datadog-agent
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Motivation
Required for https://github.com/DataDog/datadog-agent-macos-build/pull/171
Bloop Bleep... Dogbot Here
Regression Detector Results
Run ID: 39c50941-1389-412e-9911-c623d84e0700 Baseline: 0a6ab3428e0fa25b014c02855f19a4e29189f1f3 Comparison: 53b46ca7e5caf48bcd01d82ad4b8ebc2f742a11c Total CPUs: 7
Performance changes are noted in the perf column of each table:
- ✅ = significantly better comparison variant performance
- ❌ = significantly worse comparison variant performance
- ➖ = no significant change in performance
No significant changes in experiment optimization goals
Confidence level: 90.00% Effect size tolerance: |Δ mean %| ≥ 5.00%
There were no significant changes in experiment optimization goals at this confidence level and effect size tolerance.
Experiments ignored for regressions
Regressions in experiments with settings containing erratic: true are ignored.
| perf | experiment | goal | Δ mean % | Δ mean % CI |
|---|---|---|---|---|
| ➖ | file_to_blackhole | % cpu utilization | -0.70 | [-7.26, +5.86] |
Fine details of change detection per experiment
| perf | experiment | goal | Δ mean % | Δ mean % CI |
|---|---|---|---|---|
| ➖ | uds_dogstatsd_to_api_cpu | % cpu utilization | +0.87 | [-0.55, +2.30] |
| ➖ | file_tree | memory utilization | +0.51 | [+0.44, +0.58] |
| ➖ | process_agent_standard_check_with_stats | memory utilization | +0.15 | [+0.11, +0.18] |
| ➖ | process_agent_standard_check | memory utilization | +0.02 | [-0.02, +0.06] |
| ➖ | trace_agent_msgpack | ingress throughput | +0.00 | [-0.00, +0.00] |
| ➖ | uds_dogstatsd_to_api | ingress throughput | +0.00 | [-0.00, +0.00] |
| ➖ | tcp_dd_logs_filter_exclude | ingress throughput | +0.00 | [-0.00, +0.00] |
| ➖ | process_agent_real_time_mode | memory utilization | -0.02 | [-0.06, +0.01] |
| ➖ | trace_agent_json | ingress throughput | -0.04 | [-0.09, +0.00] |
| ➖ | idle | memory utilization | -0.13 | [-0.16, -0.10] |
| ➖ | tcp_syslog_to_blackhole | ingress throughput | -0.29 | [-0.36, -0.22] |
| ➖ | otel_to_otel_logs | ingress throughput | -0.55 | [-1.15, +0.05] |
| ➖ | file_to_blackhole | % cpu utilization | -0.70 | [-7.26, +5.86] |
Explanation
A regression test is an A/B test of target performance in a repeatable rig, where "performance" is measured as "comparison variant minus baseline variant" for an optimization goal (e.g., ingress throughput). Due to intrinsic variability in measuring that goal, we can only estimate its mean value for each experiment; we report uncertainty in that value as a 90.00% confidence interval denoted "Δ mean % CI".
For each experiment, we decide whether a change in performance is a "regression" -- a change worth investigating further -- if all of the following criteria are true:
-
Its estimated |Δ mean %| ≥ 5.00%, indicating the change is big enough to merit a closer look.
-
Its 90.00% confidence interval "Δ mean % CI" does not contain zero, indicating that if our statistical model is accurate, there is at least a 90.00% chance there is a difference in performance between baseline and comparison variants.
-
Its configuration does not mark it "erratic".
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