Create app.py
Browse files
app.py
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import gradio as gr
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import os
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from langchain.chat_models import ChatOpenAI
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from langchain.prompts import PromptTemplate
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from langchain.chains import LLMChain
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from langchain.chains import SimpleSequentialChain
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def load_chain(api_key):
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os.environ["OPENAI_API_KEY"] = api_key
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llm = ChatOpenAI(model_name="gpt-3.5-turbo", temperature=0.1)
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first_prompt = PromptTemplate(
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input_variables=["user_in"],
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template= "Write the outline of the coding steps to develop the program {user_in} in five steps. Use Python3 and Be concise. \n\n"
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)
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chain = LLMChain(llm=llm, prompt=first_prompt)
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second_prompt = PromptTemplate(
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input_variables=["program"],
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template= '''Write the python3 code for each step of the {program} described. Use python3 style. Be concise in the code and opinionated about framework choice.'''
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)
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chain_two = LLMChain(llm=llm, prompt=second_prompt)
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overall_chain = SimpleSequentialChain(chains=[chain, chain_two], verbose=True)
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return overall_chain
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def answer_question(api_key, question):
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chain = load_chain(api_key)
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output = chain.run(input=question)
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return output
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ifaces = gr.Interface(
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fn=answer_question,
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inputs=[gr.inputs.Textbox(
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label="Your OpenAI API Key",
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placeholder="e.g. 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"),
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gr.inputs.Textbox(label="Write a python script to:",
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placeholder="e.g. Find the 10th number of the Fibonacci sequence")],
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outputs=gr.outputs.Textbox(label="User guide"),
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title="Python Code Generator",
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description="Enter your OpenAI API key below and a description of your desired python project in 1-2 sentences"
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)
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ifaces.launch()
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