Update app.py

app.py

@@ -32,7 +32,7 @@ def get_text_chunks(text):
 
 def create_vector_store(text_chunks):
     try:
-        embeddings = GoogleGenerativeAIEmbeddings(model="text-embedding-004", google_api_key=GOOGLE_API_KEY)
+        embeddings = GoogleGenerativeAIEmbeddings(model"models/gemini-embedding-001", google_api_key=GOOGLE_API_KEY)
         vector_store = FAISS.from_texts(text_chunks, embedding=embeddings)
         vector_store.save_local(INDEX_PATH)
         return "PDFs processed successfully! Vector store saved. Now you can ask questions."
@@ -41,7 +41,7 @@ def create_vector_store(text_chunks):
 
 def load_vector_store():
     try:
-        embeddings = GoogleGenerativeAIEmbeddings(model="text-embedding-004", google_api_key=GOOGLE_API_KEY)
+        embeddings = GoogleGenerativeAIEmbeddings(model="models/gemini-embedding-001", google_api_key=GOOGLE_API_KEY)
         if os.path.exists(INDEX_PATH):
             return FAISS.load_local(INDEX_PATH, embeddings, allow_dangerous_deserialization=True)
         return None