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urcuqui

urcuqui/rag-poisoning-lab

这是一个RAG投毒安全实验项目,通过将恶意数据注入向量数据库来演示如何污染检索增强生成系统。包含Flask界面、FAISS向量存储和轻量级演示,帮助学习RAG架构、攻击面、投毒技术及防御策略。

urcuqui/rag-poisoning-lab

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依赖

Flask Jinja2 MarkupSafe NumPy PyPika PyYAML Pydantic Pygments SQLAlchemy Werkzeug aiohappyeyeballs aiohttp aiosignal annotated-types anyio asttokens attrs backoff bcrypt blinker build cachetools certifi charset-normalizer chromadb click colorama coloredlogs comm dataclasses-json debugpy decorator distro durationpy executing faiss-cpu filelock flatbuffers frozenlist fsspec google-auth googleapis-common-protos greenlet grpcio h11 httpcore httptools httpx httpx-sse huggingface-hub humanfriendly idna importlib_metadata importlib_resources ipykernel ipython ipython_pygments_lexers itsdangerous jedi jiter joblib jsonpatch jsonpointer jsonschema jsonschema-specifications jupyter_client jupyter_core kubernetes langchain langchain-classic langchain-community langchain-core langchain-openai langchain-text-splitters langgraph langgraph-checkpoint langgraph-prebuilt langgraph-sdk langsmith markdown-it-py marshmallow matplotlib-inline mdurl mmh3 mpmath multidict mypy_extensions nest-asyncio networkx oauthlib onnxruntime openai opentelemetry-api opentelemetry-exporter-otlp-proto-common opentelemetry-exporter-otlp-proto-grpc opentelemetry-proto opentelemetry-sdk opentelemetry-semantic-conventions orjson ormsgpack overrides packaging parso pillow platformdirs posthog prompt_toolkit propcache protobuf psutil pure_eval pyasn1 pyasn1_modules pybase64 pydantic-settings pydantic_core pyproject_hooks pyreadline3 python-dateutil python-dotenv pyzmq referencing regex requests-oauthlib requests-toolbelt rich rpds-py rsa safetensors scikit-learn scipy sentence-transformers shellingham six sniffio stack-data sympy tenacity threadpoolctl tiktoken tokenizers torch tqdm traitlets transformers typer typing-inspect typing-inspection typing_extensions urllib3 uvicorn watchfiles wcwidth websocket-client websockets xxhash yarl zipp zstandard

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