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README.md

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+# 인사정보 AI
+
+# pip offline download
+pip download -r requirements.txt --no-binary :all: -d /path/to/download/dir
+
+# Qwen/Qwen3-0.6B model download
+HF CLI 설치 (처음 한 번만)
+
+pip install huggingface_hub
+
+로그인 (오프라인 사용 전 한 번만 필요)
+
+huggingface-cli login  # 토큰 입력 (https://huggingface.co/settings/tokens)
+
+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
+
+모델 로컬 저장
+
+huggingface-cli download Qwen/Qwen3-0.6B --local-dir ./models/Qwen3-0.6B --local-dir-use-symlinks False
+
+# sentence-transformers model download (chroma vector db)
+from sentence_transformers import SentenceTransformer
+
+model = SentenceTransformer('all-MiniLM-L6-v2')
+
+model.save('./models/all-MiniLM-L6-v2')
+
+# 실행방법
+uvicorn manual:app --host 0.0.0.0 --port 8040 --reload
+
+