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Create app.py
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app.py
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from langchain_openai import ChatOpenAI
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import os
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from langchain_core.messages import HumanMessage
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from langchain_core.runnables import chain
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from langchain.prompts.chat import ChatPromptTemplate
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from langchain_core.pydantic_v1 import BaseModel, Field
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from langchain_core.output_parsers import JsonOutputParser
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os.environ["OPENAI_API_KEY"] = os.getenv("OPENAI_API_KEY")
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email_prompt = """
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You are an email writer. Use the following input to draft an email:
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Input: {input}
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Deliver:
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1. A complete email.
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"""
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class Email(BaseModel):
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email: str = Field(description= "email")
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email_parser = JsonOutputParser(pydantic_object=Email)
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@chain
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def email_model(inputs: dict) -> str | list[str] | dict:
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model = ChatOpenAI(temperature=0.5, model="gpt-4o", max_tokens=1024)
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msg = model.invoke(
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[HumanMessage(
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content=[
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{"type": "text", "text": inputs["prompt"]},
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{"type": "text", "text": inputs["parser"].get_format_instructions()},
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])]
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)
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return msg.content
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def get_email(user_input) -> dict:
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parser = email_parser
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prompt = email_prompt.format(input=user_input)
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intent_chain = email_model | parser
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return intent_chain.invoke({'prompt': prompt, 'parser':parser})
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import gradio as gr
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def process_text(input_text):
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output = get_email(input_text)
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return output["email"]
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# Create the Gradio interface
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interface = gr.Interface(
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fn=process_text, # Function to process the text
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inputs=gr.Textbox(label = "Email Instructions"), # Textbox input for the user
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outputs=gr.Textbox(label = "Email"), # Textbox output for the response
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title="Email Writer", # Title of the app
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# description="Enter email instructions"
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)
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# Launch the app
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interface.launch()
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