Update app.py

app.py

@@ -433,7 +433,10 @@ def initialize():
     doc1 = loader1.load()
  
     with tempfile.TemporaryDirectory() as tmp_dir_path:
-        
+
+
+        def setup_chroma(chunks, model_name="sentence-transformers/all-mpnet-base-v2", persist_directory=r"C:\Users\Anwender\Downloads\chroma_test3"):
+    
         print("Temporary directory path:", tmp_dir_path)
 
         # Define a new sub-path to append
@@ -442,11 +445,11 @@ def initialize():
         # Append the new sub-path to the temporary directory path
         home = os.path.join(tmp_dir_path, new_sub_path)
         
+        embedding_model = HuggingFaceEmbeddings(model_name=EMBEDDING_MODEL_NAME)
+        vectorstore = Chroma.from_texts(texts=chunks, embedding=embedding_model, persist_directory=home)
+    
         print("Appended path stored in 'home':", home)
-        chroma_db = Chroma(embedding_function=EMBEDDING_MODEL_NAME, persist_directory=home)
-        chorma_db.add_docuemnts(doc1)
-        chroma_db.persist()
-
+        
         api.upload_folder(
             folder_path=home,
             repo_id="bupa1018/KadiAPY_Coding_Assistant",  # Replace with your Space ID