Vector Stores

This guide will help you understand how to use the Rememberizer Vector Store as a developer.

The Rememberizer Vector Store simplifies the process of dealing with vector data, allowing you to focus on text input and leveraging the power of vectors for various applications such as search and data analysis.

Introduction

The Rememberizer Vector Store is designed to provide an easy-to-use interface for handling vector data. Unlike traditional vector databases like Pinecone, Rememberizer Vector Store allows you to work directly with text. The service will handle chunking, vectorizing, and storing the text data, making it easier for you to focus on your core application logic.

Getting Started

Creating a Vector Store

1. Navigate to the Vector Stores Section in your dashboard

2. Click on "Create new Vector Store":

   • A form will appear prompting you to enter details.

3. Fill in the Details:

   • Name: Provide a unique name for your vector store.

   • Description: Write a brief description of the vector store.

   • Data Schema: Define the vector dimensions and any additional fields.

     • You can optionally specify the embedding model, indexing strategy, and similarity metrics. These settings influence how vectors are generated and compared, optimizing performance for your specific use case.

4. Submit the Form:

   • Click on the "Create" button. You will receive a success notification, and the new store will appear in your vector store list.

Create a New Vector Store

Managing Vector Stores

1. View and Edit Vector Stores:

   • Access the management dashboard to view, edit, or delete vector stores.

2. Viewing Documents:

   • Browse individual documents and their associated metadata within a specific vector store.

3. Statistics:

   • View detailed statistics such as the number of vectors stored, query performance, and operational metrics.

View Details of a Vector Store

API Key Management

API keys are used to authenticate and authorize access to the Rememberizer Vector Store's API endpoints. Proper management of API keys is essential for maintaining the security and integrity of your vector stores. This section covers how to create and revoke API keys for your Vector Stores.

Creating API Keys

1. Head over to your Vector Store details page

2. Navigate to the API Key Management Section:

   • It can be found within the "Configuration" tab

3. Click on "Add API Key":

   • A form will appear prompting you to enter details.

4. Fill in the Details:

   • Name: Provide a name for the API key to help you identify its use case.

5. Submit the Form:

   • Click on the "Create" button. The new API key will be generated and displayed. Make sure to copy and store it securely. This key is used to authenticate requests to that specific vector store.

Create a New API Key

Revoking API Keys

If an API key is no longer needed, you can delete it to prevent any potential misuse.

For security reasons, you may want to rotate your API keys periodically. This involves generating a new key and revoking the old one.

Retrieving Vector Store Information Using the API Key

After creating a new Vector Store and generating an API key, you can share this key with users who need access to the Vector Store. The API key allows users to upload documents, search documents, and perform other operations within the Vector Store. However, before users can interact with the Vector Store, they need to retrieve the Vector Store's ID and other related information using the API key.

Detail information for each API endpoint and response, visit the Vector Store APIs page.

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Make sure to handle the API keys securely and follow best practices for API key management.