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Hasan.mahmood/aggregate usm stats state

Open hmahmood opened this issue 1 year ago • 1 comments

What does this PR do?

Motivation

Additional Notes

Possible Drawbacks / Trade-offs

Describe how to test/QA your changes

hmahmood avatar Feb 26 '24 16:02 hmahmood

Bloop Bleep... Dogbot Here

Regression Detector Results

Run ID: ac2900d1-67a8-45b7-857a-bcd597560783 Baseline: 3365b2a179dcbcee7655eae2e550444d712b1593 Comparison: 49a1183679aeb0903d50826ebea7882b729552cb 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

Experiments with missing or malformed data

  • basic_py_check

Usually, this warning means that there is no usable optimization goal data for that experiment, which could be a result of misconfiguration.

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 +0.04 [-6.51, +6.59]

Fine details of change detection per experiment

perf experiment goal Δ mean % Δ mean % CI
file_tree memory utilization +0.23 [+0.15, +0.32]
file_to_blackhole % cpu utilization +0.04 [-6.51, +6.59]
process_agent_standard_check memory utilization +0.04 [-0.00, +0.08]
trace_agent_msgpack ingress throughput +0.03 [+0.01, +0.04]
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]
trace_agent_json ingress throughput -0.01 [-0.04, +0.03]
process_agent_real_time_mode memory utilization -0.02 [-0.05, +0.02]
process_agent_standard_check_with_stats memory utilization -0.47 [-0.50, -0.44]
idle memory utilization -0.55 [-0.59, -0.52]
tcp_syslog_to_blackhole ingress throughput -0.81 [-0.87, -0.75]
uds_dogstatsd_to_api_cpu % cpu utilization -0.93 [-2.33, +0.47]
otel_to_otel_logs ingress throughput -1.09 [-1.71, -0.47]

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:

  1. Its estimated |Δ mean %| ≥ 5.00%, indicating the change is big enough to merit a closer look.

  2. 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.

  3. Its configuration does not mark it "erratic".

pr-commenter[bot] avatar Feb 26 '24 17:02 pr-commenter[bot]

Go Package Import Differences

Baseline: 6bf1f4d570fb75d0b1e54b5cb9cb033cf2743213 Comparison: a8f2e6ed0b6911b4cb763409e2a53277bf2f6bee

binaryosarchchange
agentlinuxamd64
+3, -0
+github.com/DataDog/datadog-agent/cmd/system-probe/utils
+github.com/DataDog/datadog-agent/pkg/network/protocols/telemetry
+github.com/alecthomas/units
agentlinuxarm64
+3, -0
+github.com/DataDog/datadog-agent/cmd/system-probe/utils
+github.com/DataDog/datadog-agent/pkg/network/protocols/telemetry
+github.com/alecthomas/units
agentwindowsamd64
+2, -0
+github.com/DataDog/datadog-agent/cmd/system-probe/utils
+github.com/DataDog/datadog-agent/pkg/network/protocols/telemetry
agentdarwinamd64
+2, -0
+github.com/DataDog/datadog-agent/cmd/system-probe/utils
+github.com/DataDog/datadog-agent/pkg/network/protocols/telemetry
agentdarwinarm64
+2, -0
+github.com/DataDog/datadog-agent/cmd/system-probe/utils
+github.com/DataDog/datadog-agent/pkg/network/protocols/telemetry
iot-agentlinuxamd64
+3, -0
+github.com/DataDog/datadog-agent/cmd/system-probe/utils
+github.com/DataDog/datadog-agent/pkg/network/protocols/telemetry
+github.com/alecthomas/units
iot-agentlinuxarm64
+3, -0
+github.com/DataDog/datadog-agent/cmd/system-probe/utils
+github.com/DataDog/datadog-agent/pkg/network/protocols/telemetry
+github.com/alecthomas/units
heroku-agentlinuxamd64
+3, -0
+github.com/DataDog/datadog-agent/cmd/system-probe/utils
+github.com/DataDog/datadog-agent/pkg/network/protocols/telemetry
+github.com/alecthomas/units
cluster-agentlinuxamd64
+2, -0
+github.com/DataDog/datadog-agent/cmd/system-probe/utils
+github.com/DataDog/datadog-agent/pkg/network/protocols/telemetry
cluster-agentlinuxarm64
+2, -0
+github.com/DataDog/datadog-agent/cmd/system-probe/utils
+github.com/DataDog/datadog-agent/pkg/network/protocols/telemetry
process-agentlinuxamd64
+3, -0
+github.com/DataDog/datadog-agent/cmd/system-probe/utils
+github.com/DataDog/datadog-agent/pkg/network/protocols/telemetry
+github.com/alecthomas/units
process-agentlinuxarm64
+3, -0
+github.com/DataDog/datadog-agent/cmd/system-probe/utils
+github.com/DataDog/datadog-agent/pkg/network/protocols/telemetry
+github.com/alecthomas/units
process-agentwindowsamd64
+2, -0
+github.com/DataDog/datadog-agent/cmd/system-probe/utils
+github.com/DataDog/datadog-agent/pkg/network/protocols/telemetry
process-agentdarwinamd64
+2, -0
+github.com/DataDog/datadog-agent/cmd/system-probe/utils
+github.com/DataDog/datadog-agent/pkg/network/protocols/telemetry
process-agentdarwinarm64
+2, -0
+github.com/DataDog/datadog-agent/cmd/system-probe/utils
+github.com/DataDog/datadog-agent/pkg/network/protocols/telemetry
heroku-process-agentlinuxamd64
+3, -0
+github.com/DataDog/datadog-agent/cmd/system-probe/utils
+github.com/DataDog/datadog-agent/pkg/network/protocols/telemetry
+github.com/alecthomas/units

cit-pr-commenter[bot] avatar Jun 25 '24 21:06 cit-pr-commenter[bot]

Test changes on VM

Use this command from test-infra-definitions to manually test this PR changes on a VM:

inv create-vm --pipeline-id=37614144 --os-family=ubuntu

Note: This applies to commit a8f2e6ed

pr-commenter[bot] avatar Jun 25 '24 21:06 pr-commenter[bot]

Regression Detector

Regression Detector Results

Run ID: c1f2832e-33b8-461c-af6d-975b335e9e8b Metrics dashboard Target profiles

Baseline: 6bf1f4d570fb75d0b1e54b5cb9cb033cf2743213 Comparison: a8f2e6ed0b6911b4cb763409e2a53277bf2f6bee

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.

Fine details of change detection per experiment

perf experiment goal Δ mean % Δ mean % CI links
file_tree memory utilization +0.71 [+0.62, +0.81] Logs
otel_to_otel_logs ingress throughput +0.10 [-0.71, +0.91] Logs
uds_dogstatsd_to_api ingress throughput -0.00 [-0.00, +0.00] Logs
tcp_dd_logs_filter_exclude ingress throughput -0.00 [-0.01, +0.01] Logs
uds_dogstatsd_to_api_cpu % cpu utilization -0.14 [-1.04, +0.75] Logs
basic_py_check % cpu utilization -0.17 [-2.92, +2.58] Logs
idle memory utilization -0.39 [-0.44, -0.34] Logs
pycheck_1000_100byte_tags % cpu utilization -3.83 [-8.62, +0.96] Logs
tcp_syslog_to_blackhole ingress throughput -6.32 [-18.60, +5.96] Logs

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:

  1. Its estimated |Δ mean %| ≥ 5.00%, indicating the change is big enough to merit a closer look.

  2. 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.

  3. Its configuration does not mark it "erratic".

pr-commenter[bot] avatar Jun 25 '24 22:06 pr-commenter[bot]