add infinity

[michaelfeil]

Hey Weaviate,

I am adding infinity, with some design ideas.

With infinity, you can run any embedding model from MTEB (nomic, jina, baai, mistral). It patches the use of FA2, and dynamic batching under the hood. You can also run embedding quantization.