Update app.py

app.py

@@ -30,7 +30,7 @@ print("Start the model init process")
 model = model = GPT4All(model_name, model_path, allow_download = False, device="cpu")
 
 
-
+"""
 # creating a pdf reader object
 reader = PdfReader("./resource/NGAP 01042024.pdf")
 text = []
@@ -44,7 +44,7 @@ text = ' '.join(text)
 
 chunk_size = 2048
 chunks = [text[i:i + chunk_size] for i in range(0, len(text), chunk_size)]
-
+"""
 model_kwargs = {'device': 'cpu'}
 encode_kwargs = {'normalize_embeddings': False}
 embeddings = HuggingFaceEmbeddings(
@@ -56,13 +56,15 @@ embeddings = HuggingFaceEmbeddings(
 def get_text_embedding(text):
 
     return embeddings.embed_query(text)
+
+"""
 text_embeddings = np.array([get_text_embedding(chunk) for chunk in chunks])
 
 d = text_embeddings.shape[1]
 index = faiss.IndexFlatL2(d)
 index.add(text_embeddings)
-
-
+"""
+index = faiss.read_index("./resourse/embeddings_ngap.faiss")
 
 print("Finish the model init process")
 
@@ -74,7 +76,7 @@ max_new_tokens = 2048
 
 
 
-#index = faiss.load_local("resourse/embeddings_ngap.faiss")
+