Create app_openai.py
Browse files- app_openai.py +97 -0
app_openai.py
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import os
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import gradio as gr
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from openai import OpenAI
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# Initialize OpenAI client
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client = OpenAI(api_key=os.getenv("OPENAI_API_KEY"))
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# Streaming response function
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def respond(
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message,
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history: list[tuple[str, str]],
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system_message,
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role,
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ad,
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education,
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experience,
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skills,
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ask_for_skills_suggestions,
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max_tokens,
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temperature,
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top_p,
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):
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# Construct the system message
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enhanced_system_message = (
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f"{system_message}\n\n"
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f"Role, Industry and Type of Organization: {role}\n"
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f"Job Ad Responsibilities and Key Requirements: {ad}\n"
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f"Education, Training and Certifications: {education}\n"
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f"Work Experience: {experience}\n"
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f"Skills: {skills}\n"
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)
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if ask_for_skills_suggestions:
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enhanced_system_message += " The user is also asking for suggestions of skills related to this role."
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# Compose the conversation
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messages = [{"role": "system", "content": enhanced_system_message}]
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for user_msg, assistant_msg in history:
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if user_msg:
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messages.append({"role": "user", "content": user_msg})
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if assistant_msg:
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messages.append({"role": "assistant", "content": assistant_msg})
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messages.append({"role": "user", "content": message})
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# Generate and stream response
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response_text = ""
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try:
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response = client.chat.completions.create(
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model="gpt-4o", # use "gpt-4o-mini" when officially available
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messages=messages,
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max_tokens=max_tokens,
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temperature=temperature,
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top_p=top_p,
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stream=True,
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)
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for chunk in response:
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if chunk.choices and chunk.choices[0].delta.content:
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token = chunk.choices[0].delta.content
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response_text += token
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yield response_text
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except Exception as e:
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yield f"❌ An error occurred: {str(e)}"
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# Gradio interface
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demo = gr.ChatInterface(
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fn=respond,
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additional_inputs=[
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gr.Textbox(
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value="You are a friendly Chatbot, a career coach and a talented copywriter. You are trying to help a user customize their resume according to a specific role, employer organization and job Ad - based on user input. Include tips if some items are missing.",
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label="Instructions to Bot",
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),
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gr.Textbox(label="Role, Industry and Employer", placeholder="Describe the role, industry and employer you are applying to."),
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gr.Textbox(
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label="Job Ad Responsibilities and Key Requirements",
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placeholder="Describe the Responsibilities and Key Requirements advertised in the job ad",
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),
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gr.Textbox(
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label="Your Education, certifications, training, etc.",
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placeholder="Describe your education, training, certifications and professional designations",
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),
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gr.Textbox(
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label="Your Work Experience",
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placeholder="Describe your work experience, previous responsibilities and key career achievements",
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),
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gr.Textbox(label="Skills", placeholder="List your key skills that match this job or ask for suggestions"),
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gr.Checkbox(label="Ask for Skills Suggestions", value=False),
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gr.Slider(minimum=1, maximum=2048, value=512, step=1, label="Max new tokens"),
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gr.Slider(minimum=0.1, maximum=4.0, value=0.7, step=0.1, label="Temperature"),
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gr.Slider(minimum=0.1, maximum=1.0, value=0.95, step=0.05, label="Top-p (nucleus sampling)"),
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],
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title="Resumize – Customize your CV!",
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description="This app customizes your resume to best suit a specific role, industry, employer and job ad. Based on your input. Powered by OpenAI GPT-4o, design thinking, and domain expertise. Developed by wn. Disclaimer: AI can make mistakes. Use with caution and at your own risk!",
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type="messages", # Required for Gradio ChatInterface streaming
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)
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if __name__ == "__main__":
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demo.launch()
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