Add application file

app.py

@@ -20,9 +20,11 @@ import sqlite3
 def load_model():
     return BGEM3FlagModel('BAAI/bge-m3',use_fp16=True)
 
+@st.cache_resource
 def load_rerank_model():
     return FlagReranker('BAAI/bge-reranker-v2-m3', use_fp16=True)
 
+@st.cache_resource
 def initLLM():
     os.environ["GOOGLE_API_KEY"] = "AIzaSyAuKPswmbdM8jCpSt0luez7tjLND-uyY7M"
     llm = ChatGoogleGenerativeAI(model="gemini-pro")
@@ -40,12 +42,15 @@ def initLLM():
     )
     llm_chain = LLMChain(prompt=prompt, llm=llm)
     return llm_chain
+
+@st.cache_resource
 def embeded_corpus():
     file_path_embeded_corpus = "save/BGM3savesimilar_Corpus" #
     with open(file_path_embeded_corpus,'rb') as file :
         BGM3similar_Corpus = pickle.load(file)
     return BGM3similar_Corpus
 
+@st.cache_resource
 def insert_feedback(question, answer,like,dislike, feedback_text):
     conn = sqlite3.connect('feedback.db')
     cursor = conn.cursor()