fix bge rerank normalize issue (#988)

### What problem does this PR solve?


### Type of change

- [x] Bug Fix (non-breaking change which fixes an issue)

rag/llm/rerank_model.py

@@ -24,6 +24,8 @@
 from api.utils.file_utils import get_home_cache_dir
 from rag.utils import num_tokens_from_string, truncate
 
+def sigmoid(x):
+    return 1 / (1 + np.exp(-x))
 
 class Base(ABC):
     def __init__(self, key, model_name):
@@ -69,6 +71,7 @@ def similarity(self, query: str, texts: list):
         res = []
         for i in range(0, len(pairs), batch_size):
             scores = self._model.compute_score(pairs[i:i + batch_size], max_length=2048)
+            scores = sigmoid(np.array(scores))
             res.extend(scores)
         return np.array(res), token_count