MB (SLO: <67.000MB -2.7%) vs baseline: +4.8%

✅ span-code-origin

Time: ✅ 25.398ms (SLO: <28.200ms -9.9%) vs baseline: ~same

Memory: ✅ 67.373MB (SLO: <69.500MB -3.1%) vs baseline: +4.5%

✅ tracer

Time: ✅ 20.395ms (SLO: <21.750ms -6.2%) vs baseline: -0.5%

Memory: ✅ 65.136MB (SLO: <67.000MB -2.8%) vs baseline: +4.6%

✅ tracer-and-profiler

Time: ✅ 22.103ms (SLO: <23.500ms -5.9%) vs baseline: +0.3%

Memory: ✅ 66.771MB (SLO: <67.500MB 🟡 -1.1%) vs baseline: +5.0%

✅ tracer-dont-create-db-spans

Time: ✅ 19.305ms (SLO: <21.500ms 📉 -10.2%) vs baseline: ~same

Memory: ✅ 65.232MB (SLO: <66.000MB 🟡 -1.2%) vs baseline: +4.8%

✅ tracer-minimal

Time: ✅ 16.525ms (SLO: <17.500ms -5.6%) vs baseline: -0.5%

Memory: ✅ 65.168MB (SLO: <66.000MB 🟡 -1.3%) vs baseline: +4.7%

✅ tracer-native

Time: ✅ 20.496ms (SLO: <21.750ms -5.8%) vs baseline: -0.3%

Memory: ✅ 70.995MB (SLO: <72.500MB -2.1%) vs baseline: +4.8%

✅ tracer-no-caches

Time: ✅ 18.409ms (SLO: <19.650ms -6.3%) vs baseline: -0.3%

Memory: ✅ 65.210MB (SLO: <67.000MB -2.7%) vs baseline: +4.8%

✅ tracer-no-databases

Time: ✅ 18.738ms (SLO: <20.100ms -6.8%) vs baseline: -0.2%

Memory: ✅ 65.197MB (SLO: <67.000MB -2.7%) vs baseline: +4.8%

✅ tracer-no-middleware

Time: ✅ 20.101ms (SLO: <21.500ms -6.5%) vs baseline: -0.4%

Memory: ✅ 65.174MB (SLO: <67.000MB -2.7%) vs baseline: +4.9%

✅ tracer-no-templates

Time: ✅ 20.332ms (SLO: <22.000ms -7.6%) vs baseline: ~same

Memory: ✅ 65.192MB (SLO: <67.000MB -2.7%) vs baseline: +4.8%

🟡 errortrackingdjangosimple - 6/6

✅ errortracking-enabled-all

Time: ✅ 18.273ms (SLO: <19.850ms -7.9%) vs baseline: +1.3%

Memory: ✅ 65.216MB (SLO: <66.500MB 🟡 -1.9%) vs baseline: +4.9%

✅ errortracking-enabled-user

Time: ✅ 18.301ms (SLO: <19.400ms -5.7%) vs baseline: +1.3%

Memory: ✅ 65.186MB (SLO: <66.500MB 🟡 -2.0%) vs baseline: +4.8%

✅ tracer-enabled

Time: ✅ 18.163ms (SLO: <19.450ms -6.6%) vs baseline: +0.6%

Memory: ✅ 65.254MB (SLO: <66.500MB 🟡 -1.9%) vs baseline: +4.9%

🟡 flasksimple - 18/18

✅ appsec-get

Time: ✅ 4.573ms (SLO: <4.750ms -3.7%) vs baseline: ~same

Memory: ✅ 62.030MB (SLO: <65.000MB -4.6%) vs baseline: +5.0%

✅ appsec-post

Time: ✅ 6.612ms (SLO: <6.750ms -2.0%) vs baseline: -0.3%

Memory: ✅ 61.912MB (SLO: <65.000MB -4.8%) vs baseline: +4.7%

✅ appsec-telemetry

Time: ✅ 4.582ms (SLO: <4.750ms -3.5%) vs baseline: -0.2%

Memory: ✅ 61.932MB (SLO: <65.000MB -4.7%) vs baseline: +4.9%

✅ debugger

Time: ✅ 1.859ms (SLO: <2.000ms -7.0%) vs baseline: +0.3%

Memory: ✅ 45.475MB (SLO: <47.000MB -3.2%) vs baseline: +4.8%

✅ iast-get

Time: ✅ 1.861ms (SLO: <2.000ms -6.9%) vs baseline: -0.2%

Memory: ✅ 42.408MB (SLO: <49.000MB 📉 -13.5%) vs baseline: +4.9%

✅ profiler

Time: ✅ 1.915ms (SLO: <2.100ms -8.8%) vs baseline: -0.3%

Memory: ✅ 46.458MB (SLO: <47.000MB 🟡 -1.2%) vs baseline: +4.8%

✅ resource-renaming

Time: ✅ 3.373ms (SLO: <3.650ms -7.6%) vs baseline: +0.3%

Memory: ✅ 52.298MB (SLO: <53.500MB -2.2%) vs baseline: +4.9%

✅ tracer

Time: ✅ 3.358ms (SLO: <3.650ms -8.0%) vs baseline: ~same

Memory: ✅ 52.180MB (SLO: <53.500MB -2.5%) vs baseline: +4.7%

✅ tracer-native

Time: ✅ 3.357ms (SLO: <3.650ms -8.0%) vs baseline: ~same

Memory: ✅ 58.260MB (SLO: <60.000MB -2.9%) vs baseline: +4.8%

⚠️ Unstable Tests (1 suite)
⚠️ coreapiscenario - 10/10 (1 unstable)

⚠️ context_with_data_listeners

Time: ⚠️ 13.272µs (SLO: <20.000µs 📉 -33.6%) vs baseline: ~same

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

✅ context_with_data_no_listeners

Time: ✅ 3.262µs (SLO: <10.000µs 📉 -67.4%) vs baseline: -1.2%

Memory: ✅ 32.106MB (SLO: <33.500MB -4.2%) vs baseline: +4.9%

✅ get_item_exists

Time: ✅ 0.579µs (SLO: <10.000µs 📉 -94.2%) vs baseline: -0.7%

Memory: ✅ 32.126MB (SLO: <33.500MB -4.1%) vs baseline: +4.8%

✅ get_item_missing

Time: ✅ 0.640µs (SLO: <10.000µs 📉 -93.6%) vs baseline: +0.2%

Memory: ✅ 32.126MB (SLO: <33.500MB -4.1%) vs baseline: +4.9%

✅ set_item

Time: ✅ 24.051µs (SLO: <30.000µs 📉 -19.8%) vs baseline: -0.2%

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

✅ All Tests Passing (19 suites)
✅ errortrackingflasksqli - 6/6

✅ errortracking-enabled-all

Time: ✅ 2.070ms (SLO: <2.300ms 📉 -10.0%) vs baseline: +0.2%

Memory: ✅ 52.160MB (SLO: <53.500MB -2.5%) vs baseline: +4.9%

✅ errortracking-enabled-user

Time: ✅ 2.076ms (SLO: <2.250ms -7.7%) vs baseline: +0.4%

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

✅ tracer-enabled

Time: ✅ 2.080ms (SLO: <2.300ms -9.6%) vs baseline: +0.3%

Memory: ✅ 52.003MB (SLO: <53.500MB -2.8%) vs baseline: +4.5%

✅ flasksqli - 6/6

✅ appsec-enabled

Time: ✅ 3.961ms (SLO: <4.200ms -5.7%) vs baseline: -0.5%

Memory: ✅ 62.364MB (SLO: <66.000MB -5.5%) vs baseline: +4.9%

✅ iast-enabled

Time: ✅ 2.447ms (SLO: <2.800ms 📉 -12.6%) vs baseline: +0.2%

Memory: ✅ 58.727MB (SLO: <60.000MB -2.1%) vs baseline: +5.0%

✅ tracer-enabled

Time: ✅ 2.055ms (SLO: <2.250ms -8.7%) vs baseline: -0.3%

Memory: ✅ 52.239MB (SLO: <54.500MB -4.1%) vs baseline: +5.0%

✅ httppropagationextract - 60/60

✅ all_styles_all_headers

Time: ✅ 81.722µs (SLO: <100.000µs 📉 -18.3%) vs baseline: +0.5%

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

✅ b3_headers

Time: ✅ 14.272µs (SLO: <20.000µs 📉 -28.6%) vs baseline: +0.8%

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

✅ b3_single_headers

Time: ✅ 13.261µs (SLO: <20.000µs 📉 -33.7%) vs baseline: -0.3%

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

✅ datadog_tracecontext_tracestate_not_propagated_on_trace_id_no_match

Time: ✅ 64.141µs (SLO: <80.000µs 📉 -19.8%) vs baseline: +0.4%

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

✅ datadog_tracecontext_tracestate_propagated_on_trace_id_match

Time: ✅ 67.063µs (SLO: <80.000µs 📉 -16.2%) vs baseline: +1.3%

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

✅ empty_headers

Time: ✅ 1.614µs (SLO: <10.000µs 📉 -83.9%) vs baseline: +1.3%

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

✅ full_t_id_datadog_headers

Time: ✅ 22.724µs (SLO: <30.000µs 📉 -24.3%) vs baseline: -0.7%

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +4.7%

✅ invalid_priority_header

Time: ✅ 6.529µs (SLO: <10.000µs 📉 -34.7%) vs baseline: ~same

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

✅ invalid_span_id_header

Time: ✅ 6.514µs (SLO: <10.000µs 📉 -34.9%) vs baseline: -0.3%

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

✅ invalid_tags_header

Time: ✅ 6.495µs (SLO: <10.000µs 📉 -35.0%) vs baseline: ~same

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

✅ invalid_trace_id_header

Time: ✅ 6.527µs (SLO: <10.000µs 📉 -34.7%) vs baseline: -0.3%

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

✅ large_header_no_matches

Time: ✅ 27.622µs (SLO: <30.000µs -7.9%) vs baseline: ~same

Memory: ✅ 32.204MB (SLO: <33.500MB -3.9%) vs baseline: +5.2%

✅ large_valid_headers_all

Time: ✅ 28.909µs (SLO: <40.000µs 📉 -27.7%) vs baseline: +0.9%

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

✅ medium_header_no_matches

Time: ✅ 9.901µs (SLO: <20.000µs 📉 -50.5%) vs baseline: +0.6%

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

✅ medium_valid_headers_all

Time: ✅ 11.299µs (SLO: <20.000µs 📉 -43.5%) vs baseline: +1.0%

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

✅ none_propagation_style

Time: ✅ 1.704µs (SLO: <10.000µs 📉 -83.0%) vs baseline: -0.3%

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

✅ tracecontext_headers

Time: ✅ 34.778µs (SLO: <40.000µs 📉 -13.1%) vs baseline: ~same

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

✅ valid_headers_all

Time: ✅ 6.519µs (SLO: <10.000µs 📉 -34.8%) vs baseline: +0.5%

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

✅ valid_headers_basic

Time: ✅ 6.124µs (SLO: <10.000µs 📉 -38.8%) vs baseline: +0.7%

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

✅ wsgi_empty_headers

Time: ✅ 1.596µs (SLO: <10.000µs 📉 -84.0%) vs baseline: -1.0%

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

✅ wsgi_invalid_priority_header

Time: ✅ 6.552µs (SLO: <10.000µs 📉 -34.5%) vs baseline: ~same

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

✅ wsgi_invalid_span_id_header

Time: ✅ 1.601µs (SLO: <10.000µs 📉 -84.0%) vs baseline: -0.1%

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

✅ wsgi_invalid_tags_header

Time: ✅ 6.541µs (SLO: <10.000µs 📉 -34.6%) vs baseline: -0.5%

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

✅ wsgi_invalid_trace_id_header

Time: ✅ 6.538µs (SLO: <10.000µs 📉 -34.6%) vs baseline: -0.4%

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

✅ wsgi_large_header_no_matches

Time: ✅ 28.636µs (SLO: <40.000µs 📉 -28.4%) vs baseline: -0.6%

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

✅ wsgi_large_valid_headers_all

Time: ✅ 29.911µs (SLO: <40.000µs 📉 -25.2%) vs baseline: ~same

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

✅ wsgi_medium_header_no_matches

Time: ✅ 10.109µs (SLO: <20.000µs 📉 -49.5%) vs baseline: -0.1%

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

✅ wsgi_medium_valid_headers_all

Time: ✅ 11.536µs (SLO: <20.000µs 📉 -42.3%) vs baseline: +0.3%

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

✅ wsgi_valid_headers_all

Time: ✅ 6.552µs (SLO: <10.000µs 📉 -34.5%) vs baseline: -0.3%

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

✅ wsgi_valid_headers_basic

Time: ✅ 6.091µs (SLO: <10.000µs 📉 -39.1%) vs baseline: -0.7%

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

✅ httppropagationinject - 16/16

✅ ids_only

Time: ✅ 22.283µs (SLO: <30.000µs 📉 -25.7%) vs baseline: +3.7%

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

✅ with_all

Time: ✅ 29.858µs (SLO: <40.000µs 📉 -25.4%) vs baseline: +3.7%

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

✅ with_dd_origin

Time: ✅ 25.043µs (SLO: <30.000µs 📉 -16.5%) vs baseline: -1.3%

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

✅ with_priority_and_origin

Time: ✅ 25.534µs (SLO: <40.000µs 📉 -36.2%) vs baseline: +3.0%

Memory: ✅ 32.165MB (SLO: <33.500MB -4.0%) vs baseline: +4.9%

✅ with_sampling_priority

Time: ✅ 22.491µs (SLO: <30.000µs 📉 -25.0%) vs baseline: +4.6%

Memory: ✅ 32.165MB (SLO: <33.500MB -4.0%) vs baseline: +5.0%

✅ with_tags

Time: ✅ 26.791µs (SLO: <40.000µs 📉 -33.0%) vs baseline: -0.7%

Memory: ✅ 32.244MB (SLO: <33.500MB -3.8%) vs baseline: +5.0%

✅ with_tags_invalid

Time: ✅ 29.587µs (SLO: <40.000µs 📉 -26.0%) vs baseline: +4.1%

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

✅ with_tags_max_size

Time: ✅ 27.386µs (SLO: <40.000µs 📉 -31.5%) vs baseline: +0.8%

Memory: ✅ 32.224MB (SLO: <33.500MB -3.8%) vs baseline: +5.2%

✅ iast_aspects - 40/40

✅ re_expand_aspect

Time: ✅ 31.816µs (SLO: <40.000µs 📉 -20.5%) vs baseline: -0.4%

Memory: ✅ 37.690MB (SLO: <39.000MB -3.4%) vs baseline: +4.7%

✅ re_expand_noaspect

Time: ✅ 28.682µs (SLO: <40.000µs 📉 -28.3%) vs baseline: -0.3%

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

✅ re_findall_aspect

Time: ✅ 2.896µs (SLO: <10.000µs 📉 -71.0%) vs baseline: -0.6%

Memory: ✅ 37.650MB (SLO: <39.000MB -3.5%) vs baseline: +4.7%

✅ re_findall_noaspect

Time: ✅ 1.403µs (SLO: <10.000µs 📉 -86.0%) vs baseline: -0.9%

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

✅ re_finditer_aspect

Time: ✅ 4.697µs (SLO: <10.000µs 📉 -53.0%) vs baseline: +5.6%

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

✅ re_finditer_noaspect

Time: ✅ 1.412µs (SLO: <10.000µs 📉 -85.9%) vs baseline: +0.2%

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

✅ re_fullmatch_aspect

Time: ✅ 2.632µs (SLO: <10.000µs 📉 -73.7%) vs baseline: -0.7%

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

✅ re_fullmatch_noaspect

Time: ✅ 1.292µs (SLO: <10.000µs 📉 -87.1%) vs baseline: +0.3%

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

✅ re_group_aspect

Time: ✅ 2.912µs (SLO: <10.000µs 📉 -70.9%) vs baseline: +0.2%

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

✅ re_group_noaspect

Time: ✅ 1.602µs (SLO: <10.000µs 📉 -84.0%) vs baseline: ~same

Memory: ✅ 37.650MB (SLO: <39.000MB -3.5%) vs baseline: +4.9%

✅ re_groups_aspect

Time: ✅ 3.072µs (SLO: <10.000µs 📉 -69.3%) vs baseline: +0.3%

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

✅ re_groups_noaspect

Time: ✅ 1.711µs (SLO: <10.000µs 📉 -82.9%) vs baseline: +0.8%

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

✅ re_match_aspect

Time: ✅ 2.691µs (SLO: <10.000µs 📉 -73.1%) vs baseline: +0.4%

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

✅ re_match_noaspect

Time: ✅ 1.301µs (SLO: <10.000µs 📉 -87.0%) vs baseline: -0.5%

Memory: ✅ 37.650MB (SLO: <39.000MB -3.5%) vs baseline: +4.6%

✅ re_search_aspect

Time: ✅ 2.575µs (SLO: <10.000µs 📉 -74.2%) vs baseline: +1.3%

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

✅ re_search_noaspect

Time: ✅ 1.191µs (SLO: <10.000µs 📉 -88.1%) vs baseline: -0.7%

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

✅ re_sub_aspect

Time: ✅ 3.418µs (SLO: <10.000µs 📉 -65.8%) vs baseline: -0.7%

Memory: ✅ 37.690MB (SLO: <39.000MB -3.4%) vs baseline: +5.1%

✅ re_sub_noaspect

Time: ✅ 1.531µs (SLO: <10.000µs 📉 -84.7%) vs baseline: -0.4%

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

✅ re_subn_aspect

Time: ✅ 3.690µs (SLO: <10.000µs 📉 -63.1%) vs baseline: +0.2%

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

✅ re_subn_noaspect

Time: ✅ 1.605µs (SLO: <10.000µs 📉 -83.9%) vs baseline: -1.2%

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

✅ iastaspects - 118/118

✅ add_aspect

Time: ✅ 0.406µs (SLO: <10.000µs 📉 -95.9%) vs baseline: -0.3%

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

✅ add_inplace_aspect

Time: ✅ 0.411µs (SLO: <10.000µs 📉 -95.9%) vs baseline: +0.2%

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

✅ add_inplace_noaspect

Time: ✅ 0.315µs (SLO: <10.000µs 📉 -96.9%) vs baseline: -2.2%

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

✅ add_noaspect

Time: ✅ 0.278µs (SLO: <10.000µs 📉 -97.2%) vs baseline: ~same

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

✅ bytearray_aspect

Time: ✅ 1.320µs (SLO: <10.000µs 📉 -86.8%) vs baseline: +0.5%

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

✅ bytearray_extend_aspect

Time: ✅ 1.534µs (SLO: <10.000µs 📉 -84.7%) vs baseline: -0.8%

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

✅ bytearray_extend_noaspect

Time: ✅ 0.612µs (SLO: <10.000µs 📉 -93.9%) vs baseline: -0.7%

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

✅ bytearray_noaspect

Time: ✅ 0.482µs (SLO: <10.000µs 📉 -95.2%) vs baseline: +0.3%

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

✅ bytes_aspect

Time: ✅ 1.299µs (SLO: <10.000µs 📉 -87.0%) vs baseline: +1.3%

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

✅ bytes_noaspect

Time: ✅ 0.494µs (SLO: <10.000µs 📉 -95.1%) vs baseline: -0.2%

Memory: ✅ 37.650MB (SLO: <39.000MB -3.5%) vs baseline: +4.7%

✅ bytesio_aspect

Time: ✅ 1.315µs (SLO: <10.000µs 📉 -86.8%) vs baseline: -0.2%

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

✅ bytesio_noaspect

Time: ✅ 0.496µs (SLO: <10.000µs 📉 -95.0%) vs baseline: -0.3%

Memory: ✅ 37.650MB (SLO: <39.000MB -3.5%) vs baseline: +4.6%

✅ capitalize_aspect

Time: ✅ 0.733µs (SLO: <10.000µs 📉 -92.7%) vs baseline: -2.0%

Memory: ✅ 37.650MB (SLO: <39.000MB -3.5%) vs baseline: +4.7%

✅ capitalize_noaspect

Time: ✅ 0.434µs (SLO: <10.000µs 📉 -95.7%) vs baseline: +1.0%

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

✅ casefold_aspect

Time: ✅ 0.734µs (SLO: <10.000µs 📉 -92.7%) vs baseline: -0.5%

Memory: ✅ 37.650MB (SLO: <39.000MB -3.5%) vs baseline: +4.6%

✅ casefold_noaspect

Time: ✅ 0.371µs (SLO: <10.000µs 📉 -96.3%) vs baseline: +0.7%

Memory: ✅ 37.650MB (SLO: <39.000MB -3.5%) vs baseline: +4.8%

✅ decode_aspect

Time: ✅ 0.730µs (SLO: <10.000µs 📉 -92.7%) vs baseline: +1.0%

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

✅ decode_noaspect

Time: ✅ 0.419µs (SLO: <10.000µs 📉 -95.8%) vs baseline: +0.6%

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

✅ encode_aspect

Time: ✅ 0.715µs (SLO: <10.000µs 📉 -92.8%) vs baseline: +0.3%

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

✅ encode_noaspect

Time: ✅ 0.403µs (SLO: <10.000µs 📉 -96.0%) vs baseline: +1.0%

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

✅ format_aspect

Time: ✅ 3.351µs (SLO: <10.000µs 📉 -66.5%) vs baseline: ~same

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

✅ format_map_aspect

Time: ✅ 3.594µs (SLO: <10.000µs 📉 -64.1%) vs baseline: ~same

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

✅ format_map_noaspect

Time: ✅ 0.781µs (SLO: <10.000µs 📉 -92.2%) vs baseline: +0.8%

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

✅ format_noaspect

Time: ✅ 0.597µs (SLO: <10.000µs 📉 -94.0%) vs baseline: -0.2%

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

✅ index_aspect

Time: ✅ 0.363µs (SLO: <10.000µs 📉 -96.4%) vs baseline: +0.7%

Memory: ✅ 37.650MB (SLO: <39.000MB -3.5%) vs baseline: +4.7%

✅ index_noaspect

Time: ✅ 0.278µs (SLO: <10.000µs 📉 -97.2%) vs baseline: -0.5%

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

✅ join_aspect

Time: ✅ 1.328µs (SLO: <10.000µs 📉 -86.7%) vs baseline: -1.4%

Memory: ✅ 37.827MB (SLO: <39.000MB -3.0%) vs baseline: +5.2%

✅ join_noaspect

Time: ✅ 0.489µs (SLO: <10.000µs 📉 -95.1%) vs baseline: -0.2%

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

✅ ljust_aspect

Time: ✅ 2.609µs (SLO: <20.000µs 📉 -87.0%) vs baseline: -0.8%

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

✅ ljust_noaspect

Time: ✅ 0.402µs (SLO: <10.000µs 📉 -96.0%) vs baseline: -1.2%

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

✅ lower_aspect

Time: ✅ 2.251µs (SLO: <10.000µs 📉 -77.5%) vs baseline: +0.7%

Memory: ✅ 37.650MB (SLO: <39.000MB -3.5%) vs baseline: +4.6%

✅ lower_noaspect

Time: ✅ 0.370µs (SLO: <10.000µs 📉 -96.3%) vs baseline: -1.0%

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

✅ lstrip_aspect

Time: ✅ 2.216µs (SLO: <20.000µs 📉 -88.9%) vs baseline: -0.3%

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

✅ lstrip_noaspect

Time: ✅ 0.376µs (SLO: <10.000µs 📉 -96.2%) vs baseline: -1.8%

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

✅ modulo_aspect

Time: ✅ 0.998µs (SLO: <10.000µs 📉 -90.0%) vs baseline: -1.0%

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

✅ modulo_aspect_for_bytearray_bytearray

Time: ✅ 1.536µs (SLO: <10.000µs 📉 -84.6%) vs baseline: +0.5%

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

✅ modulo_aspect_for_bytes

Time: ✅ 0.982µs (SLO: <10.000µs 📉 -90.2%) vs baseline: -0.6%

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

✅ modulo_aspect_for_bytes_bytearray

Time: ✅ 1.206µs (SLO: <10.000µs 📉 -87.9%) vs baseline: +1.5%

Memory: ✅ 37.808MB (SLO: <39.000MB -3.1%) vs baseline: +4.4%

✅ modulo_noaspect

Time: ✅ 0.623µs (SLO: <10.000µs 📉 -93.8%) vs baseline: -0.6%

Memory: ✅ 37.749MB (SLO: <39.000MB -3.2%) vs baseline: +5.2%

✅ replace_aspect

Time: ✅ 4.827µs (SLO: <10.000µs 📉 -51.7%) vs baseline: ~same

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

✅ replace_noaspect

Time: ✅ 0.461µs (SLO: <10.000µs 📉 -95.4%) vs baseline: ~same

Memory: ✅ 37.611MB (SLO: <39.000MB -3.6%) vs baseline: +4.8%

✅ repr_aspect

Time: ✅ 0.908µs (SLO: <10.000µs 📉 -90.9%) vs baseline: ~same

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

✅ repr_noaspect

Time: ✅ 0.415µs (SLO: <10.000µs 📉 -95.8%) vs baseline: -1.4%

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

✅ rstrip_aspect

Time: ✅ 1.926µs (SLO: <20.000µs 📉 -90.4%) vs baseline: +0.2%

Memory: ✅ 37.650MB (SLO: <39.000MB -3.5%) vs baseline: +4.5%

✅ rstrip_noaspect

Time: ✅ 0.385µs (SLO: <10.000µs 📉 -96.2%) vs baseline: +1.4%

Memory: ✅ 37.650MB (SLO: <39.000MB -3.5%) vs baseline: +4.7%

✅ slice_aspect

Time: ✅ 0.492µs (SLO: <10.000µs 📉 -95.1%) vs baseline: -0.2%

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

✅ slice_noaspect

Time: ✅ 0.443µs (SLO: <10.000µs 📉 -95.6%) vs baseline: -0.9%

Memory: ✅ 37.650MB (SLO: <39.000MB -3.5%) vs baseline: +4.7%

✅ stringio_aspect

Time: ✅ 1.588µs (SLO: <10.000µs 📉 -84.1%) vs baseline: +1.7%

Memory: ✅ 37.670MB (SLO: <39.000MB -3.4%) vs baseline: +4.0%

✅ stringio_noaspect

Time: ✅ 0.724µs (SLO: <10.000µs 📉 -92.8%) vs baseline: +1.7%

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

✅ strip_aspect

Time: ✅ 2.210µs (SLO: <20.000µs 📉 -89.0%) vs baseline: -0.3%

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

✅ strip_noaspect

Time: ✅ 0.383µs (SLO: <10.000µs 📉 -96.2%) vs baseline: -1.4%

Memory: ✅ 37.650MB (SLO: <39.000MB -3.5%) vs baseline: +4.7%

✅ swapcase_aspect

Time: ✅ 2.448µs (SLO: <10.000µs 📉 -75.5%) vs baseline: ~same

Memory: ✅ 37.690MB (SLO: <39.000MB -3.4%) vs baseline: +4.7%

✅ swapcase_noaspect

Time: ✅ 0.532µs (SLO: <10.000µs 📉 -94.7%) vs baseline: -0.4%

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

✅ title_aspect

Time: ✅ 2.415µs (SLO: <10.000µs 📉 -75.9%) vs baseline: +0.8%

Memory: ✅ 37.572MB (SLO: <39.000MB -3.7%) vs baseline: +4.4%

✅ title_noaspect

Time: ✅ 0.497µs (SLO: <10.000µs 📉 -95.0%) vs baseline: -1.6%

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

✅ translate_aspect

Time: ✅ 3.267µs (SLO: <10.000µs 📉 -67.3%) vs baseline: +0.2%

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

✅ translate_noaspect

Time: ✅ 1.035µs (SLO: <10.000µs 📉 -89.7%) vs baseline: -1.2%

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

✅ upper_aspect

Time: ✅ 2.259µs (SLO: <10.000µs 📉 -77.4%) vs baseline: ~same

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

✅ upper_noaspect

Time: ✅ 0.369µs (SLO: <10.000µs 📉 -96.3%) vs baseline: +0.8%

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

✅ iastaspectsospath - 24/24

✅ ospathbasename_aspect

Time: ✅ 4.249µs (SLO: <10.000µs 📉 -57.5%) vs baseline: -1.3%

Memory: ✅ 37.650MB (SLO: <39.000MB -3.5%) vs baseline: +4.9%

✅ ospathbasename_noaspect

Time: ✅ 1.087µs (SLO: <10.000µs 📉 -89.1%) vs baseline: -0.2%

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

✅ ospathjoin_aspect

Time: ✅ 6.202µs (SLO: <10.000µs 📉 -38.0%) vs baseline: -0.1%

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

✅ ospathjoin_noaspect

Time: ✅ 2.288µs (SLO: <10.000µs 📉 -77.1%) vs baseline: -0.9%

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

✅ ospathnormcase_aspect

Time: ✅ 3.595µs (SLO: <10.000µs 📉 -64.0%) vs baseline: +0.8%

Memory: ✅ 37.650MB (SLO: <39.000MB -3.5%) vs baseline: +4.9%

✅ ospathnormcase_noaspect

Time: ✅ 0.574µs (SLO: <10.000µs 📉 -94.3%) vs baseline: -0.2%

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

✅ ospathsplit_aspect

Time: ✅ 4.984µs (SLO: <10.000µs 📉 -50.2%) vs baseline: +1.1%

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

✅ ospathsplit_noaspect

Time: ✅ 1.580µs (SLO: <10.000µs 📉 -84.2%) vs baseline: -1.9%

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

✅ ospathsplitdrive_aspect

Time: ✅ 3.728µs (SLO: <10.000µs 📉 -62.7%) vs baseline: -0.4%

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

✅ ospathsplitdrive_noaspect

Time: ✅ 0.698µs (SLO: <10.000µs 📉 -93.0%) vs baseline: -1.5%

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

✅ ospathsplitext_aspect

Time: ✅ 4.608µs (SLO: <10.000µs 📉 -53.9%) vs baseline: +0.6%

Memory: ✅ 37.650MB (SLO: <39.000MB -3.5%) vs baseline: +4.6%

✅ ospathsplitext_noaspect

Time: ✅ 1.382µs (SLO: <10.000µs 📉 -86.2%) vs baseline: -0.9%

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

✅ iastaspectssplit - 12/12

✅ rsplit_aspect

Time: ✅ 1.389µs (SLO: <10.000µs 📉 -86.1%) vs baseline: -1.0%

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

✅ rsplit_noaspect

Time: ✅ 0.582µs (SLO: <10.000µs 📉 -94.2%) vs baseline: +1.0%

Memory: ✅ 37.650MB (SLO: <39.000MB -3.5%) vs baseline: +4.8%

✅ split_aspect

Time: ✅ 1.407µs (SLO: <10.000µs 📉 -85.9%) vs baseline: ~same

Memory: ✅ 37.729MB (SLO: <39.000MB -3.3%) vs baseline: +5.1%

✅ split_noaspect

Time: ✅ 0.576µs (SLO: <10.000µs 📉 -94.2%) vs baseline: ~same

Memory: ✅ 37.650MB (SLO: <39.000MB -3.5%) vs baseline: +4.9%

✅ splitlines_aspect

Time: ✅ 1.368µs (SLO: <10.000µs 📉 -86.3%) vs baseline: -0.5%

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

✅ splitlines_noaspect

Time: ✅ 0.583µs (SLO: <10.000µs 📉 -94.2%) vs baseline: +0.2%

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

✅ iastpropagation - 2/2

✅ no-propagation

Time: ✅ 49.298µs (SLO: <60.000µs 📉 -17.8%) vs baseline: ~same

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

✅ otelsdkspan - 24/24

✅ add-event

Time: ✅ 40.582ms (SLO: <42.000ms -3.4%) vs baseline: +1.0%

Memory: ✅ 34.524MB (SLO: <39.000MB 📉 -11.5%) vs baseline: +3.5%

✅ add-link

Time: ✅ 36.458ms (SLO: <38.550ms -5.4%) vs baseline: +1.2%

Memory: ✅ 34.583MB (SLO: <39.000MB 📉 -11.3%) vs baseline: +4.0%

✅ add-metrics

Time: ✅ 219.504ms (SLO: <232.000ms -5.4%) vs baseline: +0.6%

Memory: ✅ 34.564MB (SLO: <39.000MB 📉 -11.4%) vs baseline: +3.8%

✅ add-tags

Time: ✅ 210.668ms (SLO: <221.600ms -4.9%) vs baseline: -1.8%

Memory: ✅ 34.564MB (SLO: <39.000MB 📉 -11.4%) vs baseline: +3.9%

✅ get-context

Time: ✅ 29.322ms (SLO: <31.300ms -6.3%) vs baseline: +0.6%

Memory: ✅ 34.564MB (SLO: <39.000MB 📉 -11.4%) vs baseline: +3.7%

✅ is-recording

Time: ✅ 29.339ms (SLO: <31.000ms -5.4%) vs baseline: +1.6%

Memory: ✅ 34.465MB (SLO: <39.000MB 📉 -11.6%) vs baseline: +3.6%

✅ record-exception

Time: ✅ 62.983ms (SLO: <65.850ms -4.4%) vs baseline: -0.1%

Memory: ✅ 34.839MB (SLO: <39.000MB 📉 -10.7%) vs baseline: +4.7%

✅ set-status

Time: ✅ 32.628ms (SLO: <34.150ms -4.5%) vs baseline: +3.1%

Memory: ✅ 34.524MB (SLO: <39.000MB 📉 -11.5%) vs baseline: +3.7%

✅ start

Time: ✅ 28.899ms (SLO: <30.150ms -4.1%) vs baseline: +0.9%

Memory: ✅ 34.505MB (SLO: <39.000MB 📉 -11.5%) vs baseline: +3.9%

✅ start-finish

Time: ✅ 34.022ms (SLO: <35.350ms -3.8%) vs baseline: +0.3%

Memory: ✅ 34.524MB (SLO: <39.000MB 📉 -11.5%) vs baseline: +3.5%

✅ start-finish-telemetry

Time: ✅ 33.771ms (SLO: <35.450ms -4.7%) vs baseline: -0.6%

Memory: ✅ 34.957MB (SLO: <39.000MB 📉 -10.4%) vs baseline: +5.0%

✅ update-name

Time: ✅ 30.920ms (SLO: <33.400ms -7.4%) vs baseline: -0.3%

Memory: ✅ 34.505MB (SLO: <39.000MB 📉 -11.5%) vs baseline: +3.6%

✅ otelspan - 22/22

✅ add-event

Time: ✅ 40.180ms (SLO: <47.150ms 📉 -14.8%) vs baseline: +0.2%

Memory: ✅ 43.777MB (SLO: <47.000MB -6.9%) vs baseline: +4.9%

✅ add-metrics

Time: ✅ 316.056ms (SLO: <344.800ms -8.3%) vs baseline: -0.7%

Memory: ✅ 653.537MB (SLO: <675.000MB -3.2%) vs baseline: +5.2%

✅ add-tags

Time: ✅ 286.824ms (SLO: <314.000ms -8.7%) vs baseline: -0.4%

Memory: ✅ 654.045MB (SLO: <675.000MB -3.1%) vs baseline: +4.9%

✅ get-context

Time: ✅ 80.241ms (SLO: <92.350ms 📉 -13.1%) vs baseline: ~same

Memory: ✅ 39.609MB (SLO: <46.500MB 📉 -14.8%) vs baseline: +4.8%

✅ is-recording

Time: ✅ 37.868ms (SLO: <44.500ms 📉 -14.9%) vs baseline: -0.3%

Memory: ✅ 43.206MB (SLO: <47.500MB -9.0%) vs baseline: +5.0%

✅ record-exception

Time: ✅ 58.566ms (SLO: <67.650ms 📉 -13.4%) vs baseline: +0.8%

Memory: ✅ 39.933MB (SLO: <47.000MB 📉 -15.0%) vs baseline: +5.1%

✅ set-status

Time: ✅ 43.877ms (SLO: <50.400ms 📉 -12.9%) vs baseline: ~same

Memory: ✅ 43.173MB (SLO: <47.000MB -8.1%) vs baseline: +5.0%

✅ start

Time: ✅ 37.206ms (SLO: <43.450ms 📉 -14.4%) vs baseline: -0.5%

Memory: ✅ 43.185MB (SLO: <47.000MB -8.1%) vs baseline: +4.8%

✅ start-finish

Time: ✅ 82.158ms (SLO: <88.000ms -6.6%) vs baseline: ~same

Memory: ✅ 34.485MB (SLO: <46.500MB 📉 -25.8%) vs baseline: +4.6%

✅ start-finish-telemetry

Time: ✅ 83.774ms (SLO: <89.000ms -5.9%) vs baseline: +0.1%

Memory: ✅ 34.603MB (SLO: <46.500MB 📉 -25.6%) vs baseline: +4.9%

✅ update-name

Time: ✅ 38.824ms (SLO: <45.150ms 📉 -14.0%) vs baseline: -0.7%

Memory: ✅ 43.445MB (SLO: <47.000MB -7.6%) vs baseline: +4.7%

✅ packagespackageforrootmodulemapping - 4/4

✅ cache_off

Time: ✅ 342.183ms (SLO: <354.300ms -3.4%) vs baseline: -0.7%

Memory: ✅ 38.376MB (SLO: <40.000MB -4.1%) vs baseline: +4.5%

✅ cache_on

Time: ✅ 0.386µs (SLO: <10.000µs 📉 -96.1%) vs baseline: +0.2%

Memory: ✅ 36.589MB (SLO: <39.000MB -6.2%) vs baseline: +5.4%

✅ packagesupdateimporteddependencies - 24/24

✅ import_many

Time: ✅ 156.053µs (SLO: <170.000µs -8.2%) vs baseline: +0.5%

Memory: ✅ 36.544MB (SLO: <38.500MB -5.1%) vs baseline: +4.7%

✅ import_many_cached

Time: ✅ 121.767µs (SLO: <130.000µs -6.3%) vs baseline: +0.8%

Memory: ✅ 36.550MB (SLO: <38.500MB -5.1%) vs baseline: +4.7%

✅ import_many_stdlib

Time: ✅ 1.643ms (SLO: <1.750ms -6.1%) vs baseline: +1.4%

Memory: ✅ 36.904MB (SLO: <38.500MB -4.1%) vs baseline: +5.3%

✅ import_many_stdlib_cached

Time: ✅ 0.973ms (SLO: <1.100ms 📉 -11.5%) vs baseline: +0.1%

Memory: ✅ 36.670MB (SLO: <38.500MB -4.8%) vs baseline: +4.7%

✅ import_many_unknown

Time: ✅ 830.709µs (SLO: <890.000µs -6.7%) vs baseline: -0.5%

Memory: ✅ 36.763MB (SLO: <38.500MB -4.5%) vs baseline: +4.6%

✅ import_many_unknown_cached

Time: ✅ 799.241µs (SLO: <870.000µs -8.1%) vs baseline: +1.8%

Memory: ✅ 36.672MB (SLO: <38.500MB -4.7%) vs baseline: +5.0%

✅ import_one

Time: ✅ 19.833µs (SLO: <30.000µs 📉 -33.9%) vs baseline: +0.2%

Memory: ✅ 36.470MB (SLO: <39.000MB -6.5%) vs baseline: +4.4%

✅ import_one_cache

Time: ✅ 6.321µs (SLO: <10.000µs 📉 -36.8%) vs baseline: +0.5%

Memory: ✅ 36.650MB (SLO: <38.500MB -4.8%) vs baseline: +4.6%

✅ import_one_stdlib

Time: ✅ 18.609µs (SLO: <20.000µs -7.0%) vs baseline: ~same

Memory: ✅ 36.653MB (SLO: <38.500MB -4.8%) vs baseline: +5.1%

✅ import_one_stdlib_cache

Time: ✅ 6.277µs (SLO: <10.000µs 📉 -37.2%) vs baseline: -0.3%

Memory: ✅ 36.514MB (SLO: <38.500MB -5.2%) vs baseline: +4.6%

✅ import_one_unknown

Time: ✅ 45.208µs (SLO: <50.000µs -9.6%) vs baseline: -0.7%

Memory: ✅ 36.641MB (SLO: <38.500MB -4.8%) vs baseline: +4.5%

✅ import_one_unknown_cache

Time: ✅ 6.309µs (SLO: <10.000µs 📉 -36.9%) vs baseline: +0.4%

Memory: ✅ 36.613MB (SLO: <38.500MB -4.9%) vs baseline: +4.9%

✅ ratelimiter - 12/12

✅ defaults

Time: ✅ 2.351µs (SLO: <10.000µs 📉 -76.5%) vs baseline: -0.5%

Memory: ✅ 31.792MB (SLO: <34.000MB -6.5%) vs baseline: +5.0%

✅ high_rate_limit

Time: ✅ 2.407µs (SLO: <10.000µs 📉 -75.9%) vs baseline: +0.3%

Memory: ✅ 31.792MB (SLO: <34.000MB -6.5%) vs baseline: +5.0%

✅ long_window

Time: ✅ 2.364µs (SLO: <10.000µs 📉 -76.4%) vs baseline: +0.3%

Memory: ✅ 31.772MB (SLO: <34.000MB -6.6%) vs baseline: +4.9%

✅ low_rate_limit

Time: ✅ 2.366µs (SLO: <10.000µs 📉 -76.3%) vs baseline: +0.6%

Memory: ✅ 31.713MB (SLO: <34.000MB -6.7%) vs baseline: +4.7%

✅ no_rate_limit

Time: ✅ 0.827µs (SLO: <10.000µs 📉 -91.7%) vs baseline: -0.8%

Memory: ✅ 31.792MB (SLO: <34.000MB -6.5%) vs baseline: +5.0%

✅ short_window

Time: ✅ 2.491µs (SLO: <10.000µs 📉 -75.1%) vs baseline: +0.3%

Memory: ✅ 31.772MB (SLO: <34.000MB -6.6%) vs baseline: +4.8%

✅ recursivecomputation - 8/8

✅ deep

Time: ✅ 309.945ms (SLO: <320.950ms -3.4%) vs baseline: +0.6%

Memory: ✅ 32.932MB (SLO: <34.500MB -4.5%) vs baseline: +4.9%

✅ deep-profiled

Time: ✅ 327.981ms (SLO: <359.150ms -8.7%) vs baseline: ~same

Memory: ✅ 37.297MB (SLO: <39.000MB -4.4%) vs baseline: +5.1%

✅ medium

Time: ✅ 7.036ms (SLO: <7.400ms -4.9%) vs baseline: +0.2%

Memory: ✅ 32.165MB (SLO: <34.000MB -5.4%) vs baseline: +5.0%

✅ shallow

Time: ✅ 0.947ms (SLO: <1.050ms -9.8%) vs baseline: ~same

Memory: ✅ 32.145MB (SLO: <34.000MB -5.5%) vs baseline: +5.0%

✅ samplingrules - 8/8

✅ average_match

Time: ✅ 138.116µs (SLO: <290.000µs 📉 -52.4%) vs baseline: +0.6%

Memory: ✅ 32.165MB (SLO: <34.000MB -5.4%) vs baseline: +4.9%

✅ high_match

Time: ✅ 173.329µs (SLO: <480.000µs 📉 -63.9%) vs baseline: -0.7%

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

✅ low_match

Time: ✅ 98.977µs (SLO: <120.000µs 📉 -17.5%) vs baseline: +0.4%

Memory: ✅ 600.756MB (SLO: <700.000MB 📉 -14.2%) vs baseline: +4.8%

✅ very_low_match

Time: ✅ 2.685ms (SLO: <8.500ms 📉 -68.4%) vs baseline: ~same

Memory: ✅ 68.273MB (SLO: <75.000MB -9.0%) vs baseline: +4.7%

✅ sethttpmeta - 32/32

✅ all-disabled

Time: ✅ 10.445µs (SLO: <20.000µs 📉 -47.8%) vs baseline: -1.0%

Memory: ✅ 32.558MB (SLO: <34.000MB -4.2%) vs baseline: +4.7%

✅ all-enabled

Time: ✅ 40.020µs (SLO: <50.000µs 📉 -20.0%) vs baseline: -0.1%

Memory: ✅ 32.539MB (SLO: <34.000MB -4.3%) vs baseline: +4.7%

✅ collectipvariant_exists

Time: ✅ 40.567µs (SLO: <50.000µs 📉 -18.9%) vs baseline: ~same

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

✅ no-collectipvariant

Time: ✅ 39.800µs (SLO: <50.000µs 📉 -20.4%) vs baseline: ~same

Memory: ✅ 32.499MB (SLO: <34.000MB -4.4%) vs baseline: +4.8%

✅ no-useragentvariant

Time: ✅ 38.506µs (SLO: <50.000µs 📉 -23.0%) vs baseline: ~same

Memory: ✅ 32.519MB (SLO: <34.000MB -4.4%) vs baseline: +4.9%

✅ obfuscation-no-query

Time: ✅ 40.305µs (SLO: <50.000µs 📉 -19.4%) vs baseline: +0.3%

Memory: ✅ 32.499MB (SLO: <34.000MB -4.4%) vs baseline: +4.7%

✅ obfuscation-regular-case-explicit-query

Time: ✅ 75.500µs (SLO: <90.000µs 📉 -16.1%) vs baseline: +0.2%

Memory: ✅ 32.952MB (SLO: <34.000MB -3.1%) vs baseline: +4.7%

✅ obfuscation-regular-case-implicit-query

Time: ✅ 76.257µs (SLO: <90.000µs 📉 -15.3%) vs baseline: +0.2%

Memory: ✅ 32.932MB (SLO: <34.000MB -3.1%) vs baseline: +4.9%

✅ obfuscation-send-querystring-disabled

Time: ✅ 154.286µs (SLO: <170.000µs -9.2%) vs baseline: +0.3%

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

✅ obfuscation-worst-case-explicit-query

Time: ✅ 148.584µs (SLO: <160.000µs -7.1%) vs baseline: +0.2%

Memory: ✅ 32.893MB (SLO: <34.500MB -4.7%) vs baseline: +4.5%

✅ obfuscation-worst-case-implicit-query

Time: ✅ 154.614µs (SLO: <170.000µs -9.1%) vs baseline: +0.3%

Memory: ✅ 32.991MB (SLO: <34.500MB -4.4%) vs baseline: +5.2%

✅ useragentvariant_exists_1

Time: ✅ 39.364µs (SLO: <50.000µs 📉 -21.3%) vs baseline: +0.3%

Memory: ✅ 32.519MB (SLO: <34.000MB -4.4%) vs baseline: +4.7%

✅ useragentvariant_exists_2

Time: ✅ 40.468µs (SLO: <50.000µs 📉 -19.1%) vs baseline: +0.3%

Memory: ✅ 32.519MB (SLO: <34.000MB -4.4%) vs baseline: +4.7%

✅ useragentvariant_exists_3

Time: ✅ 39.852µs (SLO: <50.000µs 📉 -20.3%) vs baseline: +0.3%

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

✅ useragentvariant_not_exists_1

Time: ✅ 39.251µs (SLO: <50.000µs 📉 -21.5%) vs baseline: -0.4%

Memory: ✅ 32.578MB (SLO: <34.000MB -4.2%) vs baseline: +5.1%

✅ useragentvariant_not_exists_2

Time: ✅ 39.240µs (SLO: <50.000µs 📉 -21.5%) vs baseline: -0.4%

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

✅ span - 26/26

✅ add-event

Time: ✅ 19.848ms (SLO: <22.500ms 📉 -11.8%) vs baseline: -0.1%

Memory: ✅ 48.776MB (SLO: <53.000MB -8.0%) vs baseline: +4.8%

✅ add-metrics

Time: ✅ 89.831ms (SLO: <93.500ms -3.9%) vs baseline: -0.9%

Memory: ✅ 736.088MB (SLO: <961.000MB 📉 -23.4%) vs baseline: +4.9%

✅ add-tags

Time: ✅ 146.278ms (SLO: <155.000ms -5.6%) vs baseline: -0.3%

Memory: ✅ 736.288MB (SLO: <962.500MB 📉 -23.5%) vs baseline: +5.0%

✅ get-context

Time: ✅ 18.116ms (SLO: <20.500ms 📉 -11.6%) vs baseline: +0.6%

Memory: ✅ 47.463MB (SLO: <53.000MB 📉 -10.4%) vs baseline: +4.6%

✅ is-recording

Time: ✅ 18.417ms (SLO: <20.500ms 📉 -10.2%) vs baseline: -0.1%

Memory: ✅ 47.539MB (SLO: <53.000MB 📉 -10.3%) vs baseline: +4.9%

✅ record-exception

Time: ✅ 37.765ms (SLO: <40.000ms -5.6%) vs baseline: +0.9%

Memory: ✅ 41.978MB (SLO: <53.000MB 📉 -20.8%) vs baseline: +4.7%

✅ set-status

Time: ✅ 19.993ms (SLO: <22.000ms -9.1%) vs baseline: +0.2%

Memory: ✅ 47.543MB (SLO: <53.000MB 📉 -10.3%) vs baseline: +5.0%

✅ start

Time: ✅ 18.055ms (SLO: <20.500ms 📉 -11.9%) vs baseline: -0.7%

Memory: ✅ 47.415MB (SLO: <53.000MB 📉 -10.5%) vs baseline: +4.5%

✅ start-finish

Time: ✅ 50.953ms (SLO: <52.500ms -2.9%) vs baseline: +1.0%

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

✅ start-finish-telemetry

Time: ✅ 51.944ms (SLO: <54.500ms -4.7%) vs baseline: +0.1%

Memory: ✅ 32.126MB (SLO: <34.000MB -5.5%) vs baseline: +4.8%

✅ start-finish-traceid128

Time: ✅ 54.166ms (SLO: <57.000ms -5.0%) vs baseline: +0.6%

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

✅ start-traceid128

Time: ✅ 18.642ms (SLO: <22.500ms 📉 -17.1%) vs baseline: +0.7%

Memory: ✅ 47.602MB (SLO: <53.000MB 📉 -10.2%) vs baseline: +5.0%

✅ update-name

Time: ✅ 18.672ms (SLO: <22.000ms 📉 -15.1%) vs baseline: +0.5%

Memory: ✅ 48.225MB (SLO: <53.000MB -9.0%) vs baseline: +4.9%

✅ tracer - 6/6

✅ large

Time: ✅ 29.420ms (SLO: <32.950ms 📉 -10.7%) vs baseline: -0.8%

Memory: ✅ 32.893MB (SLO: <34.500MB -4.7%) vs baseline: +4.8%

✅ medium

Time: ✅ 2.938ms (SLO: <3.200ms -8.2%) vs baseline: +0.5%

Memory: ✅ 32.008MB (SLO: <34.000MB -5.9%) vs baseline: +4.3%

✅ small

Time: ✅ 332.838µs (SLO: <370.000µs 📉 -10.0%) vs baseline: +0.2%

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

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

@gary-huang gary-huang changed the title wip allow versioned dataset pull feat(llmobs): allow versioned dataset pulling Oct 21, 2025
@gary-huang gary-huang added the MLObs ML Observability (LLMObs) label Oct 21, 2025
@gary-huang gary-huang marked this pull request as ready for review October 21, 2025 18:49
@gary-huang gary-huang requested review from a team as code owners October 21, 2025 18:49
sabrenner
sabrenner approved these changes Oct 21, 2025
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lgtm as-is (aside from updating the release note), just a clarification and a couple suggestions!

@gary-huang gary-huang requested a review from a team as a code owner October 22, 2025 18:47
sabrenner
sabrenner reviewed Oct 22, 2025
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@gary-huang gary-huang force-pushed the gary/mlob-3837 branch 2 times, most recently from 02f04b8 to a39d9a4 Compare October 22, 2025 19:28
@gary-huang gary-huang merged commit b99b574 into main Oct 27, 2025
652 of 663 checks passed
@gary-huang gary-huang deleted the gary/mlob-3837 branch October 27, 2025 15:41
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@sabrenner sabrenner sabrenner approved these changes

@christophe-papazian christophe-papazian Awaiting requested review from christophe-papazian christophe-papazian is a code owner automatically assigned from DataDog/apm-python

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@gary-huang @sabrenner