Spaces:
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Sleeping
Noah Nsimbe
commited on
Commit
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87900c5
1
Parent(s):
dc17691
Add application file
Browse files- app.py +41 -0
- requirements.txt +5 -0
app.py
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import gradio as gr
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from langchain import SQLDatabase
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from langchain_openai import ChatOpenAI
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from langchain_experimental.sql import SQLDatabaseChain
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import os
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DB_USERNAME = os.environ.get("DB_USERNAME")
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DB_PASSWORD = os.environ.get("DB_PASSWORD")
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DB_HOST = os.environ.get("DB_HOST")
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DB_PORT = os.environ.get("DB_PORT")
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DB_NAME = os.environ.get("DB_NAME")
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OPENAI_API_KEY = os.environ.get("OPENAI_API_KEY")
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GPT_MODEL = "gpt-3.5-turbo-0125"
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pg_uri = (
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f"postgresql+psycopg2://{DB_USERNAME}:{DB_PASSWORD}@{DB_HOST}:{DB_PORT}/{DB_NAME}"
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)
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db = SQLDatabase.from_uri(pg_uri)
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llm = ChatOpenAI(temperature=0, openai_api_key=OPENAI_API_KEY, model_name=GPT_MODEL)
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db_chain = SQLDatabaseChain(llm=llm, database=db, verbose=True, top_k=3)
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PROMPT = """
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Given an input question, first create a syntactically correct Postgresql query without ```sql formatting in the query.
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Run the query then look at the results of the query.
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Interpret th results and return an answer.
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The question: {question}
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"""
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def query(question):
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try:
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response = db_chain.run(PROMPT.format(question=question))
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return response
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except:
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return "Could not perform request. Try another one"
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iface = gr.Interface(fn=query, inputs="text", outputs="text")
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iface.launch()
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requirements.txt
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langchain
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openai
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psycopg2-binary
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langchain_experimental
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langchain-openai
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