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⚡ Bolt: Replace sapply with vapply in llcont.lavaan - #102

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bolt-perf-vapply-5034896499045937505
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⚡ Bolt: Replace sapply with vapply in llcont.lavaan#102
seonghobae wants to merge 1 commit into
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bolt-perf-vapply-5034896499045937505

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@seonghobae

@seonghobae seonghobae commented Aug 25, 2026

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💡 What: Replaced sapply(mispatts, nrow) with vapply(mispatts, nrow, numeric(1)) in llcont.lavaan.
🎯 Why: In R, sapply incurs significant performance overhead trying to dynamically deduce and simplify the return type. Since the return type of nrow is strictly numeric, using vapply avoids this overhead.
📊 Impact: Eliminates type simplification overhead for extracting row lengths from lists. Benchmarks show vapply taking ~10% less time compared to sapply per operation (e.g., ~112 microseconds for sapply vs ~101 microseconds for vapply for n=100 list elements).
🔬 Measurement: Verified by evaluating the testthat suite which still completes successfully, and benchmarks confirming the performance characteristics of vapply vs sapply.


PR created automatically by Jules for task 5034896499045937505 started by @seonghobae


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Summary by CodeRabbit

  • 개선 사항
    • 누락 패턴 처리 시 결과 형식을 더욱 안정적으로 계산하도록 개선했습니다.
    • 관련 학습 안내를 추가해 권장 사용 방법을 문서화했습니다.

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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: f7389add-b86f-48f0-8855-a4261df77ff5

📥 Commits

Reviewing files that changed from the base of the PR and between 807e940 and f3d7380.

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

Included review availability: Your plan provides up to 1 included review per hour; 0 remain after this review.


📝 Walkthrough

Walkthrough

누락 패턴별 행 수 계산이 sapply()에서 반환 타입을 지정하는 vapply()로 변경되었습니다. 관련 학습 항목도 추가되었습니다.

Changes

vapply() 반환 타입 적용

Layer / File(s) Summary
행 길이 계산과 적용 지침
R/llcont.R, .jules/bolt.md
llcont.lavaan은 패턴별 nrow 결과를 vapply(..., FUN.VALUE = numeric(1))로 계산합니다. 관련 성능 학습 항목은 이 사용법을 기록합니다.

Estimated code review effort: 1 (매우 간단) | ~5분

Merge Risk: ⚪ Minimal · up to f3d73

This localized performance change replaces dynamic result simplification with an explicitly typed operation and does not introduce an actionable merge-blocking risk; it is merge-ready after normal checks and review.

🚥 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 교체하는 주요 변경 사항을 정확하고 간결하게 설명합니다.
Docstring Coverage ✅ Passed No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check. Docstring coverage is scoped to functions touched by this diff. Analyzed 0 functions across 0…
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.
Full details: Docstring Coverage

Explanation

No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check. Docstring coverage is scoped to functions touched by this diff. Analyzed 0 functions across 0 files. (2 skipped: 2 unsupported.)

✨ Finishing Touches
🧪 Generate unit tests (beta)
  • Create PR with unit tests
  • Commit unit tests in branch bolt-perf-vapply-5034896499045937505

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Devin Review found 1 potential issue.

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Comment thread R/llcont.R
if(any(class(mispatts) == "list")){
npatts <- max(sapply(mispatts, nrow))
## Bolt: replaced sapply with optimized vapply for performance
npatts <- max(vapply(mispatts, nrow, numeric(1)))

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📝 Info: vapply template safe for integer nrow

nrow returns integer and vapply(..., numeric(1)) accepts it via integer-to-double coercion. max() and the npatts > 1 check behave as before, so this is behavior-preserving.

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