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Using Nomic Embed with Elixir Bumblebee for Text Embeddings
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Source: natetodd.com
Nate Todd provided an insightful tutorial on how to generate text embeddings using the Nomic Embed model in conjunction with the Elixir Bumblebee library. Bumblebee, Nx, and Exla are necessary dependencies for this process, and Todd gives precise instructions on how to install and configure them. He also demonstrates how to load the model and tokenizer from Huggingface and then create vector embeddings for a sample text. Todd emphasizes that Nomic Embed is especially performant on both short and long context tasks, and he provides code snippets and recommendations for optimizing performance in a production environment.
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