Create an Elasticsearch-powered RAG using Huggingface APIs and models.

Much of this was adapted from

• MongoDB's RAG cookbook
• OpenAI's ES RAG cookbok
• Elasticsearch-labs' loading-model-fromhugging-face cookbook