Vector Stores

Vector stores persist embeddings for efficient retrieval.

Available Stores

Store	Type	Persistence	Best For
MemoryStore	Local	No	Testing
ChromaStore	Local	Yes	Development
FAISSStore	Local	Yes	Research

Memory Store (Default)

from prompt_amplifier.vectorstores import MemoryStore

store = MemoryStore()

In-memory, no persistence. Good for testing.

ChromaDB

from prompt_amplifier.vectorstores import ChromaStore

store = ChromaStore(
    collection_name="my_docs",
    persist_directory="./chroma_db"
)

Local persistence. Popular choice for development.

FAISS

from prompt_amplifier.vectorstores import FAISSStore

store = FAISSStore(
    index_path="./faiss_index",
    dimension=384
)

Fast similarity search. Good for large datasets.