milvus - Vector database for similarity search. mlem - Version and deploy your ML models following GitOps principles. Data Science Related m2cgen - Transpile trained ML models into other languages. sklearn-porter - Transpile trained scikit-learn estimators to C, Java, JavaScript and others. mlflow...
向量数据库实现思路:先将特有数据转换为embedding存入向量数据库,在调用模型生成问答时,先将query转换成embedding,然后从数据库查询相近的结果作为上下文。embedding生成可以使用sentence_transformer库,向量数据库可以使用qdrant或者milvus。 搜索引擎实现思路:在调用大模型生成问答时,先用搜索引擎搜索相关的词条,将词条内容或者...
DeepSearcher combines cutting-edge LLMs (OpenAI o1, o3-mini, DeepSeek, Grok 3, Claude 3.7 Sonnet, Llama 4, QwQ, etc.) and Vector Databases (Milvus, Zilliz Cloud etc.) to perform search, evaluation, and reasoning based on private data, providing highly accurate answer and comprehensive repor...
milvus - Vector database for similarity search. mlem - Version and deploy your ML models following GitOps principles. Data Science Related m2cgen - Transpile trained ML models into other languages. sklearn-porter - Transpile trained scikit-learn estimators to C, Java, JavaScript and others. mlflow...
Milvus : Knowhere Zilliz(Glass) pgvector RediSearch pg_embedding Descartes(01AI) Data sets We have a number of precomputed data sets in HDF5 format. All data sets have been pre-split into train/test and include ground truth data for the top-100 nearest neighbors. DatasetDimensionsTrain ...
milvus - Vector database for similarity search. mlem - Version and deploy your ML models following GitOps principles. Data Science Related m2cgen - Transpile trained ML models into other languages. sklearn-porter - Transpile trained scikit-learn estimators to C, Java, JavaScript and others. mlflow...