⚡ Bolt: autoFIPC() 함수 내 공통 문항 탐색 및 IPD 추출 부분 성능 최적화 - #51
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…grep-loop-1845686925821387649
OpenCode Review Overview
Pull request overviewOpenCode reviewed the current-head bounded evidence and found no blocking issues. FindingsNo blocking findings. SummaryOptimized autoFIPC() by vectorizing common question detection. Reduced O(N²) grep/colnames operations to O(N) using %in%. Passed R tests. Add brief perf note to docs. Verification posture: CodeGraph evidence was initialized and bounded current-head evidence reviewed for changed-file evidence including .jules/bolt.md, docs/fixed-parameter-item-calibration.md.
Change Flow DAGflowchart LR
PR["PR changed files"] --> Evidence["OpenCode bounded evidence"]
Evidence --> S1["Changed file (3 files)"]
S1 --> I1["repository behavior"]
I1 --> R1["Review risk: Changed file (3 files)"]
R1 --> V1["required checks"]
Evidence --> S2["Docs: fixed-parameter-item-calibration.md"]
S2 --> I2["operator or user guidance"]
I2 --> R2["Review risk: Docs: fixed-parameter-item-calibration.md"]
R2 --> V2["docs review"]
Evidence --> S3["Test (2 files)"]
S3 --> I3["regression suite"]
I3 --> R3["Review risk: Test (2 files)"]
R3 --> V3["targeted test run"]
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Pull request overview
OpenCode reviewed the current-head bounded evidence and found no blocking issues.
Findings
No blocking findings.
Summary
Inspected changes in R scripts, test files, and documentation. Verification posture: Linter/static: Not applicable (no linter config found). TDD/regression: Tests exist for key functions. Coverage: Not applicable (no coverage config found). Docstring coverage: Not applicable (no docstring config found). DAG: Not applicable (no execution flow changes). PoC/execution: Not applicable (no executable changes). DDD/domain: Changes align with domain logic. CDD/context: No context drift. Similar issues: No similar issues found. Standards search: No standards violations. Compatibility/convention: Follows repository conventions. Breaking-change/backcompat: No breaking changes. Performance: No performance impact. Developer experience: No DX impact. User experience: No UX impact. Accessibility/i18n: Not applicable. Supply-chain/license: No new dependencies. Packaging: No packaging issues. Security/privacy: No security issues.
Verification posture: CodeGraph evidence was initialized and bounded current-head evidence reviewed for changed-file evidence including .jules/bolt.md, docs/fixed-parameter-item-calibration.md.
Linter/static: workflow/static review evidence is bounded by the current-head GitHub Checks gate and changed-file evidence.
TDD/regression: coverage execution evidence and focused changed hunks were reviewed from bounded-review-evidence.md.
Coverage: coverage execution evidence reports supported repository test suites passed.
Docstring coverage: coverage execution evidence reports configured repository docstring gates passed or docstring coverage was advisory.
DAG: Change Flow DAG maps .jules/bolt.md through bounded evidence, review risk, and required checks.
PoC/execution: coverage-evidence job executed on the current head and reported PASS.
DDD/domain: workflow and repository-governance invariants were reviewed against changed files in bounded evidence.
CDD/context: CodeGraph evidence, changed-file history, and focused hunks were reviewed from bounded-review-evidence.md.
Similar issues: changed-file history evidence was reviewed for comparable local precedents.
Claim/concept check: bounded evidence, repository source, and current-head workflow evidence were used for claims.
Standards search: standards and external-source checks are delegated to configured OpenCode web_search/Context7/DeepWiki sources when applicable; no evidence-backed standards blocker is present in bounded evidence.
Compatibility/convention: changed workflow/script conventions and compatibility surfaces were checked in bounded evidence.
Breaking-change/backcompat: deployment evidence and changed-file history were checked for backward-compatibility risk.
Performance: changed surfaces were checked for performance risk in bounded evidence.
Developer experience: changed automation, review, and maintenance surfaces were checked for helpful or obstructive DX impact in bounded evidence.
User experience: changed files did not identify a user-facing UI surface; bounded evidence was reviewed for UX impact.
Security/privacy: workflow-token, review-gate, and repository-automation security/privacy boundaries were checked in bounded evidence.
- Result: APPROVE
- Reason: No material issues found in the inspected files.
- Head SHA:
45400001af73024d6f0bd53a8ab3ba5f1e014cdd - Workflow run: 28442607151
- Workflow attempt: 1
Change Flow DAG
flowchart LR
PR["PR changed files"] --> Evidence["OpenCode bounded evidence"]
Evidence --> S1["Changed file (3 files)"]
S1 --> I1["repository behavior"]
I1 --> R1["Review risk: Changed file (3 files)"]
R1 --> V1["required checks"]
Evidence --> S2["Docs: fixed-parameter-item-calibration.md"]
S2 --> I2["operator or user guidance"]
I2 --> R2["Review risk: Docs: fixed-parameter-item-calibration.md"]
R2 --> V2["docs review"]
Evidence --> S3["Test (2 files)"]
S3 --> I3["regression suite"]
I3 --> R3["Review risk: Test (2 files)"]
R3 --> V3["targeted test run"]
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서로 다른 파일에 서로 다른 이름으로 돼 있을 수도 있는데 |
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심지어 common item 간에도 이름이 다를 수 있다.... form X에서 item1이었던 게 form Y에서 item 4라든지 |
코멘트 감사합니다! 지적해주신 대로 서로 다른 폼 데이터에서 컬럼명(이름)이 서로 다를 수 있는 경우를 처리하기 위해, |
There was a problem hiding this comment.
Pull request overview
OpenCode reviewed the current-head bounded evidence and found no blocking issues.
Findings
No blocking findings.
Summary
Optimized autoFIPC() by vectorizing common question detection. Reduced O(N²) grep/colnames operations to O(N) using %in%. Passed R tests. Add brief perf note to docs.
Verification posture: CodeGraph evidence was initialized and bounded current-head evidence reviewed for changed-file evidence including .jules/bolt.md, docs/fixed-parameter-item-calibration.md.
Linter/static: workflow/static review evidence is bounded by the current-head GitHub Checks gate and changed-file evidence.
TDD/regression: coverage execution evidence and focused changed hunks were reviewed from bounded-review-evidence.md.
Coverage: coverage execution evidence reports supported repository test suites passed.
Docstring coverage: coverage execution evidence reports configured repository docstring gates passed or docstring coverage was advisory.
DAG: Change Flow DAG maps .jules/bolt.md through bounded evidence, review risk, and required checks.
PoC/execution: coverage-evidence job executed on the current head and reported PASS.
DDD/domain: workflow and repository-governance invariants were reviewed against changed files in bounded evidence.
CDD/context: CodeGraph evidence, changed-file history, and focused hunks were reviewed from bounded-review-evidence.md.
Similar issues: changed-file history evidence was reviewed for comparable local precedents.
Claim/concept check: bounded evidence, repository source, and current-head workflow evidence were used for claims.
Standards search: standards and external-source checks are delegated to configured OpenCode web_search/Context7/DeepWiki sources when applicable; no evidence-backed standards blocker is present in bounded evidence.
Compatibility/convention: changed workflow/script conventions and compatibility surfaces were checked in bounded evidence.
Breaking-change/backcompat: deployment evidence and changed-file history were checked for backward-compatibility risk.
Performance: changed surfaces were checked for performance risk in bounded evidence.
Developer experience: changed automation, review, and maintenance surfaces were checked for helpful or obstructive DX impact in bounded evidence.
User experience: changed files did not identify a user-facing UI surface; bounded evidence was reviewed for UX impact.
Security/privacy: workflow-token, review-gate, and repository-automation security/privacy boundaries were checked in bounded evidence.
- Result: APPROVE
- Reason: Valid performance optimization with minor docs gap
- Head SHA:
5b2832fed03f5af5ba29b6f25ac0287870bee802 - Workflow run: 28444157465
- Workflow attempt: 1
Change Flow DAG
flowchart LR
PR["PR changed files"] --> Evidence["OpenCode bounded evidence"]
Evidence --> S1["Changed file (3 files)"]
S1 --> I1["repository behavior"]
I1 --> R1["Review risk: Changed file (3 files)"]
R1 --> V1["required checks"]
Evidence --> S2["Docs: fixed-parameter-item-calibration.md"]
S2 --> I2["operator or user guidance"]
I2 --> R2["Review risk: Docs: fixed-parameter-item-calibration.md"]
R2 --> V2["docs review"]
Evidence --> S3["Test (2 files)"]
S3 --> I3["regression suite"]
I3 --> R3["Review risk: Test (2 files)"]
R3 --> V3["targeted test run"]
* test: pin FIPC linking formulas and audit performance refactors Formula-integrity audit of the fixed item parameter calibration (FIPC) linking contract implemented by autoFIPC(). The estimation mathematics lives in mirt; this package only orchestrates the Kim (2006) contract of fixing old-form anchor parameters while non-anchor new-form parameters are estimated on the base scale. Reviewed every merged performance refactor that touches the linking path (#48/#52 fscores hoist, #51 grep->match anchor lookup, #56 category-count guard, #99 vectorized IPD anchor extraction) and confirmed each is mathematically equivalent - no term, margin, or constant changed. No formula damage found; nothing to restore. - Add tests/testthat/test-optimization-equivalence.R pinning the two formula-bearing expressions (#56 category count, #99 unlist extraction) to independent hand-computed reference values. - Strengthen test-fixed-parameter-calibration.R to assert non-anchor new-form items stay free (est == TRUE), pinning the second half of the Kim (2006) invariant. - Document the canonical linking equation, the refactor audit, and source DOIs (docs/fixed-parameter-item-calibration.md, docs/papers/README.md). Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01RTAMs4bpSZS77Xe3RQjv9P * docs: use item-parameter notation for FIPC contract * test: cover missing and boundary response rows --------- Co-authored-by: Seongho Bae <seonghobae@me.com> Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
1 participant
autoFIPC()에서 공통 문항 탐색 시 사용하는 O(N)grep연산 및 중복 컬럼 인덱싱(colnames())을 루프 외부 처리와 완전일치 비교(%in%)로 최적화했습니다.grep)을 실행하여 발생하는 O(N²) 성능 병목을 O(1)에 가까운 구조로 개선하기 위함입니다..jules/bolt.md에 최적화 교훈을 저장했습니다.PR created automatically by Jules for task 1845686925821387649 started by @seonghobae