Step-by-Step Guides
CSV Loader
CSV Loader
The VectoStoreAgent component retrieves information from one or more vector stores. This example shows a VectoStoreAgent connected to a CSV file through the Chroma vector store. Process description:
The
CSVLoaderloads a CSV file into a list of documents.The extracted data is then processed by the
CharacterTextSplitter, which splits the text into small, meaningful chunks (usually sentences).These chunks feed the
Chromavector store, which converts them into vectors and stores them for fast indexing.Finally, the agent accesses the information of the vector store through the
VectorStoreInfotool.
INFO
The vector store is used for efficient semantic search, while VectorStoreInfo carries information about it, such as its name and description. Embeddings are a way to represent words, phrases, or any entities in a vector space. Learn more about them here.
TIP
Once you build this flow, ask questions about the data in the chat interface (e.g., number of rows or columns).
