Update app.py

app.py

@@ -22,9 +22,9 @@ client = InferenceClient(model)
 
 folder = snapshot_download(repo_id="umaiku/faiss_index", repo_type="dataset", local_dir=os.getcwd())
 
-embeddings = HuggingFaceEmbeddings(model_name="intfloat/multilingual-e5-small")
+embeddings = HuggingFaceEmbeddings(model_name="sentence-transformers/paraphrase-multilingual-mpnet-base-v2")
 
-vector_db = FAISS.load_local("faiss_index_e5", embeddings, allow_dangerous_deserialization=True)
+vector_db = FAISS.load_local("faiss_index_mpnet", embeddings, allow_dangerous_deserialization=True)
 
 df = pd.read_csv("faiss_index/bger_cedh_db 1954-2024.csv")
 
@@ -65,9 +65,7 @@ def respond(
 
         #print("# Case number: " + doc.metadata["case_nb"] + spacer)
         #print("# Case url: " + doc.metadata["case_url"] + spacer)
-    
-    context = df.iloc[11341].case_text
-    
+   
     message = f"""
 A user is asking you the following question: {message}
 Please answer the user in the same language that he used in his question using ONLY the following given context not any prior knowledge or information found on the internet.