Update app.py

app.py

@@ -6,7 +6,8 @@ import torch
 import streamlit as st
 from dotenv import load_dotenv
 from langchain_groq import ChatGroq
-from langchain_community.embeddings import HuggingFaceEmbeddings
+#from langchain_community.embeddings import HuggingFaceEmbeddings
+from langchain_huggingface import HuggingFaceEmbeddings
 from langchain_text_splitters import RecursiveCharacterTextSplitter
 from langchain_community.vectorstores import FAISS
 from langchain_core.documents import Document
@@ -54,11 +55,12 @@ except Exception as e:
 
 # Set up embeddings for clinical context (Bio_ClinicalBERT)
 embeddings = HuggingFaceEmbeddings(
-    model_name="emilyalsentzer/Bio_ClinicalBERT",
+    model_name="pritamdeka/BioBERT-mnli-snli-scinli-scitail-mednli-stsb",
     model_kwargs={"device": device}
 )
 
 
+
 def load_clinical_data():
     """Load both flowcharts and patient cases"""
     docs = []