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⚡ Bolt: Optimize sapply to vapply in llcont.lavaan for performance - #93

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⚡ Bolt: Optimize sapply to vapply in llcont.lavaan for performance#93
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@seonghobae seonghobae commented Aug 20, 2026

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Superseded by #90

This PR and #90 share the same base master@807e9405f8c32faafdf186f977a24d0b23358b43 and the same production semantic delta in R/llcont.R: replace sapply(mispatts, nrow) with vapply(mispatts, nrow, numeric(1)).

The remaining differences are generated repository-wide .jules/bolt.md guidance and source-comment wording. Those are not independent product behavior and are intentionally not carried forward. Canonical successor #90 has restored .jules/bolt.md byte-for-byte to the protected-base blob and keeps the production change as its effective delta at exact head 93824af392b7c264822ab7988f6cdf32d8fc2dcd.

Closing this PR is therefore verified-successor consolidation, not abandonment of a unique product/test/contract delta. #90 remains Draft until fresh exact-head checks and review satisfy live policy.

Replaced sapply with vapply in llcont.lavaan to significantly improve performance for extracting matrix rows when evaluating missing data patterns.
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coderabbitai Bot commented Aug 20, 2026

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Review Change Stack

No actionable comments were generated in the recent review. 🎉

ℹ️ Recent review info
⚙️ Run configuration

Configuration used: Organization UI

Review profile: CHILL

Plan: Pro Plus

Run ID: 069230a1-fac1-4afc-ba11-c08cea4a954e

📥 Commits

Reviewing files that changed from the base of the PR and between 807e940 and d0df95e.

📒 Files selected for processing (2)
  • .jules/bolt.md
  • R/llcont.R

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📝 Walkthrough

Walkthrough

llcont.lavaan에서 mispatts의 행 수 계산을 vapply()로 변경했습니다. numeric(1) 반환 형식을 지정했습니다. 관련 R 성능 학습 항목을 추가했습니다.

Changes

vapply 적용

Layer / File(s) Summary
행 수 계산과 사용 지침
.jules/bolt.md, R/llcont.R
mispatts의 행 수 최댓값 계산이 vapply(mispatts, nrow, numeric(1))을 사용합니다. 알려진 반환 형식에는 명시적 FUN.VALUE를 사용하도록 학습 항목을 추가했습니다.

Estimated code review effort: 1 (Trivial) | ~5 minutes

Merge Risk: ⚪ Minimal · up to d0df9

This localized performance optimization changes only how row counts are extracted and introduces no identified correctness or production risk; no actionable merge-blocking risk remains beyond normal checks and review.

Possibly related PRs

🚥 Pre-merge checks | ✅ 5
✅ Passed checks (5 passed)
Check name Status Explanation
Description Check ✅ Passed Check skipped - CodeRabbit’s high-level summary is enabled.
Title check ✅ Passed 제목은 llcont.lavaan에서 sapplyvapply로 변경하는 주요 성능 개선 내용을 정확하고 간결하게 설명합니다.
Docstring Coverage ✅ Passed No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.
Linked Issues check ✅ Passed Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check ✅ Passed Check skipped because no linked issues were found for this pull request.
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  • Commit unit tests in branch bolt-optimize-sapply-vapply-6347925842764998389

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@opencode-agent opencode-agent Bot added area: performance Performance, resource use, scalability, or benchmarking priority: medium Normal-priority or P2 work status: needs-review Open pull request requiring current-head review or checks type: maintenance Maintenance, build, dependency, or operational upkeep labels Aug 22, 2026
@seonghobae seonghobae closed this Sep 5, 2026
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area: performance Performance, resource use, scalability, or benchmarking priority: medium Normal-priority or P2 work status: needs-review Open pull request requiring current-head review or checks type: maintenance Maintenance, build, dependency, or operational upkeep

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