Vector Store Project

This project aims to create a Vector Store from scratch using Python. The Vector Store is designed to store and manage vectors efficiently, making it an essential component in machine learning, natural language processing, and recommendation systems.

Introduction
Installation
Usage
Contributing
License

Introduction

A Vector Store is a data structure that allows for the storage and manipulation of vectors. Vectors are mathematical objects that have both magnitude and direction. This project aims to provide a basic implementation of a Vector Store, which can be further expanded and optimized as per specific requirements.

Installation

To run this project, it is recommended to set up a virtual environment and install the necessary dependencies. Follow the steps below:

Clone the repository to your local machine.

git clone https://github.com/valiantlynx/simple-vector-store.git

Navigate to the project directory.
```
cd simple-vector-store
```
Create a virtual environment.
```
python -m venv venv
```
Activate the virtual environment.
```
source venv/bin/activate
```
Install the required dependencies.
```
pip install numpy
```

Usage

To use the Vector Store in your own projects, follow the example code below:

# Import the VectorStore class
from vectorstore import VectorStore

# Create an instance of the VectorStore
vector_store = VectorStore()

# Add a vector to the store
vector_store.add_vector(vector_id, vector_data)

# Retrieve a vector from the store
vector = vector_store.get_vector(vector_id)

# Update the index of a vector in the store
vector_store.update_index(vector_id, updated_vector_data)

# Find similar vectors in the store based on a query vector
similar_vectors = vector_store.find_similar_vectors(query_vector, num_results)

Make sure to replace vector_id, vector_data, updated_vector_data, query_vector, and num_results with appropriate values as per your specific use case.

Contributing

Contributions to this project are always welcome. If you find any bugs or have suggestions for improvement, please open an issue on the GitHub repository. To contribute code changes, follow these steps:

Fork the repository.
Create a new branch.
Make your changes and commit them.
Push your changes to your forked repository.
Open a pull request to the main repository.

License

This project is licensed under the MIT License. Feel free to use and modify the code as per the terms of the license.

For more details, refer to the LICENSE file.

Thank you for showing interest in this Vector Store project. If you have any questions or need further assistance, please reach out through the GitHub repository or my social media channels. Happy coding!