release

vector/deployment/container/Dockerfile

@@ -1,29 +1,22 @@
-# deployment/container/Dockerfile
+ARG BASE_IMAGE=vector-api-base:latest
-# Vector DB API Service Image - 수정 버전
-ARG BASE_IMAGE=vector-api-base:optimized-dotenv-0.9.9-v1.0
 FROM ${BASE_IMAGE}
 
-# 메타데이터
 LABEL maintainer="admin@example.com"
-LABEL version="1.0.7-fixed"
+LABEL version="latest"
-LABEL description="Vector DB API Service - Fixed Poetry Environment"
+LABEL description="Vector DB API Service - Cache Problem Fixed"
 
-# 🔧 사용자 정보 수정 (root 권한으로)
+# root로 전환
 USER root
 RUN echo "appuser:x:1000:1000:App User:/home/appuser:/bin/bash" >> /etc/passwd && \
     echo "appuser:x:1000:" >> /etc/group
 
 # appuser로 전환
 USER appuser
-
-# 작업 디렉토리 설정
 WORKDIR /home/appuser
 
-# 🔧 Poetry 프로젝트 파일 복사 (중요!)
+# 🔧 중요: pyproject.toml과 poetry.lock은 이미 Base Image에 있음
-COPY pyproject.toml poetry.lock ./
+# 추가 패키지가 필요한 경우에만 설치
-
+# RUN poetry install --only=main --no-root  # ❌ 이미 설치됨
-# 🔧 Base Image의 패키지를 현재 프로젝트에서 사용 가능하도록 설정
-RUN poetry install --only=main --no-root
 
 # 🚀 애플리케이션 소스 코드 복사
 COPY app/ app/
@@ -31,6 +24,10 @@ COPY app/ app/
 # 포트 노출
 EXPOSE 8000
 
+# 헬스체크
+HEALTHCHECK --interval=30s --timeout=15s --start-period=45s --retries=3 \
+    CMD poetry run python -c "import fastapi; print('OK')" || exit 1
+
 # 🛠️ 디버깅용: 컨테이너를 계속 실행 상태로 유지
-CMD ["sleep", "infinity"]
+#CMD ["sleep", "infinity"]
-#CMD ["poetry", "run", "python", "app/main.py"]
+CMD ["poetry", "run", "python", "app/main.py"]

vector/deployment/container/Dockerfile-base

@@ -1,147 +1,60 @@
-# deployment/container/Dockerfile-base
-# 최적화된 Poetry 기반 Vector DB API Base Image - 필수 라이브러리만 설치
-
 FROM python:3.11-slim
 
-# 메타데이터
+LABEL description="Vector DB API Base Image - Cache Fixed"
-LABEL description="Optimized Vector DB API Base Image with Poetry - dotenv 0.9.9 package"
+LABEL version="cache-fixed-v1.0"
-LABEL version="optimized-dotenv-0.9.9-v1.0"
 LABEL maintainer="admin@example.com"
 
-# 환경 변수 설정 - Poetry 가상환경을 홈 디렉토리로 이동
+# 환경 변수 설정
 ENV PYTHONDONTWRITEBYTECODE=1 \
     PYTHONUNBUFFERED=1 \
     DEBIAN_FRONTEND=noninteractive \
     PIP_NO_CACHE_DIR=1 \
     PIP_DISABLE_PIP_VERSION_CHECK=1 \
     POETRY_NO_INTERACTION=1 \
-    POETRY_VENV_IN_PROJECT=false \
+    POETRY_VENV_IN_PROJECT=true \
     POETRY_VIRTUALENVS_CREATE=true \
-    POETRY_VIRTUALENVS_PATH=/home/appuser/.cache/pypoetry/venvs \
+    POETRY_VIRTUALENVS_PATH=/home/appuser/.venv \
-    POETRY_CACHE_DIR=/home/appuser/.cache/pypoetry/cache \
+    POETRY_CACHE_DIR=/home/appuser/.cache/pypoetry \
-    POETRY_CONFIG_DIR=/home/appuser/.config/pypoetry \
-    POETRY_DATA_DIR=/home/appuser/.local/share/pypoetry \
     HF_HUB_CACHE=/home/appuser/.cache/huggingface \
-    TRANSFORMERS_CACHE=/home/appuser/.cache/transformers \
+    TRANSFORMERS_CACHE=/home/appuser/.cache/transformers
-    SENTENCE_TRANSFORMERS_HOME=/home/appuser/.cache/sentence_transformers
 
-# 🔧 시스템 패키지 설치 (최소화)
+# 시스템 패키지 설치
 RUN apt-get update && apt-get install -y --no-install-recommends \
-    build-essential \
+    build-essential gcc g++ python3-dev \
-    gcc \
+    curl wget ca-certificates git \
-    g++ \
+    && rm -rf /var/lib/apt/lists/* && apt-get clean
-    python3-dev \
-    curl \
-    wget \
-    ca-certificates \
-    git \
-    && rm -rf /var/lib/apt/lists/* \
-    && apt-get clean
 
-# 📦 pip 업그레이드
+# pip 업그레이드
 RUN python3.11 -m pip install --no-cache-dir --upgrade pip setuptools wheel
 
-# 👤 비root 사용자 생성 (UID/GID를 명시적으로 1000으로 설정)
+# 사용자 생성
 RUN groupadd -g 1000 appuser && \
     useradd -r -u 1000 -g 1000 -d /home/appuser -s /bin/bash appuser && \
-    mkdir -p /home/appuser && \
+    mkdir -p /home/appuser && chown -R 1000:1000 /home/appuser
-    chown -R 1000:1000 /home/appuser
 
-# 🔧 Poetry 디렉토리 생성 (config 디렉토리 추가)
+# 작업 디렉토리 설정
-RUN mkdir -p /home/appuser/.cache/pypoetry/venvs \
+WORKDIR /home/appuser
-             /home/appuser/.cache/pypoetry/cache \
+RUN chown appuser:appuser /home/appuser
-             /home/appuser/.config/pypoetry \
-             /home/appuser/.local/share/pypoetry && \
-    chown -R appuser:appuser /home/appuser/.cache && \
-    chown -R appuser:appuser /home/appuser/.config && \
-    chown -R appuser:appuser /home/appuser/.local && \
-    chmod -R 755 /home/appuser/.cache && \
-    chmod -R 755 /home/appuser/.config && \
-    chmod -R 755 /home/appuser/.local
 
-# 🐍 Poetry를 appuser로 설치
+# 🔧 핵심: 고정된 pyproject.toml 생성
+COPY pyproject.toml poetry.lock ./
+RUN chown appuser:appuser pyproject.toml poetry.lock
+
+# appuser로 전환
 USER appuser
-ENV PATH="/home/appuser/.local/bin:$PATH"
 
+# 🔧 Poetry를 appuser로 설치
+ENV PATH="/home/appuser/.local/bin:$PATH"
 RUN curl -sSL https://install.python-poetry.org | python3.11 -
 
-# Poetry 실행 권한 및 심볼릭 링크
+# 🔧 Poetry 환경 설정 (프로젝트 내 가상환경)
-USER root
+RUN poetry config virtualenvs.in-project true && \
-RUN chmod +x /home/appuser/.local/bin/poetry && \
-    ln -sf /home/appuser/.local/bin/poetry /usr/local/bin/poetry && \
-    chown appuser:appuser /home/appuser/.local/bin/poetry
-
-# appuser로 다시 전환
-USER appuser
-
-# 🔧 Poetry 설정
-RUN poetry config virtualenvs.in-project false && \
     poetry config virtualenvs.create true && \
-    poetry config virtualenvs.path /home/appuser/.cache/pypoetry/venvs && \
+    poetry config cache-dir /home/appuser/.cache/pypoetry
-    poetry config cache-dir /home/appuser/.cache/pypoetry/cache
 
-# 🏗️ 작업 디렉토리 설정
+# 🔧 의존성 설치
-WORKDIR /home/appuser
+RUN poetry install --only=main --no-root
 
-# 애플리케이션 디렉토리 생성
-USER root
-RUN mkdir -p /home/appuser/app && \
-    chown appuser:appuser /home/appuser/app
-USER appuser
-
-# 🔧 간단한 pyproject.toml 생성 (dotenv 0.9.9 사용)
-RUN cat > pyproject.toml << 'EOF'
-[tool.poetry]
-name = "vector-api"
-version = "1.0.0"
-description = "Vector DB API with AI/ML capabilities"
-authors = ["Developer <dev@example.com>"]
-packages = [{include = "app"}]
-
-[tool.poetry.dependencies]
-python = "^3.11"
-python-dotenv = "^1.1.0"
-
-[build-system]
-requires = ["poetry-core"]
-build-backend = "poetry.core.masonry.api"
-EOF
-
-# 🔧 Poetry 의존성 설치 (최적화된 순서)
-RUN echo "🚀 최적화된 의존성 설치 시작..." && \
-    \
-    echo "1️⃣ 기본 웹 프레임워크 설치..." && \
-    poetry add fastapi==0.115.9 && \
-    poetry add "uvicorn[standard]" pydantic python-dotenv && \
-    \
-    echo "2️⃣ HTTP 클라이언트 설치..." && \
-    poetry add aiohttp requests && \
-    \
-    echo "3️⃣ PyTorch CPU 버전 설치..." && \
-    poetry source add pytorch-cpu https://download.pytorch.org/whl/cpu --priority=supplemental && \
-    poetry add torch==2.7.1+cpu --source pytorch-cpu && \
-    \
-    echo "4️⃣ AI/ML 라이브러리 설치..." && \
-    poetry add tokenizers transformers huggingface-hub && \
-    poetry add sentence-transformers && \
-    \
-    echo "5️⃣ 벡터 DB 라이브러리 설치..." && \
-    poetry add chromadb duckdb hnswlib && \
-    \
-    echo "6️⃣ Claude AI 라이브러리 설치..." && \
-    poetry add anthropic && \
-    \
-    echo "✅ 최적화된 의존성 설치 완료!"
-
-# 🧹 캐시 정리 (컨테이너 크기 최소화)
-RUN poetry cache clear pypi --all && \
-    rm -rf /home/appuser/.cache/pip && \
-    find /home/appuser/.cache -name "*.pyc" -delete && \
-    find /home/appuser/.cache -name "__pycache__" -type d -exec rm -rf {} + 2>/dev/null || true
-
-# 🏁 최종 설정
 EXPOSE 8000
-WORKDIR /home/appuser
-
-# 🔧 베이스 이미지 테스트용 CMD (실제 서비스에서는 오버라이드됨)
 CMD ["poetry", "--version"]
+

vector/deployment/container/Dockerfile-base.bk

@@ -1,139 +0,0 @@
-# deployment/container/Dockerfile-base
-# Poetry 기반 Vector DB API Base Image - 홈 디렉토리 사용 (안전한 방식)
-
-FROM python:3.11-slim
-
-# 메타데이터
-LABEL description="Vector DB API Base Image with Poetry - Home Directory"
-LABEL version="poetry-home-v1.0"
-LABEL maintainer="admin@example.com"
-
-# 환경 변수 설정 - Poetry 가상환경을 홈 디렉토리로 이동
-ENV PYTHONDONTWRITEBYTECODE=1 \
-    PYTHONUNBUFFERED=1 \
-    DEBIAN_FRONTEND=noninteractive \
-    PIP_NO_CACHE_DIR=1 \
-    PIP_DISABLE_PIP_VERSION_CHECK=1 \
-    POETRY_NO_INTERACTION=1 \
-    POETRY_VENV_IN_PROJECT=false \
-    POETRY_VIRTUALENVS_CREATE=true \
-    POETRY_VIRTUALENVS_PATH=/home/appuser/.cache/pypoetry/venvs \
-    POETRY_CACHE_DIR=/home/appuser/.cache/pypoetry/cache \
-    HF_HUB_CACHE=/home/appuser/.cache/huggingface \
-    TRANSFORMERS_CACHE=/home/appuser/.cache/transformers \
-    SENTENCE_TRANSFORMERS_HOME=/home/appuser/.cache/sentence_transformers
-
-# 🔧 시스템 패키지 설치
-RUN apt-get update && apt-get install -y --no-install-recommends \
-    build-essential \
-    gcc \
-    g++ \
-    python3-dev \
-    curl \
-    wget \
-    ca-certificates \
-    git \
-    sudo \
-    lsb-release \
-    bc \
-    python3.11 \
-    python3.11-venv \
-    python3.11-dev \
-    python3.11-distutils \
-    && rm -rf /var/lib/apt/lists/* \
-    && apt-get clean
-
-# 📦 pip 업그레이드
-RUN python3.11 -m pip install --no-cache-dir --upgrade pip setuptools wheel
-
-# 👤 비root 사용자 생성 (Poetry 설치 전에)
-RUN groupadd -r appuser && \
-    useradd -r -g appuser -d /home/appuser -s /bin/bash appuser && \
-    mkdir -p /home/appuser && \
-    chown -R appuser:appuser /home/appuser
-
-# 🔧 Poetry 가상환경 디렉토리 생성 (홈 디렉토리 사용)
-RUN mkdir -p /home/appuser/.cache/pypoetry/venvs \
-             /home/appuser/.cache/pypoetry/cache && \
-    chown -R appuser:appuser /home/appuser/.cache && \
-    chmod -R 755 /home/appuser/.cache
-
-# 🐍 Poetry를 appuser로 설치
-USER appuser
-ENV PATH="/home/appuser/.local/bin:$PATH"
-
-# appuser 홈 디렉토리에 Poetry 설치
-RUN curl -sSL https://install.python-poetry.org | python3.11 -
-
-# Poetry 실행 권한 및 심볼릭 링크 (root 권한 필요)
-USER root
-RUN chmod +x /home/appuser/.local/bin/poetry && \
-    ln -sf /home/appuser/.local/bin/poetry /usr/local/bin/poetry && \
-    chown appuser:appuser /home/appuser/.local/bin/poetry
-
-# appuser로 다시 전환
-USER appuser
-
-# 🔧 Poetry 설정 - 가상환경을 홈 디렉토리로 이동
-RUN poetry config virtualenvs.in-project false && \
-    poetry config virtualenvs.create true && \
-    poetry config virtualenvs.path /home/appuser/.cache/pypoetry/venvs && \
-    poetry config cache-dir /home/appuser/.cache/pypoetry/cache
-
-# Poetry 버전 확인 및 설정 검증
-RUN poetry --version && \
-    poetry config --list && \
-    ls -la /home/appuser/.local/bin/poetry && \
-    which poetry
-
-# 🏗️ 작업 디렉토리 설정 (홈 디렉토리 사용)
-WORKDIR /home/appuser
-
-# 애플리케이션 디렉토리 생성
-USER root
-RUN mkdir -p /home/appuser/app && \
-    chown -R appuser:appuser /home/appuser
-
-# 📋 Poetry 설치 스크립트 복사 및 권한 설정
-COPY setup.sh /home/appuser/setup.sh
-RUN chmod +x /home/appuser/setup.sh && \
-    chown appuser:appuser /home/appuser/setup.sh
-
-# appuser로 전환하여 Poetry 환경 설정
-USER appuser
-
-# 🚀 Poetry 환경 설정 및 의존성 설치
-RUN cd /home/appuser && \
-    export DEBIAN_FRONTEND=noninteractive && \
-    ./setup.sh --skip-poetry-install --skip-python311-check --force-reinstall
-
-# 🗂️ 필요한 디렉토리 생성 및 권한 설정
-USER root
-RUN mkdir -p /home/appuser/.cache/huggingface \
-             /home/appuser/.cache/transformers \
-             /home/appuser/.cache/sentence_transformers \
-             /home/appuser/vectordb \
-             /home/appuser/data \
-             /home/appuser/logs && \
-    chmod -R 755 /home/appuser/.cache /home/appuser/vectordb /home/appuser/data /home/appuser/logs && \
-    chown -R appuser:appuser /home/appuser && \
-    # Poetry 가상환경 디렉토리 권한 재확인
-    chown -R appuser:appuser /home/appuser/.cache && \
-    chmod -R 755 /home/appuser/.cache
-
-# 🧹 캐시 정리
-RUN rm -rf /tmp/* /var/tmp/*
-
-# 🚀 포트 노출
-EXPOSE 8000
-
-# 🏥 간단한 헬스체크 (appuser 권한으로 실행)
-HEALTHCHECK --interval=30s --timeout=10s --start-period=60s --retries=3 \
-    CMD su -c "poetry --version && poetry config virtualenvs.path" appuser || exit 1
-
-# 👤 최종 사용자 설정
-USER appuser
-
-# 🎯 기본 명령어
-CMD ["poetry", "--version"]
-

vector/deployment/manifest/configmap.yaml

@@ -1,93 +1,75 @@
-# deployment/manifests/configmap.yaml - 홈 디렉토리 전환 적용
+# deployment/manifests/configmap.yaml - ChromaDB 1.0.12 호환 설정
 apiVersion: v1
 kind: ConfigMap
 metadata:
   name: vector-api-config
   labels:
     app: vector-api
+    version: v1.0.10
 data:
-  # 🏠 홈 디렉토리 기반 경로 설정
+  # 🔧 애플리케이션 기본 설정
-  APP_ROOT: "/home/appuser"
-  
-  # 🔧 애플리케이션 설정
   APP_TITLE: "음식점 Vector DB 구축 서비스"
-  APP_VERSION: "1.0.0"
+  APP_VERSION: "1.0.10"
   APP_DESCRIPTION: "소상공인을 위한 AI 기반 경쟁업체 분석 및 액션 추천 시스템"
+  ENVIRONMENT: "production"
 
   # 🔧 서버 설정
   HOST: "0.0.0.0"
   PORT: "8000"
   LOG_LEVEL: "info"
 
-  # 🏠 홈 디렉토리 기반 파일 경로들
+  # 🗄️ 데이터 디렉토리
   VECTOR_DB_PATH: "/home/appuser/vectordb"
   DATA_DIR: "/home/appuser/data"
   LOG_DIR: "/home/appuser/logs"
 
-  # 🔧 Restaurant API 설정 (K8s 환경)
+  # 🔧 외부 서비스 연결
   RESTAURANT_API_HOST: "restaurant-api-service"
   RESTAURANT_API_PORT: "80"
-  
-  # 🔧 Review API 설정 (K8s 환경)
   REVIEW_API_HOST: "kakao-review-api-service"
   REVIEW_API_PORT: "80"
 
-  # 🔧 Claude API 설정
+  # 🤖 AI/ML 설정
   CLAUDE_MODEL: "claude-sonnet-4-20250514"
-  
-  # 🔧 Vector DB 설정
-  VECTOR_DB_COLLECTION: "restaurant_reviews"
   EMBEDDING_MODEL: "sentence-transformers/all-MiniLM-L6-v2"
   
-  # 🔧 데이터 수집 설정
+  # 🔧 데이터 수집 제한
   MAX_RESTAURANTS_PER_CATEGORY: "50"
   MAX_REVIEWS_PER_RESTAURANT: "100"
   REQUEST_DELAY: "0.1"
   REQUEST_TIMEOUT: "600"
 
-  # 🔧 ChromaDB 설정
+  # 🗄️ ChromaDB 설정 (1.0.12 호환)
-  CHROMA_DB_IMPL: "duckdb+parquet"
+  # ❌ 제거된 deprecated 설정들:
-  ALLOW_RESET: "True"
+  # CHROMA_DB_IMPL: "duckdb+parquet"  # deprecated
-  ANONYMIZED_TELEMETRY: "False"
+  # ALLOW_RESET: "True"               # deprecated
+  # ANONYMIZED_TELEMETRY: "False"     # deprecated
   
-  # 🔧 Python 최적화 설정
+  # ✅ 새로운 ChromaDB 1.0.12 설정
+  CHROMA_PERSISTENT: "true"
+  CHROMA_ALLOW_RESET: "true"
+  CHROMA_ANONYMIZED_TELEMETRY: "false"
+
+  # 🚀 성능 최적화
+  TORCH_NUM_THREADS: "2"
+  OMP_NUM_THREADS: "2"
+  TOKENIZERS_PARALLELISM: "false"
+  MALLOC_ARENA_MAX: "2"
+
+  # 🔧 Python 환경
   PYTHONUNBUFFERED: "1"
   PYTHONDONTWRITEBYTECODE: "1"
+  PYTHONPATH: "/home/appuser"
 
-  # 🏠 홈 디렉토리 기반 캐시 디렉토리 설정
+  # 🗂️ 캐시 디렉토리
   HF_HUB_CACHE: "/home/appuser/.cache/huggingface"
   TRANSFORMERS_CACHE: "/home/appuser/.cache/transformers"
   SENTENCE_TRANSFORMERS_HOME: "/home/appuser/.cache/sentence_transformers"
 
-  # 🔧 Poetry 캐시 설정
+  # 🔧 Poetry 설정 (Base Image 호환)
-  POETRY_CACHE_DIR: "/home/appuser/.cache/pypoetry/cache"
-  POETRY_VENV_PATH: "/home/appuser/.cache/pypoetry/venvs"
-  POETRY_CONFIG_DIR: "/home/appuser/.config/pypoetry"
-  POETRY_DATA_DIR: "/home/appuser/.local/share/pypoetry"
   POETRY_NO_INTERACTION: "1"
-  POETRY_VENV_IN_PROJECT: "false"
-  POETRY_VIRTUALENVS_CREATE: "true"
 
-  
+  # 🔧 보안 및 네트워크
-  # 🔧 FastAPI 설정
-  FASTAPI_ENV: "production"
-  
-  # 🔧 Uvicorn 설정
-  UVICORN_HOST: "0.0.0.0"
-  UVICORN_PORT: "8000"
-  UVICORN_LOG_LEVEL: "info"
-  UVICORN_ACCESS_LOG: "true"
-  
-  # 🔧 타임아웃 설정
-  STARTUP_TIMEOUT: "300"  # 5분
-  SHUTDOWN_TIMEOUT: "30"   # 30초
-  
-  # 🔧 메모리 및 성능 설정
-  TORCH_NUM_THREADS: "2"
-  OMP_NUM_THREADS: "2"
-  TOKENIZERS_PARALLELISM: "false"
-  
-  # 🔧 보안 설정
   DISABLE_TELEMETRY: "true"
   NO_PROXY: "localhost,127.0.0.1"
 
@@ -95,4 +77,3 @@ data:
   LOG_FORMAT: "%(asctime)s - %(name)s - %(levelname)s - %(message)s"
   LOG_MAX_BYTES: "10485760"  # 10MB
   LOG_BACKUP_COUNT: "5"
-

vector/deployment/manifest/deployment.yaml

@@ -1,20 +1,20 @@
-# deployment/manifests/deployment.yaml - initContainer로 권한 문제 해결
+# deployment/manifests/deployment.yaml - Base Image 호환 버전
 apiVersion: apps/v1
 kind: Deployment
 metadata:
   name: vector-api
   labels:
     app: vector-api
-    version: v1.0.0
+    version: v1.0.9
   annotations:
-    deployment.kubernetes.io/revision: "1"
+    deployment.kubernetes.io/revision: "9"
-    description: "Vector DB API with initContainer Permission Fix"
+    description: "Vector DB API with Base Image Compatibility"
 spec:
   replicas: 1
   strategy:
     type: RollingUpdate
     rollingUpdate:
-      maxUnavailable: 1
+      maxUnavailable: 0
       maxSurge: 1
   selector:
     matchLabels:
@@ -23,58 +23,13 @@ spec:
     metadata:
       labels:
         app: vector-api
-        version: v1.0.0
+        version: v1.0.9
       annotations:
         prometheus.io/scrape: "true"
         prometheus.io/port: "8000"
         prometheus.io/path: "/metrics"
     spec:
-      # 🚀 initContainer로 Poetry 설정 파일 생성 (볼륨에)
+      # 🔧 initContainer 제거 - Base Image 설정 그대로 사용
-      initContainers:
-      - name: setup-poetry-config
-        image: busybox:1.35
-        command:
-        - /bin/sh
-        - -c
-        - |
-          echo "🔧 Poetry 설정 생성 중... (볼륨 기반)"
-          
-          # 볼륨 마운트된 경로에 Poetry 설정 생성
-          mkdir -p /cache/poetry-config
-          mkdir -p /cache/poetry-data
-          
-          # Poetry 설정 파일을 볼륨에 생성
-          cat > /cache/poetry-config/config.toml << 'EOF'
-          [virtualenvs]
-          create = true
-          in-project = false
-          path = "/home/appuser/.cache/pypoetry/venvs"
-          
-          [cache-dir]
-          path = "/home/appuser/.cache/pypoetry/cache"
-          
-          [installer]
-          no-cache = false
-          EOF
-          
-          echo "✅ Poetry 설정 생성 완료!"
-          echo "📝 설정 파일 내용:"
-          cat /cache/poetry-config/config.toml
-          echo "📁 캐시 디렉토리:"
-          ls -la /cache/
-          
-        securityContext:
-          runAsNonRoot: true
-          runAsUser: 1000
-          runAsGroup: 1000
-          allowPrivilegeEscalation: false
-          readOnlyRootFilesystem: false
-          capabilities:
-            drop:
-              - ALL
-        volumeMounts:
-        - name: cache-volume
-          mountPath: /cache
       
       containers:
       - name: vector-api
@@ -87,7 +42,32 @@ spec:
           containerPort: 8000
           protocol: TCP
 
-        # 🔧 보안 컨텍스트 (appuser 사용)
+        # 🔧 환경변수 (ConfigMap만 사용, Poetry 설정 제외)
+        envFrom:
+        - configMapRef:
+            name: vector-api-config
+        env:
+        - name: CLAUDE_API_KEY
+          valueFrom:
+            secretKeyRef:
+              name: vector-api-secret
+              key: CLAUDE_API_KEY
+        - name: HOME
+          value: "/home/appuser"
+        - name: USER
+          value: "appuser"
+        # 🔧 Poetry 관련 환경변수 모두 제거 (Base Image 설정 유지)
+        # ❌ 제거: POETRY_CONFIG_DIR, POETRY_DATA_DIR, POETRY_CACHE_DIR
+        # ❌ 제거: POETRY_VENV_PATH, POETRY_VIRTUALENVS_IN_PROJECT
+
+        # 🗂️ 볼륨 마운트 (단순화)
+        volumeMounts:
+        - name: vector-db-storage
+          mountPath: /home/appuser/vectordb
+        - name: tmp-volume
+          mountPath: /tmp
+
+        # 🔧 보안 컨텍스트
         securityContext:
           runAsNonRoot: true
           runAsUser: 1000
@@ -101,126 +81,66 @@ spec:
         # 🔧 리소스 설정
         resources:
           requests:
+            memory: "2Gi"
+            cpu: "500m"
+          limits:
             memory: "4Gi"
             cpu: "1000m"
-            ephemeral-storage: "2Gi"
-          limits:
-            memory: "8Gi"
-            cpu: "2000m"
-            ephemeral-storage: "5Gi"
 
-        # 🏥 헬스체크 설정
+        # 🏥 헬스체크 (Base Image 가상환경 확인)
         livenessProbe:
-          httpGet:
-            path: /health
-            port: http
-            scheme: HTTP
-          initialDelaySeconds: 120
-          periodSeconds: 30
-          timeoutSeconds: 15
-          failureThreshold: 3
-
-        readinessProbe:
-          httpGet:
-            path: /health
-            port: http
-            scheme: HTTP
-          initialDelaySeconds: 60
-          periodSeconds: 10
-          timeoutSeconds: 10
-          failureThreshold: 3
-
-        # 🚀 시작 프로브 (초기 시작 시간 고려)
-        startupProbe:
-          httpGet:
-            path: /health
-            port: http
-            scheme: HTTP
-          initialDelaySeconds: 30
-          periodSeconds: 10
-          timeoutSeconds: 10
-          failureThreshold: 30  # 최대 5분 대기
-          successThreshold: 1
-
-        # 📂 볼륨 마운트 (홈 디렉토리 기반 + Poetry 설정)
-        volumeMounts:
-        - name: vector-db-storage
-          mountPath: /home/appuser/vectordb  # ✅ PVC 마운트
-        - name: tmp-volume
-          mountPath: /tmp
-        - name: cache-volume
-          mountPath: /home/appuser/.cache    # 전체 캐시 디렉토리
-
-        # 🌍 환경변수 설정 - ConfigMap에서 모든 값 가져오기
-        envFrom:
-        - configMapRef:
-            name: vector-api-config
-        
-        # 🔐 Secret에서 민감한 정보 가져오기
-        env:
-        - name: CLAUDE_API_KEY
-          valueFrom:
-            secretKeyRef:
-              name: vector-api-secret
-              key: CLAUDE_API_KEY
-        
-        # 🔧 런타임 환경변수 (Poetry 설정을 볼륨으로 이동)
-        - name: PYTHONPATH
-          value: "/home/appuser"
-        - name: HOME
-          value: "/home/appuser"
-        - name: USER
-          value: "appuser"
-        - name: POETRY_CONFIG_DIR
-          value: "/home/appuser/.cache/poetry-config"  # 볼륨 마운트된 경로로 변경
-        - name: POETRY_DATA_DIR
-          value: "/home/appuser/.cache/poetry-data"    # 볼륨 마운트된 경로로 변경
-        - name: POETRY_CACHE_DIR
-          value: "/home/appuser/.cache/pypoetry/cache"
-        - name: POETRY_VENV_PATH
-          value: "/home/appuser/.cache/pypoetry/venvs"
-        - name: POETRY_NO_INTERACTION
-          value: "1"
-        - name: POETRY_VIRTUALENVS_CREATE
-          value: "true"
-        - name: POETRY_VIRTUALENVS_IN_PROJECT
-          value: "false"
-        
-        # 🔧 성능 최적화 환경변수
-        - name: MALLOC_ARENA_MAX
-          value: "2"
-        - name: MALLOC_MMAP_THRESHOLD_
-          value: "131072"
-
-        # 🔧 컨테이너 생명주기 관리
-        lifecycle:
-          preStop:
           exec:
             command:
             - /bin/sh
             - -c
             - |
-                  echo "Gracefully shutting down Vector API..."
+              # Base Image 가상환경 확인
-                  curl -X POST http://localhost:8000/shutdown || true
+              poetry run python -c "import fastapi; print('✅ 정상')" 2>/dev/null || exit 1
-                  sleep 10
+          initialDelaySeconds: 60
+          periodSeconds: 30
+          timeoutSeconds: 10
+          failureThreshold: 3
 
-      # 📦 볼륨 설정
+        readinessProbe:
+          exec:
+            command:
+            - /bin/sh
+            - -c
+            - |
+              # Base Image 패키지 확인
+              poetry run python -c "import fastapi, uvicorn, pydantic; print('✅ 준비됨')" 2>/dev/null || exit 1
+          initialDelaySeconds: 30
+          periodSeconds: 10
+          timeoutSeconds: 5
+          failureThreshold: 3
+
+        startupProbe:
+          exec:
+            command:
+            - /bin/sh
+            - -c
+            - |
+              # Poetry 환경 확인
+              poetry env info && poetry show | head -5
+          initialDelaySeconds: 10
+          periodSeconds: 5
+          timeoutSeconds: 10
+          failureThreshold: 12  # 60초 대기
+
+      # 📦 볼륨 설정 (단순화)
       volumes:
       - name: vector-db-storage
-        persistentVolumeClaim:
+        emptyDir:
-          claimName: vector-db-pvc
+          sizeLimit: 10Gi
       - name: tmp-volume
         emptyDir:
-          sizeLimit: 1Gi
+          sizeLimit: 500Mi
-      - name: cache-volume
-        emptyDir:
-          sizeLimit: 2Gi
 
-      # 🔐 이미지 Pull Secret
+      # 🔐 ACR 접근
       imagePullSecrets:
       - name: acr-secret
 
-      # 🎯 노드 선택 및 배치 설정
+      # 🎯 노드 선택
       nodeSelector:
         agentpool: aipool
 
@@ -230,29 +150,14 @@ spec:
         value: "aipool"
         effect: "NoSchedule"
 
-      # 🔧 Pod 배치 정책
+      # 🔧 Pod 레벨 보안
-      affinity:
-        podAntiAffinity:
-          preferredDuringSchedulingIgnoredDuringExecution:
-          - weight: 100
-            podAffinityTerm:
-              labelSelector:
-                matchExpressions:
-                - key: app
-                  operator: In
-                  values:
-                  - vector-api
-              topologyKey: kubernetes.io/hostname
-
-      # 🔧 Pod 설정
-      restartPolicy: Always
-      dnsPolicy: ClusterFirst
-      terminationGracePeriodSeconds: 60
-      
-      # 🔧 보안 컨텍스트 (Pod 레벨)
       securityContext:
         runAsNonRoot: true
         runAsUser: 1000
         runAsGroup: 1000
         fsGroup: 1000
 
+      restartPolicy: Always
+      dnsPolicy: ClusterFirst
+      terminationGracePeriodSeconds: 30
+