Azure OpenAI + Weaviate
The model provider integration pages are new and still undergoing improvements. We appreciate any feedback on this forum thread.
Microsoft Azure offers a wide range of OpenAI models for natural language processing and generation. Weaviate seamlessly integrates with Microsoft Azure's APIs, allowing users to leverage OpenAI's models directly within the Weaviate database.
These integrations empower developers to build sophisticated AI-driven applications with ease.
Integrations with Azure OpenAI
Embedding models for semantic search
Azure OpenAI's embedding models transform text data into high-dimensional vector representations, capturing semantic meaning and context.
Weaviate integrates with Azure OpenAI's embedding models to enable seamless vectorization of data. This integration allows users to perform semantic and hybrid search operations without the need for additional preprocessing or data transformation steps.
Azure OpenAI embedding integration page
Generative AI models for RAG
Azure OpenAI's generative AI models can generate human-like text based on given prompts and contexts.
Weaviate's generative AI integration enables users to perform retrieval augmented generation (RAG) directly within the Weaviate database. This combines Weaviate's efficient storage and fast retrieval capabilities with Azure OpenAI's generative AI models to generate personalized and context-aware responses.
Azure OpenAI generative AI integration page
Summary
These integrations enable developers to leverage Azure OpenAI's powerful models directly within Weaviate.
In turn, they simplify the process of building AI-driven applications to speed up your development process, so that you can focus on creating innovative solutions.
Get started
You must provide a valid Azure OpenAI API key to Weaviate for these integrations. Go to Azure OpenAI to sign up and obtain an API key.
Then, go to the relevant integration page to learn how to configure Weaviate with the Azure OpenAI models and start using them in your applications.
If you have any questions or feedback, let us know in the user forum.