diff --git a/.env.example b/.env.example new file mode 100644 index 00000000..db567a84 --- /dev/null +++ b/.env.example @@ -0,0 +1,18 @@ +# PostgreSQL +POSTGRES_DB=stackup +POSTGRES_USER=stackup +POSTGRES_PASSWORD=stackup +POSTGRES_PORT=5432 + +# RabbitMQ +RABBITMQ_USER=stackup +RABBITMQ_PASSWORD=stackup +RABBITMQ_PORT=5672 +RABBITMQ_MANAGEMENT_PORT=15672 + +# MinIO (S3) +MINIO_ROOT_USER=minioadmin +MINIO_ROOT_PASSWORD=minioadmin +MINIO_API_PORT=9000 +MINIO_CONSOLE_PORT=9001 +MINIO_BUCKET=stackup diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml index 2be9f128..9f9772df 100644 --- a/.github/workflows/lint.yml +++ b/.github/workflows/lint.yml @@ -27,8 +27,10 @@ jobs: - name: Setup Python uses: actions/setup-python@v5 with: - python-version: '3.11' - cache: 'pip' + python-version: '3.13' + + - name: Install uv + uses: astral-sh/setup-uv@v5 - name: Setup Java uses: actions/setup-java@v4 @@ -79,14 +81,12 @@ jobs: # AI (Python) - name: Install AI dependencies working-directory: ./ai - run: | - pip install -r requirements.txt - pip install flake8 black pylint + run: uv sync --extra dev - name: Lint AI (flake8) working-directory: ./ai - run: flake8 . --max-line-length=120 --exclude=venv,__pycache__ + run: uv run flake8 . - name: Check AI formatting (black) working-directory: ./ai - run: black --check . + run: uv run black --check . diff --git a/.gitignore b/.gitignore new file mode 100644 index 00000000..5343ae9a --- /dev/null +++ b/.gitignore @@ -0,0 +1,2 @@ +.vscode +.claude \ No newline at end of file diff --git a/CLAUDE.md b/CLAUDE.md new file mode 100644 index 00000000..7320b257 --- /dev/null +++ b/CLAUDE.md @@ -0,0 +1,680 @@ +# StackUp — Claude Code 프로젝트 컨텍스트 + +> IT 직군 멀티모달 AI 면접 시뮬레이터 + +--- + +## 1. 프로젝트 개요 + +StackUp은 IT 취업 준비생 및 이직 준비자(프론트엔드, 백엔드, 인프라, DBA)를 대상으로 한 AI 기반 모의 면접 플랫폼이다. GitHub 레포지토리와 이력서를 분석하여 개인 맞춤 면접 질문을 생성하고, 실시간 음성 기반 면접 세션을 제공하며, 비언어적 피드백(시선, 자세, 음성 분석)까지 포함한 종합 리포트를 생성한다. + +### 핵심 차별점 (단순 ChatGPT 질문과의 차이) +- 이력서 + GitHub 레포 연동 기반 RAG 개인화 질문 생성 +- 실시간 음성 대화 (STT/TTS) 기반 꼬리질문 자동 생성 +- 비언어적 분석 (시선 처리, 자세, 말 속도, 간투어 빈도) +- 세션 히스토리 추적 및 점수 추이 시각화 +- 면접 세션 리플레이 및 습관 파악 + +### 팀 구성 (4인) +| 이름 | 역할 | 주 담당 | +|------|------|---------| +| 박상우 | 백엔드 (Core) | Spring Boot, OAuth, 세션/리포트 API, DB | +| 정준모 | AI 및 풀스택 | AI 서빙, LangChain/RAG, STT/TTS, 프롬프트 설계 | +| 조서현 | 풀스택 | RealTime 서버(Go), Core-AI 연동, GitHub 레포 분석 | +| 신재호 | 프론트엔드 | React UI, 미디어 스트림, 웹캠 연동 | + +--- + +## 2. 시스템 아키텍처 (확정) + +``` + ┌─────────────────────────┐ + │ Frontend (React) │ + │ CloudFront + S3 배포 │ + └────────┬────────────────┘ + │ + ┌────────▼────────────────┐ + │ Nginx API Gateway │ + └───┬─────────────┬───────┘ + │ │ + ┌─────────────▼──┐ ┌──────▼──────────────┐ + │ Core Server │ │ RealTime Server │ + │ (Spring Boot) │ │ (Go) │ + │ │ │ - WebRTC │ + │ - GitHub OAuth │ │ - WebSocket │ + │ - 회원관리 │ │ - SSE │ + │ - 세션/리포트 │ │ - 세션 실시간 관리 │ + │ - CRUD API │ └──────────────────────┘ + └───────┬───────┘ + │ + ┌───────▼───────┐ + │ RabbitMQ │ ← Message Broker (Core ↔ AI 비동기 통신) + └───────┬───────┘ + │ + ┌───────▼────────────────────┐ + │ AI Server (Python/FastAPI) │ + │ - LangChain 기반 RAG │ + │ - 질문 생성 / 꼬리질문 │ + │ - 이력서·레포 분석 │ + │ - 음성 분석 │ + └───┬───────┬───────┬───────┘ + │ │ │ + ┌───────▼┐ ┌───▼────┐ ┌▼──────────┐ + │External │ │Local │ │ VectorDB │ + │LLM APIs │ │LLM │ │ │ + │(Gemini, │ │ │ │ │ + │ChatGPT) │ │ │ │ │ + └────────┘ └────────┘ └───────────┘ + + ┌──────────────┐ ┌────────────────┐ + │ PostgreSQL │ │ Content S3 │ + │ + pgvector │ │ (이력서 PDF, │ + │ │ │ 분석 MD, │ + │ │ │ 면접 오디오) │ + └──────────────┘ └────────────────┘ + + ┌──────────────┐ + │ Redis │ ← ephemeral session state + └──────────────┘ +``` + +### 핵심 통신 흐름 +- **Frontend → Nginx → Core Server**: REST API (인증, CRUD, 세션 생성) +- **Frontend → Nginx → RealTime Server**: WebSocket/SSE (실시간 면접 세션) +- **Core Server → RabbitMQ → AI Server**: 비동기 AI 작업 요청 (분석, 질문 생성) +- **AI Server → RabbitMQ → Core Server**: 결과 콜백 +- **AI Server → External LLM API / Local LLM**: 실제 추론 +- **AI Server → VectorDB**: RAG 검색 (임베딩 기반 유사 문서/청크 검색) +- **Core Server → PostgreSQL**: 영속 데이터 (유일한 DB 직접 접근 주체) +- **Core/AI Server → S3**: 대용량 콘텐츠 저장/조회 + +### LLM 이중 모델 전략 +- **Pro 모델**: 세션 시작 시 사용자 컨텍스트(이력서 + GitHub) 기반 질문 풀 생성 +- **Flash 모델 + RAG**: 세션 중 실시간 꼬리질문 생성 (저지연 우선) +- **Local LLM**: 카메라 기반 시선/자세 분석 (MediaPipe) + +--- + +## 3. 기술 스택 + +### Backend +| 영역 | 기술 | 비고 | +|------|------|------| +| Core Server | Java, Spring Boot, Spring AI | 인증인가, CRUD, 비즈니스 로직 | +| ORM/Query | JPA/Hibernate + QueryDSL | 간단 쿼리는 JPA, 동적 쿼리는 QueryDSL | +| Migration | Flyway | 스키마 버전 관리 | +| AI Server | Python, FastAPI, LangChain | 모델 서빙, RAG, 프롬프트 체이닝 | +| RealTime Server | Go | WebRTC, WebSocket, SSE 처리 | +| Message Broker | RabbitMQ | Core ↔ AI 비동기 통신 | + +### Database & Storage +| 영역 | 기술 | 비고 | +|------|------|------| +| Primary DB | PostgreSQL + pgvector | 관계형 데이터 + 벡터 임베딩 | +| Cache | Redis | 세션 상태, 토큰 등 ephemeral 데이터 | +| Object Storage | AWS S3 | 이력서 PDF, 분석 마크다운, 오디오 파일 | + +### Frontend +| 영역 | 기술 | 비고 | +|------|------|------| +| Framework | React (TypeScript) | SPA, 반응형 웹 (모바일 웹뷰 대응) | +| API 타입 생성 | springdoc-openapi → openapi-typescript | 타입 안전성 확보 | +| 배포 | CloudFront + S3 | 정적 호스팅 | + +### Infra & DevOps +| 영역 | 기술 | 비고 | +|------|------|------| +| API Gateway | Nginx | 리버스 프록시, 라우팅 | +| Container | Docker Compose (로컬), K8s (배포) | 관리형 컨테이너 서비스 미사용 | +| 분산 추적 | X-Trace-Id 헤더 기반 | 서비스 간 요청 추적 | + +### AI/ML +| 영역 | 기술 | 비고 | +|------|------|------| +| LLM API | Gemini, ChatGPT | 외부 API | +| Local LLM | 미정 | 카메라 분석 등 | +| 음성 | STT/TTS (구체 서비스 미정) | 개발 용어 영어 혼용 대응 필요 | +| 영상 분석 | MediaPipe | 시선 처리, 자세 분석 | +| 실시간 통신 | WebRTC | 음성/영상 스트리밍 | + +--- + +## 4. 핵심 기능 명세 + +### MVP (Phase 1) +1. **GitHub OAuth 로그인 및 레포지토리 선택** + - GitHub OAuth로 로그인 + - 사용자의 레포지토리 목록 조회 → 면접에 사용할 레포 선택 + - 선택된 레포의 파일 구조, README, 코드를 읽어 프로젝트 요약 마크다운 생성 → S3 저장 + +2. **이력서 업로드 및 분석** + - PDF/웹 링크 형태 이력서 업로드 + - 텍스트 추출 → 마크다운 변환 → S3 저장 + - 분석 결과(기술 스택, 경력, 프로젝트) 메타데이터를 DB에 저장 + +3. **RAG 기반 맞춤 질문 생성** + - 이력서 + GitHub 분석 마크다운을 청킹 → 임베딩 → pgvector 저장 + - 면접 세션 시작 시 RAG로 관련 컨텍스트 검색 → Pro 모델로 질문 풀 생성 + - 카테고리별 질문: CS 기초, 프로젝트 경험, 기술 선택 이유 등 + +4. **텍스트 기반 AI 면접 세션** + - 질문 → 답변 → 꼬리질문 사이클 (Flash 모델 + RAG) + - 답변 구체성, 논리성, 구조(STAR) 평가 + - 부족한 부분 기반 꼬리질문 자동 생성 + - 세션 설정: 면접 유형(인성/기술/라이브코딩), 직군(프론트/백/인프라/DBA), 최대 질문 수, 최대 시간 + +5. **면접 히스토리 관리** + - 세션 리스트 조회, 상세 조회 + - 잘한 점 / 아쉬운 점 텍스트 요약 + - 보완할 기술 키워드 추천 + +### Phase 2 (음성) +6. **실시간 음성 면접 세션** + - STT로 사용자 답변 실시간 텍스트 변환 + - TTS로 AI 면접관 음성 출력 + - 음성 분석: 말하기 속도(WPM), 간투어("음", "그", "어") 빈도, 침묵 시간, 발음 정확도 + +### Phase 3 (리포트 고도화) +7. **종합 피드백 리포트** + - 기술 정확도, 논리 점수, 커뮤니케이션 점수 + - 음성 분석 결과 통합 + - 다음 학습 키워드 추천 (JPA 영속성, 네트워크 기초 등) + - 세션 간 점수 추이 시각화 + +### Phase 4 (확장) +8. **웹캠 기반 비언어 분석** (부가기능) + - 카메라 응시 비율 + - 시선 방향 분포 (아래/옆 보는 시간 비율) + - 자세 분석 + - 온라인/오프라인 모드 선택 (상체만 / 전신) + +9. **멀티 에이전트 면접** (부가기능) + - 기술팀장, PM, 인사팀 등 여러 AI 면접관이 순차/동시 질문 + - LangGraph 기반 멀티에이전트 구현 + +--- + +## 5. 데이터베이스 스키마 (v4 + 개선사항) + +### 현재 스키마 (13 테이블) +``` +users → refresh_tokens, user_consents, repositories, resumes, + interview_sessions, activity_logs, ai_request_logs +repositories ─┐ +resumes ──────┼→ analyzed_documents → session_contexts ← interview_sessions +interview_sessions → interview_messages → message_voice_analyses +interview_sessions → session_feedbacks +``` + +### 테이블 목록 및 역할 + +| # | 테이블 | 역할 | +|---|--------|------| +| 1 | `users` | GitHub OAuth 사용자 정보 | +| 2 | `refresh_tokens` | JWT refresh token 저장 | +| 3 | `user_consents` | 개인정보처리동의 기록 | +| 4 | `repositories` | 면접 분석용 GitHub 저장소 메타데이터 | +| 5 | `resumes` | 이력서 메타데이터 (PDF/웹 URL), 실 파일은 S3 | +| 6 | `analyzed_documents` | AI 분석 결과 메타데이터 + S3 경로 (이력서/레포 공통) | +| 7 | `interview_sessions` | 면접 세션 설정·상태·히스토리 | +| 8 | `session_contexts` | 세션 ↔ 분석 문서 N:M 연결 | +| 9 | `interview_messages` | 면접 질문·답변 시퀀스 (parent_message_id로 꼬리질문 트리) | +| 10 | `message_voice_analyses` | 답변별 음성 분석 결과 (1:1) | +| 11 | `session_feedbacks` | 종합 피드백 리포트 (1:1) | +| 12 | `activity_logs` | 사용자 행동 로그 | +| 13 | `ai_request_logs` | AI 서버 요청/응답 로그 (토큰, 지연시간, 에러) | + +### 현재 스키마 DDL (v4) + +```sql +-- 1. users +CREATE TABLE users ( + id BIGSERIAL PRIMARY KEY, + github_id BIGINT NOT NULL UNIQUE, + github_username VARCHAR(100) NOT NULL, + email VARCHAR(255), + avatar_url VARCHAR(500), + github_access_token VARCHAR(500) NOT NULL, -- ⚠️ 암호화 필요 + created_at TIMESTAMP NOT NULL DEFAULT NOW(), + updated_at TIMESTAMP NOT NULL DEFAULT NOW(), + is_deleted BOOLEAN NOT NULL DEFAULT FALSE +); + +-- 2. refresh_tokens +CREATE TABLE refresh_tokens ( + id BIGSERIAL PRIMARY KEY, + user_id BIGINT NOT NULL REFERENCES users(id), + token_hash VARCHAR(500) NOT NULL UNIQUE, + device_info VARCHAR(500), + expires_at TIMESTAMP NOT NULL, + is_revoked BOOLEAN NOT NULL DEFAULT FALSE, + created_at TIMESTAMP NOT NULL DEFAULT NOW() +); + +-- 3. user_consents +CREATE TABLE user_consents ( + id BIGSERIAL PRIMARY KEY, + user_id BIGINT NOT NULL REFERENCES users(id), + consent_type VARCHAR(50) NOT NULL, + consent_version VARCHAR(20) NOT NULL, + is_agreed BOOLEAN NOT NULL DEFAULT TRUE, + agreed_at TIMESTAMP NOT NULL DEFAULT NOW(), + revoked_at TIMESTAMP, + ip_address VARCHAR(45), + created_at TIMESTAMP NOT NULL DEFAULT NOW() +); + +-- 4. repositories +CREATE TABLE repositories ( + id BIGSERIAL PRIMARY KEY, + user_id BIGINT NOT NULL REFERENCES users(id), + github_repo_id BIGINT NOT NULL, + repo_name VARCHAR(255) NOT NULL, + repo_full_name VARCHAR(500) NOT NULL, + repo_url VARCHAR(500) NOT NULL, + default_branch VARCHAR(100) DEFAULT 'main', + status VARCHAR(20) NOT NULL DEFAULT 'PENDING', + last_synced_at TIMESTAMP, + created_at TIMESTAMP NOT NULL DEFAULT NOW(), + updated_at TIMESTAMP NOT NULL DEFAULT NOW(), + is_deleted BOOLEAN NOT NULL DEFAULT FALSE +); + +-- 5. resumes +CREATE TABLE resumes ( + id BIGSERIAL PRIMARY KEY, + user_id BIGINT NOT NULL REFERENCES users(id), + original_filename VARCHAR(500) NOT NULL, + file_path VARCHAR(1000) NOT NULL, -- S3 key + file_type VARCHAR(20) NOT NULL, + file_size BIGINT, + status VARCHAR(20) NOT NULL DEFAULT 'PENDING', + created_at TIMESTAMP NOT NULL DEFAULT NOW(), + updated_at TIMESTAMP NOT NULL DEFAULT NOW(), + is_deleted BOOLEAN NOT NULL DEFAULT FALSE +); + +-- 6. analyzed_documents +CREATE TABLE analyzed_documents ( + id BIGSERIAL PRIMARY KEY, + source_type VARCHAR(20) NOT NULL, -- 'RESUME' | 'REPOSITORY' + source_id BIGINT NOT NULL, -- ⚠️ Polymorphic FK (FK 강제 불가) + document_path VARCHAR(1000) NOT NULL, -- S3 key (분석 마크다운) + summary VARCHAR(2000), + tech_stack JSONB, + status VARCHAR(20) NOT NULL DEFAULT 'ACTIVE', + created_at TIMESTAMP NOT NULL DEFAULT NOW(), + updated_at TIMESTAMP NOT NULL DEFAULT NOW(), + is_deleted BOOLEAN NOT NULL DEFAULT FALSE +); + +-- 7. interview_sessions +CREATE TABLE interview_sessions ( + id BIGSERIAL PRIMARY KEY, + user_id BIGINT NOT NULL REFERENCES users(id), + title VARCHAR(200), + memo TEXT, + mode VARCHAR(20) NOT NULL, -- ONLINE / OFFLINE + interview_type VARCHAR(30) NOT NULL, -- PERSONALITY / TECHNICAL / LIVE_CODING / INTEGRATED + job_category VARCHAR(30) NOT NULL, -- FRONTEND / BACKEND / INFRA / DBA + max_questions INT NOT NULL DEFAULT 10, + max_duration_minutes INT NOT NULL DEFAULT 60, + status VARCHAR(20) NOT NULL DEFAULT 'READY', + -- READY / IN_PROGRESS / INTERRUPTED / COMPLETED / CANCELLED + total_question_count INT DEFAULT 0, + started_at TIMESTAMP, + ended_at TIMESTAMP, + created_at TIMESTAMP NOT NULL DEFAULT NOW(), + updated_at TIMESTAMP NOT NULL DEFAULT NOW(), + is_deleted BOOLEAN NOT NULL DEFAULT FALSE +); + +-- 8. session_contexts +CREATE TABLE session_contexts ( + id BIGSERIAL PRIMARY KEY, + session_id BIGINT NOT NULL REFERENCES interview_sessions(id), + document_id BIGINT NOT NULL REFERENCES analyzed_documents(id), + created_at TIMESTAMP NOT NULL DEFAULT NOW() +); + +-- 9. interview_messages +CREATE TABLE interview_messages ( + id BIGSERIAL PRIMARY KEY, + session_id BIGINT NOT NULL REFERENCES interview_sessions(id), + sequence_number INT NOT NULL, + role VARCHAR(20) NOT NULL, -- INTERVIEWER / INTERVIEWEE / SYSTEM + content TEXT, + audio_file_path VARCHAR(1000), -- S3 key + parent_message_id BIGINT REFERENCES interview_messages(id), + status VARCHAR(20) NOT NULL DEFAULT 'CREATED', + -- CREATED / COMPLETED / FAILED + created_at TIMESTAMP NOT NULL DEFAULT NOW() +); + +-- 10. message_voice_analyses +CREATE TABLE message_voice_analyses ( + id BIGSERIAL PRIMARY KEY, + message_id BIGINT NOT NULL UNIQUE REFERENCES interview_messages(id), + speaking_rate_wpm FLOAT, + silence_duration_sec FLOAT, + filler_word_counts JSONB, + pronunciation_accuracy FLOAT, + created_at TIMESTAMP NOT NULL DEFAULT NOW() +); + +-- 11. session_feedbacks +CREATE TABLE session_feedbacks ( + id BIGSERIAL PRIMARY KEY, + session_id BIGINT NOT NULL UNIQUE REFERENCES interview_sessions(id), + overall_score FLOAT, + technical_accuracy FLOAT, + logic_score FLOAT, + communication_score FLOAT, + strengths_summary TEXT, + weaknesses_summary TEXT, + improvement_keywords JSONB, + report_file_path VARCHAR(1000), + created_at TIMESTAMP NOT NULL DEFAULT NOW(), + updated_at TIMESTAMP NOT NULL DEFAULT NOW(), + is_deleted BOOLEAN NOT NULL DEFAULT FALSE +); + +-- 12. activity_logs +CREATE TABLE activity_logs ( + id BIGSERIAL PRIMARY KEY, + user_id BIGINT REFERENCES users(id), + action VARCHAR(50) NOT NULL, + resource_type VARCHAR(30), + resource_id BIGINT, + detail JSONB, + ip_address VARCHAR(45), + user_agent VARCHAR(500), + created_at TIMESTAMP NOT NULL DEFAULT NOW() +); + +-- 13. ai_request_logs +CREATE TABLE ai_request_logs ( + id BIGSERIAL PRIMARY KEY, + user_id BIGINT REFERENCES users(id), + session_id BIGINT REFERENCES interview_sessions(id), + request_type VARCHAR(50) NOT NULL, + model_name VARCHAR(100), + input_tokens INT, + output_tokens INT, + latency_ms INT, + status VARCHAR(20) NOT NULL, + error_message TEXT, + created_at TIMESTAMP NOT NULL DEFAULT NOW() +); +``` + +### ⚠️ 식별된 스키마 개선 필수 사항 (우선순위순) + +**즉시 수정 (Flyway V1 마이그레이션 전)** +1. **TIMESTAMP → TIMESTAMPTZ 전환**: 모든 테이블의 TIMESTAMP을 TIMESTAMPTZ로 변경 (타임존 이슈 방지) +2. **CHECK 제약조건 추가**: status, mode, interview_type, job_category, role 등 모든 분류 컬럼에 허용값 제한 +3. **interview_messages.sequence_number UNIQUE 제약**: `(session_id, sequence_number)` 복합 유니크 인덱스 +4. **analyzed_documents 다형성 FK 해결**: `source_type + source_id` → `resume_id BIGINT NULL REFERENCES resumes(id)` + `repository_id BIGINT NULL REFERENCES repositories(id)` + CHECK (둘 중 하나만 NOT NULL) +5. **github_access_token 암호화**: 평문 저장 금지, 애플리케이션 레벨 AES 암호화 적용, 컬럼명을 `encrypted_github_access_token`으로 변경 +6. **interview_messages 빈 메시지 방지**: `CHECK (content IS NOT NULL OR audio_file_path IS NOT NULL)` + +**후속 개선** +7. **로그 테이블 파티셔닝**: activity_logs, ai_request_logs에 `PARTITION BY RANGE (created_at)` 적용 +8. **Partial Index 활용**: soft delete 테이블에 `WHERE is_deleted = FALSE` partial index +9. **session_feedbacks 점수 확장**: 면접 타입별 다른 평가 항목 → JSONB scores 필드 고려 +10. **S3 path 컨벤션 통일**: bucket은 환경변수, key만 DB 저장 + +### 미반영 도메인 (추후 테이블 추가 예정) +- 시선/자세 분석 결과 테이블 (Phase 4) +- 면접 노트 (질문별 사용자 메모 + LLM Enrich) +- 면접 대상 회사 관리 (target_companies) + +--- + +## 6. 데이터 흐름 상세 + +### 6.1 GitHub 레포 분석 파이프라인 +``` +사용자 레포 선택 + → Core Server: repositories 테이블에 레코드 생성 (status: PENDING) + → Core Server → RabbitMQ: 분석 요청 발행 + → AI Server: GitHub API로 레포 탐색 (파일 구조, README, 코드) + → AI Server: 프로젝트 요약 마크다운 생성 + → AI Server → S3: 마크다운 업로드 + → AI Server: 마크다운 청킹 → 임베딩 생성 → pgvector 저장 + → AI Server → RabbitMQ: 분석 완료 콜백 + → Core Server: analyzed_documents 레코드 생성, repositories.status → ANALYZED +``` + +### 6.2 이력서 분석 파이프라인 +``` +사용자 이력서 업로드 (PDF) + → Core Server → S3: 원본 파일 업로드 + → Core Server: resumes 테이블에 레코드 생성 (status: PENDING) + → Core Server → RabbitMQ: 분석 요청 발행 + → AI Server: PDF → 텍스트 추출 → 마크다운 변환 + → AI Server → S3: 분석 마크다운 업로드 + → AI Server: 마크다운 청킹 → 임베딩 생성 → pgvector 저장 + → AI Server → RabbitMQ: 분석 완료 콜백 + → Core Server: analyzed_documents 레코드 생성, resumes.status → ANALYZED +``` + +### 6.3 면접 세션 흐름 +``` +세션 생성 (설정: 유형, 직군, 참고 문서 선택) + → Core Server: interview_sessions 생성, session_contexts 연결 + → Core Server → RabbitMQ: 질문 풀 생성 요청 (Pro 모델) + → AI Server: RAG로 관련 컨텍스트 검색 → 질문 풀 생성 + → 세션 시작 + +질문-답변 사이클 (반복): + → RealTime Server → Frontend: 질문 전송 (WebSocket/SSE) + → Frontend: 사용자 답변 (텍스트 or 음성 → STT) + → RealTime Server: interview_messages 기록 요청 + → Core Server: 메시지 저장 + → Core Server → RabbitMQ: 꼬리질문 생성 요청 (Flash 모델 + RAG) + → AI Server: 답변 평가 + 꼬리질문 생성 + → 반복... + +세션 종료: + → Core Server → RabbitMQ: 피드백 리포트 생성 요청 + → AI Server: 종합 평가 생성 + → Core Server: session_feedbacks 저장 +``` + +### 6.4 저장소 전략 (Hybrid) +| 데이터 종류 | 저장소 | 이유 | +|-------------|--------|------| +| 사용자/세션/메시지 메타 | PostgreSQL | 관계형 쿼리, 트랜잭션 | +| 벡터 임베딩 | PostgreSQL (pgvector) | 단일 DB 운영 | +| 분석 마크다운 (이력서/레포) | S3 | 대용량 텍스트 | +| 면접 오디오 파일 | S3 | 대용량 바이너리 | +| 이력서 원본 PDF | S3 | 대용량 바이너리 | +| 실시간 세션 상태 | Redis | 빠른 읽기/쓰기, TTL | + +--- + +## 7. API 설계 가이드라인 + +### 접근 원칙 +- **PostgreSQL 직접 접근**: Core Server만 가능 (AI Server, RealTime Server는 API 또는 RabbitMQ 경유) +- **분산 추적**: 모든 요청에 `X-Trace-Id` 헤더 전파 +- **API 문서**: springdoc-openapi로 OpenAPI 스펙 자동 생성 → 프론트에서 openapi-typescript로 타입 생성 +- **AI 작업 상태**: SSE로 프론트에 실시간 전달 + +### 주요 API 그룹 (Core Server) +``` +POST /api/auth/github # GitHub OAuth 로그인 +POST /api/auth/refresh # 토큰 갱신 +DELETE /api/auth/logout # 로그아웃 + +GET /api/users/me # 내 정보 조회 +PUT /api/users/me # 내 정보 수정 +DELETE /api/users/me # 회원 탈퇴 (soft delete) + +GET /api/repositories # 내 GitHub 레포 목록 +POST /api/repositories # 분석용 레포 등록 +GET /api/repositories/:id # 레포 상세 (분석 상태 포함) + +POST /api/resumes # 이력서 업로드 +GET /api/resumes # 내 이력서 목록 +GET /api/resumes/:id # 이력서 상세 + +GET /api/documents # 분석된 문서 목록 +GET /api/documents/:id # 분석 문서 상세 + +POST /api/sessions # 면접 세션 생성 +GET /api/sessions # 세션 히스토리 목록 +GET /api/sessions/:id # 세션 상세 (메시지, 피드백 포함) +PATCH /api/sessions/:id/start # 세션 시작 +PATCH /api/sessions/:id/end # 세션 종료 + +GET /api/sessions/:id/feedback # 세션 피드백 조회 +GET /api/users/me/stats # 내 면접 통계 (점수 추이 등) +``` + +--- + +## 8. 개발 환경 및 컨벤션 + +### 로컬 개발 환경 +- Docker Compose로 PostgreSQL, Redis, RabbitMQ, MinIO(S3 대체) 실행 +- 각 서버(Core, AI, RealTime)는 독립 프로세스로 실행 + +### 코드 컨벤션 +- **Java (Core Server)**: Spring Boot 표준 패키지 구조 + ``` + com.stackup.core + ├── config/ # 설정 (Security, RabbitMQ, S3 등) + ├── domain/ # Entity, Repository, Enum + ├── service/ # 비즈니스 로직 + ├── controller/ # REST API + ├── dto/ # Request/Response DTO + ├── exception/ # 커스텀 예외 + └── infra/ # 외부 연동 (GitHub API, S3, RabbitMQ publisher) + ``` +- **Python (AI Server)**: FastAPI + LangChain + ``` + ai_server/ + ├── api/ # FastAPI 라우터 (RabbitMQ consumer 포함) + ├── chain/ # LangChain 체인 정의 + ├── rag/ # RAG 파이프라인 (청킹, 임베딩, 검색) + ├── analyzer/ # 이력서/레포 분석 로직 + ├── voice/ # STT/TTS, 음성 분석 + ├── model/ # Pydantic 모델 + └── config/ # 설정 + ``` +- **Go (RealTime Server)** + ``` + realtime/ + ├── handler/ # WebSocket, SSE, WebRTC 핸들러 + ├── session/ # 세션 상태 관리 + ├── middleware/ # 인증, 로깅 + └── config/ + ``` +- **React (Frontend)** + ``` + src/ + ├── components/ # 재사용 컴포넌트 + ├── pages/ # 라우트별 페이지 + ├── hooks/ # 커스텀 훅 + ├── api/ # API 호출 (자동 생성 타입 활용) + ├── stores/ # 상태 관리 + └── types/ # 타입 정의 (openapi-typescript 생성) + ``` + +### Git 브랜치 전략 +- `main`: 배포 브랜치 +- `develop`: 통합 개발 브랜치 +- `feature/*`: 기능 개발 +- `hotfix/*`: 긴급 수정 + +--- + +## 9. MVP 개발 순서 (권장) + +``` +Week 1-2: 프로젝트 세팅 + DB 스키마 확정 + ├── Docker Compose 환경 구성 (PostgreSQL, Redis, RabbitMQ, MinIO) + ├── Flyway 초기 마이그레이션 (V1__init.sql) + ├── Spring Boot 프로젝트 스캐폴딩 + JPA Entity 매핑 + ├── FastAPI 프로젝트 스캐폴딩 + └── Go RealTime 서버 스캐폴딩 + +Week 3-4: 인증 + GitHub 연동 + ├── GitHub OAuth 플로우 구현 (Core Server) + ├── JWT 발급/갱신/검증 (access + refresh) + ├── GitHub API 연동: 레포 목록 조회, 파일/README 읽기 + ├── 레포 분석 파이프라인: 레포 → 마크다운 요약 → S3 저장 + └── RabbitMQ 기본 연동 (Core ↔ AI 메시지 교환) + +Week 5-6: 이력서 분석 + RAG 파이프라인 + ├── 이력서 업로드 API (S3 연동) + ├── PDF → 텍스트 → 마크다운 변환 + ├── 청킹 전략 구현 + 임베딩 생성 + ├── pgvector 저장 + 유사도 검색 + └── RAG 기반 질문 생성 프롬프트 설계/테스트 + +Week 7-8: 면접 세션 MVP + ├── 세션 CRUD API + ├── 세션 시작 → 질문 풀 생성 → 첫 질문 전달 + ├── 답변 수신 → 평가 → 꼬리질문 생성 사이클 + ├── 세션 종료 → 피드백 생성 + └── React 면접 세션 UI (텍스트 기반) + +Week 9-10: STT/TTS + 음성 면접 + ├── STT 연동 (브라우저 → 서버 스트리밍) + ├── TTS 연동 (면접관 음성 출력) + ├── 음성 분석 모듈 (WPM, filler words, 침묵) + └── RealTime 서버 WebSocket 연동 + +Week 11-12: 리포트 + 히스토리 + 통합 테스트 + ├── 피드백 리포트 고도화 + ├── 세션 히스토리 대시보드 + ├── 점수 추이 시각화 + └── 통합 테스트, 버그 수정 + +Week 13-14: 사용자 테스트 + 발표 준비 + ├── 사용자 테스트 (5명+) + ├── 성능 최적화 + ├── UI/UX 개선 + └── 발표 자료 준비 +``` + +--- + +## 10. 주의사항 및 원칙 + +### 설계 원칙 +- **MVP 우선**: 불필요한 테이블/기능은 과감히 제거. "나중에 추가하겠지" 테이블은 만들지 않음 +- **Hybrid Storage**: 구조화 데이터 → PostgreSQL, 대용량 콘텐츠 → S3, 임시 상태 → Redis +- **청킹 기반 RAG**: 전체 문서를 LLM에 넣지 않고, 청킹 → 임베딩 → 유사도 검색 → 관련 컨텍스트만 전달 +- **DB 접근 격리**: PostgreSQL 직접 접근은 Core Server만. AI/RealTime 서버는 API 또는 RabbitMQ 경유 +- **코드 기반 문서화**: 스키마의 모든 테이블과 컬럼에 역할/용도 코멘트 필수 + +### 보안 +- GitHub access token은 반드시 암호화 저장 +- JWT refresh token은 해시만 저장 (원본 저장 금지) +- 이력서에 민감정보 포함 가능 → 개인정보처리동의 기록 필수 +- S3 path에는 key만 저장 (bucket은 환경변수) + +### 성능 +- 꼬리질문 생성 지연: 3초 이내 목표 (Flash 모델 + RAG) +- STT 인식 정확도: 90% 이상 (개발 용어 영어 혼용 환경) +- 로그 테이블(activity_logs, ai_request_logs)은 파티셔닝 + 보관 정책 설계 + +--- + +## 부록: 면접 세션 설정값 ENUM 정리 + +``` +mode: ONLINE | OFFLINE +interview_type: PERSONALITY | TECHNICAL | LIVE_CODING | INTEGRATED +job_category: FRONTEND | BACKEND | INFRA | DBA +session_status: READY | IN_PROGRESS | INTERRUPTED | COMPLETED | CANCELLED +message_role: INTERVIEWER | INTERVIEWEE | SYSTEM +message_status: CREATED | COMPLETED | FAILED +repo_status: PENDING | ANALYZING | ANALYZED | FAILED +resume_status: PENDING | ANALYZING | ANALYZED | FAILED +doc_status: ACTIVE | ARCHIVED +``` diff --git a/ai/.dockerignore b/ai/.dockerignore new file mode 100644 index 00000000..fbd3fc84 --- /dev/null +++ b/ai/.dockerignore @@ -0,0 +1,8 @@ +__pycache__ +*.pyc +.env +.venv/ +venv/ +.git/ +tests/ +*.md diff --git a/ai/.env.example b/ai/.env.example new file mode 100644 index 00000000..c147b5c3 --- /dev/null +++ b/ai/.env.example @@ -0,0 +1,15 @@ +# Application +DEBUG=false + +# RabbitMQ +RABBITMQ_URL=amqp://stackup:stackup@localhost:5672/ + +# S3 / MinIO +S3_ENDPOINT_URL=http://localhost:9000 +S3_ACCESS_KEY=minioadmin +S3_SECRET_KEY=minioadmin +S3_BUCKET_NAME=stackup + +# LLM API Keys +OPENAI_API_KEY= +GOOGLE_API_KEY= diff --git a/ai/.flake8 b/ai/.flake8 new file mode 100644 index 00000000..f5fc245a --- /dev/null +++ b/ai/.flake8 @@ -0,0 +1,4 @@ +[flake8] +max-line-length = 500 +exclude = venv,.venv,__pycache__ +extend-ignore = E203,W503 diff --git a/ai/.gitignore b/ai/.gitignore new file mode 100644 index 00000000..4a515aab --- /dev/null +++ b/ai/.gitignore @@ -0,0 +1,19 @@ +# Virtual environment +.venv/ +venv/ + +# Python +__pycache__/ +*.pyc +*.pyo + +# Environment +.env + +# pytest +.pytest_cache/ + +# IDE +.idea/ +.vscode/ +*.swp diff --git a/ai/.python-version b/ai/.python-version new file mode 100644 index 00000000..24ee5b1b --- /dev/null +++ b/ai/.python-version @@ -0,0 +1 @@ +3.13 diff --git a/ai/Dockerfile b/ai/Dockerfile new file mode 100644 index 00000000..be917800 --- /dev/null +++ b/ai/Dockerfile @@ -0,0 +1,14 @@ +FROM python:3.13-slim + +COPY --from=ghcr.io/astral-sh/uv:latest /uv /uvx /bin/ + +WORKDIR /app + +COPY pyproject.toml uv.lock ./ +RUN uv sync --frozen --no-dev + +COPY src/ src/ + +EXPOSE 8000 + +CMD ["uv", "run", "uvicorn", "ai_server.main:app", "--host", "0.0.0.0", "--port", "8000"] diff --git a/ai/pyproject.toml b/ai/pyproject.toml new file mode 100644 index 00000000..3bd259ea --- /dev/null +++ b/ai/pyproject.toml @@ -0,0 +1,44 @@ +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" + +[project] +name = "stackup-ai-server" +version = "0.1.0" +requires-python = ">=3.13" +dependencies = [ + "fastapi>=0.135.2", + "uvicorn[standard]>=0.42.0", + "pydantic>=2.12.5", + "pydantic-settings>=2.13.1", + "httpx>=0.28.1", + "aio-pika>=9.6.2", +"boto3>=1.42.77", + "langchain>=1.2.13", + "langchain-core>=1.2.22", + "langchain-community>=0.4.1", + "structlog>=25.5.0", +] + +[project.optional-dependencies] +dev = [ + "pytest>=9.0.2", + "pytest-asyncio>=1.3.0", + "black>=26.3.1", + "flake8>=7.3.0", + "pylint>=4.0.5", +] + +[tool.hatch.build.targets.wheel] +packages = ["src/ai_server"] + +[tool.black] +line-length = 88 +target-version = ["py313"] + +[tool.pylint.messages_control] +disable = ["C0114", "C0115", "C0116"] + +[tool.pytest.ini_options] +testpaths = ["tests"] +asyncio_mode = "auto" diff --git a/ai/.gitkeep b/ai/src/ai_server/__init__.py similarity index 100% rename from ai/.gitkeep rename to ai/src/ai_server/__init__.py diff --git a/infra/.gitkeep b/ai/src/ai_server/api/__init__.py similarity index 100% rename from infra/.gitkeep rename to ai/src/ai_server/api/__init__.py diff --git a/ai/src/ai_server/api/health.py b/ai/src/ai_server/api/health.py new file mode 100644 index 00000000..0d1632a5 --- /dev/null +++ b/ai/src/ai_server/api/health.py @@ -0,0 +1,8 @@ +from fastapi import APIRouter + +router = APIRouter(tags=["health"]) + + +@router.get("/health") +async def health_check() -> dict[str, str]: + return {"status": "ok"} diff --git a/ai/src/ai_server/config/__init__.py b/ai/src/ai_server/config/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/ai/src/ai_server/config/settings.py b/ai/src/ai_server/config/settings.py new file mode 100644 index 00000000..92f5a571 --- /dev/null +++ b/ai/src/ai_server/config/settings.py @@ -0,0 +1,31 @@ +from pydantic_settings import BaseSettings, SettingsConfigDict + + +class Settings(BaseSettings): + model_config = SettingsConfigDict( + env_file=".env", + env_file_encoding="utf-8", + case_sensitive=False, + ) + + # Application + app_name: str = "stackup-ai-server" + app_version: str = "0.1.0" + debug: bool = False + + # RabbitMQ + rabbitmq_url: str = "amqp://stackup:stackup@localhost:5672/" + + # S3 / MinIO + s3_endpoint_url: str = "http://localhost:9000" + s3_access_key: str = "" + s3_secret_key: str = "" + s3_bucket_name: str = "stackup" + + # LLM API Keys + openai_api_key: str = "" + google_api_key: str = "" + + +def get_settings() -> Settings: + return Settings() diff --git a/ai/src/ai_server/main.py b/ai/src/ai_server/main.py new file mode 100644 index 00000000..59fbd0f9 --- /dev/null +++ b/ai/src/ai_server/main.py @@ -0,0 +1,32 @@ +from collections.abc import AsyncGenerator +from contextlib import asynccontextmanager + +from fastapi import FastAPI + +from ai_server.api.health import router as health_router +from ai_server.config.settings import Settings, get_settings + + +@asynccontextmanager +async def lifespan(app: FastAPI) -> AsyncGenerator[None, None]: + # Startup + yield + # Shutdown + + +def create_app(settings: Settings | None = None) -> FastAPI: + if settings is None: + settings = get_settings() + + app = FastAPI( + title=settings.app_name, + version=settings.app_version, + lifespan=lifespan, + ) + + app.include_router(health_router) + + return app + + +app = create_app() diff --git a/ai/tests/__init__.py b/ai/tests/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/ai/tests/test_health.py b/ai/tests/test_health.py new file mode 100644 index 00000000..96192374 --- /dev/null +++ b/ai/tests/test_health.py @@ -0,0 +1,18 @@ +import pytest +from httpx import ASGITransport, AsyncClient + +from ai_server.main import create_app + + +@pytest.fixture +def app(): + return create_app() + + +@pytest.mark.asyncio +async def test_health_check(app): + transport = ASGITransport(app=app) + async with AsyncClient(transport=transport, base_url="http://test") as client: + response = await client.get("/health") + assert response.status_code == 200 + assert response.json() == {"status": "ok"} diff --git a/ai/uv.lock b/ai/uv.lock new file mode 100644 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+ test: ["CMD", "rabbitmq-diagnostics", "check_port_connectivity"] + interval: 10s + timeout: 5s + retries: 5 + + minio: + build: ./infra/minio + container_name: stackup-minio + ports: + - "${MINIO_API_PORT:-9000}:9000" + - "${MINIO_CONSOLE_PORT:-9001}:9001" + environment: + MINIO_ROOT_USER: ${MINIO_ROOT_USER:-minioadmin} + MINIO_ROOT_PASSWORD: ${MINIO_ROOT_PASSWORD:-minioadmin} + volumes: + - minio_data:/data + healthcheck: + test: ["CMD", "mc", "ready", "local"] + interval: 10s + timeout: 5s + retries: 5 + + minio-init: + image: minio/mc:latest + container_name: stackup-minio-init + depends_on: + minio: + condition: service_healthy + environment: + MINIO_ROOT_USER: ${MINIO_ROOT_USER:-minioadmin} + MINIO_ROOT_PASSWORD: ${MINIO_ROOT_PASSWORD:-minioadmin} + MINIO_BUCKET: ${MINIO_BUCKET:-stackup} + volumes: + - ./infra/minio/init.sh:/init.sh:ro + entrypoint: ["/bin/sh", "/init.sh"] + +volumes: + postgres_data: + rabbitmq_data: + minio_data: diff --git a/infra/minio/Dockerfile b/infra/minio/Dockerfile new file mode 100644 index 00000000..f5f9a457 --- /dev/null +++ b/infra/minio/Dockerfile @@ -0,0 +1,5 @@ +FROM minio/minio:latest + +EXPOSE 9000 9001 + +CMD ["server", "/data", "--console-address", ":9001"] diff --git a/infra/minio/init.sh b/infra/minio/init.sh new file mode 100644 index 00000000..e75554d2 --- /dev/null +++ b/infra/minio/init.sh @@ -0,0 +1,5 @@ +#!/bin/sh +set -e + +mc alias set local http://minio:9000 "${MINIO_ROOT_USER}" "${MINIO_ROOT_PASSWORD}" +mc mb local/"${MINIO_BUCKET}" --ignore-existing diff --git a/infra/postgres/Dockerfile b/infra/postgres/Dockerfile new file mode 100644 index 00000000..6f633cc8 --- /dev/null +++ b/infra/postgres/Dockerfile @@ -0,0 +1,3 @@ +FROM pgvector/pgvector:pg17 + +COPY init.sql /docker-entrypoint-initdb.d/ diff --git a/infra/postgres/init.sql b/infra/postgres/init.sql new file mode 100644 index 00000000..0aa0fc22 --- /dev/null +++ b/infra/postgres/init.sql @@ -0,0 +1 @@ +CREATE EXTENSION IF NOT EXISTS vector; diff --git a/infra/rabbitmq/Dockerfile b/infra/rabbitmq/Dockerfile new file mode 100644 index 00000000..d418dd24 --- /dev/null +++ b/infra/rabbitmq/Dockerfile @@ -0,0 +1,4 @@ +FROM rabbitmq:4-management + +COPY rabbitmq.conf /etc/rabbitmq/rabbitmq.conf +COPY definitions.json /etc/rabbitmq/definitions.json diff --git a/infra/rabbitmq/definitions.json b/infra/rabbitmq/definitions.json new file mode 100644 index 00000000..db8ac9a0 --- /dev/null +++ b/infra/rabbitmq/definitions.json @@ -0,0 +1,109 @@ +{ + "vhosts": [ + { "name": "/" } + ], + "exchanges": [ + { + "name": "stackup.core-to-ai", + "vhost": "/", + "type": "topic", + "durable": true, + "auto_delete": false + }, + { + "name": "stackup.ai-to-core", + "vhost": "/", + "type": "topic", + "durable": true, + "auto_delete": false + } + ], + "queues": [ + { + "name": "ai.analyze.repository", + "vhost": "/", + "durable": true, + "auto_delete": false, + "arguments": {} + }, + { + "name": "ai.analyze.resume", + "vhost": "/", + "durable": true, + "auto_delete": false, + "arguments": {} + }, + { + "name": "ai.generate.questions", + "vhost": "/", + "durable": true, + "auto_delete": false, + "arguments": {} + }, + { + "name": "ai.generate.followup", + "vhost": "/", + "durable": true, + "auto_delete": false, + "arguments": {} + }, + { + "name": "core.callback.analysis", + "vhost": "/", + "durable": true, + "auto_delete": false, + "arguments": {} + }, + { + "name": "core.callback.questions", + "vhost": "/", + "durable": true, + "auto_delete": false, + "arguments": {} + } + ], + "bindings": [ + { + "source": "stackup.core-to-ai", + "vhost": "/", + "destination": "ai.analyze.repository", + "destination_type": "queue", + "routing_key": "analyze.repository" + }, + { + "source": "stackup.core-to-ai", + "vhost": "/", + "destination": "ai.analyze.resume", + "destination_type": "queue", + "routing_key": "analyze.resume" + }, + { + "source": "stackup.core-to-ai", + "vhost": "/", + "destination": "ai.generate.questions", + "destination_type": "queue", + "routing_key": "generate.questions" + }, + { + "source": "stackup.core-to-ai", + "vhost": "/", + "destination": "ai.generate.followup", + "destination_type": "queue", + "routing_key": "generate.followup" + }, + { + "source": "stackup.ai-to-core", + "vhost": "/", + "destination": "core.callback.analysis", + "destination_type": "queue", + "routing_key": "callback.analysis" + }, + { + "source": "stackup.ai-to-core", + "vhost": "/", + "destination": "core.callback.questions", + "destination_type": "queue", + "routing_key": "callback.questions" + } + ] +} diff --git a/infra/rabbitmq/rabbitmq.conf b/infra/rabbitmq/rabbitmq.conf new file mode 100644 index 00000000..f619e879 --- /dev/null +++ b/infra/rabbitmq/rabbitmq.conf @@ -0,0 +1 @@ +management.load_definitions = /etc/rabbitmq/definitions.json