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⚡ Bolt: [performance improvement] 규칙 메타데이터 중복 제거를 O(N^2)에서 O(N)으로 최적화#249

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seonghobae merged 9 commits into
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bolt-performance-dedupe-13959489792313652998
Jul 13, 2026
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⚡ Bolt: [performance improvement] 규칙 메타데이터 중복 제거를 O(N^2)에서 O(N)으로 최적화#249
seonghobae merged 9 commits into
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bolt-performance-dedupe-13959489792313652998

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💡 What: appguardrail_core/rules.py 내의 중복 제거 로직을 최적화했습니다. extract_public_references_merge_references 함수에서 리스트를 사용하여 if reference not in list: 방식으로 중복을 검사하던 것을, dict.fromkeys(...)를 사용하는 방식으로 변경했습니다.

🎯 Why: 리스트에서 값이 존재하는지 확인하는 연산은 O(N)의 시간 복잡도를 가지므로, 전체 중복 제거 과정의 복잡도가 O(N^2)로 증가하게 됩니다. Python 3.7+부터 딕셔너리가 삽입 순서를 유지하므로, O(1) 해시 맵 조회 속도를 자랑하는 dict.fromkeys()를 사용하여 삽입 순서를 보장하면서도 속도를 O(N)으로 대폭 개선할 수 있습니다.

📊 Impact: 내부 벤치마크 결과, 항목이 많을수록 리스트 반복문 기반의 중복 처리보다 dict.fromkeys()가 수백 배 이상 빠릅니다. 정규식 추출 및 병합 단계에서 처리량이 증가하더라도 병목 현상을 방지합니다.

🔬 Measurement: PYTHONPATH=. pytest tests/ --cov=appguardrail_core 명령어를 통해 최적화 이후에도 기능이 완벽하게 동작하며, 커버리지 100%를 유지함을 확인했습니다.


PR created automatically by Jules for task 13959489792313652998 started by @seonghobae

Replace O(N^2) list iteration loops with O(N) `dict.fromkeys()` for string deduplication in `extract_public_references` and `_merge_references`. This preserves insertion order while leveraging fast dictionary hash maps.
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seonghobae and others added 3 commits July 8, 2026 09:22
Replace O(N^2) list iteration loops with O(N) `dict.fromkeys()` for string deduplication in `extract_public_references` and `_merge_references`. This preserves insertion order while leveraging fast dictionary hash maps.
Replace O(N^2) list iteration loops with O(N) `dict.fromkeys()` for string deduplication in `extract_public_references` and `_merge_references`. This preserves insertion order while leveraging fast dictionary hash maps.

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Pull request overview

OpenCode model providers were unavailable for this same-head run, but deterministic current-head evidence is clean: coverage evidence passed, peer GitHub Checks are complete, medium-or-higher code-scanning alerts are clear, mergeability is clean, and reviewer threads are resolved or outdated.

Findings

No blocking findings.

Evidence

  • Result: APPROVE
  • Reason: current-head model-unavailable evidence fallback; coverage, docstring, peer GitHub Checks, code-scanning alerts, mergeability, and review threads were clear for current head.
  • Scope: appguardrail org-security failure collector
  • Changed files: 3
  • Model-pool outcome: exhausted
  • Head SHA: 1fd6383b026fa27ae77905d26a50cf907923a660
  • Workflow run: 29206222569
  • Workflow attempt: 1

This fallback does not suppress failed checks, medium-or-higher code-scanning alerts, merge conflicts, unresolved reviewer threads, or failed coverage evidence; any of those conditions still publish REQUEST_CHANGES or leave the approval state unchanged.

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Pull request overview

OpenCode model providers were unavailable for this same-head run, but deterministic current-head evidence is clean: coverage evidence passed, peer GitHub Checks are complete, medium-or-higher code-scanning alerts are clear, mergeability is clean, and reviewer threads are resolved or outdated.

Findings

No blocking findings.

Evidence

  • Result: APPROVE
  • Reason: current-head model-unavailable evidence fallback; coverage, docstring, peer GitHub Checks, code-scanning alerts, mergeability, and review threads were clear for current head.
  • Scope: appguardrail org-security failure collector
  • Changed files: 3
  • Model-pool outcome: exhausted
  • Head SHA: 47726169dcd6087aa5d329f46007a62dd1a3a7aa
  • Workflow run: 29213116346
  • Workflow attempt: 1

This fallback does not suppress failed checks, medium-or-higher code-scanning alerts, merge conflicts, unresolved reviewer threads, or failed coverage evidence; any of those conditions still publish REQUEST_CHANGES or leave the approval state unchanged.

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Pull request overview

OpenCode model providers were unavailable for this same-head run, but deterministic current-head evidence is clean: coverage evidence passed, peer GitHub Checks are complete, medium-or-higher code-scanning alerts are clear, mergeability is clean, and reviewer threads are resolved or outdated.

Findings

No blocking findings.

Evidence

  • Result: APPROVE
  • Reason: current-head model-unavailable evidence fallback; coverage, docstring, peer GitHub Checks, code-scanning alerts, mergeability, and review threads were clear for current head.
  • Scope: appguardrail org-security failure collector
  • Changed files: 3
  • Model-pool outcome: exhausted
  • Head SHA: 0e5a6d825d6e819433ac1381213f8a3ddab889b6
  • Workflow run: 29214112542
  • Workflow attempt: 1

This fallback does not suppress failed checks, medium-or-higher code-scanning alerts, merge conflicts, unresolved reviewer threads, or failed coverage evidence; any of those conditions still publish REQUEST_CHANGES or leave the approval state unchanged.

@opencode-agent opencode-agent Bot left a comment

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Pull request overview

OpenCode model providers were unavailable for this same-head run, but deterministic current-head evidence is clean: coverage evidence passed, peer GitHub Checks are complete, medium-or-higher code-scanning alerts are clear, mergeability is clean, and reviewer threads are resolved or outdated.

Findings

No blocking findings.

Evidence

  • Result: APPROVE
  • Reason: current-head model-unavailable evidence fallback; coverage, docstring, peer GitHub Checks, code-scanning alerts, mergeability, and review threads were clear for current head.
  • Scope: appguardrail org-security failure collector
  • Changed files: 3
  • Model-pool outcome: exhausted
  • Head SHA: 65c0477feb230f90407774d9aaaca871a96e0b40
  • Workflow run: 29215031018
  • Workflow attempt: 1

This fallback does not suppress failed checks, medium-or-higher code-scanning alerts, merge conflicts, unresolved reviewer threads, or failed coverage evidence; any of those conditions still publish REQUEST_CHANGES or leave the approval state unchanged.

@seonghobae seonghobae enabled auto-merge (squash) July 13, 2026 01:36

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Pull request overview

OpenCode model providers were unavailable for this same-head run, but deterministic current-head evidence is clean: coverage evidence passed, peer GitHub Checks are complete, medium-or-higher code-scanning alerts are clear, mergeability is clean, and reviewer threads are resolved or outdated.

Findings

No blocking findings.

Evidence

  • Result: APPROVE
  • Reason: current-head model-unavailable evidence fallback; coverage, docstring, peer GitHub Checks, code-scanning alerts, mergeability, and review threads were clear for current head.
  • Scope: appguardrail org-security failure collector
  • Changed files: 3
  • Model-pool outcome: exhausted
  • Head SHA: 35221bf100d0f782c265ab33bbb6ddff63d3ee24
  • Workflow run: 29217739742
  • Workflow attempt: 1

This fallback does not suppress failed checks, medium-or-higher code-scanning alerts, merge conflicts, unresolved reviewer threads, or failed coverage evidence; any of those conditions still publish REQUEST_CHANGES or leave the approval state unchanged.

@opencode-agent opencode-agent Bot left a comment

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Pull request overview

OpenCode model providers were unavailable for this same-head run, but deterministic current-head evidence is clean: coverage evidence passed, peer GitHub Checks are complete, medium-or-higher code-scanning alerts are clear, mergeability is clean, and reviewer threads are resolved or outdated.

Findings

No blocking findings.

Evidence

  • Result: APPROVE
  • Reason: current-head model-unavailable evidence fallback; coverage, docstring, peer GitHub Checks, code-scanning alerts, mergeability, and review threads were clear for current head.
  • Scope: appguardrail org-security failure collector
  • Changed files: 3
  • Model-pool outcome: exhausted
  • Head SHA: 863db7bb53d3d41c278b35483cc4292ed8aeb40c
  • Workflow run: 29218725175
  • Workflow attempt: 1

This fallback does not suppress failed checks, medium-or-higher code-scanning alerts, merge conflicts, unresolved reviewer threads, or failed coverage evidence; any of those conditions still publish REQUEST_CHANGES or leave the approval state unchanged.

@seonghobae seonghobae merged commit bf65f73 into develop Jul 13, 2026
29 checks passed
@seonghobae seonghobae deleted the bolt-performance-dedupe-13959489792313652998 branch July 13, 2026 02:23
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