Instruct Embeddings on Hugging Face
Hugging Face sentence-transformers is a Python framework for state-of-the-art sentence, text and image embeddings.One of the instruct embedding models is used in the
HuggingFaceInstructEmbeddingsclass.
from langchain_community.embeddingsimport HuggingFaceInstructEmbeddings
API Reference: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)
Related
- Embedding modelconceptual guide
- Embedding modelhow-to guides