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GitHub - SuperDuperDB/superduperdb: 🔮 SuperDuperDB: Bring AI to your database: Integrate, train and manage any AI models and APIs directly with your database and your data.

Dec 05, 2023 - github.com
SuperDuperDB is an open-source framework that integrates AI directly with existing databases, including streaming inference, scalable model training, and vector search. The platform supports major SQL databases and offers features such as integration of AI with existing data infrastructure, streaming inference, scalable model training, model chaining, and vector search. It aims to eliminate complex MLOps pipelines and the need to migrate and duplicate data by integrating AI at the data's source, directly on top of existing data infrastructure.

The platform has officially launched with the release of v0.1, which includes support for major SQL databases, improved documentation, and a modularized testing suite. SuperDuperDB is not a database itself, but transforms existing databases into an AI development and deployment environment. It offers a Python-only AI development and deployment stack with one command and supports AI frameworks and models. The platform also provides pre-integrated AI APIs and infrastructure diagrams.

Key takeaways:

  • SuperDuperDB is an open-source framework that integrates AI directly with existing databases, supporting major SQL databases and offering features like streaming inference, scalable model training, and vector search.
  • It transforms databases into an AI development and deployment environment, eliminating complex MLOps pipelines and the need to migrate and duplicate data by integrating AI at the data's source.
  • SuperDuperDB supports a variety of AI frameworks and models and allows users to integrate, train, and manage any AI model directly with their datastore to automatically compute outputs with a single Python command.
  • It also offers pre-integrated AI APIs, allowing users to integrate externally hosted models accessible via API to work together with their other models with a simple Python command.
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