Langchain-Chatchat/server/reranker/reranker.py

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2023-12-06 20:42:27 +08:00
from langchain.retrievers.document_compressors import CohereRerank
from llama_index.postprocessor import SentenceTransformerRerank
from sentence_transformers import SentenceTransformer,CrossEncoder
model_path = "/root/autodl-tmp/models/bge-reranker-large/"
instruction = "为这个句子生成表示以用于检索相关文章:"
reranker = SentenceTransformerRerank(
top_n=5,
model="local:"+model_path,
)
reranker_model = SentenceTransformer(model_name_or_path=model_path,device="cuda")
reranker_ce = CrossEncoder(model_name=model_path,device="cuda",max_length=1024)
reranker_ce.predict([[],[]])
print("Load reranker")