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Create app.py
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app.py
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import logging
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import sys
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import gradio as gr
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from llama_index import GPTVectorStoreIndex, SimpleDirectoryReader, ServiceContext
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from llama_index import OpenAIEmbedding
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logging.basicConfig(stream=sys.stdout, level=logging.INFO)
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logging.getLogger().addHandler(logging.StreamHandler(stream=sys.stdout))
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os.environ["OPENAI_API_KEY"] = os.getenv("OPENAI_API_KEY")
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def load_data():
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return SimpleDirectoryReader("./document/management/").load_data()
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def build_index(documents):
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return GPTVectorStoreIndex.from_documents(documents)
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def query_index(index, similarity_top_k=3, streaming=True):
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query_engine = index.as_query_engine(
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similarity_top_k=similarity_top_k,
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streaming=streaming
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)
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return query_engine # return the query engine instance
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data = load_data()
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index = build_index(data)
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query_engine = query_index(index) # initialize the query engine
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def get_response(text,history=None):
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# Use the initialized query engine to perform the query
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response = str(query_engine.query(text))
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return response
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t = gr.ChatInterface(get_response, analytics_enabled=True)
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t.launch(debug=True, share=True)
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