qdrant

qdrant is a vector database that allows you to store and search for vectors.

  • can use it for semantic search, recommendations, and more.

  • vectors in high-dimensional space, along with an id and payload, are stored as elements in qdrant collections.

  • normally uses cosine similarity/dot product/ euclidean distance to find most similar vectors

  • storage: either in-memory or memmap storage