InstructEmbeddings

Let's load the HuggingFace instruct Embeddings class.

from langchain.embeddings import HuggingFaceInstructEmbeddings

embeddings = HuggingFaceInstructEmbeddings(
    query_instruction="Represent the query for retrieval: "
)

    load INSTRUCTOR_Transformer
    max_seq_length  512

text = "This is a test document."

query_result = embeddings.embed_query(text)