Skip to content

⚡ Bolt: R 성능 최적화 (O(N) 개선 및 오버헤드 제거) - #288

Open
seonghobae wants to merge 1 commit into
masterfrom
bolt-r-optimization-9092603116189289741
Open

⚡ Bolt: R 성능 최적화 (O(N) 개선 및 오버헤드 제거)#288
seonghobae wants to merge 1 commit into
masterfrom
bolt-r-optimization-9092603116189289741

Conversation

@seonghobae

@seonghobae seonghobae commented Aug 24, 2026

Copy link
Copy Markdown
Collaborator

💡 What: surveyFA.R에서 데이터 고유값을 세는 부분과 p-value에서 가장 작은 값을 찾는 부분을 최적화했습니다. length(unique(stats::na.omit(x))) 대신 sum(!is.na(unique(x)))를, names(sort(x))[1] 대신 names(x)[which.min(x)]를 적용했습니다.
🎯 Why: stats::na.omit()은 S3 메서드 디스패치 및 na.action 속성을 복사하는 오버헤드를 발생시키며, sort는 O(N log N)의 비용을 발생시킵니다. 이를 O(N) 최적화 및 논리 인덱싱으로 변경하여 연산 속도 및 메모리 효율성을 크게 개선했습니다.
📊 Impact: 모델 추정 중 반복 호출되는 데이터 처리 파이프라인의 불필요한 속성 복사와 O(N log N) 병목을 O(N) 선형 스캔으로 축소.
🔬 Measurement: 기존 유닛 테스트가 모든 케이스를 커버하며 성공적으로 동작함을 확인.


PR created automatically by Jules for task 9092603116189289741 started by @seonghobae


Open in Devin Review

@google-labs-jules

Copy link
Copy Markdown

👋 Jules, reporting for duty! I'm here to lend a hand with this pull request.

When you start a review, I'll add a 👀 emoji to each comment to let you know I've read it. I'll focus on feedback directed at me and will do my best to stay out of conversations between you and other bots or reviewers to keep the noise down.

I'll push a commit with your requested changes shortly after. Please note there might be a delay between these steps, but rest assured I'm on the job!

For more direct control, you can switch me to Reactive Mode. When this mode is on, I will only act on comments where you specifically mention me with @jules. You can find this option in the Pull Request section of your global Jules UI settings. You can always switch back!

New to Jules? Learn more at jules.google/docs.


For security, I will only act on instructions from the user who triggered this task.

@coderabbitai

coderabbitai Bot commented Aug 24, 2026

Copy link
Copy Markdown

Warning

Review limit reached

Next included review available in 56 minutes.

View limit details

Limit details: You’ve used the included review currently available.

You've used all free OSS reviews for now. Wait for the free limit to reset to keep reviewing this public repository.

Learn how review limits work.

Review configuration:

⚙️ Run configuration

Configuration used: Organization UI

Review profile: CHILL

Plan: Pro Plus

Run ID: c48c55a8-4593-4987-b354-68cabbc2e93a

📥 Commits

Reviewing files that changed from the base of the PR and between f87c232 and 140fd43.

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

Thanks for using CodeRabbit! It's free for OSS, and your support helps us grow. If you like it, consider giving us a shout-out.

❤️ Share

Comment @coderabbitai help to get the list of available commands.

@devin-ai-integration devin-ai-integration Bot left a comment

Copy link
Copy Markdown

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

✅ Devin Review: No Issues Found

Devin Review analyzed this PR and found no bugs or issues to report.

Open in Devin Review

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

1 participant