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[APR-190] Change the default metric compression kind to be zstd
.
#32087
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Signed-off-by: Stephen Wakely <fungus.humungus@gmail.com>
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Please can you write the instructions on how to revert to zlib in the CHANGELOG entry? This way it will end up in the public CHANGELOG 👍
Test changes on VMUse this command from test-infra-definitions to manually test this PR changes on a VM: inv aws.create-vm --pipeline-id=51475337 --os-family=ubuntu Note: This applies to commit 605a6fc |
Package size comparisonComparison with ancestor Diff per package
Decision |
Regression DetectorRegression Detector ResultsMetrics dashboard Baseline: 6d0ce2d Optimization Goals: ✅ No significant changes detected
|
perf | experiment | goal | Δ mean % | Δ mean % CI | trials | links |
---|---|---|---|---|---|---|
➖ | uds_dogstatsd_to_api_cpu | % cpu utilization | +2.63 | [+1.92, +3.35] | 1 | Logs |
➖ | quality_gate_idle_all_features | memory utilization | +1.76 | [+1.63, +1.89] | 1 | Logs bounds checks dashboard |
➖ | tcp_syslog_to_blackhole | ingress throughput | +0.42 | [+0.33, +0.51] | 1 | Logs |
➖ | file_to_blackhole_1000ms_latency_linear_load | egress throughput | +0.13 | [-0.33, +0.59] | 1 | Logs |
➖ | file_to_blackhole_0ms_latency_http1 | egress throughput | +0.11 | [-0.78, +1.00] | 1 | Logs |
➖ | file_to_blackhole_100ms_latency | egress throughput | +0.05 | [-0.74, +0.83] | 1 | Logs |
➖ | uds_dogstatsd_to_api | ingress throughput | +0.01 | [-0.07, +0.10] | 1 | Logs |
➖ | tcp_dd_logs_filter_exclude | ingress throughput | -0.00 | [-0.01, +0.01] | 1 | Logs |
➖ | file_to_blackhole_300ms_latency | egress throughput | -0.12 | [-0.76, +0.51] | 1 | Logs |
➖ | file_to_blackhole_0ms_latency | egress throughput | -0.14 | [-0.97, +0.69] | 1 | Logs |
➖ | file_to_blackhole_0ms_latency_http2 | egress throughput | -0.20 | [-1.04, +0.63] | 1 | Logs |
➖ | file_tree | memory utilization | -0.32 | [-0.46, -0.19] | 1 | Logs |
➖ | file_to_blackhole_500ms_latency | egress throughput | -0.39 | [-1.15, +0.38] | 1 | Logs |
➖ | otel_to_otel_logs | ingress throughput | -0.41 | [-1.12, +0.31] | 1 | Logs |
➖ | quality_gate_idle | memory utilization | -0.55 | [-0.60, -0.51] | 1 | Logs bounds checks dashboard |
➖ | file_to_blackhole_1000ms_latency | egress throughput | -0.66 | [-1.43, +0.10] | 1 | Logs |
➖ | quality_gate_logs | % cpu utilization | -2.18 | [-5.07, +0.71] | 1 | Logs |
Bounds Checks: ✅ Passed
perf | experiment | bounds_check_name | replicates_passed | links |
---|---|---|---|---|
✅ | file_to_blackhole_0ms_latency | lost_bytes | 10/10 | |
✅ | file_to_blackhole_0ms_latency | memory_usage | 10/10 | |
✅ | file_to_blackhole_0ms_latency_http1 | lost_bytes | 10/10 | |
✅ | file_to_blackhole_0ms_latency_http1 | memory_usage | 10/10 | |
✅ | file_to_blackhole_0ms_latency_http2 | lost_bytes | 10/10 | |
✅ | file_to_blackhole_0ms_latency_http2 | memory_usage | 10/10 | |
✅ | file_to_blackhole_1000ms_latency | memory_usage | 10/10 | |
✅ | file_to_blackhole_1000ms_latency_linear_load | memory_usage | 10/10 | |
✅ | file_to_blackhole_100ms_latency | lost_bytes | 10/10 | |
✅ | file_to_blackhole_100ms_latency | memory_usage | 10/10 | |
✅ | file_to_blackhole_300ms_latency | lost_bytes | 10/10 | |
✅ | file_to_blackhole_300ms_latency | memory_usage | 10/10 | |
✅ | file_to_blackhole_500ms_latency | lost_bytes | 10/10 | |
✅ | file_to_blackhole_500ms_latency | memory_usage | 10/10 | |
✅ | quality_gate_idle | memory_usage | 10/10 | bounds checks dashboard |
✅ | quality_gate_idle_all_features | memory_usage | 10/10 | bounds checks dashboard |
✅ | quality_gate_logs | lost_bytes | 10/10 | |
✅ | quality_gate_logs | memory_usage | 10/10 |
Explanation
Confidence level: 90.00%
Effect size tolerance: |Δ mean %| ≥ 5.00%
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
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".
CI Pass/Fail Decision
✅ Passed. All Quality Gates passed.
- quality_gate_idle_all_features, bounds check memory_usage: 10/10 replicas passed. Gate passed.
- quality_gate_logs, bounds check memory_usage: 10/10 replicas passed. Gate passed.
- quality_gate_logs, bounds check lost_bytes: 10/10 replicas passed. Gate passed.
- quality_gate_idle, bounds check memory_usage: 10/10 replicas passed. Gate passed.
Signed-off-by: Stephen Wakely <fungus.humungus@gmail.com>
Signed-off-by: Stephen Wakely <fungus.humungus@gmail.com>
Signed-off-by: Stephen Wakely <fungus.humungus@gmail.com>
Gitlab CI Configuration ChangesModified Jobssingle-machine-performance-regression_detector single-machine-performance-regression_detector:
allow_failure: false
artifacts:
expire_in: 1 weeks
paths:
- submission_metadata
- ${CI_COMMIT_SHA}-baseline_sha
- outputs/report.md
- outputs/regression_signal.json
- outputs/bounds_check_signal.json
- outputs/junit.xml
- outputs/report.json
- outputs/decision_record.md
when: always
image: registry.ddbuild.io/ci/datadog-agent-buildimages/docker_x64$DATADOG_AGENT_BUILDIMAGES_SUFFIX:$DATADOG_AGENT_BUILDIMAGES
needs:
- artifacts: false
job: single_machine_performance-amd64-a7
rules:
- if: $CI_COMMIT_BRANCH == "main"
when: never
- if: $CI_COMMIT_BRANCH =~ /^[0-9]+\.[0-9]+\.x$/
when: never
- if: $CI_COMMIT_BRANCH =~ /^mq-working-branch-/
when: never
- when: on_success
script:
- DATADOG_API_KEY="$("$CI_PROJECT_DIR"/tools/ci/fetch_secret.sh "$AGENT_API_KEY_ORG2"
token)" || exit $?; export DATADOG_API_KEY
- datadog-ci tag --level job --tags smp_failure_mode:"unknown"
- mkdir outputs
- git fetch origin
- SMP_BASE_BRANCH=$(inv release.get-release-json-value base_branch --no-worktree)
- echo "Looking for merge base for branch ${SMP_BASE_BRANCH}"
- SMP_MERGE_BASE=$(git merge-base ${CI_COMMIT_SHA} origin/${SMP_BASE_BRANCH})
- echo "Merge base is ${SMP_MERGE_BASE}"
- AWS_NAMED_PROFILE="single-machine-performance"
- SMP_ACCOUNT_ID=$($CI_PROJECT_DIR/tools/ci/fetch_secret.sh $SMP_ACCOUNT account_id)
|| exit $?
- SMP_ECR_URL=${SMP_ACCOUNT_ID}.dkr.ecr.us-west-2.amazonaws.com
- SMP_AGENT_TEAM_ID=$($CI_PROJECT_DIR/tools/ci/fetch_secret.sh $SMP_ACCOUNT agent_team_id)
|| exit $?
- SMP_API=$($CI_PROJECT_DIR/tools/ci/fetch_secret.sh $SMP_ACCOUNT api_url) || exit
$?
- SMP_BOT_ID=$($CI_PROJECT_DIR/tools/ci/fetch_secret.sh $SMP_ACCOUNT bot_login)
|| exit $?
- SMP_BOT_KEY=$($CI_PROJECT_DIR/tools/ci/fetch_secret.sh $SMP_ACCOUNT bot_token)
|| exit $?
- aws configure set aws_access_key_id "$SMP_BOT_ID" --profile ${AWS_NAMED_PROFILE}
- aws configure set aws_secret_access_key "$SMP_BOT_KEY" --profile ${AWS_NAMED_PROFILE}
- aws configure set region us-west-2 --profile ${AWS_NAMED_PROFILE}
- aws --profile single-machine-performance s3 cp s3://smp-cli-releases/v${SMP_VERSION}/x86_64-unknown-linux-gnu/smp
smp
- chmod +x smp
- BASELINE_SHA="${SMP_MERGE_BASE}"
- echo "Computing baseline..."
- echo "Checking if commit ${BASELINE_SHA} is recent enough..."
- FOUR_DAYS_BEFORE_NOW=$(date --date="-4 days +1 hour" "+%s")
- BASELINE_COMMIT_TIME=$(git -c log.showSignature=false show --no-patch --format=%ct
${BASELINE_SHA})
- "if [[ ${BASELINE_COMMIT_TIME} -le ${FOUR_DAYS_BEFORE_NOW} ]]\nthen\n echo\
\ \"ERROR: Merge-base of this branch is too old for SMP. Please update your branch\
\ by merging an up-to-date main branch into your branch or by rebasing it on an\
\ up-to-date main branch.\"\n datadog-ci tag --level job --tags smp_failure_mode:\"\
merge-base-too-old\"\n exit 1\nfi\n"
- echo "Commit ${BASELINE_SHA} is recent enough"
- echo "Checking if image exists for commit ${BASELINE_SHA}..."
- "while [[ ! $(aws ecr describe-images --region us-west-2 --profile single-machine-performance\
\ --registry-id \"${SMP_ACCOUNT_ID}\" --repository-name \"${SMP_AGENT_TEAM_ID}-agent\"\
\ --image-ids imageTag=\"${BASELINE_SHA}-7-amd64\") ]]\ndo\n echo \"No image\
\ exists for ${BASELINE_SHA} - checking predecessor of ${BASELINE_SHA} next\"\n\
\ BASELINE_SHA=$(git rev-parse ${BASELINE_SHA}^)\n echo \"Checking if commit\
\ ${BASELINE_SHA} is recent enough...\"\n BASELINE_COMMIT_TIME=$(git -c log.showSignature=false\
\ show --no-patch --format=%ct ${BASELINE_SHA})\n if [[ ${BASELINE_COMMIT_TIME}\
\ -le ${FOUR_DAYS_BEFORE_NOW} ]]\n then\n echo \"ERROR: Merge-base of\
\ this branch is too old for SMP. Please update your branch by merging an up-to-date\
\ main branch into your branch or by rebasing it on an up-to-date main branch.\"\
\n datadog-ci tag --level job --tags smp_failure_mode:\"merge-base-too-old-predecessor\"\
\n exit 1\n fi\n echo \"Commit ${BASELINE_SHA} is recent enough\"\
\n echo \"Checking if image exists for commit ${BASELINE_SHA}...\"\ndone\n"
- echo "Image exists for commit ${BASELINE_SHA}"
- echo "Baseline SHA is ${BASELINE_SHA}"
- echo -n "${BASELINE_SHA}" > "${CI_COMMIT_SHA}-baseline_sha"
- aws s3 cp --profile single-machine-performance --only-show-errors "${CI_COMMIT_SHA}-baseline_sha"
"s3://${SMP_AGENT_TEAM_ID}-smp-artifacts/information/"
- BASELINE_IMAGE=${SMP_ECR_URL}/${SMP_AGENT_TEAM_ID}-agent:${BASELINE_SHA}-7-amd64
- echo "${BASELINE_SHA} | ${BASELINE_IMAGE}"
- COMPARISON_IMAGE=${SMP_ECR_URL}/${SMP_AGENT_TEAM_ID}-agent:${CI_COMMIT_SHA}-7-amd64
- echo "${CI_COMMIT_SHA} | ${COMPARISON_IMAGE}"
- SMP_TAGS="ci_pipeline_id=${CI_PIPELINE_ID},ci_job_id=${CI_JOB_ID}"
- echo "Tags passed through SMP are ${SMP_TAGS}"
- RUST_LOG="info,aws_config::profile::credentials=error"
- RUST_LOG_DEBUG="debug,aws_config::profile::credentials=error"
- "RUST_LOG=\"${RUST_LOG}\" ./smp --team-id ${SMP_AGENT_TEAM_ID} --api-base ${SMP_API}\
\ --aws-named-profile ${AWS_NAMED_PROFILE} \\\njob submit \\\n--baseline-image\
\ ${BASELINE_IMAGE} \\\n--comparison-image ${COMPARISON_IMAGE} \\\n--baseline-sha\
\ ${BASELINE_SHA} \\\n--comparison-sha ${CI_COMMIT_SHA} \\\n--target-config-dir\
- \ test/regression/ \\\n--submission-metadata submission_metadata \\\n--tags ${SMP_TAGS}\
? ^ ^^^^^^^^^^^^
+ \ test/regression/ \\\n--submission-metadata submission_metadata \\\n--total-samples\
? ++ ^^ ^^^^^^
- \ || {\n exit_code=$?\n echo \"smp job submit command failed with code $exit_code\"\
- \n datadog-ci tag --level job --tags smp_failure_mode:\"job-submission\"\n exit\
- \ $exit_code\n}\n"
+ \ 1800\n--replicas 50 \\\n--tags ${SMP_TAGS} || {\n exit_code=$?\n echo \"smp\
+ \ job submit command failed with code $exit_code\"\n datadog-ci tag --level job\
+ \ --tags smp_failure_mode:\"job-submission\"\n exit $exit_code\n}\n"
- SMP_JOB_ID=$(jq -r '.jobId' submission_metadata)
- echo "SMP Job Id is ${SMP_JOB_ID}"
- datadog-ci tag --level job --tags smp_job_id:${SMP_JOB_ID}
- "RUST_LOG=\"${RUST_LOG}\" ./smp --team-id ${SMP_AGENT_TEAM_ID} --api-base ${SMP_API}\
\ --aws-named-profile ${AWS_NAMED_PROFILE} \\\njob status \\\n--wait \\\n--wait-delay-seconds\
\ 60 \\\n--submission-metadata submission_metadata || {\n exit_code=$?\n echo\
\ \"smp job status command failed with code $exit_code\"\n datadog-ci tag --level\
\ job --tags smp_failure_mode:\"job-status\"\n exit $exit_code\n}\n"
- "RUST_LOG=\"${RUST_LOG}\" ./smp --team-id ${SMP_AGENT_TEAM_ID} --api-base ${SMP_API}\
\ --aws-named-profile ${AWS_NAMED_PROFILE} \\\njob sync \\\n--submission-metadata\
\ submission_metadata \\\n--output-path outputs || {\n exit_code=$?\n echo \"\
smp job sync command failed with code $exit_code\"\n datadog-ci tag --level job\
\ --tags smp_failure_mode:\"job-sync\"\n exit $exit_code\n}\n"
- cat outputs/report.md | sed "s/^\$/$(echo -ne '\uFEFF\u00A0\u200B')/g"
- datadog-ci junit upload --service datadog-agent outputs/junit.xml
- datadog-ci tag --level job --tags smp_failure_mode:"none"
- datadog-ci tag --level job --tags smp_optimization_goal:"passed"
- "RUST_LOG=\"${RUST_LOG}\" ./smp --team-id ${SMP_AGENT_TEAM_ID} --api-base ${SMP_API}\
\ --aws-named-profile ${AWS_NAMED_PROFILE} \\\n job result \\\n --submission-metadata\
\ submission_metadata --signal regression-detector || {\n exit_code=$?\n echo\
\ \"smp regression detector has detected a regression\"\n datadog-ci tag --level\
\ job --tags smp_optimization_goal:\"failed\"\n}\n"
- datadog-ci tag --level job --tags smp_bounds_check:"passed"
- "RUST_LOG=\"${RUST_LOG}\" ./smp --team-id ${SMP_AGENT_TEAM_ID} --api-base ${SMP_API}\
\ --aws-named-profile ${AWS_NAMED_PROFILE} \\\n job result \\\n --submission-metadata\
\ submission_metadata --signal bounds-check || {\n exit_code=$?\n echo \"smp\
\ regression detector has detected a failed bounds check\"\n datadog-ci tag --level\
\ job --tags smp_bounds_check:\"failed\"\n}\n"
- datadog-ci tag --level job --tags smp_quality_gates:"failed"
- "python3 <<'EOF'\nimport json\nimport sys\n\ntry:\n with open('outputs/report.json')\
\ as f:\n data = json.load(f)\nexcept FileNotFoundError:\n print(\"\
Machine readable report not found.\")\n sys.exit(1)\nexcept json.JSONDecodeError\
\ as e:\n print(f\"Error parsing JSON report: {e}\")\n sys.exit(1)\n\nexperiments\
\ = data.get('experiments', {})\nfailed = False\ndecision_record = []\n\nfor exp_name,\
\ exp_data in experiments.items():\n if exp_name.startswith('quality_gate_'):\n\
\ bounds_checks = exp_data.get('bounds_checks', {})\n for check_name,\
\ check_data in bounds_checks.items():\n results = check_data.get('results',\
\ {})\n comparison = results.get('comparison', [])\n num_total\
\ = len(comparison)\n failed_replicates = [\n replicate\
\ for replicate in comparison if not replicate.get('passed', False)\n \
\ ]\n num_failed = len(failed_replicates)\n num_passed\
\ = num_total - num_failed\n if failed_replicates:\n \
\ decision_record.append(\n f\"- **{exp_name}**, bounds check\
\ **{check_name}**: {num_passed}/{num_total} replicas passed. Failed {num_failed}\
\ which is > 0. Gate **FAILED**.\"\n )\n failed\
\ = True\n else:\n decision_record.append(\n \
\ f\"- **{exp_name}**, bounds check **{check_name}**: {num_passed}/{num_total}\
\ replicas passed. Gate passed.\"\n )\n\nwith open('outputs/decision_record.md',\
\ 'w') as f:\n # Extra newline since this is appended to another report\n \
\ f.write('\\n\\n## CI Pass/Fail Decision\\n\\n')\n if failed:\n f.write('\u274C\
\ **Failed.** Some Quality Gates were violated.\\n\\n')\n f.write('\\n'.join(decision_record))\n\
\ else:\n f.write('\u2705 **Passed.** All Quality Gates passed.\\n\\\
n')\n f.write('\\n'.join(decision_record))\n\nif failed:\n print(\"\
Quality gate failed, see decision record\")\n sys.exit(1)\nelse:\n print(\"\
Quality gate passed.\")\n sys.exit(0)\nEOF\n"
- datadog-ci tag --level job --tags smp_quality_gates:"passed"
stage: functional_test
tags:
- arch:amd64
timeout: 1h10m
variables:
SMP_VERSION: 0.19.3 Changes Summary
ℹ️ Diff available in the job log. |
Signed-off-by: Brian L. Troutwine <brian.troutwine@datadoghq.com>
Signed-off-by: Stephen Wakely <fungus.humungus@gmail.com>
@@ -126,7 +126,7 @@ func TestPayloadsEmptyServiceCheck(t *testing.T) { | |||
|
|||
func TestPayloadsServiceChecks(t *testing.T) { | |||
config := mock.New(t) | |||
config.Set("serializer_max_payload_size", 200, pkgconfigmodel.SourceAgentRuntime) | |||
config.Set("serializer_max_payload_size", 250, pkgconfigmodel.SourceAgentRuntime) |
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The max compress bound for zstd
is larger than for zlib
. So to get this test to pass I have had to increase this size. It does indicate that a side effect of moving to zstd
will be less events per payload.
When looking at the actual payload sizes in this test we have:
With Zstd:
compressed size: 108
compressed size: 108
compressed size: 92
With Zlib:
compressed size: 116
compressed size: 113
compressed size: 96
Surprise was expressed at how the {
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"alert_type": "warning",
"source_type_name": "sbYA4xM"
} Dumping this to a file and compressing those files produces:
There is no difference in file size between It is worth noting that there is a significant difference at level 5. I would posit that the lack of improvement here is due to the high randomness of the data and more uniform data would produce improvements. I have observed this in production environments. |
--total-samples 1800 | ||
--replicas 50 \ |
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Do we want to merge with these configuration changes?
releasenotes/notes/metrics-compression-default-zstd-c786c2d28eb51b1f.yaml
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Signed-off-by: Brian L. Troutwine <brian.troutwine@datadoghq.com>
Uncompressed package size comparisonComparison with ancestor Diff per package
Decision |
Signed-off-by: Stephen Wakely <fungus.humungus@gmail.com>
Signed-off-by: Stephen Wakely <fungus.humungus@gmail.com>
This reverts commit a3ff750.
Signed-off-by: Stephen Wakely <fungus.humungus@gmail.com>
This reverts commit 410d35d.
This reverts commit 24e71d5.
Signed-off-by: Stephen Wakely <fungus.humungus@gmail.com>
/merge |
Devflow running:
|
This changes the default compression kind for metrics from
zlib
tozstd
.The setting can be reverted in the configuration with:
What does this PR do?
Motivation
zstd
produces a significantly better compression ratio tozlib
.Describe how you validated your changes
To validate, make sure the agent will send metric payloads compressed with
zstd
by default.Possible Drawbacks / Trade-offs
zstd
does use more memory thanzlib
.Additional Notes
The default compression level is set to 1 - the lowest available. But can be reconfigured with.