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TEST-INFRA: [ci-execution-time] Parallelize coverage report generation #2263

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opened 2026-04-03 11:57:16 +00:00 by freemo · 2 comments
freemo commented 2026-04-03 11:57:16 +00:00
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  • Branch: task/ci-parallelize-coverage-report-generation
  • Commit Message: perf(ci): parallelize coverage data collection and report generation
  • Milestone: v3.8.0
  • Parent Epic: #1678

Background and Context

The coverage_report nox session is a known bottleneck in the CI pipeline. Currently, behave is invoked in a single process to collect coverage data, meaning all feature files are executed sequentially before a report can be generated. On a large test suite this serialised execution inflates wall-clock time significantly and delays feedback for every CI run.

Problem Statement

The coverage_report nox session runs behave in a single process. Because Behave does not natively distribute feature-file execution across workers, the entire suite must complete before coverage combine and coverage report can be invoked. This single-process bottleneck prevents the coverage stage from benefiting from the multi-core runners available in CI.

Proposed Approach

Explore strategies to parallelize coverage data collection and then merge the results:

  1. Parallel Behave execution with pytest-xdist-style sharding — partition the features/ directory into N shards and run each shard in a separate subprocess with its own .coverage.<shard> data file, then merge with coverage combine.
  2. behave-parallel or custom multiprocessing runner — investigate third-party runners (e.g., behave-parallel) or a custom multiprocessing.Pool-based harness that spawns one worker per feature file or tag group.
  3. Coverage subprocess tracing — ensure each worker is launched with coverage run --parallel-mode so that partial .coverage.* files are written atomically and can be safely combined afterwards.
  4. Merge and report step — after all workers complete, run coverage combine followed by coverage report / coverage html in a single serial step.

The chosen approach must keep total coverage at ≥ 97 % and must not break the existing nox -e coverage_report interface consumed by other nox sessions and CI jobs.

Subtasks

  • Profile the current coverage_report session to establish a baseline wall-clock time
  • Research and evaluate parallel Behave execution strategies (sharding, behave-parallel, multiprocessing harness)
  • Prototype the chosen strategy locally and verify coverage data integrity after coverage combine
  • Update the noxfile.py coverage_report session to use the parallel strategy
  • Validate that overall coverage remains ≥ 97 % after parallelisation
  • Update CI configuration if the session interface or artefact paths change
  • Add or update Behave scenarios covering the new parallel execution path
  • Document the approach and any tuning knobs (e.g., worker count) in CONTRIBUTING.md or inline nox comments

Definition of Done

  • nox -e coverage_report completes measurably faster than the single-process baseline
  • Coverage remains ≥ 97 % after parallelisation
  • coverage combine produces a single .coverage file from all parallel workers without data loss
  • No existing nox session or CI job interface is broken
  • Behave scenarios for the new execution path are present and passing
  • All nox stages pass
  • Coverage >= 97%

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## Metadata - **Branch**: `task/ci-parallelize-coverage-report-generation` - **Commit Message**: `perf(ci): parallelize coverage data collection and report generation` - **Milestone**: v3.8.0 - **Parent Epic**: #1678 ## Background and Context The `coverage_report` nox session is a known bottleneck in the CI pipeline. Currently, `behave` is invoked in a single process to collect coverage data, meaning all feature files are executed sequentially before a report can be generated. On a large test suite this serialised execution inflates wall-clock time significantly and delays feedback for every CI run. ## Problem Statement The `coverage_report` nox session runs `behave` in a single process. Because Behave does not natively distribute feature-file execution across workers, the entire suite must complete before `coverage combine` and `coverage report` can be invoked. This single-process bottleneck prevents the coverage stage from benefiting from the multi-core runners available in CI. ## Proposed Approach Explore strategies to parallelize coverage data collection and then merge the results: 1. **Parallel Behave execution with `pytest-xdist`-style sharding** — partition the `features/` directory into N shards and run each shard in a separate subprocess with its own `.coverage.<shard>` data file, then merge with `coverage combine`. 2. **`behave-parallel` or custom multiprocessing runner** — investigate third-party runners (e.g., `behave-parallel`) or a custom `multiprocessing.Pool`-based harness that spawns one worker per feature file or tag group. 3. **Coverage subprocess tracing** — ensure each worker is launched with `coverage run --parallel-mode` so that partial `.coverage.*` files are written atomically and can be safely combined afterwards. 4. **Merge and report step** — after all workers complete, run `coverage combine` followed by `coverage report` / `coverage html` in a single serial step. The chosen approach must keep total coverage at ≥ 97 % and must not break the existing `nox -e coverage_report` interface consumed by other nox sessions and CI jobs. ## Subtasks - [ ] Profile the current `coverage_report` session to establish a baseline wall-clock time - [ ] Research and evaluate parallel Behave execution strategies (sharding, `behave-parallel`, multiprocessing harness) - [ ] Prototype the chosen strategy locally and verify coverage data integrity after `coverage combine` - [ ] Update the `noxfile.py` `coverage_report` session to use the parallel strategy - [ ] Validate that overall coverage remains ≥ 97 % after parallelisation - [ ] Update CI configuration if the session interface or artefact paths change - [ ] Add or update Behave scenarios covering the new parallel execution path - [ ] Document the approach and any tuning knobs (e.g., worker count) in `CONTRIBUTING.md` or inline nox comments ## Definition of Done - [ ] `nox -e coverage_report` completes measurably faster than the single-process baseline - [ ] Coverage remains ≥ 97 % after parallelisation - [ ] `coverage combine` produces a single `.coverage` file from all parallel workers without data loss - [ ] No existing nox session or CI job interface is broken - [ ] Behave scenarios for the new execution path are present and passing - [ ] All nox stages pass - [ ] Coverage >= 97% --- **Automated by CleverAgents Bot** Supervisor: Test Infrastructure | Agent: ca-new-issue-creator
freemo added this to the v3.8.0 milestone 2026-04-03 11:58:56 +00:00
freemo commented 2026-04-03 12:09:10 +00:00
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Issue triaged by project owner:

  • State: Verified
  • Priority: Medium (confirmed)
  • Milestone: v3.8.0 (confirmed — CI infrastructure)
  • MoSCoW: Could Have — Parallelizing coverage report generation is a CI performance optimization. Not blocking any deliverables.
  • Parent Epic: #1678 (confirmed correct)

Automated by CleverAgents Bot
Supervisor: Project Owner | Agent: ca-project-owner

Issue triaged by project owner: - **State**: Verified - **Priority**: Medium (confirmed) - **Milestone**: v3.8.0 (confirmed — CI infrastructure) - **MoSCoW**: Could Have — Parallelizing coverage report generation is a CI performance optimization. Not blocking any deliverables. - **Parent Epic**: #1678 (confirmed correct) --- **Automated by CleverAgents Bot** Supervisor: Project Owner | Agent: ca-project-owner
freemo commented 2026-04-03 17:30:48 +00:00
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Closing as duplicate of #2299.

This issue ("Parallelize coverage report generation") covers the same scope as #2299 ("Optimize coverage report generation to avoid a separate sequential test run"). Consolidating to avoid duplicate work.

Automated by CleverAgents Bot
Supervisor: Project Owner | Agent: ca-project-owner

Closing as duplicate of #2299. This issue ("Parallelize coverage report generation") covers the same scope as #2299 ("Optimize coverage report generation to avoid a separate sequential test run"). Consolidating to avoid duplicate work. --- **Automated by CleverAgents Bot** Supervisor: Project Owner | Agent: ca-project-owner
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fix/issue-7663-docs-writer-missing
auto-time-1-day103-cycle2
docs/timeline-day-104-auto-time-1
auto-arch-16/spec-xml-prompt-injection-mitigation
bugfix/m4-invariant-persistence
uat-a2a-facade-tests-v350
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bugfix/7664-automation-tracking-label-requirements
docs/auto-time-1-timeline-update-2026-04-14
docs/auto-docs-1-milestone-v3-updates
fix/issue-6344-plan-execute-rich-output
docs/action-config-schema-api
fix/bug-hunt-supervisor-nonexistent-file-preflight
fix/retry-policy-model-missing-fields
docs/validation-gate-empty-run-guard
auto-arch-15/spec-retry-policy-canonical-fields
docs/lockservice-advisory-locking
docs/changelog-plan-fix-4197
spec/milestone-plan-section
docs/update-changelog-recent-features
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timeline/day-104-2026-04-14-cycle2
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docs/auto-docs-cycle-1-2026-04-12
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spec/architecture-critical-gap-fixes
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docs/developer-setup-guide
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spec/resource-event-types-clarification
auto-docs-4/changelog-and-observability
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docs/a2a-protocol-autonomy-hardening
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docs/auto-docs-3-reference-index
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docs/timeline-day104-cycle1-auto-time-4
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auto-arch-6/adr-049-spec-restructuring
docs/auto-docs-1-v340-acms-context-management
docs/auto-docs-1-v320-v330-cli-reference
auto-arch-5/v3.9.0-milestone-plan
test/create-scripts
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timeline/day-104-2026-04-14
docs/auto-time-4-day103-cycle5
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auto-docs-5-architecture-overview
spec/three-way-merge-strategy-v3.3.0
spec/checkpoint-system-v3.3.0
auto-docs-4-api-docs-update
auto-docs-1-changelog-expansion
spec/invariant-management-system-v3.2.0
pr-8289
spec/plan-correction-engine-v3.2.0
spec/layered-architecture-boundary-policy
spec/tui-materializer-a2a-integration-v3.7.0
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docs/auto-docs-1-milestone-overview
pr-7484
pr-4212
auto-arch-3/v3.8.0-milestone-plan
auto-docs-6/troubleshooting-and-config
auto-time-1-day103-session5
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docs/plan-tree-ulid-examples
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spec/update-validation-attach-project-delete
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docs/auto-docs-cycle-13-updates
docs/timeline-day-102-auto-time
timeline/day-103-2026-04-13
spec/arch-invariant-cli-completeness
spec/update-cycle1-validation-attach-project-delete
docs/add-session-management-showcase
spec/arch-sandbox-path-correction-cycle9
spec/architecture-v380-milestone-plan
docs/auto-docs-cycle-12-updates
docs/cycle-1-validation-gate-fix
docs/2026-04-08-unreleased-changelog
docs/auto-docs-cycle-2-2026-04-10
docs/session-4615-2026-04-08-cycle1
feat/issue-6361-shell-safety-service-tui
spec/architecture-cycle-25-new-features
fix/issue-6345-automation-profile-add-output
docs/timeline-day-102-2026-04-12
docs/cycle-2-git-worktree-acms-hydrator
spec/arch-sandbox-cleanup-discovery
docs/timeline-day96-2026-04-08
docs/auto-docs-cycle-11
spec/fix-sandbox-strategy-protocol-name
spec/arch-acms-tier-hydration
fix/v3.4.0/context-settings-defaults
docs/add-example-repl-and-actor-run
docs/auto-docs-cycle-10-updates
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docs/timeline-day-97
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docs/auto-docs-cycle-2-worktree-acms
spec/architecture-v3.8.0-milestone-plan
docs/api-lsp-acms-reference
improvement/agent-bug-hunt-pool-supervisor-yaml-syntax-fix
spec/project-delete-deleted-at-field
spec/architecture-provider-registry-tui-materializer
spec/document-reconciliation-blocked-error-5942
fix/issue-7482-git-log-injection
spec/devcontainer-auto-discovery-schema
feat/issue-6350-conversation-content-pruning
docs/update-module-guides-2026-04-10
timeline/day-100-2026-04-10-auto-time-cycle1
timeline/day-99-2026-04-09-auto-time-v2
docs/cycle-3-module-guides
timeline/day-99-2026-04-09-auto-time
pr-4226
spec/additional-llm-providers-gemini-groq-cohere-together-ollama-mistral
spec/document-context-tier-hydrator-6175
docs/timeline-day99-2026-04-09
spec/invariant-cli-clarifications
docs/add-example-project-init-and-context-management
spec/reconciliation-blocked-error-documentation
spec/fix-invariant-precedence-reference-5861
spec/fix-plan-correct-accepts-plan-id-5558
spec/fix-validation-attach-synopsis-5328
docs/timeline-day-99-cycle-1
docs/timeline-day-99-cycle-2
fix/actor-context-list-regex-arg
docs/timeline-day-99-cycle-3
spec/arch-security-mode-init
docs/auto-docs-cycle-9-updates
fix-resource-fix-resource-remove-to-check-correct-edge-table
feat/issue-6434-tui-env-var-expansion
fix/issue-6321-plan-prompt-timing-field
fix/issue-6322-resource-add-url-flag
feat/issue-6348-sessions-screen
spec/plan-show-command
temp
feat/harden-label-restrictions-1775753628
spec/invariant-reconciliation-failure-behavior
spec/add-reconciliation-failure-behavior-5942
spec/architecture-corrections-cycle3
spec/checkpoint-trigger-names-and-config-key-fix
spec/fix-ai-provider-interface-5801
spec/azure-api-version-default-update
docs/auto-docs-writer-cycle1-labels
spec/fix-resource-type-yaml-format-5622
spec/add-plan-revert-resume-commands-5574
docs/auto-docs-cycle-1-2026-04-09
spec/plan-correct-plan-id-or-decision-id-5558
spec/fix-subgraph-node-actor-ref-field-5427
issue/5284-master-ci-fix
timeline/day-99-2026-04-09-v2
merge-me
docs/session-3377-initial-docs-update
fix/llm-provider-subpackage-exports
spec/arce-acronym-and-tui-keybinding-fixes
spec/architecture-corrections-cycle2
spec/architecture-corrections-cycle1
docs/cycle-1-updates
spec/tui-clarifications-session-export-persona
docs/session-4940-2026-04-08-cycle1
spec/architecture-milestone-plan-v3.2-v3.7
docs/session-4743-2026-04-08-cycle1
docs/timeline-day-98
fix/plan-lifecycle-service-rollback-method
docs/timeline-day98-2026-04-08-v2
docs/add-example-action-and-plan-management
docs/session-2026-04-06-updates
docs/ca-docs-writer-v3.8.1-2026-04-05
fix/session-tell-stub-missing-panels-and-actor-execution
improvement/agent-arch-guard-clone-failure-handling
improvement/agent-test-infra-health-spam-fix-v2
fix-tdd-invert-non-assertion-exceptions
improvement/agent-arch-guard-clone-failure
bugfix/3472-fix-tdd-inversion-logic
bugfix/989-fix-persistence-json-decode-error
improvement/agent-supervisor-tracking-labels-v2
docs/timeline-day95-v2
docs/timeline-day95-final
docs/update-lsp-api-and-changelog
fix/lsp-resource-handler-module-missing
docs/timeline-day95-final-2026-04-05
fix/a2a-plan-correct-rollback-wiring
docs/add-lsp-api-and-changelog-2026-04-05
fix/tool-registry-validation-type-discriminator
docs/v3.7.0-documentation-update
docs/ca-docs-writer-2026-04-05-cycle2
fix/invariant-set-merge-action-scope
docs/unreleased-feature-docs
fix/concurrency-cost-tracker-record-usage-race-condition
improvement/agent-ca-test-infra-improver-failure-handling
docs/update-changelog-mcp-plan-ci-2026-04-05
improvement/agent-pr-reviewer-milestone-prioritization
docs/timeline-day95-refresh-2026-04-05
improvement/agent-mandatory-labels-tracking-issues
docs/api-domain-providers-changelog-2026-04-05
docs/ca-docs-writer-2026-04-05
docs/timeline-day95-refresh
fix/skill-add-include-validation
docs/timeline-day-95-2026-04-05-update3
docs/timeline-day-95-2026-04-05-update2
docs/ci-incident-runbook-2597
improvement/agent-ca-test-infra-improver-worker-api-mode
docs/shell-safety-api-and-readme-highlights
docs/timeline-day-55-2026-04-04-v2
docs/timeline-day-55-2026-04-04
docs/timeline-day54-update3
improvement/agent-ca-test-infra-improver-fixes
spec/restructure-monolithic-to-split
docs/timeline-day54-update-v2
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docs/shell-safety-and-domain-base-model
fix/1452-impl
fix/1473-plan-cancel
fix/1425-test
fix/1426-config
fix/1421-perf
fix/1424-impl
test/int-wf16-devcontainer
feature/m8-tui-persona-export
feature/m7-post-resource-equivalence
test/e2e-m4-acceptance
feature/m6-tantivy-backend
feature/m6-estimation
feature/m6-estimation-report-model
feature/observability-prometheus-audit
feat/server-auth-namespace
feature/m8-session-editing
feature/llm-actor-subplan-wiring
feature/m8-tui-first-run-actor-selection
feature/m8-tui-conversation-block-catalog
feature/m8-tui-settings-screen
feature/m7-e2e-porting
feature/m6-estimation-historical-stats
feature/m8-tui-persona-export-import
feature/m8-tui-sessions-screen
feature/m7-graph-backend
feature/m8-tui-block-context-menu
feature/m8-tui-tool-call-expand
feature/m4-missing-builtin-tools
docs/v3.7.0-release-docs
feature/m8-tui-session-export
test/e2e-wf15-disaster-recovery
test/e2e-wf03-refactoring
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feature/m8-tui-prompt-history
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bugfix/m6-build-hierarchy-child-ids
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test/e2e-wf09-session
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test/int-wf11-graph-actor
test/int-wf10-batch
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feature/m3-tdd-issue-consistency-gate
feature/m3-invariant-enforcement-strategize
test/int-wf18-container-clone
test/int-wf01-hello-world
feature/m6-diagnostic-dashboard-health-categories
feature/m6-cli-polish
fix/e2e-db-isolation
feature/m7-post-tui
feature/m9-asgi-endpoint
feature/m7-post-server
tdd/m7-audit-session-race
tdd/m3-skill-add-regression
feature/m9-remote-repos
feature/fs-mount-file-types
tdd/container-resolve-crash
test/e2e-m1-acceptance
test/e2e-m2-acceptance
eugen.thaci-patch-3
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eugen.thaci-patch-1
aditya-fix-latest
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refactor/m3-remove-unittest-mock-integration
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feature/post-safety-profile-tests
integration/batch-2026-03-02
feat/slipcover
docs/safety-profile-spec-composition
integrate/freemo-batch-1
feature/m4-error-recovery
feature/m4-security-template
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develop-aditya-2
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feature/m3-validation-apply
feature/m6-acp-stubs
feature/m4-correction-flows
feature/m1-plan-execute-runtime
feature/m4-security-exceptions
feature/m4-definition-of-done
feature/m4-correction-model
feature/m1-apply-pipeline
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feature/m2-lsp-stubs
feature/m3-invariants
feature/m1-actor-runtime
feature/docs-v2-restore
feature/m6-perf-scale
feature/m6-validation-edge
feature/m3-session-cli
feature/m1-persistence-tests-robot
feature/m3-config-cli
feature/m1-cli-tests-robot
feature/m5-subplan-tests
feature/m6-review-playbook
feature/aditya-m3-actor-loader
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feature/m4-automation-legacy-cleanup
feature/m3-change-model
feature/m3-skill-git
feature/m3-skill-registry
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fix/robot-tests
feature/m3-actor-registry
feature/m3-tool-cli
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feature/m2-resource-cli-extensions
feature/m3-actor-loader
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intel_2_demo
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auto/stale-inactivity
auto/unstable
Blocked
Bounty
$100
Bounty
$1000
Bounty
$10000
Bounty
$20
Bounty
$2000
Bounty
$250
Bounty
$50
Bounty
$500
Bounty
$5000
Bounty
$750
MoSCoW
Could have
MoSCoW
Must have
MoSCoW
Should have
Needs Feedback
Points
1
Points
13
Points
2
Points
21
Points
3
Points
34
Points
5
Points
55
Points
8
Points
88
Priority
Backlog
Priority
CI Blocker
Priority
Critical
Priority
High
Priority
Low
Priority
Medium
Signed-off: Owner
Signed-off: Scrum Master
Signed-off: Tech Lead
Spike
State
Completed
State
Duplicate
State
In Progress
State
In Review
State
Paused
State
Unverified
State
Verified
State
Wont Do
Type
Automation
Type
Bug
Type
Discussion
Type
Documentation
Type
Epic
Type
Feature
Type
Legendary
Type
Refactor
Type
Support
Type
Task
Type
Testing
Milestone
Clear milestone
No items
No milestone
v3.8.0
Projects
Clear projects
No items
No project
Assignees
Clear assignees
No assignees
1 participant
Notifications
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Blocks
#1678 Epic: CI Execution Time Optimization — Timeouts, Concurrency, and Coverage Artifact Sharing
cleveragents/cleveragents-core
Reference
cleveragents/cleveragents-core#2263
No description provided.