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…and observer cleanup
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…null-safe, logging)
…ling, metadata update fix)
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📝 WalkthroughWalkthrough이 PR은 RAG 시스템 고도화를 위한 종합적인 변경을 도입합니다. 배포 인프라 자동화(GitHub Actions, Docker), 내장 임베딩 모델로의 전환, Supabase 클라이언트 팩토리 패턴 도입, 한국어 메타데이터 업데이트 스크립트 추가, BMAD 방법론 및 보안 가이드라인을 포함한 규범적 문서화, 그리고 향후 고도화 로드맵을 제시합니다. Changes
Sequence Diagram(s)sequenceDiagram
participant GitHub as GitHub Actions
participant GCP as GCP (Cloud Run)
participant Docker as Docker Registry
participant Firebase as Firebase Hosting
participant GitHub2 as GitHub Repo
GitHub->>GitHub2: 1. Checkout code (main branch)
GitHub->>GCP: 2. Authenticate with GCP_SA_KEY
GCP->>Docker: 3. Configure Docker auth to Artifact Registry
GitHub->>Docker: 4. Build & push backend image (SHA tag)
Docker-->>GitHub: 5. Image pushed
GitHub->>GCP: 6. Deploy image to Cloud Run (inject OpenAI/Supabase secrets)
GCP-->>GitHub: 7. Backend deployment complete
GitHub->>GitHub2: 8. Checkout code (frontend)
GitHub->>GitHub2: 9. Setup Node.js 20 + npm cache
GitHub->>GitHub2: 10. Install deps & build Next.js (NEXT_PUBLIC_API_BASE_URL)
GitHub2-->>GitHub: 11. Frontend build artifacts ready
GitHub->>Firebase: 12. Deploy to Firebase Hosting (FIREBASE_SERVICE_ACCOUNT_KEY, live channel)
Firebase-->>GitHub: 13. Frontend deployment complete
Estimated code review effort🎯 3 (Moderate) | ⏱️ ~25 minutes Possibly related PRs
Poem
🚥 Pre-merge checks | ✅ 2 | ❌ 1❌ Failed checks (1 warning)
✅ Passed checks (2 passed)
✏️ Tip: You can configure your own custom pre-merge checks in the settings. ✨ Finishing Touches📝 Generate docstrings
🧪 Generate unit tests (beta)
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🧹 Nitpick comments (11)
data/Index of the Project Gutenberg Works of Lucius Annaeus Seneca by Lucius Annaeus Seneca.txt (1)
1-1: 파일 시작 BOM 문자 제거 권장Line 1에 UTF-8 BOM(보이지 않는 문자)이 포함되어 있습니다. 인덱싱/청킹/문자열 매칭에서 미세한 불일치를 만들 수 있으니 BOM 없는 UTF-8로 저장해 주세요.
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed. In `@data/Index` of the Project Gutenberg Works of Lucius Annaeus Seneca by Lucius Annaeus Seneca.txt at line 1, The file starts with a UTF-8 BOM (U+FEFF) on Line 1 which can break indexing/chunking; open the file "Index of the Project Gutenberg Works of Lucius Annaeus Seneca by Lucius Annaeus Seneca.txt", remove the leading BOM character (strip any U+FEFF at the very start or delete the invisible character on Line 1) and re-save the file as UTF-8 without BOM so the file begins with the printable text "The Project Gutenberg eBook..." instead of the BOM.data/As a man thinketh by James Allen.txt (1)
1-1338: 파일명 표준화(공백 제거) 권장드립니다.현재 파일명(
As a man thinketh by James Allen.txt)은 공백이 많아 배치 스크립트/CLI 처리 시 quoting 누락으로 오류가 나기 쉽습니다.as_a_man_thinketh_james_allen.txt처럼 표준화하면 운영 안정성이 좋아집니다.🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed. In `@data/As` a man thinketh by James Allen.txt around lines 1 - 1338, The filename "As a man thinketh by James Allen.txt" contains spaces which break CLI/batch processing; rename the file to a safe, consistent identifier (suggestion: as_a_man_thinketh_james_allen.txt) and update any references (scripts, manifests, tests, or import lists) that use the original name (search for the exact string "As a man thinketh by James Allen.txt") to the new name to avoid quoting issues in automation.data/Euthyphro by Plato.txt (1)
1-1508: 데이터 파일 추가가 적절합니다.이 파일은 Project Gutenberg의 공개 도메인 eBook으로, RAG 시스템의 철학적 텍스트 데이터로 사용하기에 적합합니다. 파일에는 적절한 라이선스 정보와 출처가 포함되어 있습니다.
참고: 파일 시작 부분에 UTF-8 BOM(Byte Order Mark,
)이 포함되어 있습니다. 일부 텍스트 처리 도구에서는 BOM이 문제를 일으킬 수 있으므로, 임베딩 파이프라인에서 이를 올바르게 처리하는지 확인하시기 바랍니다.선택 사항: UTF-8 BOM 제거
텍스트 처리 호환성을 위해 UTF-8 BOM을 제거할 수 있습니다:
#!/bin/bash # Remove UTF-8 BOM from the file tail -c +4 "data/Euthyphro by Plato.txt" > "data/Euthyphro by Plato.txt.tmp" && mv "data/Euthyphro by Plato.txt.tmp" "data/Euthyphro by Plato.txt"참고: BOM 제거는 선택 사항이며, 임베딩 파이프라인이 이를 올바르게 처리한다면 현재 상태로도 문제없습니다.
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed. In `@data/Euthyphro` by Plato.txt around lines 1 - 1508, File contains a UTF-8 BOM (the invisible character '' / U+FEFF) at the start which can break text processing; remove or explicitly handle this BOM in the ingestion/preprocessing step. Fix by trimming the BOM before tokenization/embedding (either strip leading U+FEFF in the loader or add a preprocessing step that removes it from "Euthyphro by Plato.txt"); alternatively ensure the embedding pipeline's decoder accepts BOMs. Locate the issue by checking the file start for the BOM character '' (U+FEFF) and apply the BOM-stripping logic in the text loader or preprocessing function that reads the file.data/A Pickle for the Knowing Ones by Timothy Dexter.txt (3)
1-1677: 대용량 데이터 파일의 저장 전략 재고 필요이 파일과 다른 Project Gutenberg 텍스트들을 Git 리포지토리에 직접 커밋하면 리포지토리 크기가 급격히 증가합니다. RAG 시스템용 데이터셋의 경우 다음 대안을 고려하세요:
- Git LFS: 대용량 파일 관리에 최적화
- GCS 버킷: GCP 마이그레이션 중이므로 Cloud Storage 활용
- 별도 데이터 리포지토리: 코드와 데이터 분리
현재 접근 방식은 개발 편의성은 높지만, 장기적으로 리포지토리 유지보수에 부담이 됩니다.
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed. In `@data/A` Pickle for the Knowing Ones by Timothy Dexter.txt around lines 1 - 1677, The repository currently contains a large Project Gutenberg text file ("A Pickle for the Knowing Ones by Timothy Dexter.txt") which will bloat git history; remove this file from the main repo history and adopt a large-file strategy: move the text to a cloud bucket (GCS) or a separate data-only repo and re-add a lightweight pointer, or enable Git LFS and add the filename to .gitattributes; update any ingestion scripts or CI that reference the file to fetch from the new storage (GCS path or LFS pointer) and document the new data retrieval steps.
1-1: UTF-8 BOM 제거 권장파일이 UTF-8 BOM()으로 시작합니다. BOM은 텍스트 파싱 도구, 임베딩 모델, 토크나이저에서 문제를 일으킬 수 있습니다. RAG 시스템의 안정성을 위해 BOM을 제거하는 것이 좋습니다.
🔧 BOM 제거 스크립트
#!/bin/bash # UTF-8 BOM 제거 sed -i '1s/^\xEF\xBB\xBF//' "data/A Pickle for the Knowing Ones by Timothy Dexter.txt"🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed. In `@data/A` Pickle for the Knowing Ones by Timothy Dexter.txt at line 1, The file "A Pickle for the Knowing Ones by Timothy Dexter.txt" begins with a UTF-8 BOM; remove the BOM character at the start of the file so downstream parsers/tokenizers and RAG components don't fail—open the file and strip the leading U+FEFF (UTF-8 BOM) from the very beginning (e.g., trim the first byte-sequence EF BB BF) and save the file without altering the rest of the content.
1-1677: RAG 시스템용 메타데이터 추가 권장텍스트 파일에 구조화된 메타데이터가 없어 RAG 시스템의 검색 품질과 필터링 기능이 제한될 수 있습니다. 각 문서에 대한 메타데이터를 추가하여 인덱싱과 검색을 개선하는 것이 좋습니다.
💡 메타데이터 구조 예시
다음과 같은 JSON 사이드카 파일 생성을 고려하세요 (
data/A Pickle for the Knowing Ones by Timothy Dexter.json):{ "document_id": "gutenberg-43453", "title": "A Pickle for the Knowing Ones", "author": "Timothy Dexter", "publication_year": 1848, "source": "Project Gutenberg", "source_url": "https://www.gutenberg.org/ebooks/43453", "language": "en", "topics": ["biography", "american-literature", "19th-century"], "gutenberg_id": 43453, "encoding": "utf-8", "license": "public-domain" }🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed. In `@data/A` Pickle for the Knowing Ones by Timothy Dexter.txt around lines 1 - 1677, Add a JSON sidecar metadata file for this document (e.g., create data/A Pickle for the Knowing Ones by Timothy Dexter.json) containing keys like document_id (use "gutenberg-43453"), title ("A Pickle for the Knowing Ones"), author ("Timothy Dexter"), publication_year (1848), source ("Project Gutenberg"), source_url ("https://www.gutenberg.org/ebooks/43453"), language ("en"), topics (array such as ["biography","american-literature","19th-century"]), gutenberg_id (43453), encoding ("utf-8") and license ("public-domain") so your RAG/indexer can ingest and filter the text; ensure the JSON is valid UTF-8 and matches the filename exactly.data/How to Live on 24 Hours a Day by Arnold Bennett.txt (1)
1-1758: 대용량 정적 데이터에 대한 스토리지 전략을 고려하세요.이 텍스트 파일(~80KB)은 현재 크기로는 문제가 되지 않지만, RAG 시스템에 더 많은 문서를 추가할 계획이라면 스토리지 전략을 고려해야 합니다. PR 제목이 "migrate to gcp"인 것을 고려하면 다음 옵션을 검토하세요:
- Google Cloud Storage (GCS): 대용량 데이터 파일을 GCS 버킷에 저장하고 메타데이터만 Git에 유지
- Git LFS: 대용량 파일 관리를 위해 Git Large File Storage 사용
- 별도 데이터 저장소: 데이터와 코드를 분리하여 저장소 크기 관리 개선
현재 파일은 수용 가능하지만, 향후 확장성을 위해 데이터 관리 전략을 수립하는 것이 좋습니다.
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed. In `@data/How` to Live on 24 Hours a Day by Arnold Bennett.txt around lines 1 - 1758, The repo currently contains a large static text file ("How to Live on 24 Hours a Day by Arnold Bennett.txt") which will not scale as you add more documents (PR title: "migrate to gcp"); move large/immutable documents out of the git repo and adopt a storage strategy: upload the full text files to Google Cloud Storage (preferred given the GCP migration) and keep only lightweight metadata/paths in the repo, or if you must keep files near code use Git LFS for large-file handling, or introduce a separate document datastore; update any code that reads the file to fetch from GCS (or the chosen store) at build/runtime and add documentation/CI steps to provision and access the bucket.data/The Communist Manifesto by Karl Marx and Friedrich Engels.txt (1)
1-1795: RAG 시스템 인덱싱을 위한 구조화 권장.이 파일 및 data 디렉토리의 모든 텍스트 파일들이 구조화되지 않은 형태로 저장되어 있어 RAG 성능에 영향을 미칩니다:
- 메타데이터 부재: 섹션, 저자, 주제 정보가 없어 검색 필터링과 컨텍스트 정확도가 제한됨
- 헤더/푸터 노이즈: Project Gutenberg 라이센스 텍스트가 임베딩 품질 저하
- 청킹 어려움: 자연스러운 섹션 경계 (I. BOURGEOIS AND PROLETARIANS, II. PROLETARIANS AND COMMUNISTS 등)를 자동 감지하기 복잡함
전처리 스크립트로 다음을 수행하기를 권장합니다:
- Gutenberg 메타데이터 제거 (1-52행, 1440행 이후)
- 섹션별 분할 및 JSON/JSONL 형식 변환
- 문서 메타데이터 추가 (섹션명, 시작/종료 위치)
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed. In `@data/The` Communist Manifesto by Karl Marx and Friedrich Engels.txt around lines 1 - 1795, The file lacks structured metadata and needs a preprocessing script to clean and chunk it for RAG: implement a preprocessing pipeline (e.g., preprocess_gutenberg()) that calls remove_gutenberg_header_footer() to strip Gutenberg header (lines ~1-52) and trailing license (lines after the end marker), then split_sections_by_heading() to detect and chunk by Roman-numeral / ALL-CAPS headings (I., II., III., IV. and section titles like "BOURGEOIS AND PROLETARIANS") producing section-level documents, attach metadata (author, section_name, start_pos, end_pos, source) and finally export_to_jsonl()/write_json_documents() to write each chunk as JSON/JSONL; ensure header/footer removal and section detection are configurable and robust to minor formatting variations.data/The Declaration of Independence of the United States of America by Thomas Jefferson.txt (1)
1-1: UTF-8 BOM 제거 권장파일이 UTF-8 BOM(Byte Order Mark)으로 시작합니다. BOM은 일부 텍스트 처리 라이브러리나 임베딩 모델에서 예상치 못한 동작을 유발할 수 있습니다. RAG 시스템의 안정적인 데이터 처리를 위해 BOM을 제거하는 것을 권장합니다.
🔧 BOM 제거 방법
# UTF-8 BOM을 제거하는 스크립트 sed -i '1s/^\xEF\xBB\xBF//' "data/The Declaration of Independence of the United States of America by Thomas Jefferson.txt"또는 Python을 사용한 방법:
# Remove BOM when reading the file with open('data/The Declaration of Independence of the United States of America by Thomas Jefferson.txt', 'r', encoding='utf-8-sig') as f: content = f.read() # Then write without BOM with open('data/The Declaration of Independence of the United States of America by Thomas Jefferson.txt', 'w', encoding='utf-8') as f: f.write(content)🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed. In `@data/The` Declaration of Independence of the United States of America by Thomas Jefferson.txt at line 1, The file "The Declaration of Independence of the United States of America by Thomas Jefferson.txt" contains a UTF-8 BOM at the start; remove the BOM so downstream text processors and embedding tools don’t misbehave by reopening the file with a BOM-aware reader (e.g., read with utf-8-sig or strip the BOM) and then overwrite the file with plain UTF-8 content without the BOM; ensure the saved file begins with the first character of the text, not the BOM.backend/scripts/ingest_data.py (1)
45-46: PEP 8: 함수 정의 후 빈 줄 추가 권장함수
fetch_aladin_metadata종료 후UUID_NAMESPACE정의 전에 빈 줄 2개를 추가하면 PEP 8 스타일 가이드를 준수합니다.♻️ 제안된 수정
return { "title": f"Korean Translation of {title}", "cover_url": "https://image.aladin.co.kr/product/dummy", "link": "https://www.aladin.co.kr/dummy-link" } + + UUID_NAMESPACE = uuid.UUID("6f0bdf73-9cc8-4e34-a302-a12037f0ac6d")🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed. In `@backend/scripts/ingest_data.py` around lines 45 - 46, 함수 fetch_aladin_metadata가 끝난 직후 UUID_NAMESPACE 정의 전에 빈 줄 2개를 추가해서 PEP 8 함수 정의 후 공백 규칙을 준수하도록 수정하세요; 구체적으로 fetch_aladin_metadata 종료 블록과 UUID_NAMESPACE = uuid.UUID("6f0bdf73-9cc8-4e34-a302-a12037f0ac6d") 사이에 두 줄의 빈 줄을 삽입하면 됩니다.backend/scripts/check_db.py (1)
5-5:sys.path.insert(0, ...)로 일관성 유지 권장
verify_and_clear.py와update_metadata.py에서는sys.path.insert(0, ...)를 사용하지만, 이 파일에서는sys.path.append(...)를 사용합니다.insert(0, ...)가 프로젝트 모듈의 우선순위를 보장하므로 일관성을 위해 동일하게 변경하는 것을 권장합니다.♻️ 제안된 수정
-sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__)))) +sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__))))🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed. In `@backend/scripts/check_db.py` at line 5, Change the sys.path modification in check_db.py from sys.path.append(...) to sys.path.insert(0, ...) so the project root is placed at the front of sys.path (matching verify_and_clear.py and update_metadata.py) to ensure project modules take precedence when importing; update the single call to sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__)))) to use sys.path.insert(0, ...) with the same computed path.
🤖 Prompt for all review comments with AI agents
Verify each finding against the current code and only fix it if needed.
Inline comments:
In @.agent/documents/bmad.md:
- Around line 48-49: The BMAD skill example in .agent/documents/bmad.md and the
generated story file documents/stories/001.clm-shared-system-core-module.md uses
a CLM (Contract Lifecycle Management) example that is unrelated to the Philo-RAG
project; update the example and the story content to use a Philo-RAG relevant
use case (e.g., "LangGraph-based multi-turn dialogue system" or "RAGAS-based
answer quality evaluation system") so the domain aligns with the project—search
for BMAD, the story filename 001.clm-shared-system-core-module.md, and any
references to "CLM" or "Contract Lifecycle Management" and replace them with the
chosen Philo-RAG use case, adjusting descriptions and intent examples
accordingly.
In @.agent/documents/stories/001.advanced_rag_system.md:
- Around line 47-49: The story claims a full "Strict Instruction" implementation
but the code in backend/app/services/llm.py (get_rag_prompt) only injects a
CRITICAL INSTRUCTION into the system prompt and lacks delimiters,
post-prompting, and sanitization; either update the story to accurately state
the current protections or implement the missing controls: in get_rag_prompt
wrap the user input with a unique delimiter (e.g., <<<USER_INPUT>>> ...
<<<END_USER_INPUT>>>), append a post-prompting reinforcement block after the
user input reiterating the strict instructions, and add a sanitization routine
(e.g., sanitize_input) that is invoked before building the prompt to
strip/escape malicious patterns—alternatively, if you choose to only update the
docs, edit 001.advanced_rag_system.md to list exactly which controls are present
(CRITICAL INSTRUCTION only) and which are missing (delimiter, post-prompting,
sanitization) so the story matches the code.
In @.github/workflows/deploy.yml:
- Around line 21-25: Replace long-lived JSON key usage in the GitHub Action auth
step (currently using credentials_json) with OIDC Workload Identity Federation
by configuring google-github-actions/auth@v2 to use workload_identity_provider
and service_account parameters (set your
projects/{PROJECT_ID}/locations/global/workloadIdentityPools/{POOL}/providers/{PROVIDER}
and the service account email) so GitHub exchanges short-lived OIDC tokens for
GCP credentials; additionally, stop injecting sensitive runtime values directly
into Cloud Run environment variables and instead fetch them from Google Secret
Manager (or another secure secret injection mechanism) at deploy/runtime to
avoid exposure in Cloud Run metadata.
- Around line 44-47: The workflow currently injects OPENAI_API_KEY, SUPABASE_URL
and SUPABASE_SERVICE_ROLE_KEY via env_vars which exposes them as plaintext
environment variables; change the google-github-actions/deploy-cloudrun@v2 step
to remove these keys from env_vars and instead add them under the action's
secrets parameter (mapping each env name to the Secret Manager resource, e.g.
OPENAI_API_KEY=<secret-name>:latest) so Cloud Run fetches them from Secret
Manager; ensure the referenced secret names exist and the Cloud Run service
account has secretmanager.secretAccessor permission.
In `@backend/app/services/embedding.py`:
- Around line 19-29: The startup pre-load is racing with incoming requests
because the background thread that initializes self._embeddings is not awaited;
change the initialization flow so the embedding model is fully loaded before the
app yields (e.g., add and call a synchronous init method like load_embeddings()
or await an async initialize_embeddings() from backend/app/main.py instead of
fire-and-forget), ensure the double-checked locking remains around
self._embeddings in the embedding class, and when constructing
HuggingFaceEmbeddings (the HuggingFaceEmbeddings(...) call that uses
model_name=MODEL_NAME and model_kwargs={'device': 'cpu'}), add a fixed revision
parameter (e.g., model_kwargs or the constructor revision argument) to pin the
model revision for reproducible downloads.
- Around line 24-25: The HuggingFaceEmbeddings instantiation in embedding.py
uses only MODEL_NAME which can pull varying artifacts; update the
self._embeddings = HuggingFaceEmbeddings(...) call to pass a fixed revision via
model_kwargs (e.g., include 'revision': '<commit-sha-or-tag>') and keep other
options like device and encode_kwargs (e.g., 'encode_kwargs':
{'normalize_embeddings': True}) so MODEL_NAME + model_kwargs ensure a
reproducible model; modify the HuggingFaceEmbeddings call (look for the
self._embeddings assignment) to add the model_kwargs with the chosen 40-char
commit SHA or tag.
In `@backend/Dockerfile`:
- Around line 1-28: The Dockerfile currently runs the container as root because
there is no USER directive; modify the Dockerfile to create a non-root user
(e.g., add a group and user like "appuser"), chown the application WORKDIR
(/app) to that user after COPY, and add a USER appuser (or USER
appuser:appgroup) before the CMD/ENTRYPOINT so the uvicorn process (CMD
["uvicorn", "app.main:app", ...]) runs unprivileged; ensure any files or
directories that need write access are owned by that user and avoid running
apt-get or pip as that user during build steps.
In `@backend/download_books.py`:
- Line 184: The code currently casts os.getenv("TARGET_COUNT", "300") directly
to int into the variable target_count which will raise ValueError and crash if
the env value is non-numeric; update the logic around target_count to parse
TARGET_COUNT with a safe try/except (or use str.isdigit/regex) and fall back to
the default 300 on parse error, then enforce a minimum value (e.g., if
parsed_value < 1 then set to 1) so target_count is always a valid positive
integer; reference and modify the target_count assignment site and any upstream
code that relies on it to use the validated value.
In `@data/As` a man thinketh by James Allen.txt:
- Line 1: The file starts with a BOM character (the first character in the
string "The Project Gutenberg eBook of As a man thinketh") which can corrupt
tokenization; open the file, remove any leading '\ufeff' (or read+write using
UTF-8 without BOM / use 'utf-8-sig' to strip it) and re-save the file as UTF-8
without BOM so the first token is clean for preprocessing, chunking, and
embedding.
In `@data/Critias` by Plato.txt:
- Line 1: The file begins with a UTF-8 BOM (U+FEFF) which can break embedding,
chunking and string comparisons; open "data/Critias by Plato.txt", remove the
leading BOM character (or re-save the file as "UTF-8 without BOM"), and commit
the cleaned file; if there are readers in code (e.g. any text loading functions)
ensure they strip a leading U+FEFF when present to avoid future issues.
In `@data/Dhammapada` a Collection of Verses Being One of the Canonical Books of
the Buddhists.txt:
- Line 1: The file begins with a BOM (U+FEFF) before the text "The Project
Gutenberg eBook of Dhammapada, a Collection of Verses; Being One of the
Canonical Books of the Buddhists" which can corrupt first-token parsing; remove
the leading BOM (U+FEFF) so the first character is the "T" of that title and
re-save the file as UTF-8 without BOM (ensure any editors or tooling used do not
reintroduce BOM).
In `@data/How` to Live on 24 Hours a Day by Arnold Bennett.txt:
- Line 1: The file "How to Live on 24 Hours a Day by Arnold Bennett.txt" begins
with a UTF-8 BOM (the leading '' character); remove the BOM so downstream
parsers and embedding/RAG pipelines don't mis-read the first token. Open that
file and strip the UTF-8 BOM from the start (or re-save the file using UTF-8
without BOM / read with UTF-8-sig and rewrite as UTF-8) ensuring the first byte
sequence no longer contains EF BB BF; then verify the file's first character is
the expected text (no hidden BOM) before committing.
In `@data/Ion` by Plato.txt:
- Line 1: Remove the hidden UTF-8 BOM (\uFEFF) at the start of "Ion by
Plato.txt" (present on Line 1) and re-save the file as UTF-8 without BOM so
loaders/tokenizers won't see a contaminated first token; ensure the file
encoding is normalized (no BOM) and verify the first character is "T" of "The
Project Gutenberg eBook of Ion" after the change.
- Around line 855-1200: The strip_gutenberg_boilerplate() function currently
only truncates at the END marker using text = text[:end_idx], leaving the
"START: FULL LICENSE" section (and everything after) in the input and polluting
embeddings; update the logic in strip_gutenberg_boilerplate() to detect the
"START: FULL LICENSE" marker (or its lowercase/variant forms) after the END
marker and trim the text to remove that entire license block (i.e., set the
truncated text to the portion before the START marker if present), ensuring both
'*** END OF THE PROJECT GUTENBERG EBOOK ***' and the subsequent 'START: FULL
LICENSE' section are removed from the returned text.
In `@data/The` Communist Manifesto by Karl Marx and Friedrich Engels.txt:
- Line 1: The file begins with a UTF-8 BOM which breaks the RAG pipeline; fix
the loader to strip BOM by opening the file with encoding='utf-8-sig' when
reading (e.g., use open(..., encoding='utf-8-sig') in your RAG loader) or strip
it after read using a Unicode replace like re.sub(r'\ufeff', '', text);
alternatively ensure the source file is saved as UTF-8 without BOM so that
tokenization, chunking, and embedding (the text ingestion path) receive clean
text.
In `@data/The` Declaration of Independence of the United States of America by
Thomas Jefferson.txt:
- Around line 256-606: The file contains Project Gutenberg license text that
must be excluded from embedding; update the preprocessing pipeline so
extract_gutenberg_content locates the START/END markers (use
start_pattern/end_pattern) and splits the parsed text into two parts: main_text
(the Declaration content) and license_text (the Project Gutenberg terms),
storing title/author in metadata and placing the license into
metadata['license_text'] only; then ensure chunk_for_rag is called with
result['main_text'] (not result['content'] or the license), and that
chunk_for_rag (function name) performs paragraph-based semantic chunking with
chunk_size/overlap parameters so only the actual declaration is embedded for
RAG.
- Around line 1-88: The file contains a large Project Gutenberg header/meta
section mixed with the Declaration text which will pollute embeddings; extract
the Project Gutenberg header/editor notes (the "Project Gutenberg" header and
"Transcribers’ Notes"/editorial blocks) into a structured metadata record
(JSON/YAML) capturing title, author, ebook id, release and update dates,
license, source and the content span, write the pure Declaration body to a
separate content file (to be used for tokenization/embedding and retrieval), and
ensure ingestion code uses the content-only file for vectorization while storing
the metadata record as document properties in the DB so it is available for
UI/display and filtering.
- Around line 89-255: The PR summary incorrectly mentions a "한국어 메타데이터 업데이트
스크립트" while the data directory (e.g., file "The Declaration of Independence of
the United States of America by Thomas Jefferson.txt") contains only
English/German/Chinese/Latin texts; update the PR by either (A) removing the
Korean-script claim and clearly stating the actual languages present, or (B) if
Korean support is intended, add the Korean philosophy texts and the referenced
metadata update script (or include the script in the PR) and document the plan
for future Korean additions; ensure the PR description, any mention of "한국어
메타데이터 업데이트 스크립트", and the repository metadata are consistent.
In `@README.md`:
- Line 1: Remove the UTF-8 BOM at the start of the README header line so the
file begins with the plain header text "Philo-RAG (철학자와의 대화)" instead of "#
Philo-RAG (철학자와의 대화)"; open README.md, delete the invisible BOM character
immediately before the leading '#' (or re-save the file without BOM/with UTF-8
no BOM), and verify the first line now starts exactly with "# Philo-RAG (철학자와의
대화)".
- Around line 223-225: Remove the duplicated English instruction "Open
`http://localhost:3000` to start using the system." in README.md so the sentence
appears only once; locate both consecutive occurrences of that exact sentence
and delete one of them, leaving a single instance for clarity.
---
Nitpick comments:
In `@backend/scripts/check_db.py`:
- Line 5: Change the sys.path modification in check_db.py from
sys.path.append(...) to sys.path.insert(0, ...) so the project root is placed at
the front of sys.path (matching verify_and_clear.py and update_metadata.py) to
ensure project modules take precedence when importing; update the single call to
sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__)))) to
use sys.path.insert(0, ...) with the same computed path.
In `@backend/scripts/ingest_data.py`:
- Around line 45-46: 함수 fetch_aladin_metadata가 끝난 직후 UUID_NAMESPACE 정의 전에 빈 줄
2개를 추가해서 PEP 8 함수 정의 후 공백 규칙을 준수하도록 수정하세요; 구체적으로 fetch_aladin_metadata 종료 블록과
UUID_NAMESPACE = uuid.UUID("6f0bdf73-9cc8-4e34-a302-a12037f0ac6d") 사이에 두 줄의 빈 줄을
삽입하면 됩니다.
In `@data/A` Pickle for the Knowing Ones by Timothy Dexter.txt:
- Around line 1-1677: The repository currently contains a large Project
Gutenberg text file ("A Pickle for the Knowing Ones by Timothy Dexter.txt")
which will bloat git history; remove this file from the main repo history and
adopt a large-file strategy: move the text to a cloud bucket (GCS) or a separate
data-only repo and re-add a lightweight pointer, or enable Git LFS and add the
filename to .gitattributes; update any ingestion scripts or CI that reference
the file to fetch from the new storage (GCS path or LFS pointer) and document
the new data retrieval steps.
- Line 1: The file "A Pickle for the Knowing Ones by Timothy Dexter.txt" begins
with a UTF-8 BOM; remove the BOM character at the start of the file so
downstream parsers/tokenizers and RAG components don't fail—open the file and
strip the leading U+FEFF (UTF-8 BOM) from the very beginning (e.g., trim the
first byte-sequence EF BB BF) and save the file without altering the rest of the
content.
- Around line 1-1677: Add a JSON sidecar metadata file for this document (e.g.,
create data/A Pickle for the Knowing Ones by Timothy Dexter.json) containing
keys like document_id (use "gutenberg-43453"), title ("A Pickle for the Knowing
Ones"), author ("Timothy Dexter"), publication_year (1848), source ("Project
Gutenberg"), source_url ("https://www.gutenberg.org/ebooks/43453"), language
("en"), topics (array such as
["biography","american-literature","19th-century"]), gutenberg_id (43453),
encoding ("utf-8") and license ("public-domain") so your RAG/indexer can ingest
and filter the text; ensure the JSON is valid UTF-8 and matches the filename
exactly.
In `@data/As` a man thinketh by James Allen.txt:
- Around line 1-1338: The filename "As a man thinketh by James Allen.txt"
contains spaces which break CLI/batch processing; rename the file to a safe,
consistent identifier (suggestion: as_a_man_thinketh_james_allen.txt) and update
any references (scripts, manifests, tests, or import lists) that use the
original name (search for the exact string "As a man thinketh by James
Allen.txt") to the new name to avoid quoting issues in automation.
In `@data/Euthyphro` by Plato.txt:
- Around line 1-1508: File contains a UTF-8 BOM (the invisible character '' /
U+FEFF) at the start which can break text processing; remove or explicitly
handle this BOM in the ingestion/preprocessing step. Fix by trimming the BOM
before tokenization/embedding (either strip leading U+FEFF in the loader or add
a preprocessing step that removes it from "Euthyphro by Plato.txt");
alternatively ensure the embedding pipeline's decoder accepts BOMs. Locate the
issue by checking the file start for the BOM character '' (U+FEFF) and apply
the BOM-stripping logic in the text loader or preprocessing function that reads
the file.
In `@data/How` to Live on 24 Hours a Day by Arnold Bennett.txt:
- Around line 1-1758: The repo currently contains a large static text file ("How
to Live on 24 Hours a Day by Arnold Bennett.txt") which will not scale as you
add more documents (PR title: "migrate to gcp"); move large/immutable documents
out of the git repo and adopt a storage strategy: upload the full text files to
Google Cloud Storage (preferred given the GCP migration) and keep only
lightweight metadata/paths in the repo, or if you must keep files near code use
Git LFS for large-file handling, or introduce a separate document datastore;
update any code that reads the file to fetch from GCS (or the chosen store) at
build/runtime and add documentation/CI steps to provision and access the bucket.
In `@data/Index` of the Project Gutenberg Works of Lucius Annaeus Seneca by Lucius
Annaeus Seneca.txt:
- Line 1: The file starts with a UTF-8 BOM (U+FEFF) on Line 1 which can break
indexing/chunking; open the file "Index of the Project Gutenberg Works of Lucius
Annaeus Seneca by Lucius Annaeus Seneca.txt", remove the leading BOM character
(strip any U+FEFF at the very start or delete the invisible character on Line 1)
and re-save the file as UTF-8 without BOM so the file begins with the printable
text "The Project Gutenberg eBook..." instead of the BOM.
In `@data/The` Communist Manifesto by Karl Marx and Friedrich Engels.txt:
- Around line 1-1795: The file lacks structured metadata and needs a
preprocessing script to clean and chunk it for RAG: implement a preprocessing
pipeline (e.g., preprocess_gutenberg()) that calls
remove_gutenberg_header_footer() to strip Gutenberg header (lines ~1-52) and
trailing license (lines after the end marker), then split_sections_by_heading()
to detect and chunk by Roman-numeral / ALL-CAPS headings (I., II., III., IV. and
section titles like "BOURGEOIS AND PROLETARIANS") producing section-level
documents, attach metadata (author, section_name, start_pos, end_pos, source)
and finally export_to_jsonl()/write_json_documents() to write each chunk as
JSON/JSONL; ensure header/footer removal and section detection are configurable
and robust to minor formatting variations.
In `@data/The` Declaration of Independence of the United States of America by
Thomas Jefferson.txt:
- Line 1: The file "The Declaration of Independence of the United States of
America by Thomas Jefferson.txt" contains a UTF-8 BOM at the start; remove the
BOM so downstream text processors and embedding tools don’t misbehave by
reopening the file with a BOM-aware reader (e.g., read with utf-8-sig or strip
the BOM) and then overwrite the file with plain UTF-8 content without the BOM;
ensure the saved file begins with the first character of the text, not the BOM.
🪄 Autofix (Beta)
Fix all unresolved CodeRabbit comments on this PR:
- Push a commit to this branch (recommended)
- Create a new PR with the fixes
ℹ️ Review info
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Configuration used: Organization UI
Review profile: CHILL
Plan: Pro
Run ID: 20e1ee1b-f439-4683-b23d-08fed855500e
📒 Files selected for processing (300)
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Among Mankind by Jean-Jacques Rousseau.txtdata/A Pickle for the Knowing Ones by Timothy Dexter.txtdata/A Selection from the Discourses of Epictetus with the Encheiridion by Epictetus.txtdata/A Short History of Freethought Ancient and Modern Volume 1 of 2 by J M Robertson.txtdata/A Short History of Freethought Ancient and Modern Volume 2 of 2 by J M Robertson.txtdata/A System of Logic Ratiocinative and Inductive by John Stuart Mill.txtdata/A Treatise of Human Nature by David Hume.txtdata/A Vindication of the Rights of Woman by Mary Wollstonecraft.txtdata/Aesthetical Essays of Friedrich Schiller by Friedrich Schiller.txtdata/Also sprach Zarathustra Ein Buch für Alle und Keinen German by Friedrich Wilhelm Nietzsche.txtdata/Amiels Journal The Journal Intime of Henri-Frédéric Amiel by Henri Frédéric Amiel.txtdata/An Enquiry Concerning Human Understanding by David Hume.txtdata/An Enquiry Concerning the Principles of Morals by David Hume.txtdata/An Essay Concerning Humane Understanding Volume 1 by John Locke.txtdata/An Essay on Man Moral Essays and Satires by Alexander Pope.txtdata/An Essay on the Development of Christian Doctrine by John Henry Newman.txtdata/Aphorismen zur Lebensweisheit German by Arthur Schopenhauer.txtdata/Apology Crito and Phaedo of Socrates by Plato.txtdata/Apology by Plato.txtdata/Areopagitica by John Milton.txtdata/Aristotle by George Grote.txtdata/As a man thinketh by James Allen.txtdata/Autobiography by John Stuart Mill.txtdata/Bacons Essays and Wisdom of the Ancients by Francis Bacon.txtdata/Balder the Beautiful Volume I by James George Frazer.txtdata/Beyond Good and Evil by Friedrich Wilhelm Nietzsche.txtdata/Bushido the Soul of Japan by Inazo Nitobe.txtdata/Character by Samuel Smiles.txtdata/Chaucers Works Volume 2 Boethius and Troilus by Geoffrey Chaucer.txtdata/Chuang Tzu Mystic Moralist and Social Reformer by Zhuangzi.txtdata/Ciceros Tusculan Disputations by Marcus Tullius Cicero.txtdata/Confessiones Latin by Saint of Hippo Augustine.txtdata/Considerations on Representative Government by John Stuart Mill.txtdata/Cratylus by Plato.txtdata/Creative Evolution by Henri Bergson.txtdata/Critias by Plato.txtdata/Daemonologie by King of England James I.txtdata/Dante and the early astronomers by M A Orr.txtdata/De Officiis Latin by Marcus Tullius Cicero.txtdata/Democracy and Education An Introduction to the Philosophy of Education by John Dewey.txtdata/Democracy in America Volume 2 by Alexis de Tocqueville.txtdata/Demonology and Devil-lore by Moncure Daniel Conway.txtdata/Der Wille zur Macht Eine Auslegung alles Geschehens German by Friedrich Wilhelm Nietzsche.txtdata/Devotions Upon Emergent Occasions Together with Deaths Duel by John Donne.txtdata/Dhammapada a Collection of Verses Being One of the Canonical Books of the Buddhists.txtdata/Dialogues Concerning Natural Religion by David Hume.txtdata/Discourse on the Method of Rightly Conducting Ones Reason and of Seeking Truth in the Sciences by René Descartes.txtdata/Discourses on the First Decade of Titus Livius by Niccolò Machiavelli.txtdata/Early Greek Philosophy Other Essays by Friedrich Wilhelm Nietzsche.txtdata/Early Greek philosophy by John Burnet.txtdata/Ecce Homo by Friedrich Wilhelm Nietzsche.txtdata/Emile by Jean-Jacques Rousseau.txtdata/Essays First Series by Ralph Waldo Emerson.txtdata/Essays by Ralph Waldo Emerson by Ralph Waldo Emerson.txtdata/Essays of Schopenhauer by Arthur Schopenhauer.txtdata/Essays of an Americanist by Daniel G Brinton.txtdata/Ethics by Benedictus de Spinoza.txtdata/Etiquette by Emily Post.txtdata/Euthyphro by Plato.txtdata/Friedrich Nietzsche by Georg Brandes.txtdata/Fundamental Principles of the Metaphysic of Morals by Immanuel Kant.txtdata/Galen On the Natural Faculties Ancient Greek to 1453 by Galen.txtdata/Goethes Theory of Colours by Johann Wolfgang von Goethe.txtdata/Gorgias by Plato.txtdata/Hegels Lectures on the History of Philosophy Volume 1 of 3 by Georg Wilhelm Friedrich Hegel.txtdata/Heretics by G K Chesterton.txtdata/Hidden Symbolism of Alchemy and the Occult Arts by Herbert Silberer.txtdata/History of European Morals From Augustus to Charlemagne Vol 1 of 2 by William Edward Hartpole Lecky.txtdata/Hours with the Mystics A Contribution to the History of Religious Opinion by Robert Alfred Vaughan.txtdata/How We Think by John Dewey.txtdata/How to Live on 24 Hours a Day by Arnold Bennett.txtdata/Human All Too Human A Book for Free Spirits by Friedrich Wilhelm Nietzsche.txtdata/Human All-Too-Human A Book for Free Spirits Part 1 by Friedrich Wilhelm Nietzsche.txtdata/Human All-Too-Human A Book for Free Spirits Part 2 by Friedrich Wilhelm Nietzsche.txtdata/Human Nature and Conduct An introduction to social psychology by John Dewey.txtdata/Iamblichus Life of Pythagoras or Pythagoric Life by Iamblichus.txtdata/Index of the Project Gutenberg Works of Friedrich Nietzsche by Friedrich Wilhelm Nietzsche.txtdata/Index of the Project Gutenberg Works of Immanuel Kant by Immanuel Kant.txtdata/Index of the Project Gutenberg Works of Lucius Annaeus Seneca by Lucius Annaeus Seneca.txtdata/Institutes of the Christian Religion Vol 1 of 2 by Jean Calvin.txtdata/Ion by Plato.txtdata/Isis unveiled Volume 1 of 2 Science A master-key to mysteries of ancient and modern science and theology by H P Blavatsky.txtdata/Isis unveiled Volume 2 of 2 Theology A master-key to the mysteries of ancient and modern science and theology by H P Blavatsky.txtdata/Journal 01 1837-1846 by Henry David Thoreau.txtdata/Kants Critique of Judgement by Immanuel Kant.txtdata/Kants Prolegomena to Any Future Metaphysics by Immanuel Kant.txtdata/Kants gesammelte Schriften Band V Kritik der Urtheilskraft German by Immanuel Kant.txtdata/L Annaeus Seneca on Benefits by Lucius Annaeus Seneca.txtdata/Laughter An Essay on the Meaning of the Comic by Henri Bergson.txtdata/Laws by Plato.txtdata/Leviathan by Thomas Hobbes.txtdata/Life and Correspondence of David Hume Volume 1 by John Hill Burton.txtdata/Lucifer A Theosophical Magazine Volume I September 1887-February 1888 by Various.txtdata/Machiavelli Volume I by Niccolò Machiavelli.txtdata/Man a Machine by Julien Offray de La Mettrie.txtdata/Man and Superman A Comedy and a Philosophy by Bernard Shaw.txtdata/Manifesto of the Communist Party by Karl Marx and Friedrich Engels.txtdata/Maxims and Reflections by Johann Wolfgang von Goethe.txtdata/Meditations by Emperor of Rome Marcus Aurelius.txtdata/Meno by Plato.txtdata/Minor Dialogues Together With the Dialogue on Clemency by Lucius Annaeus Seneca.txtdata/Moral Theology by Charles J Callan and John A McHugh.txtdata/Morals and Dogma of the Ancient and Accepted Scottish Rite of Freemasonry by Albert Pike.txtdata/Mysterious Psychic Forces by Camille Flammarion.txtdata/Nature by Ralph Waldo Emerson.txtdata/Nietzsche and Other Exponents of Individualism by Paul Carus.txtdata/Novum organum or True suggestions for the interpretation of nature by Francis Bacon.txtdata/On Heroes Hero-Worship and the Heroic in History by Thomas Carlyle.txtdata/On Liberty by John Stuart Mill.txtdata/On Love by Stendhal.txtdata/On War by Carl von Clausewitz.txtdata/On the Duty of Civil Disobedience by Henry David Thoreau.txtdata/On the Fourfold Root of the Principle of Sufficient Reason and On the Will in Nature Two Essays revised edition by Arthur Schopenhauer.txtdata/On the Nature of Things by Titus Lucretius Carus.txtdata/On the Sublime by active 1st century Longinus.txtdata/Orthodoxy by G K Chesterton.txtdata/Outlines of Educational Doctrine by Johann Friedrich Herbart.txtdata/Pascals Pensées by Blaise Pascal.txtdata/Perpetual Peace A Philosophical Essay by Immanuel Kant.txtdata/Phaedo by Plato.txtdata/Phaedrus by Plato.txtdata/Philosophiae Naturalis Principia Mathematica Latin by Isaac Newton.txtdata/Plato and the Other Companions of Sokrates 3rd ed Volume 1 by George Grote.txtdata/Plato and the Other Companions of Sokrates 3rd ed Volume 2 by George Grote.txtdata/Plato and the Other Companions of Sokrates 3rd ed Volume 3 by George Grote.txtdata/Plato and the Other Companions of Sokrates 3rd ed Volume 4 by George Grote.txtdata/Plutarchs Morals by Plutarch.txtdata/Politics A Treatise on Government by Aristotle.txtdata/Pragmatism A New Name for Some Old Ways of Thinking by William James.txtdata/Protagoras by Plato.txtdata/Psychology of the Unconscious by C G Jung.txtdata/Rasselas Prince of Abyssinia by Samuel Johnson.txtdata/Reflections or Sentences and Moral Maxims by François duc de La Rochefoucauld.txtdata/Revelations of Divine Love by of Norwich Julian.txtdata/Ritual of the Order of the Eastern Star by Order of the Eastern Star General Grand Chapter.txtdata/Roman Stoicism by Edward Vernon Arnold.txtdata/Rousseau Volume 1 and 2 by John Morley.txtdata/Rousseau and Romanticism by Irving Babbitt.txtdata/Sartor Resartus The Life and Opinions of Herr Teufelsdröckh by Thomas Carlyle.txtdata/Sartor Resartus and On Heroes Hero-Worship and the Heroic in History by Thomas Carlyle.txtdata/Second Treatise of Government by John Locke.txtdata/Selected Works of Voltairine de Cleyre by Voltairine De Cleyre.txtdata/Selections from the Speeches and Writings of Edmund Burke by Edmund Burke.txtdata/Selections from the Writings of Kierkegaard by Søren Kierkegaard.txtdata/Self Help with Illustrations of Conduct and Perseverance by Samuel Smiles.txtdata/Self Knowledge and Guide to Sex Instruction Vital Facts of Life for All Ages by Thomas W Shannon.txtdata/Senecas Morals of a Happy Life Benefits Anger and Clemency by Lucius Annaeus Seneca.txtdata/Siddhartha by Hermann Hesse.txtdata/Sophist by Plato.txtdata/Summa Theologica Part I Prima Pars by Saint Aquinas Thomas.txtdata/Summa Theologica Part I-II Pars Prima Secundae by Saint Aquinas Thomas.txtdata/Summa Theologica Part II-II Secunda Secundae by Saint Aquinas Thomas.txtdata/Sun Tzŭ on the Art of War The Oldest Military Treatise in the World by active 6th century BC Sunzi.txtdata/Symposium by Plato.txtdata/The Academic Questions Treatise De Finibus and Tusculan Disputations of MT Cicero With a Sketch of the Greek Philosophers Mentioned by Cicero by Marcus Tullius Cicero.txtdata/The Advancement of Learning by Francis Bacon.txtdata/The Analects of Confucius from the Chinese Classics by Confucius.txtdata/The Analysis of Mind by Bertrand Russell.txtdata/The Anatomy of Melancholy by Robert Burton.txtdata/The Antichrist by Friedrich Wilhelm Nietzsche.txtdata/The Augsburg Confession by Philipp Melanchthon.txtdata/The Basis of Morality by Arthur Schopenhauer.txtdata/The Birth of Tragedy or Hellenism and Pessimism by Friedrich Wilhelm Nietzsche.txtdata/The Book of Tea by Kakuzo Okakura.txtdata/The Book of the Damned by Charles Fort.txtdata/The Case of Wagner Nietzsche Contra Wagner and Selected Aphorisms by Friedrich Wilhelm Nietzsche.txtdata/The Catholic World Vol 19 April 1874September 1874 by Various.txtdata/The Catholic World Vol 26 October 1877 to March 1878 by Various.txtdata/The City of God Volume I by Saint of Hippo Augustine.txtdata/The City of God Volume II by Saint of Hippo Augustine.txtdata/The Communist Manifesto by Karl Marx and Friedrich Engels.txtdata/The Concept of Nature by Alfred North Whitehead.txtdata/The Confessions of Jean Jacques Rousseau Complete by Jean-Jacques Rousseau.txtdata/The Confessions of St Augustine by Saint of Hippo Augustine.txtdata/The Consolation of Philosophy by Boethius.txtdata/The Critique of Practical Reason by Immanuel Kant.txtdata/The Critique of Pure Reason by Immanuel Kant.txtdata/The Crown of Wild Olive by John Ruskin.txtdata/The Dawn of Day by Friedrich Wilhelm Nietzsche.txtdata/The Declaration of Independence of the United States of America by Thomas Jefferson.txtdata/The Diamond Sutra Chin-Kang-Ching or Prajna-Paramita by Unknown.txtdata/The Discoverie of Witchcraft by Reginald Scot.txtdata/The Economist by Xenophon.txtdata/The Enchiridion by Epictetus.txtdata/The Essays of Arthur Schopenhauer Counsels and Maxims by Arthur Schopenhauer.txtdata/The Essays of Arthur Schopenhauer Studies in Pessimism by Arthur Schopenhauer.txtdata/The Essays of Arthur Schopenhauer the Art of Controversy by Arthur Schopenhauer.txtdata/The Essays of Arthur Schopenhauer the Wisdom of Life by Arthur Schopenhauer.txtdata/The Essays or Counsels Civil and Moral by Francis Bacon.txtdata/The Ethics of Aristotle by Aristotle.txtdata/The Everlasting Man by G K Chesterton.txtdata/The Existence and Attributes of God Volumes 1 and 2 by Stephen Charnock.txtdata/The Fable of the Bees Or Private Vices Public Benefits by Bernard Mandeville.txtdata/The First Blast of the Trumpet against the monstrous regiment of Women by John Knox.txtdata/The Five Great Philosophies of Life by William De Witt Hyde.txtdata/The Genealogy of Morals by Friedrich Wilhelm Nietzsche.txtdata/The Golden Bough A Study in Magic and Religion Third Edition Vol 09 of 12 by James George Frazer.txtdata/The Grand Inquisitor by Fyodor Dostoyevsky.txtdata/The Greek Philosophers Vol 2 of 2 by Alfred William Benn.txtdata/The History of Freedom and Other Essays by Baron John Emerich Edward Dalberg Acton Acton.txtdata/The Idea of a University Defined and Illustrated by John Henry Newman.txtdata/The Illustrated Key to the Tarot The Veil of Divination by L W De Laurence.txtdata/The Imitation of Christ by à Kempis Thomas.txtdata/The Instruction of Ptah-Hotep and the Instruction of KeGemni by Ptahhotep and Kagemna.txtdata/The Itching Palm A Study of the Habit of Tipping in America by William R Scott.txtdata/The Japanese Spirit by Yoshisaburo Okakura.txtdata/The Joyful Wisdom La Gaya Scienza by Friedrich Wilhelm Nietzsche.txtdata/The Kama Sutra of Vatsyayana by Vatsyayana.txtdata/The Kingdom of God Is Within You by graf Leo Tolstoy.txtdata/The Kybalion by Three Initiates.txtdata/The Letters of William James Vol 2 by William James.txtdata/The Life of Reason The Phases of Human Progress by George Santayana.txtdata/The Lives and Opinions of Eminent Philosophers by Diogenes Laertius.txtdata/The Logic of Hegel by Georg Wilhelm Friedrich Hegel.txtdata/The Magic and Science of Jewels and Stones by Isidore Kozminsky.txtdata/The Man Who Was Thursday A Nightmare by G K Chesterton.txtdata/The Man of Genius by Cesare Lombroso.txtdata/The Marriage of Heaven and Hell by William Blake.txtdata/The Meaning of Truth by William James.txtdata/The Mediaeval Mind Volume 2 of 2 by Henry Osborn Taylor.txtdata/The Meditations of the Emperor Marcus Aurelius Antoninus by Emperor of Rome Marcus Aurelius.txtdata/The Memorabilia by Xenophon.txtdata/The Methods of Ethics by Henry Sidgwick.txtdata/The New Jerusalem by G K Chesterton.txtdata/The Note-Books of Samuel Butler by Samuel Butler.txtdata/The Philosophy of Friedrich Nietzsche by H L Mencken.txtdata/The Poetics of Aristotle by Aristotle.txtdata/The Prince by Niccolò Machiavelli.txtdata/The Principles of Psychology Volume 1 of 2 by William James.txtdata/The Problem of China by Bertrand Russell.txtdata/The Problems of Philosophy by Bertrand Russell.txtdata/The Prophet by Kahlil Gibran.txtdata/The Republic by Plato.txtdata/The Republic of Plato by Plato.txtdata/The Rubaiyat of Omar Khayyam by Omar Khayyam.txtdata/The Ruins Or Meditation on the Revolutions of Empires and the Law of Nature by C-F Volney.txtdata/The Secret Doctrine Vol 1 of 4 by H P Blavatsky.txtdata/The Secret Doctrine Vol 2 of 4 by H P Blavatsky.txtdata/The Secret Doctrine Vol 3 of 4 by H P Blavatsky.txtdata/The Seven Lamps of Architecture by John Ruskin.txtdata/The Sexual Life of Our Time in Its Relations to Modern Civilization by Iwan Bloch.txtdata/The Song Celestial Or Bhagavad-Gîtâ from the Mahâbhârata.txtdata/The Subjection of Women by John Stuart Mill.txtdata/The Tao Teh King or the Tao and its Characteristics by Laozi.txtdata/The Theory of Moral Sentiments by Adam Smith.txtdata/The Twilight of the Idols or How to Philosophize with the Hammer The Antichrist by Friedrich Wilhelm Nietzsche.txtdata/The Varieties of Religious Experience A Study in Human Nature by William James.txtdata/The Will to Believe and Other Essays in Popular Philosophy by William James.txtdata/The Will to Power An Attempted Transvaluation of All Values Book I and II by Friedrich Wilhelm Nietzsche.txtdata/The Will to Power An Attempted Transvaluation of All Values Book III and IV by Friedrich Wilhelm Nietzsche.txtdata/The Works of George Berkeley Vol 1 of 4 Philosophical Works 1705-21 by George Berkeley.txtdata/The Works of Robert G Ingersoll Complete Contents by Robert Green Ingersoll.txtdata/The Works of the Emperor Julian Vol 1 by Emperor of Rome Julian.txtdata/The Works of the Right Honourable Edmund Burke Vol 01 of 12 by Edmund Burke.txtdata/The World as Will and Idea Vol 1 of 3 by Arthur Schopenhauer.txtdata/The World as Will and Idea Vol 2 of 3 by Arthur Schopenhauer.txtdata/The World as Will and Idea Vol 3 of 3 by Arthur Schopenhauer.txtdata/The decline of the West Volume 1 Form and actuality by Oswald Spengler.txtdata/The guide for the perplexed by Moses Maimonides.txtdata/The history of magic including a clear and precise exposition of its procedure its rites and its mysteries by Éliphas Lévi.txtdata/The life of Friedrich Nietzsche by Daniel Halévy.txtdata/The origin and development of the moral ideas by Edward Westermarck.txtdata/The principles of science a treatise on logic and scientific method by William Stanley Jevons.txtdata/The quest of the historical Jesus a critical study of its progress from Reimarus to Wrede by Albert Schweitzer.txtdata/The republic of Cicero by Marcus Tullius Cicero.txtdata/The social contract discourses by Jean-Jacques Rousseau.txtdata/The symbolism of Freemasonry Illustrating and explaining its science and philosophy its legends myths and symbols by Albert Gallatin Mackey.txtdata/The writings of Clement of Alexandria Vol 1 of 2 by Saint of Alexandria Clement.txtdata/Theaetetus by Plato.txtdata/Theodicy by Freiherr von Gottfried Wilhelm Leibniz.txtdata/Thought-Forms by Annie Besant and C W Leadbeater.txtdata/Thoughts of Marcus Aurelius Antoninus by Emperor of Rome Marcus Aurelius.txtdata/Thus Spake Zarathustra A Book for All and None by Friedrich Wilhelm Nietzsche.txtdata/Timaeus by Plato.txtdata/Time and Free Will An Essay on the Immediate Data of Consciousness by Henri Bergson.txtdata/Tragic Sense Of Life by Miguel de Unamuno.txtdata/Treatises on Friendship and Old Age by Marcus Tullius Cicero.txt
💤 Files with no reviewable changes (2)
- .agent/rules/service.md
- .github/workflows/keep-alive.yml
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| **지시:** "BMAD 스킬로 'AI 기반 계약 생애주기 관리(CLM) 플랫폼을 위한 공통 시스템(Shared System) 백엔드 코어 모듈' 스토리 파일 만들어줘." | ||
| **AI 행동:** `documents/stories/001.clm-shared-system-core-module.md` 생성 후 승인 요청. |
There was a problem hiding this comment.
예시가 프로젝트 도메인과 불일치합니다.
CLM(Contract Lifecycle Management) 플랫폼 예시는 철학적 RAG 시스템인 Philo-RAG 프로젝트와 관련이 없습니다. 이 예시를 Philo-RAG의 실제 유스케이스로 교체하는 것을 권장합니다. 예를 들어: "LangGraph 기반 멀티턴 대화 시스템" 또는 "RAGAS 기반 답변 품질 평가 시스템" 등.
📝 예시 수정 제안
-**지시:** "BMAD 스킬로 'AI 기반 계약 생애주기 관리(CLM) 플랫폼을 위한 공통 시스템(Shared System) 백엔드 코어 모듈' 스토리 파일 만들어줘."
-**AI 행동:** `documents/stories/001.clm-shared-system-core-module.md` 생성 후 승인 요청.
+**지시:** "BMAD 스킬로 'LangGraph 기반 멀티턴 대화 상태 관리 시스템' 스토리 파일 만들어줘."
+**AI 행동:** `documents/stories/001.advanced_rag_system.md` 생성 후 승인 요청.📝 Committable suggestion
‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
Suggested change
| **지시:** "BMAD 스킬로 'AI 기반 계약 생애주기 관리(CLM) 플랫폼을 위한 공통 시스템(Shared System) 백엔드 코어 모듈' 스토리 파일 만들어줘." | |
| **AI 행동:** `documents/stories/001.clm-shared-system-core-module.md` 생성 후 승인 요청. | |
| **지시:** "BMAD 스킬로 'LangGraph 기반 멀티턴 대화 상태 관리 시스템' 스토리 파일 만들어줘." | |
| **AI 행동:** `documents/stories/001.advanced_rag_system.md` 생성 후 승인 요청. |
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.
In @.agent/documents/bmad.md around lines 48 - 49, The BMAD skill example in
.agent/documents/bmad.md and the generated story file
documents/stories/001.clm-shared-system-core-module.md uses a CLM (Contract
Lifecycle Management) example that is unrelated to the Philo-RAG project; update
the example and the story content to use a Philo-RAG relevant use case (e.g.,
"LangGraph-based multi-turn dialogue system" or "RAGAS-based answer quality
evaluation system") so the domain aligns with the project—search for BMAD, the
story filename 001.clm-shared-system-core-module.md, and any references to "CLM"
or "Contract Lifecycle Management" and replace them with the chosen Philo-RAG
use case, adjusting descriptions and intent examples accordingly.
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| - 시스템 프롬프트에 `Strict Instruction` 추가 (이미 구현됨: `llm.py: get_rag_prompt`). | ||
| - 입력 데이터 검증(Sanitization) 로직 추가. | ||
| - `Post-Prompting` 기법을 사용하여 사용자 입력 후에 핵심 지침 재강조. |
There was a problem hiding this comment.
보안 구현 상태가 실제 코드와 불일치합니다.
Line 47에서 "Strict Instruction 추가 (이미 구현됨: llm.py: get_rag_prompt)"라고 명시하고 있으나, 실제 코드(backend/app/services/llm.py:81-106)를 확인한 결과 다음과 같은 차이가 있습니다:
현재 구현된 것:
- 시스템 프롬프트에 CRITICAL INSTRUCTION 텍스트만 추가 (LLM에게 인젝션 시도 거부 요청)
구현되지 않은 것:
- 사용자 입력 주변에 Delimiter 구분자 없음 (보안 가이드라인 Line 12-14 참조)
- Post-Prompting 기법 미적용 (사용자 입력 후 지침 재강조 없음)
- 입력 데이터 검증(Sanitization) 로직 없음
현재는 LLM 기반 방어만 존재하며, 구조적 보안 조치(delimiter, post-prompting)가 누락되어 있습니다. 스토리 문서에서 구현 상태를 정확히 표기하거나, 실제로 보안 조치를 구현해야 합니다.
📋 권장 수정안
스토리 문서의 보안 섹션을 다음과 같이 수정하여 현재 상태를 정확히 반영하세요:
### 프롬프트 인젝션 방지 (Anti-Injection)
-- 시스템 프롬프트에 `Strict Instruction` 추가 (이미 구현됨: `llm.py: get_rag_prompt`).
-- 입력 데이터 검증(Sanitization) 로직 추가.
-- `Post-Prompting` 기법을 사용하여 사용자 입력 후에 핵심 지침 재강조.
+- **부분 구현:** 시스템 프롬프트에 기본적인 인젝션 거부 지침 추가됨 (`llm.py: get_rag_prompt`).
+- **구현 필요:**
+ - 사용자 입력 주변 Delimiter 구분자 추가 (예: `### User Input ###`)
+ - 입력 데이터 검증(Sanitization) 로직 구현
+ - Post-Prompting 기법 적용 (사용자 입력 후 지침 재강조)🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.
In @.agent/documents/stories/001.advanced_rag_system.md around lines 47 - 49,
The story claims a full "Strict Instruction" implementation but the code in
backend/app/services/llm.py (get_rag_prompt) only injects a CRITICAL INSTRUCTION
into the system prompt and lacks delimiters, post-prompting, and sanitization;
either update the story to accurately state the current protections or implement
the missing controls: in get_rag_prompt wrap the user input with a unique
delimiter (e.g., <<<USER_INPUT>>> ... <<<END_USER_INPUT>>>), append a
post-prompting reinforcement block after the user input reiterating the strict
instructions, and add a sanitization routine (e.g., sanitize_input) that is
invoked before building the prompt to strip/escape malicious
patterns—alternatively, if you choose to only update the docs, edit
001.advanced_rag_system.md to list exactly which controls are present (CRITICAL
INSTRUCTION only) and which are missing (delimiter, post-prompting,
sanitization) so the story matches the code.
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| - name: Google Auth | ||
| uses: google-github-actions/auth@v2 | ||
| with: | ||
| credentials_json: ${{ secrets.GCP_SA_KEY }} | ||
|
|
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🌐 Web query:
google-github-actions/auth v2 OIDC Workload Identity Federation GitHub Actions
💡 Result:
The google-github-actions/auth is a GitHub Action for authenticating to Google Cloud, with primary support for Workload Identity Federation (WIF) using OIDC tokens from GitHub Actions. This enables keyless authentication, avoiding long-lived service account keys. v2 and v3 both fully support OIDC WIF. The repo's latest release is v3.0.0 (2025-08-28). v3 requires Node 24 runners (ubuntu-latest is fine) and removes some deprecated parameters, but WIF configuration remains identical. ## Setup WIF (GCP side) 1. Create Workload Identity Pool: gcloud iam workload-identity-pools create my-pool --project=my-project --location=global 2. Create OIDC Provider: gcloud iam workload-identity-pools providers create-oidc my-provider \ --project=my-project --location=global --workload-identity-pool=my-pool \ --display-name=GitHub --attribute-mapping="google.subject=assertion.sub,attribute.actor=assertion.actor,attribute.repository=assertion.repository" \ --issuer-uri=https://token.actions.githubusercontent.com \ --attribute-condition=assertion.repository_owner=="my-org" && assertion.repository=="my-org/my-repo" Full provider ID: projects/my-project/locations/global/workloadIdentityPools/my-pool/providers/my-provider 3. (Preferred for most resources) Create Service Account and allow impersonation: gcloud iam service-accounts create my-sa --project=my-project gcloud iam service-accounts add-iam-policy-binding my-sa@my-project.iam.gserviceaccount.com \ --project=my-project --role=roles/iam.workloadIdentityUser \ --member=principalSet://iam.googleapis.com/projects/my-project/locations/global/workloadIdentityPools/my-pool/providers/my-provider Grant the SA IAM roles for your resources. Direct WIF (no SA) is possible but limited (10min tokens, not all services support principalSet). ## GitHub Actions Workflow yaml name: Example on: [push] permissions: contents: read id-token: write # Required for OIDC token jobs: auth: runs-on: ubuntu-latest steps: - uses: actions/checkout@v4 - id: auth uses: google-github-actions/auth@v3 # or @v2 with: workload_identity_provider: projects/my-project/locations/global/workloadIdentityPools/my-pool/providers/my-provider service_account: my-sa@my-project.iam.gserviceaccount.com project_id: my-project - run: gcloud run deploy ... # gcloud, gsutil, etc. now authenticated ## Key Benefits - Short-lived tokens (1hr max) - Scoped by repo/branch/workflow via attribute conditions - No secrets stored in GitHub ## Troubleshooting - Propagation delay: up to 5min - GitHub OIDC token expires in 5min; use early in job - Check https://github.com/google-github-actions/auth/blob/main/docs/TROUBLESHOOTING.md
Citations:
- 1: https://github.com/google-github-actions/auth
- 2: https://docs.github.com/en/actions/security-for-github-actions/security-hardening-your-deployments/configuring-openid-connect-in-google-cloud-platform
- 3: https://github.com/google-github-actions/auth/releases
- 4: Issue with node being out of range after updating to v3 google-github-actions/auth#514
- 5: https://newreleases.io/project/github/google-github-actions/auth/release/v3.0.0
- 6: https://docs.cloud.google.com/iam/docs/workload-identity-federation-with-deployment-pipelines
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장기 서비스 계정 키 기반 인증을 GitHub OIDC + Workload Identity Federation으로 전환하세요.
현재 line 24에서 credentials_json: ${{ secrets.GCP_SA_KEY }}로 JSON 키를 사용하는 방식은 장기 보관되는 자격증명으로 유출 위험이 높습니다. google-github-actions/auth@v2는 OIDC 및 Workload Identity Federation을 지원하므로, 다음과 같이 변경하여 단기 토큰(최대 1시간) 기반의 보안을 강화하세요:
- name: Google Auth
uses: google-github-actions/auth@v2
with:
workload_identity_provider: projects/{PROJECT_ID}/locations/global/workloadIdentityPools/{POOL}/providers/{PROVIDER}
service_account: {SERVICE_ACCOUNT}@{PROJECT_ID}.iam.gserviceaccount.com추가로 lines 44-47에서 민감한 런타임 값들을 환경변수로 직접 주입하는 것도 Cloud Run 메타데이터에 노출될 수 있으니, 가능하면 Google Secret Manager 또는 보안이 강화된 방식으로 주입하세요.
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.
In @.github/workflows/deploy.yml around lines 21 - 25, Replace long-lived JSON
key usage in the GitHub Action auth step (currently using credentials_json) with
OIDC Workload Identity Federation by configuring google-github-actions/auth@v2
to use workload_identity_provider and service_account parameters (set your
projects/{PROJECT_ID}/locations/global/workloadIdentityPools/{POOL}/providers/{PROVIDER}
and the service account email) so GitHub exchanges short-lived OIDC tokens for
GCP credentials; additionally, stop injecting sensitive runtime values directly
into Cloud Run environment variables and instead fetch them from Google Secret
Manager (or another secure secret injection mechanism) at deploy/runtime to
avoid exposure in Cloud Run metadata.
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| env_vars: |- | ||
| OPENAI_API_KEY=${{ secrets.OPENAI_API_KEY }} | ||
| SUPABASE_URL=${{ secrets.SUPABASE_URL }} | ||
| SUPABASE_SERVICE_ROLE_KEY=${{ secrets.SUPABASE_SERVICE_ROLE_KEY }} |
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if [ -f ".github/workflows/deploy.yml" ]; then
echo "=== File found. Examining lines 40-55 ==="
sed -n '40,55p' .github/workflows/deploy.yml
echo ""
echo "=== Full file context ==="
cat -n .github/workflows/deploy.yml | head -70
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🌐 Web query:
google-github-actions deploy-cloudrun env_vars secrets best practices
💡 Result:
Best practices for deploying to Google Cloud Run using Google GitHub Actions with environment variables and secrets: ## Authentication (Highest Priority) Use Workload Identity Federation (WIF) instead of service account keys for secure, keyless authentication. Avoid storing long-lived credentials in GitHub secrets. 1. Create a service account with minimal roles: roles/run.admin, roles/artifactregistry.writer, roles/iam.serviceAccountUser, roles/iam.workloadIdentityUser. 2. Set up a workload identity pool and OIDC provider for GitHub. 3. Allow the service account to impersonate via WIF. 4. In workflow: permissions: contents: 'read' id-token: 'write' - uses: 'google-github-actions/auth@v2' with: workload_identity_provider: 'projects/PROJECT_NUMBER/locations/global/workloadIdentityPools/POOL/providers/PROVIDER' service_account: 'sa@project.iam.gserviceaccount.com' ## Deployment Action Use the official google-github-actions/deploy-cloudrun@v2 action. Example workflow: - id: deploy uses: 'google-github-actions/deploy-cloudrun@v2' with: service: my-service region: us-central1 image: us-docker.pkg.dev/PROJECT/REPO/image:tag ## Environment Variables (Non-sensitive) Use env_vars input for configuration like NODE_ENV=production. Supports multiline YAML. - env_vars_update_strategy: merge (default) or overwrite. env_vars: |- NODE_ENV=production BASE_URL=https://example.com Max 1000 vars, 32KB total length. ## Secrets (Sensitive Data) Never store secrets as plain env vars in GitHub secrets or deployment. Use Google Secret Manager references. 1. Create secrets in Secret Manager. 2. Grant Cloud Run service account roles/secretmanager.secretAccessor. 3. Reference in deployment: ENV=secret-name:latest (pin versions for env vars). In action: secrets: |- DB_PASSWORD=db-secret:latest API_KEY=api-secret:1 /secrets/tls/key=tls-secret:latest # volume mount - Keys without / become env vars. - Paths with / mount as volumes. - secrets_update_strategy: merge (default). Secret Manager fetches values at startup (env) or read-time (volumes). Use volumes for rotation without restarts. ## Additional Best Practices - Use GitHub Environments for prod deployments with approvals. - Template service YAML for complex configs, substitute vars. - Pin action versions (e.g., @v2). - Limit secrets to necessary access; use dedicated service accounts. - For multiline secrets, quote properly in YAML. - Monitor with GitHub secret scanning; rotate regularly. - Don't print secrets in logs; GitHub masks them automatically. This approach ensures secrets never appear in GitHub secrets, logs, or manifests.
Citations:
- 1: https://github.com/google-github-actions/deploy-cloudrun
- 2: https://docs.cloud.google.com/run/docs/configuring/services/secrets
- 3: https://cloud.google.com/blog/products/devops-sre/deploy-to-cloud-run-with-github-actions
- 4: https://codingtrainingacademy.com/google-cloud-run-ci-cd-setup-guide-github-actions-with-workload-identity-federation/
- 5: https://oneuptime.com/blog/post/2026-02-17-how-to-set-up-continuous-deployment-to-cloud-run-using-github-actions-and-workload-identity-federation/view
🌐 Web query:
Cloud Run Secret Manager environment variables exposure risk
💡 Result:
Using Secret Manager secrets as environment variables in Cloud Run carries exposure risks primarily within the running container and potential logging issues, though the secret values themselves are not stored in plaintext in service configurations. Key risks: - Inside the container: Secrets are injected as plaintext environment variables at startup. Any process in the container, vulnerability, or debugging tool (e.g., 'env' command) can access them. They persist in process memory. - Logging and dumps: Application code might accidentally log env vars. Crash dumps or memory dumps could capture them. - Visibility: Users with Cloud Run Viewer/Developer IAM roles can see env var names and Secret Manager references via 'gcloud run services describe' or console, but not the secret values. Plaintext env vars (not from Secret Manager) are visible in full. - Detection: Google Sensitive Data Protection scans and flags plaintext secrets in env vars as vulnerabilities. Mitigations and best practices (from official docs): - Prefer mounting secrets as volumes over env vars to limit exposure (readable only from file, not inherited by child processes as easily). - Use Secret Manager references (--set-secrets=ENV=secret:latest) instead of plaintext --set-env-vars; values fetched dynamically at instance start. - Pin secret versions (avoid 'latest' for env vars to prevent failed startups on version issues). - Grant minimal IAM: Cloud Run service account needs roles/secretmanager.secretAccessor only on specific secrets. - Avoid printing env vars in code; use Secret Manager client libraries for runtime fetch if higher security needed. - Enable VPC Service Controls, audit logs. Secret Manager integration improves security over plaintext env vars by keeping values out of deployments/logs/configs, but env var injection still exposes them in-memory during runtime.
Citations:
- 1: https://docs.cloud.google.com/run/docs/configuring/services/secrets
- 2: https://cloud.google.com/run/docs/configuring/services/overview-environment-variables
- 3: https://cloud.google.com/sensitive-data-protection/docs/secrets-discovery
- 4: https://oneuptime.com/blog/post/2026-02-17-how-to-access-secret-manager-secrets-from-cloud-run-as-environment-variables-in-gcp/view
- 5: https://docs.cloud.google.com/secret-manager/docs/best-practices
🏁 Script executed:
# Check if there are any comments or documentation in the workflow that explains the approach
grep -n "secret\|env_var\|Secret" .github/workflows/deploy.ymlRepository: SanghunYun95/philo-rag
Length of output: 562
Secret Manager 참조 방식으로 변경 필요합니다.
Lines 45-47의 API 키와 서비스 롤 키가 env_vars를 통해 Cloud Run에 평문 환경변수로 주입되고 있습니다. 이는 컨테이너 내 모든 프로세스에서 환경변수 접근 가능, 메모리 노출, 로그 기록 위험 등을 야기합니다. google-github-actions/deploy-cloudrun@v2 액션의 secrets 파라미터를 사용하여 Secret Manager를 참조하도록 변경하세요.
변경 예시
secrets: |-
OPENAI_API_KEY=openai-api-key:latest
SUPABASE_URL=supabase-url:latest
SUPABASE_SERVICE_ROLE_KEY=supabase-service-role-key:latest(Secret Manager에 해당 시크릿들을 미리 생성하고, Cloud Run 서비스 계정에 secretmanager.secretAccessor 권한 필요)
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.
In @.github/workflows/deploy.yml around lines 44 - 47, The workflow currently
injects OPENAI_API_KEY, SUPABASE_URL and SUPABASE_SERVICE_ROLE_KEY via env_vars
which exposes them as plaintext environment variables; change the
google-github-actions/deploy-cloudrun@v2 step to remove these keys from env_vars
and instead add them under the action's secrets parameter (mapping each env name
to the Secret Manager resource, e.g. OPENAI_API_KEY=<secret-name>:latest) so
Cloud Run fetches them from Secret Manager; ensure the referenced secret names
exist and the Cloud Run service account has secretmanager.secretAccessor
permission.
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| if self._embeddings is None: | ||
| with self._lock: | ||
| if self._embeddings is None: | ||
| logger.info("Using HuggingFace Inference API for embedding model: %s", MODEL_NAME) | ||
| if not settings.HUGGINGFACEHUB_API_TOKEN: | ||
| logger.warning("HUGGINGFACEHUB_API_TOKEN is not set. The Inference API might fail if heavily rate-limited.") | ||
| self._embeddings = HuggingFaceEndpointEmbeddings( | ||
| model=MODEL_NAME, | ||
| task="feature-extraction", | ||
| huggingfacehub_api_token=settings.HUGGINGFACEHUB_API_TOKEN | ||
| logger.info("Loading local embedding model: %s", MODEL_NAME) | ||
| # Use local model for embedding generation | ||
| self._embeddings = HuggingFaceEmbeddings( | ||
| model_name=MODEL_NAME, | ||
| model_kwargs={'device': 'cpu'}, # Force CPU to avoid CUDA dependency issues | ||
| encode_kwargs={'normalize_embeddings': True} | ||
| ) | ||
| logger.info("HuggingFace Inference API configured successfully.") | ||
| logger.info("Local embedding model loaded successfully.") |
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🧩 Analysis chain
🏁 Script executed:
#!/bin/bash
# 모델이 startup 또는 빌드 단계에서 선로딩/캐시되는지 확인합니다.
rg -n -C3 'embedding_service\.embeddings|generate_embedding\(|agenerate_embedding\(|on_event\("startup"\)|lifespan|snapshot_download|HF_HOME|TRANSFORMERS_CACHE|sentence-transformers/all-MiniLM-L6-v2' .Repository: SanghunYun95/philo-rag
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fd -t f 'requirements\.|pyproject\.toml|setup\.py' . | head -20Repository: SanghunYun95/philo-rag
Length of output: 48
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find . -type f \( -name "requirements*.txt" -o -name "pyproject.toml" -o -name "setup.py" \) 2>/dev/nullRepository: SanghunYun95/philo-rag
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cat -n backend/requirements.txt | grep -i -E 'langchain|transformers|sentence-transformers|hugging'Repository: SanghunYun95/philo-rag
Length of output: 284
첫 요청의 모델 로딩 비용은 여전히 위험합니다: 시작 시 백그라운드 로드가 경쟁 조건을 가집니다.
Startup 시 모델 pre-loading을 시도하지만(backend/app/main.py 라인 30), 로드가 완료될 때까지 기다리지 않고 즉시 yield(라인 44)하므로 경쟁 조건이 발생합니다. 시작 후 몇 초 내의 요청은 아직 진행 중인 백그라운드 스레드 로드보다 먼저 도착할 수 있으며, 첫 embedding 호출이 여전히 모델 다운로드/초기화 시간을 부담하게 됩니다.
또한 sentence-transformers/all-MiniLM-L6-v2는 revision parameter 없이 로드되므로 모델 아티팩트가 Hugging Face에서 변경되면 cold start마다 다른 버전을 받을 수 있습니다(재현성 저하). 모델 다운로드를 보장하거나 revision을 고정하는 것이 좋습니다.
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.
In `@backend/app/services/embedding.py` around lines 19 - 29, The startup pre-load
is racing with incoming requests because the background thread that initializes
self._embeddings is not awaited; change the initialization flow so the embedding
model is fully loaded before the app yields (e.g., add and call a synchronous
init method like load_embeddings() or await an async initialize_embeddings()
from backend/app/main.py instead of fire-and-forget), ensure the double-checked
locking remains around self._embeddings in the embedding class, and when
constructing HuggingFaceEmbeddings (the HuggingFaceEmbeddings(...) call that
uses model_name=MODEL_NAME and model_kwargs={'device': 'cpu'}), add a fixed
revision parameter (e.g., model_kwargs or the constructor revision argument) to
pin the model revision for reproducible downloads.
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| The Project Gutenberg eBook of The Declaration of Independence of the United States of America | ||
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| This eBook is for the use of anyone anywhere in the United States and | ||
| most other parts of the world at no cost and with almost no restrictions | ||
| whatsoever. You may copy it, give it away or re-use it under the terms | ||
| of the Project Gutenberg License included with this eBook or online | ||
| at www.gutenberg.org. If you are not located in the United States, | ||
| you will have to check the laws of the country where you are located | ||
| before using this eBook. | ||
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| Title: The Declaration of Independence of the United States of America | ||
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| Author: Thomas Jefferson | ||
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| Release date: December 1, 1971 [eBook #1] | ||
| Most recently updated: September 2, 2025 | ||
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| Language: English | ||
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| Other information and formats: www.gutenberg.org/ebooks/1 | ||
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| Credits: This etext was produced by Michael S. Hart. | ||
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| *** START OF THE PROJECT GUTENBERG EBOOK THE DECLARATION OF INDEPENDENCE OF THE UNITED STATES OF AMERICA *** | ||
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| The United States Declaration of Independence was the first E-text | ||
| released by Project Gutenberg, early in 1971. The title was stored | ||
| in an emailed instruction set which required a tape or diskpack be | ||
| hand mounted for retrieval. The disk pack was the size of a large | ||
| cake in a cake carrier, cost $1500, and contained 5 megabytes, of | ||
| which this file took 1-2%. Two tape backups were kept plus one on | ||
| paper tape. The 10,000 files we hope to have online by the end of | ||
| 2001 should take about 1-2% of a comparably priced drive in 2001. | ||
|
|
||
| This file was never copyrighted, Sharewared, etc., and is thus for | ||
| all to use and copy in any manner they choose. Please feel free to | ||
| make your own edition using this as a base. | ||
|
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| In my research for creating this transcription of our first Etext, | ||
| I have come across enough discrepancies [even within that official | ||
| documentation provided by the United States] to conclude that even | ||
| “facsimiles” of the Declaration of Independence are nary identical | ||
| to the original, nor of other “facsimiles.” There is a plethora of | ||
| variations in capitalizations, punctuation, and where names appear | ||
| on the documents [which names I have left out]. | ||
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| The resulting document has several misspellings removed from those | ||
| parchment “facsimiles” I used back in 1971, and which I should not | ||
| be able to easily find at this time, including “Brittain.” | ||
|
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| [JT, Apr 2005: “Brittish” is spelled as in the original.] | ||
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| [RO, Aug 2025: Dr. Hart’s original fully-justified columns of text | ||
| in the plain text version have been restored for the introduction. | ||
| Minor text alterations were made to do so.] | ||
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| *** | ||
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| Transcribers’ Notes | ||
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| NOTE: This file contains the original contents of the | ||
| very first eBook in the Project Gutenberg collection, | ||
| the Declaration of Independence. This file previously | ||
| contained a compilation of etexts from #2 to #9. Also | ||
| it contained a duplicate of the Declaration - as part | ||
| of preserving the history of the contents which isn’t | ||
| necessary any longer. The historical variations of #1 | ||
| are included in the “old” subdirectory accessed under | ||
| the “More Files” listing in the landing page for this | ||
| file. No edits or changes have been made to them. | ||
|
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| All of the original Project Gutenberg Etexts from the | ||
| 1970’s were produced in ALL CAPS, no lower case. The | ||
| computers we used then didn’t have lower case at all. | ||
|
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| *** | ||
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| THE DECLARATION OF INDEPENDENCE OF THE UNITED STATES OF AMERICA | ||
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There was a problem hiding this comment.
RAG 시스템을 위한 데이터 전처리 파이프라인 필요
현재 파일에는 Project Gutenberg 헤더, 출판 정보, 편집자 주석 등 상당량의 메타데이터(전체의 ~15%)가 포함되어 있습니다. RAG 시스템에서는 이러한 메타데이터를 본문과 분리하여 처리하는 것이 중요합니다.
영향:
- 메타데이터가 벡터 임베딩에 포함되면 의미론적 검색 품질이 저하됩니다
- 실제 콘텐츠와 관련 없는 텍스트로 인해 검색 정확도가 떨어집니다
- 임베딩 차원이 비콘텐츠 텍스트에 낭비됩니다
권장사항:
- 메타데이터를 별도의 구조화된 파일(JSON/YAML)로 추출
- 라인 89-255의 실제 선언문 텍스트만 임베딩 처리
- 메타데이터는 문서 속성으로 데이터베이스에 저장
📋 메타데이터 추출 예시
별도의 메타데이터 파일 생성 (data/metadata/declaration_of_independence.json):
{
"source": "Project Gutenberg",
"ebook_id": 1,
"title": "The Declaration of Independence of the United States of America",
"author": "Thomas Jefferson",
"language": "English",
"release_date": "1971-12-01",
"last_updated": "2025-09-02",
"content_start_line": 89,
"content_end_line": 255,
"license": "Public Domain",
"url": "www.gutenberg.org/ebooks/1"
}그리고 순수 콘텐츠 파일 생성:
#!/bin/bash
# 실제 선언문 텍스트만 추출 (lines 89-255)
sed -n '89,255p' "data/The Declaration of Independence of the United States of America by Thomas Jefferson.txt" > "data/processed/declaration_of_independence_content.txt"🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.
In `@data/The` Declaration of Independence of the United States of America by
Thomas Jefferson.txt around lines 1 - 88, The file contains a large Project
Gutenberg header/meta section mixed with the Declaration text which will pollute
embeddings; extract the Project Gutenberg header/editor notes (the "Project
Gutenberg" header and "Transcribers’ Notes"/editorial blocks) into a structured
metadata record (JSON/YAML) capturing title, author, ebook id, release and
update dates, license, source and the content span, write the pure Declaration
body to a separate content file (to be used for tokenization/embedding and
retrieval), and ensure ingestion code uses the content-only file for
vectorization while storing the metadata record as document properties in the DB
so it is available for UI/display and filtering.
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| IN CONGRESS, July 4, 1776 | ||
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| The unanimous Declaration of the thirteen united States of America | ||
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| When in the Course of human events, it becomes necessary for one people | ||
| to dissolve the political bands which have connected them with another, | ||
| and to assume, among the Powers of the earth, the separate and equal | ||
| station to which the Laws of Nature and of Nature’s God entitle them, | ||
| a decent respect to the opinions of mankind requires that they should | ||
| declare the causes which impel them to the separation. | ||
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| We hold these truths to be self-evident, that all men are created | ||
| equal, that they are endowed by their Creator with certain unalienable | ||
| Rights, that among these are Life, Liberty, and the pursuit of | ||
| Happiness. That to secure these rights, Governments are instituted | ||
| among Men, deriving their just powers from the consent of the governed, | ||
| That whenever any Form of Government becomes destructive of these | ||
| ends, it is the Right of the People to alter or to abolish it, and to | ||
| institute new Government, laying its foundation on such principles | ||
| and organizing its powers in such form, as to them shall seem most | ||
| likely to effect their Safety and Happiness. Prudence, indeed, will | ||
| dictate that Governments long established should not be changed for | ||
| light and transient causes; and accordingly all experience hath shown, | ||
| that mankind are more disposed to suffer, while evils are sufferable, | ||
| than to right themselves by abolishing the forms to which they are | ||
| accustomed. But when a long train of abuses and usurpations, pursuing | ||
| invariably the same Object evinces a design to reduce them under | ||
| absolute Despotism, it is their right, it is their duty, to throw off | ||
| such Government, and to provide new Guards for their future security. | ||
| --Such has been the patient sufferance of these Colonies; and such is | ||
| now the necessity which constrains them to alter their former Systems | ||
| of Government. The history of the present King of Great Britain is a | ||
| history of repeated injuries and usurpations, all having in direct | ||
| object the establishment of an absolute Tyranny over these States. To | ||
| prove this, let Facts be submitted to a candid world. | ||
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| He has refused his Assent to Laws, the most wholesome and necessary for | ||
| the public good. | ||
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| He has forbidden his Governors to pass Laws of immediate and pressing | ||
| importance, unless suspended in their operation till his Assent should | ||
| be obtained; and when so suspended, he has utterly neglected to attend | ||
| to them. | ||
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| He has refused to pass other Laws for the accommodation of large | ||
| districts of people, unless those people would relinquish the right | ||
| of Representation in the Legislature, a right inestimable to them and | ||
| formidable to tyrants only. | ||
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| He has called together legislative bodies at places unusual, | ||
| uncomfortable, and distant from the depository of their Public Records, | ||
| for the sole purpose of fatiguing them into compliance with his | ||
| measures. | ||
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| He has dissolved Representative Houses repeatedly, for opposing with | ||
| manly firmness his invasions on the rights of the people. | ||
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| He has refused for a long time, after such dissolutions, to cause | ||
| others to be elected; whereby the Legislative Powers, incapable of | ||
| Annihilation, have returned to the People at large for their exercise; | ||
| the State remaining in the mean time exposed to all the dangers of | ||
| invasion from without, and convulsions within. | ||
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| He has endeavoured to prevent the population of these States; for that | ||
| purpose obstructing the Laws of Naturalization of Foreigners; refusing | ||
| to pass others to encourage their migration hither, and raising the | ||
| conditions of new Appropriations of Lands. | ||
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| He has obstructed the Administration of Justice, by refusing his Assent | ||
| to Laws for establishing Judiciary Powers. | ||
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| He has made judges dependent on his Will alone, for the tenure of their | ||
| offices, and the amount and payment of their salaries. | ||
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| He has erected a multitude of New Offices, and sent hither swarms of | ||
| Officers to harass our People, and eat out their substance. | ||
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| He has kept among us, in times of peace, Standing Armies without the | ||
| Consent of our legislatures. | ||
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| He has affected to render the Military independent of and superior to | ||
| the Civil Power. | ||
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| He has combined with others to subject us to a jurisdiction foreign to | ||
| our constitution, and unacknowledged by our laws; giving his Assent to | ||
| their Acts of pretended legislation: | ||
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| For quartering large bodies of armed troops among us: | ||
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| For protecting them, by a mock Trial, from Punishment for any Murders | ||
| which they should commit on the Inhabitants of these States: | ||
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| For cutting off our Trade with all parts of the world: | ||
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| For imposing taxes on us without our Consent: | ||
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| For depriving us, in many cases, of the benefits of Trial by Jury: | ||
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| For transporting us beyond Seas to be tried for pretended offences: | ||
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| For abolishing the free System of English Laws in a neighbouring | ||
| Province, establishing therein an Arbitrary government, and enlarging | ||
| its Boundaries so as to render it at once an example and fit instrument | ||
| for introducing the same absolute rule into these Colonies: | ||
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| For taking away our Charters, abolishing our most valuable Laws, and | ||
| altering fundamentally the Forms of our Governments: | ||
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| For suspending our own Legislatures, and declaring themselves invested | ||
| with Power to legislate for us in all cases whatsoever. | ||
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| He has abdicated Government here, by declaring us out of his Protection | ||
| and waging War against us. | ||
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| He has plundered our seas, ravaged our Coasts, burnt our towns, and | ||
| destroyed the lives of our people. | ||
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| He is at this time transporting large armies of foreign mercenaries | ||
| to compleat the works of death, desolation and tyranny, already begun | ||
| with circumstances of Cruelty & perfidy scarcely paralleled in the most | ||
| barbarous ages, and totally unworthy of the Head of a civilized nation. | ||
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| He has constrained our fellow Citizens taken Captive on the high Seas | ||
| to bear Arms against their Country, to become the executioners of their | ||
| friends and Brethren, or to fall themselves by their Hands. | ||
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| He has excited domestic insurrections amongst us, and has endeavoured | ||
| to bring on the inhabitants of our frontiers, the merciless Indian | ||
| Savages, whose known rule of warfare, is an undistinguished destruction | ||
| of all ages, sexes and conditions. | ||
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| In every stage of these Oppressions We have Petitioned for Redress in | ||
| the most humble terms: Our repeated Petitions have been answered only | ||
| by repeated injury. A Prince, whose character is thus marked by every | ||
| act which may define a Tyrant, is unfit to be the ruler of a free | ||
| People. | ||
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| Nor have We been wanting in attention to our British brethren. We have | ||
| warned them from time to time of attempts by their legislature to | ||
| extend an unwarrantable jurisdiction over us. We have reminded them | ||
| of the circumstances of our emigration and settlement here. We have | ||
| appealed to their native justice and magnanimity, and we have conjured | ||
| them by the ties of our common kindred to disavow these usurpations, | ||
| which would inevitably interrupt our connections and correspondence. | ||
| They too have been deaf to the voice of justice and of consanguinity. | ||
| We must, therefore, acquiesce in the necessity, which denounces our | ||
| Separation, and hold them, as we hold the rest of mankind, Enemies in | ||
| War, in Peace Friends. | ||
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| We, therefore, the Representatives of the United States of America, | ||
| in General Congress, Assembled, appealing to the Supreme Judge of the | ||
| world for the rectitude of our intentions, do, in the Name, and by the | ||
| Authority of the good People of these Colonies, solemnly publish and | ||
| declare, That these United Colonies are, and of Right ought to be Free | ||
| and Independent States; that they are Absolved from all Allegiance to | ||
| the British Crown, and that all political connection between them and | ||
| the State of Great Britain, is and ought to be totally dissolved; and | ||
| that as Free and Independent States, they have full Power to levy War, | ||
| conclude Peace, contract Alliances, establish Commerce, and to do all | ||
| other Acts and Things which Independent States may of right do. And for | ||
| the support of this Declaration, with a firm reliance on the Protection | ||
| of Divine Providence, we mutually pledge to each other our Lives, our | ||
| Fortunes and our sacred Honor. | ||
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There was a problem hiding this comment.
🧩 Analysis chain
🏁 Script executed:
#!/bin/bash
# data 디렉토리의 모든 파일 나열
echo "=== Data directory structure ==="
tree data/ -L 2
echo -e "\n=== All text files in data directory ==="
fd -e txt -e md . data/
echo -e "\n=== Check for Korean content ==="
fd . data/ -x file {} \; | grep -i "UTF-8.*Korean\|UTF-8.*text"
echo -e "\n=== Check for metadata or config files ==="
fd -e json -e yaml -e yml . data/Repository: SanghunYun95/philo-rag
Length of output: 53155
PR 요약의 "한국어 메타데이터 업데이트 스크립트" 언급과 실제 데이터의 불일치 확인
데이터 디렉토리를 검토한 결과, 296개의 철학 관련 텍스트가 포함되어 있으며, 영어, 독일어, 중국어, 라틴어로 작성된 문헌들이 포함되어 있습니다. 미국 독립선언서는 정치철학 관련 문헌(홉스의 《리바이어던》, 로크의 《정부론 제2논》, 루소의 저작들 등)과 함께 포함되어 있어 컬렉션의 방향과 일치합니다.
다만, 다음 사항이 확인되었습니다:
- 언어 불일치: PR 요약에서 "한국어 메타데이터 업데이트 스크립트"를 언급했으나, 데이터 디렉토리에는 한국어 철학 문헌이 없습니다. 현재 컬렉션은 영어, 독일어, 중국어, 라틴어만 포함되어 있습니다.
질문:
- PR 요약의 "한국어 메타데이터 업데이트 스크립트"는 무엇을 의미합니까?
- 향후 한국어 철학 문헌을 추가할 계획이 있습니까?
- 현재 PR에서 한국어 관련 작업이 실제로 포함되어 있습니까?
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.
In `@data/The` Declaration of Independence of the United States of America by
Thomas Jefferson.txt around lines 89 - 255, The PR summary incorrectly mentions
a "한국어 메타데이터 업데이트 스크립트" while the data directory (e.g., file "The Declaration of
Independence of the United States of America by Thomas Jefferson.txt") contains
only English/German/Chinese/Latin texts; update the PR by either (A) removing
the Korean-script claim and clearly stating the actual languages present, or (B)
if Korean support is intended, add the Korean philosophy texts and the
referenced metadata update script (or include the script in the PR) and document
the plan for future Korean additions; ensure the PR description, any mention of
"한국어 메타데이터 업데이트 스크립트", and the repository metadata are consistent.
Comment on lines
+256
to
+606
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RAG 청킹 전략 수립 및 라이선스 텍스트 분리 필수
파일의 약 58%(351줄)가 Project Gutenberg 라이선스 및 약관으로 구성되어 있습니다. 이는 법적 준수를 위해 필요하지만, RAG 시스템의 임베딩 및 검색 대상에서는 반드시 제외되어야 합니다.
문제점:
- 라이선스 텍스트가 임베딩되면 검색 품질이 심각하게 저하됩니다
- 사용자 쿼리가 라이선스 조항과 매칭될 수 있어 관련 없는 결과가 반환됩니다
- 전체 파일의 대부분이 비콘텐츠 텍스트로 구성되어 있습니다
필수 조치:
- 문서 청킹 파이프라인 구현
- 콘텐츠(라인 89-255)와 라이선스(라인 256-606) 분리
- 라이선스 정보는 문서 메타데이터로만 보관
- 실제 선언문 텍스트만 의미론적 청크로 분할하여 임베딩
🔧 데이터 전처리 파이프라인 제안
# data_preprocessing.py
import re
from pathlib import Path
def extract_gutenberg_content(filepath: Path) -> dict:
"""Project Gutenberg 파일에서 메타데이터와 콘텐츠 추출"""
with open(filepath, 'r', encoding='utf-8-sig') as f:
text = f.read()
# START/END 마커로 실제 콘텐츠 추출
start_pattern = r'\*\*\* START OF.*?EBOOK.*?\*\*\*'
end_pattern = r'\*\*\* END OF.*?EBOOK.*?\*\*\*'
start_match = re.search(start_pattern, text)
end_match = re.search(end_pattern, text)
if start_match and end_match:
content = text[start_match.end():end_match.start()].strip()
else:
content = text
# 메타데이터 추출
title_match = re.search(r'Title: (.+)', text)
author_match = re.search(r'Author: (.+)', text)
return {
'content': content,
'metadata': {
'title': title_match.group(1) if title_match else '',
'author': author_match.group(1) if author_match else '',
'source': 'Project Gutenberg'
}
}
def chunk_for_rag(content: str, chunk_size: int = 500, overlap: int = 50) -> list[str]:
"""RAG를 위한 의미론적 청킹"""
# 문단 단위로 먼저 분할
paragraphs = [p.strip() for p in content.split('\n\n') if p.strip()]
chunks = []
current_chunk = []
current_size = 0
for para in paragraphs:
para_size = len(para)
if current_size + para_size > chunk_size and current_chunk:
chunks.append('\n\n'.join(current_chunk))
# 오버랩을 위해 마지막 문단 유지
current_chunk = current_chunk[-1:] if overlap > 0 else []
current_size = len(current_chunk[0]) if current_chunk else 0
current_chunk.append(para)
current_size += para_size
if current_chunk:
chunks.append('\n\n'.join(current_chunk))
return chunks
# 사용 예시
if __name__ == '__main__':
filepath = Path('data/The Declaration of Independence of the United States of America by Thomas Jefferson.txt')
result = extract_gutenberg_content(filepath)
# 콘텐츠만 청킹
chunks = chunk_for_rag(result['content'])
print(f"총 청크 수: {len(chunks)}")
print(f"메타데이터: {result['metadata']}")데이터 전처리 파이프라인 구현을 도와드릴까요? 또는 이 작업을 추적하기 위한 새로운 이슈를 생성하시겠습니까?
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.
In `@data/The` Declaration of Independence of the United States of America by
Thomas Jefferson.txt around lines 256 - 606, The file contains Project Gutenberg
license text that must be excluded from embedding; update the preprocessing
pipeline so extract_gutenberg_content locates the START/END markers (use
start_pattern/end_pattern) and splits the parsed text into two parts: main_text
(the Declaration content) and license_text (the Project Gutenberg terms),
storing title/author in metadata and placing the license into
metadata['license_text'] only; then ensure chunk_for_rag is called with
result['main_text'] (not result['content'] or the license), and that
chunk_for_rag (function name) performs paragraph-based semantic chunking with
chunk_size/overlap parameters so only the actual declaration is embedded for
RAG.
| @@ -1,13 +1,17 @@ | |||
| # Philo-RAG (철학자와의 대화) | |||
| # Philo-RAG (철학자와의 대화) | |||
There was a problem hiding this comment.
Line 1의 BOM 문자 제거가 필요합니다.
헤더 앞 UTF-8 BOM()이 포함되어 있어 일부 렌더러/도구에서 제목 인식이나 문자열 비교가 어긋날 수 있습니다. BOM 없는 일반 텍스트로 저장해 주세요.
제안 수정안
-# Philo-RAG (철학자와의 대화)
+# Philo-RAG (철학자와의 대화)📝 Committable suggestion
‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
Suggested change
| # Philo-RAG (철학자와의 대화) | |
| # Philo-RAG (철학자와의 대화) |
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.
In `@README.md` at line 1, Remove the UTF-8 BOM at the start of the README header
line so the file begins with the plain header text "Philo-RAG (철학자와의 대화)"
instead of "# Philo-RAG (철학자와의 대화)"; open README.md, delete the invisible BOM
character immediately before the leading '#' (or re-save the file without
BOM/with UTF-8 no BOM), and verify the first line now starts exactly with "#
Philo-RAG (철학자와의 대화)".
Comment on lines
+223
to
+225
|
|
||
| Open `http://localhost:3000` to start using the system. | ||
|
|
There was a problem hiding this comment.
영문 실행 안내 문장이 중복되었습니다.
Open \http://localhost:3000\` to start using the system.` 문장이 연속으로 2회 들어가 있어 한 줄만 남기는 게 좋겠습니다.
제안 수정안
Open `http://localhost:3000` to start using the system.
-
-Open `http://localhost:3000` to start using the system.🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.
In `@README.md` around lines 223 - 225, Remove the duplicated English instruction
"Open `http://localhost:3000` to start using the system." in README.md so the
sentence appears only once; locate both consecutive occurrences of that exact
sentence and delete one of them, leaving a single instance for clarity.
Merged
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Summary by CodeRabbit
릴리스 노트
새로운 기능
배포 및 인프라
최적화
문서