Update app.py

app.py

@@ -12,8 +12,53 @@ import pandas as pd
 import random
 import os
 import csv
+from langchain.tools import Tool
+from langchain.utilities import GoogleSearchAPIWrapper
+from langchain.embeddings import OpenAIEmbeddings
+from langchain.text_splitter import CharacterTextSplitter
+from langchain.vectorstores import Chroma
+from langchain.document_loaders import TextLoader
+from langchain.llms import OpenAI
+from langchain.chains import RetrievalQA
+
+from langchain.chains.question_answering import load_qa_chain
+from langchain.llms import OpenAI
+
+import os 
+from langchain.chains import RetrievalQA
+from langchain.llms import OpenAI
+from langchain.document_loaders import TextLoader
+from langchain.document_loaders import PyPDFLoader
+from langchain.indexes import VectorstoreIndexCreator
+from langchain.text_splitter import CharacterTextSplitter
+from langchain.embeddings import OpenAIEmbeddings
+from langchain.vectorstores import Chroma
+import tempfile
+from langchain.embeddings.openai import OpenAIEmbeddings
+from langchain.text_splitter import CharacterTextSplitter
+from langchain.vectorstores import ElasticVectorSearch, Pinecone, Weaviate, FAISS
+import os
+
+from langchain.chains.question_answering import load_qa_chain
+from langchain.llms import OpenAI
+import os
+
+# Import Azure OpenAI
+from langchain.chat_models import AzureChatOpenAI
+from langchain.schema import HumanMessage
+from langchain.callbacks import get_openai_callback
+import os
+import openai
+# Import Azure OpenAI
+from langchain.chat_models import AzureChatOpenAI
+from langchain.schema import HumanMessage
+from langchain.callbacks import get_openai_callback
 
 search = GoogleSearchAPIWrapper()
+import os
+
+os.environ["GOOGLE_CSE_ID"] = "67517d07b1ea049f6"
+os.environ["GOOGLE_API_KEY"] = "AIzaSyAkU0I5NcrKIPMtB2Ry28Mu9umJA4Rw4UE"
 def top10_results(query):
     return search.results(query, 10)