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A Vector Database provider is designed to facilitate nearest-neighbor lookups.
Chroma is a popular open-source vector database that stores, indexes, and manages vector embeddings.
Featureform supports vector databases like Pinecone, Redis, and Weaviate.
In Featureform, Vector DBs share several similarities with an inference store but are distinguished by their support for the client.nearest API. Configuration is typically done when registering an embedding associated with an entity. This setup enables efficient retrieval of nearest neighbors based on feature vectors.
Current Behavior
No response
Desired Behavior
Implement Chroma as a vector database so that it can be registered as a provider in Featureform.
Benefits
With Chroma provider support, users can manage and version their ML embeddings with Featureform while leveraging Chroma's indexing, storage, and nearest-neighbor lookups.
Description
A Vector Database provider is designed to facilitate nearest-neighbor lookups.
Chroma is a popular open-source vector database that stores, indexes, and manages vector embeddings.
Featureform supports vector databases like Pinecone, Redis, and Weaviate.
In Featureform, Vector DBs share several similarities with an inference store but are distinguished by their support for the client.nearest API. Configuration is typically done when registering an embedding associated with an entity. This setup enables efficient retrieval of nearest neighbors based on feature vectors.
Current Behavior
No response
Desired Behavior
Implement Chroma as a vector database so that it can be registered as a provider in Featureform.
Benefits
With Chroma provider support, users can manage and version their ML embeddings with Featureform while leveraging Chroma's indexing, storage, and nearest-neighbor lookups.
Possible Implementation
It should implement the https://github.com/featureform/featureform/blob/main/provider/online.go#L36 interface.
Look at https://github.com/featureform/featureform/blob/main/provider/pinecone.go for inspiration
Additional Context
No response
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