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Add paths to trigger language-detection e2e test job on changes #37741

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@daniel-taf daniel-taf commented Jun 6, 2025 •
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What does this PR do?

Add paths to trigger language-detection e2e test job on changes to better catch regressions.

Motivation

Describe how you validated your changes

Possible Drawbacks / Trade-offs

Additional Notes

@github-actions github-actions bot added short review PR is simple enough to be reviewed quickly team/agent-devx labels Jun 6, 2025
@daniel-taf daniel-taf changed the title Add paths for running test on changes Add paths for running language-detection e2e test job on changes Jun 6, 2025
@daniel-taf daniel-taf changed the title Add paths for running language-detection e2e test job on changes Add paths to trigger language-detection e2e test job on changes Jun 6, 2025
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Gitlab CI Configuration Changes

Modified Jobs

.on_language-detection_or_e2e_changes 
  .on_language-detection_or_e2e_changes:
  - if: $RUN_E2E_TESTS == "off"
    when: never
  - if: $CI_COMMIT_BRANCH =~ /^mq-working-branch-/
    when: never
  - if: $RUN_E2E_TESTS == "on"
    when: on_success
  - if: $CI_COMMIT_BRANCH == "main"
    when: on_success
  - if: $CI_COMMIT_BRANCH =~ /^[0-9]+\.[0-9]+\.x$/
    when: on_success
  - if: $CI_COMMIT_TAG =~ /^[0-9]+\.[0-9]+\.[0-9]+-rc\.[0-9]+$/
    when: on_success
  - changes:
      compare_to: $COMPARE_TO_BRANCH
      paths:
      - .gitlab/e2e/e2e.yml
      - test/new-e2e/pkg/**/*
      - test/new-e2e/go.mod
      - flakes.yaml
      - release.json
  - changes:
      compare_to: $COMPARE_TO_BRANCH
      paths:
      - test/new-e2e/tests/language-detection/**/*
+     - cmd/process-agent/**/*
+     - comp/process/**/*
+     - pkg/process/**/*
+     - comp/core/workloadmeta/collectors/internal/process/**/*
+     - comp/core/workloadmeta/collectors/internal/processlanguage/**/*
+     - comp/core/workloadmeta/collectors/internal/remote/processcollector/**/*
new-e2e-language-detection 
  new-e2e-language-detection:
    after_script:
    - $CI_PROJECT_DIR/tools/ci/junit_upload.sh "junit-${CI_JOB_ID}.tgz" "$E2E_RESULT_JSON"
    artifacts:
      expire_in: 2 weeks
      paths:
      - $E2E_OUTPUT_DIR
      - $E2E_RESULT_JSON
      - junit-*.tgz
      reports:
        annotations:
        - $EXTERNAL_LINKS_PATH
      when: always
    before_script:
    - mkdir -p $GOPATH/pkg/mod/cache && tar xJf modcache_e2e.tar.xz -C $GOPATH/pkg/mod/cache
      || exit 101
    - rm -f modcache_e2e.tar.xz
    - mkdir -p ~/.aws
    - "if [ -n \"$E2E_USE_AWS_PROFILE\" ]; then\n  echo Using agent-qa-ci aws profile\n\
      \  $CI_PROJECT_DIR/tools/ci/fetch_secret.sh $AGENT_QA_E2E profile >> ~/.aws/config\
      \ || exit $?\n  # Now all `aws` commands target the agent-qa profile\n  export\
      \ AWS_PROFILE=agent-qa-ci\nelse\n  # Assume role to fetch only once credentials\
      \ and avoid rate limits\n  echo Assuming ddbuild-agent-ci role\n  roleoutput=\"\
      $(aws sts assume-role --role-arn arn:aws:iam::669783387624:role/ddbuild-agent-ci\
      \ --external-id ddbuild-agent-ci --role-session-name RoleSession)\"\n  export\
      \ AWS_ACCESS_KEY_ID=\"$(echo \"$roleoutput\" | jq -r '.Credentials.AccessKeyId')\"\
      \n  export AWS_SECRET_ACCESS_KEY=\"$(echo \"$roleoutput\" | jq -r '.Credentials.SecretAccessKey')\"\
      \n  export AWS_SESSION_TOKEN=\"$(echo \"$roleoutput\" | jq -r '.Credentials.SessionToken')\"\
      \nfi\n"
    - $CI_PROJECT_DIR/tools/ci/fetch_secret.sh $AGENT_QA_E2E ssh_public_key_rsa > $E2E_AWS_PUBLIC_KEY_PATH
      || exit $?
    - touch $E2E_AWS_PRIVATE_KEY_PATH && chmod 600 $E2E_AWS_PRIVATE_KEY_PATH && $CI_PROJECT_DIR/tools/ci/fetch_secret.sh
      $AGENT_QA_E2E ssh_key_rsa > $E2E_AWS_PRIVATE_KEY_PATH || exit $?
    - $CI_PROJECT_DIR/tools/ci/fetch_secret.sh $AGENT_QA_E2E ssh_public_key_rsa > $E2E_AZURE_PUBLIC_KEY_PATH
      || exit $?
    - touch $E2E_AZURE_PRIVATE_KEY_PATH && chmod 600 $E2E_AZURE_PRIVATE_KEY_PATH &&
      $CI_PROJECT_DIR/tools/ci/fetch_secret.sh $AGENT_QA_E2E ssh_key_rsa > $E2E_AZURE_PRIVATE_KEY_PATH
      || exit $?
    - $CI_PROJECT_DIR/tools/ci/fetch_secret.sh $AGENT_QA_E2E ssh_public_key_rsa > $E2E_GCP_PUBLIC_KEY_PATH
      || exit $?
    - touch $E2E_GCP_PRIVATE_KEY_PATH && chmod 600 $E2E_GCP_PRIVATE_KEY_PATH && $CI_PROJECT_DIR/tools/ci/fetch_secret.sh
      $AGENT_QA_E2E ssh_key_rsa > $E2E_GCP_PRIVATE_KEY_PATH || exit $?
    - pulumi login "s3://dd-pulumi-state?region=us-east-1&awssdk=v2&profile=$AWS_PROFILE"
    - ARM_CLIENT_ID=$($CI_PROJECT_DIR/tools/ci/fetch_secret.sh $E2E_AZURE client_id)
      || exit $?; export ARM_CLIENT_ID
    - ARM_CLIENT_SECRET=$($CI_PROJECT_DIR/tools/ci/fetch_secret.sh $E2E_AZURE token)
      || exit $?; export ARM_CLIENT_SECRET
    - ARM_TENANT_ID=$($CI_PROJECT_DIR/tools/ci/fetch_secret.sh $E2E_AZURE tenant_id)
      || exit $?; export ARM_TENANT_ID
    - ARM_SUBSCRIPTION_ID=$($CI_PROJECT_DIR/tools/ci/fetch_secret.sh $E2E_AZURE subscription_id)
      || exit $?; export ARM_SUBSCRIPTION_ID
    - $CI_PROJECT_DIR/tools/ci/fetch_secret.sh $E2E_GCP credentials_json > ~/gcp-credentials.json
      || exit $?
    - export GOOGLE_APPLICATION_CREDENTIALS=~/gcp-credentials.json
    - dda inv -- -e gitlab.generate-ci-visibility-links --output=$EXTERNAL_LINKS_PATH
    image: registry.ddbuild.io/ci/test-infra-definitions/runner$TEST_INFRA_DEFINITIONS_BUILDIMAGES_SUFFIX:$TEST_INFRA_DEFINITIONS_BUILDIMAGES
    needs:
    - go_e2e_deps
    - agent_deb-x64-a7
    - agent_deb-x64-a7-fips
    rules:
    - if: $RUN_E2E_TESTS == "off"
      when: never
    - if: $CI_COMMIT_BRANCH =~ /^mq-working-branch-/
      when: never
    - if: $RUN_E2E_TESTS == "on"
      when: on_success
    - if: $CI_COMMIT_BRANCH == "main"
      when: on_success
    - if: $CI_COMMIT_BRANCH =~ /^[0-9]+\.[0-9]+\.x$/
      when: on_success
    - if: $CI_COMMIT_TAG =~ /^[0-9]+\.[0-9]+\.[0-9]+-rc\.[0-9]+$/
      when: on_success
    - changes:
        compare_to: $COMPARE_TO_BRANCH
        paths:
        - .gitlab/e2e/e2e.yml
        - test/new-e2e/pkg/**/*
        - test/new-e2e/go.mod
        - flakes.yaml
        - release.json
    - changes:
        compare_to: $COMPARE_TO_BRANCH
        paths:
        - test/new-e2e/tests/language-detection/**/*
+       - cmd/process-agent/**/*
+       - comp/process/**/*
+       - pkg/process/**/*
+       - comp/core/workloadmeta/collectors/internal/process/**/*
+       - comp/core/workloadmeta/collectors/internal/processlanguage/**/*
+       - comp/core/workloadmeta/collectors/internal/remote/processcollector/**/*
    - if: $CI_COMMIT_BRANCH =~ /^mq-working-branch-/
      when: never
    - allow_failure: true
      when: manual
    script:
    - dda inv -- -e new-e2e-tests.run --local-package $CI_PROJECT_DIR/$OMNIBUS_BASE_DIR
      --result-json $E2E_RESULT_JSON --targets $TARGETS -c ddagent:imagePullRegistry=669783387624.dkr.ecr.us-east-1.amazonaws.com
      -c ddagent:imagePullUsername=AWS -c ddagent:imagePullPassword=$(aws ecr get-login-password)
      --junit-tar junit-${CI_JOB_ID}.tgz ${EXTRA_PARAMS} --test-washer --logs-folder=$E2E_OUTPUT_DIR/logs
      --logs-post-processing --logs-post-processing-test-depth=$E2E_LOGS_PROCESSING_TEST_DEPTH
    stage: e2e
    tags:
    - arch:amd64
    variables:
      E2E_AWS_PRIVATE_KEY_PATH: /tmp/agent-qa-aws-ssh-key
      E2E_AWS_PUBLIC_KEY_PATH: /tmp/agent-qa-aws-ssh-key.pub
      E2E_AZURE_PRIVATE_KEY_PATH: /tmp/agent-qa-azure-ssh-key
      E2E_AZURE_PUBLIC_KEY_PATH: /tmp/agent-qa-azure-ssh-key.pub
      E2E_COMMIT_SHA: $CI_COMMIT_SHORT_SHA
      E2E_GCP_PRIVATE_KEY_PATH: /tmp/agent-qa-gcp-ssh-key
      E2E_GCP_PUBLIC_KEY_PATH: /tmp/agent-qa-gcp-ssh-key.pub
      E2E_KEY_PAIR_NAME: datadog-agent-ci-rsa
      E2E_LOGS_PROCESSING_TEST_DEPTH: 1
      E2E_OUTPUT_DIR: $CI_PROJECT_DIR/e2e-output
      E2E_PIPELINE_ID: $CI_PIPELINE_ID
      E2E_RESULT_JSON: $CI_PROJECT_DIR/e2e_test_output.json
      E2E_USE_AWS_PROFILE: 'true'
      EXTERNAL_LINKS_PATH: external_links_$CI_JOB_ID.json
      FLAKY_PATTERNS_CONFIG: $CI_PROJECT_DIR/flaky-patterns-runtime.yaml
      KUBERNETES_CPU_REQUEST: 6
      KUBERNETES_MEMORY_LIMIT: 16Gi
      KUBERNETES_MEMORY_REQUEST: 12Gi
      ON_NIGHTLY_FIPS: 'true'
      SHOULD_RUN_IN_FLAKES_FINDER: 'true'
      TARGETS: ./tests/language-detection
      TEAM: container-experiences

Changes Summary

Removed Modified Added Renamed
0 2 0 0

ℹ️ Diff available in the job log.

@daniel-taf daniel-taf added changelog/no-changelog qa/no-code-change No code change in Agent code requiring validation labels Jun 6, 2025
@daniel-taf daniel-taf marked this pull request as ready for review June 6, 2025 19:59
@daniel-taf daniel-taf requested a review from a team as a code owner June 6, 2025 19:59
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Regression Detector

Regression Detector Results

Metrics dashboard
Target profiles
Run ID: 9b97e44a-f080-4a62-9d63-aaaae47de5b6

Baseline: 219029a
Comparison: 4d18cae
Diff

Optimization Goals: ✅ No significant changes detected

Fine details of change detection per experiment

perf experiment goal Δ mean % Δ mean % CI trials links
➖ docker_containers_cpu % cpu utilization +3.58 [+0.52, +6.64] 1 Logs
➖ quality_gate_logs % cpu utilization +1.42 [-1.38, +4.23] 1 Logs bounds checks dashboard
➖ docker_containers_memory memory utilization +0.79 [+0.68, +0.90] 1 Logs
➖ uds_dogstatsd_to_api_cpu % cpu utilization +0.76 [-0.07, +1.60] 1 Logs
➖ tcp_syslog_to_blackhole ingress throughput +0.76 [+0.70, +0.82] 1 Logs
➖ otlp_ingest_logs memory utilization +0.67 [+0.54, +0.80] 1 Logs
➖ uds_dogstatsd_20mb_12k_contexts_20_senders memory utilization +0.36 [+0.31, +0.40] 1 Logs
➖ otlp_ingest_metrics memory utilization +0.19 [+0.03, +0.34] 1 Logs
➖ file_to_blackhole_0ms_latency_http2 egress throughput +0.11 [-0.46, +0.69] 1 Logs
➖ file_to_blackhole_1000ms_latency_linear_load egress throughput +0.09 [-0.15, +0.33] 1 Logs
➖ file_to_blackhole_0ms_latency egress throughput +0.08 [-0.56, +0.72] 1 Logs
➖ file_to_blackhole_500ms_latency egress throughput +0.08 [-0.56, +0.72] 1 Logs
➖ file_to_blackhole_100ms_latency egress throughput +0.07 [-0.52, +0.66] 1 Logs
➖ file_to_blackhole_1000ms_latency egress throughput +0.05 [-0.56, +0.66] 1 Logs
➖ file_to_blackhole_0ms_latency_http1 egress throughput +0.03 [-0.52, +0.58] 1 Logs
➖ file_to_blackhole_300ms_latency egress throughput +0.00 [-0.64, +0.64] 1 Logs
➖ tcp_dd_logs_filter_exclude ingress throughput -0.00 [-0.02, +0.02] 1 Logs
➖ uds_dogstatsd_to_api ingress throughput -0.01 [-0.28, +0.26] 1 Logs
➖ ddot_logs memory utilization -0.08 [-0.23, +0.06] 1 Logs
➖ ddot_metrics memory utilization -0.09 [-0.21, +0.03] 1 Logs
➖ quality_gate_idle memory utilization -0.17 [-0.25, -0.10] 1 Logs bounds checks dashboard
➖ file_tree memory utilization -0.23 [-0.40, -0.06] 1 Logs
➖ quality_gate_idle_all_features memory utilization -0.80 [-0.89, -0.71] 1 Logs bounds checks dashboard

Bounds Checks: ✅ Passed

perf experiment bounds_check_name replicates_passed links
✅ docker_containers_cpu simple_check_run 10/10
✅ docker_containers_memory memory_usage 10/10
✅ docker_containers_memory simple_check_run 10/10
✅ 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 intake_connections 10/10 bounds checks dashboard
✅ quality_gate_idle memory_usage 10/10 bounds checks dashboard
✅ quality_gate_idle_all_features intake_connections 10/10 bounds checks dashboard
✅ quality_gate_idle_all_features memory_usage 10/10 bounds checks dashboard
✅ quality_gate_logs intake_connections 10/10 bounds checks dashboard
✅ quality_gate_logs lost_bytes 10/10 bounds checks dashboard
✅ quality_gate_logs memory_usage 10/10 bounds checks dashboard

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:

  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".

CI Pass/Fail Decision

✅ Passed. All Quality Gates passed.

  • quality_gate_logs, bounds check memory_usage: 10/10 replicas passed. Gate passed.
  • quality_gate_logs, bounds check intake_connections: 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.
  • quality_gate_idle, bounds check intake_connections: 10/10 replicas passed. Gate passed.
  • quality_gate_idle_all_features, bounds check intake_connections: 10/10 replicas passed. Gate passed.
  • quality_gate_idle_all_features, bounds check memory_usage: 10/10 replicas passed. Gate passed.

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Static quality checks

✅ Please find below the results from static quality gates
Comparison made with ancestor 219029a

Successful checks

Info

Quality gate Delta On disk size (MiB) Delta On wire size (MiB)
✅ agent_deb_amd64 $${0}$$ $${696.04}$$ < $${752.99}$$ $${+0.04}$$ $${176.01}$$ < $${187.44}$$
✅ agent_deb_amd64_fips $${0}$$ $${694.26}$$ < $${751.36}$$ $${+0.05}$$ $${175.49}$$ < $${187.06}$$
✅ agent_heroku_amd64 $${0}$$ $${358.56}$$ < $${369.68}$$ $${-0}$$ $${96.5}$$ < $${99.55}$$
✅ agent_msi $${0}$$ $${959.85}$$ < $${987.01}$$ $${-0}$$ $${146.44}$$ < $${150.72}$$
✅ agent_rpm_amd64 $${0}$$ $${696.03}$$ < $${752.98}$$ $${-0.01}$$ $${177.52}$$ < $${190.03}$$
✅ agent_rpm_amd64_fips $${0}$$ $${694.25}$$ < $${751.35}$$ $${+0.01}$$ $${177.37}$$ < $${189.81}$$
✅ agent_rpm_arm64 $${0}$$ $${685.98}$$ < $${739.42}$$ $${+0.01}$$ $${161.03}$$ < $${171.23}$$
✅ agent_rpm_arm64_fips $${0}$$ $${684.33}$$ < $${737.91}$$ $${-0}$$ $${160.07}$$ < $${170.22}$$
✅ agent_suse_amd64 $${0}$$ $${696.03}$$ < $${752.98}$$ $${-0.01}$$ $${177.52}$$ < $${190.03}$$
✅ agent_suse_amd64_fips $${0}$$ $${694.25}$$ < $${751.35}$$ $${+0.01}$$ $${177.37}$$ < $${189.81}$$
✅ agent_suse_arm64 $${0}$$ $${685.98}$$ < $${739.42}$$ $${+0.01}$$ $${161.03}$$ < $${171.23}$$
✅ agent_suse_arm64_fips $${0}$$ $${684.33}$$ < $${737.91}$$ $${-0}$$ $${160.07}$$ < $${170.22}$$
✅ docker_agent_amd64 $${-0}$$ $${779.82}$$ < $${849.39}$$ $${-0}$$ $${268.58}$$ < $${288.34}$$
✅ docker_agent_arm64 $${+0}$$ $${793.23}$$ < $${858.97}$$ $${+0}$$ $${255.97}$$ < $${274.36}$$
✅ docker_agent_jmx_amd64 $${-0}$$ $${779.82}$$ < $${849.39}$$ $${-0}$$ $${268.58}$$ < $${288.34}$$
✅ docker_agent_jmx_arm64 $${+0}$$ $${793.23}$$ < $${858.97}$$ $${+0}$$ $${255.97}$$ < $${274.36}$$
✅ docker_agent_windows1809 $${-0}$$ $${779.82}$$ < $${849.39}$$ $${-0}$$ $${268.58}$$ < $${288.34}$$
✅ docker_agent_windows1809_core $${-0}$$ $${779.82}$$ < $${849.39}$$ $${-0}$$ $${268.58}$$ < $${288.34}$$
✅ docker_agent_windows1809_core_jmx $${-0}$$ $${779.82}$$ < $${849.39}$$ $${-0}$$ $${268.58}$$ < $${288.34}$$
✅ docker_agent_windows1809_jmx $${-0}$$ $${779.82}$$ < $${849.39}$$ $${-0}$$ $${268.58}$$ < $${288.34}$$
✅ docker_agent_windows2022 $${-0}$$ $${779.82}$$ < $${849.39}$$ $${-0}$$ $${268.58}$$ < $${288.34}$$
✅ docker_agent_windows2022_core $${-0}$$ $${779.82}$$ < $${849.39}$$ $${-0}$$ $${268.58}$$ < $${288.34}$$
✅ docker_agent_windows2022_core_jmx $${-0}$$ $${779.82}$$ < $${849.39}$$ $${-0}$$ $${268.58}$$ < $${288.34}$$
✅ docker_agent_windows2022_jmx $${-0}$$ $${779.82}$$ < $${849.39}$$ $${-0}$$ $${268.58}$$ < $${288.34}$$
✅ docker_cluster_agent_amd64 $${+0}$$ $${259.18}$$ < $${259.73}$$ $${-0}$$ $${102.88}$$ < $${103.68}$$
✅ docker_cluster_agent_arm64 $${0}$$ $${273.58}$$ < $${274.24}$$ $${-0}$$ $${97.59}$$ < $${98.45}$$
✅ docker_cws_instrumentation_amd64 $${0}$$ $${7.08}$$ < $${7.12}$$ $${+0}$$ $${2.95}$$ < $${3.29}$$
✅ docker_cws_instrumentation_arm64 $${-0}$$ $${6.69}$$ < $${6.92}$$ $${+0.01}$$ $${2.71}$$ < $${3.07}$$
✅ docker_dogstatsd_amd64 $${+0}$$ $${38.93}$$ < $${39.57}$$ $${+0}$$ $${14.95}$$ < $${15.76}$$
✅ docker_dogstatsd_arm64 $${-0}$$ $${37.52}$$ < $${38.2}$$ $${-0}$$ $${13.96}$$ < $${14.83}$$
✅ dogstatsd_deb_amd64 $${0}$$ $${30.61}$$ < $${31.52}$$ $${-0}$$ $${8.04}$$ < $${8.97}$$
✅ dogstatsd_deb_arm64 $${0}$$ $${29.16}$$ < $${30.08}$$ $${-0}$$ $${6.97}$$ < $${7.92}$$
✅ dogstatsd_rpm_amd64 $${0}$$ $${30.61}$$ < $${31.52}$$ $${-0}$$ $${8.04}$$ < $${8.98}$$
✅ dogstatsd_suse_amd64 $${0}$$ $${30.61}$$ < $${31.52}$$ $${-0}$$ $${8.04}$$ < $${8.98}$$
✅ iot_agent_deb_amd64 $${0}$$ $${50.48}$$ < $${60.17}$$ $${-0}$$ $${12.85}$$ < $${15.82}$$
✅ iot_agent_deb_arm64 $${0}$$ $${47.93}$$ < $${56.94}$$ $${-0}$$ $${11.14}$$ < $${13.86}$$
✅ iot_agent_deb_armhf $${0}$$ $${47.51}$$ < $${56.41}$$ $${-0}$$ $${11.2}$$ < $${13.86}$$
✅ iot_agent_rpm_amd64 $${0}$$ $${50.48}$$ < $${60.18}$$ $${+0}$$ $${12.86}$$ < $${15.84}$$
✅ iot_agent_rpm_arm64 $${0}$$ $${47.94}$$ < $${56.94}$$ $${+0}$$ $${11.16}$$ < $${13.76}$$
✅ iot_agent_suse_amd64 $${0}$$ $${50.48}$$ < $${60.18}$$ $${+0}$$ $${12.86}$$ < $${15.84}$$

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