VoyageAI
Chroma also provides a convenient wrapper around VoyageAI's embedding API. This embedding function runs remotely on VoyageAI’s servers, and requires an API key. You can get an API key by signing up for an account at VoyageAI.
This embedding function relies on the voyageai python package, which you can install with pip install voyageai.
Python
import chromadb.utils.embedding_functions as embedding_functions
voyageai_ef = embedding_functions.VoyageAIEmbeddingFunction(api_key="YOUR_API_KEY", model_name="voyage-3-large")
voyageai_ef(input=["document1","document2"])
Multilingual model example
voyageai_ef = embedding_functions.VoyageAIEmbeddingFunction(
api_key="YOUR_API_KEY",
model_name="voyage-3-large")
multilingual_texts = [ 'Hello from VoyageAI!', 'مرحباً من VoyageAI!!',
'Hallo von VoyageAI!', 'Bonjour de VoyageAI!',
'¡Hola desde VoyageAI!', 'Olá do VoyageAI!',
'Ciao da VoyageAI!', '您好，来自 VoyageAI！',
'कोहिअर से VoyageAI!' ]
voyageai_ef(input=multilingual_texts)
For further details on VoyageAI's models check the documentation and the blogs.