Usage

Basic usage example

A simple example demonstrating the basic usage of the library. The example demonstrates:

1. Creating a 3-dimensional vector database
2. Upserting sample data
3. Querying for similar vectors
4. Deleting a vector

Advanced usage example

A more advanced example, using a real-world dataset (Wikipedia embeddings) and querying for similar entries. The example uses the hf-hub crate to fetch the dataset and the parquet crate to read parquet files. The example demonstrates:

• Loading a dataset from Hugging Face Hub
• Reading Parquet files
• Upserting embedding data into the database
• Querying for similar entries
• Displaying results