Embedding

from langchain.embeddings import LLMRailsEmbeddings

embeddings = LLMRailsEmbeddings(model="embedding-english-v1")  # or embedding-multi-v1
text = "This is a test document."

# To generate embeddings, you can either query an invidivual text, or you can query a list of texts.

query_result = embeddings.embed_query(text)
query_result[:5]

doc_result = embeddings.embed_documents([text])
doc_result[0][:5]