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Sage w/Vector Database

A repo of examples of how Sage can be used with Weaviate and other VectorDBs for cool machine-learning related tasks.

Examples

Title Language Description
Text/Image search using CLIP Python Use text or images to search through Sage images using CLIP (multi2vec-clip Weaviate module).
MultiModal search using ImageBind Python Use text,images,audio, & more to search through Sage images using ImageBind (multi2vec-bind Weaviate module).
IN_PROGRESS MultiModal Hybrid search using ImageBind and Florence 2 Python Use text,images,audio, & more to search through Sage images using ImageBind (multi2vec-bind Weaviate module). Images are also captioned using Florence 2 to conduct a Hybrid search where a keyword search and a vector search is conducted. WEAVIATE v4 IS USED HERE
TODO Vectordb on the edge Python This example runs a vector database on the edge using nvidia's nanodb.
TODO Monitoring Setup with Prometheus & Grafana yaml This example does not describe any use case, but rather shows a way of how to start, operate and configure Weaviate with Prometheus-Monitoring and a Grafana Instance with some sample dashboards.

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Examples using Sage w/Weaviate

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