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@rbx rbx commented Jan 30, 2026

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📝 Walkthrough

Walkthrough

This pull request introduces aggregation support for the hourly sampler by adding new methods to compute and sample aggregated hourly job templates, separates queue and backlog metrics tracking throughout the codebase, and adds a new test for validating the aggregated sampling functionality.

Changes

Cohort / File(s) Summary
Test Infrastructure
.github/workflows/tests.yml, test/run_all.py, test/test_sampler_hourly_aggregated.py
Added new hourly aggregated sampler test step to CI workflow and test suite. New test module exercises precalculate_hourly_templates and sample_aggregated methods with configurable parameters and consistency validation.
Sampler Aggregation
src/sampler_hourly.py, src/workload_generator.py
Introduced aggregation workflow: precalculate_hourly_templates() converts sub-hour jobs by resource profile into hourly templates; sample_aggregated() samples these templates with proportional scaling and probabilistic rounding. Updated workload generator to use aggregated sampling and duration_hours field directly.
Metrics Refactoring
src/baseline.py, src/callbacks.py, src/metrics_tracker.py, src/environment.py
Separated combined queue+backlog tracking into distinct metrics: queue_only_size (active jobs with duration > 0) and backlog_size. Added corresponding max_backlog_size metrics across timeline and episode scopes for both agent and baseline. Consolidated metric logging at episode boundaries.
Documentation
CLAUDE.md
Expanded Samplers section with detailed descriptions of Duration, Jobs, and Hourly Samplers. Added explicit "Aggregation support" section documenting precalculation, binning, template generation, and aggregated sampling behavior.

Estimated code review effort

🎯 3 (Moderate) | ⏱️ ~35 minutes

Possibly related PRs

  • Add CI tests #8: Modifies CI test orchestration and adds sampler test steps alongside this PR's test infrastructure changes.
🚥 Pre-merge checks | ✅ 1 | ❌ 2
❌ Failed checks (1 warning, 1 inconclusive)
Check name Status Explanation Resolution
Docstring Coverage ⚠️ Warning Docstring coverage is 64.29% which is insufficient. The required threshold is 80.00%. Write docstrings for the functions missing them to satisfy the coverage threshold.
Description check ❓ Inconclusive No pull request description was provided by the author, making it impossible to evaluate whether the description relates to the changeset. Add a pull request description explaining the purpose and impact of the aggregation feature for the hourly sampler.
✅ Passed checks (1 passed)
Check name Status Explanation
Title check ✅ Passed The title 'Hourly sampler: aggregate smaller jobs' directly reflects the main changes in the PR, which introduce aggregation functionality to the HourlySampler class for combining sub-hour jobs into hourly templates.

✏️ Tip: You can configure your own custom pre-merge checks in the settings.

✨ Finishing touches
  • 📝 Generate docstrings
🧪 Generate unit tests (beta)
  • Create PR with unit tests
  • Post copyable unit tests in a comment
  • Commit unit tests in branch hourly_aggregation

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@rbx rbx merged commit c20eabb into master Jan 30, 2026
4 checks passed
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2 participants