| from openai import OpenAI |
| import streamlit as st |
|
|
|
|
|
|
| def generate_email_content(api_key, prompt, tone, model="gpt-3.5-turbo"): |
| """Generate email response, subject, and summary using OpenAI""" |
| if not api_key: |
| return { |
| "error": "Please enter your OpenAI API key in the sidebar.", |
| "response": None |
| } |
|
|
| try: |
| client = OpenAI(api_key=api_key) |
|
|
| |
| response_messages = [ |
| {"role": "system", "content": f"You are a professional email assistant. Generate a {tone} tone response."}, |
| {"role": "user", "content": prompt} |
| ] |
| response = client.chat.completions.create( |
| model=model, |
| messages=response_messages, |
| temperature=0.7, |
| ) |
| email_response = response.choices[0].message.content |
|
|
| |
| subject_messages = [ |
| {"role": "system", "content": "Generate a concise and appropriate subject line for this email."}, |
| {"role": "user", "content": f"Email content:\n{email_response}"} |
| ] |
| subject = client.chat.completions.create( |
| model=model, |
| messages=subject_messages, |
| temperature=0.7, |
| ) |
| subject_line = subject.choices[0].message.content |
|
|
| |
| summary_messages = [ |
| {"role": "system", "content": "Provide a concise summary of the email thread."}, |
| {"role": "user", "content": f"Original thread:\n{prompt}\n\nResponse:\n{email_response}"} |
| ] |
| summary = client.chat.completions.create( |
| model=model, |
| messages=summary_messages, |
| temperature=0.7, |
| ) |
| thread_summary = summary.choices[0].message.content |
|
|
| return { |
| "error": None, |
| "response": email_response, |
| "subject": subject_line, |
| "summary": thread_summary |
| } |
| except Exception as e: |
| return { |
| "error": str(e), |
| "response": None |
| } |
|
|
|
|
| def main(): |
| st.set_page_config(page_title="Smart Email Assistant", layout="wide") |
| st.markdown("<h2>@GenAILearniverse Project 15: Smart Email Assistant</h2>", unsafe_allow_html=True) |
| st.markdown("Generate Professional Email response with different tones") |
|
|
| |
| if 'OPENAI_API_KEY' not in st.session_state: |
| st.session_state.OPENAI_API_KEY = None |
|
|
| |
| with st.sidebar: |
| st.subheader("Settings") |
| api_key = st.text_input( |
| "Enter OpenAI API Key", |
| type="password", |
| help="Get your API key from https://platform.openai.com/account/api-keys" |
| ) |
| if api_key: |
| st.session_state.OPENAI_API_KEY = api_key |
| st.success("API key set successfully!") |
|
|
| st.markdown("---") |
| st.markdown("### Features") |
| st.markdown(""" |
| β’ Auto-generate responses |
| β’ Multiple tone options |
| β’ Subject suggestions |
| β’ Thread summarization |
| """) |
| |
| col1, col2 = st.columns([1, 1]) |
|
|
| with col1: |
| st.subheader("π Input") |
|
|
| |
| email_thread = st.text_area( |
| "Enter the email thread (most recent at top)", |
| height=200, |
| placeholder="""Example email: |
| |
| Hi team, |
| Can we schedule a meeting to discuss the quarterly report? I've noticed some interesting trends that I'd like to explore further. |
| |
| Best regards, |
| John""" |
| ) |
|
|
| |
| tone_options = ["Professional", "Casual", "Friendly", "Formal"] |
| selected_tone = st.selectbox("Select tone", tone_options) |
|
|
| |
| additional_context = st.text_area( |
| "Additional context or specific points to address (optional)", |
| height=100, |
| placeholder="Example: Need to highlight the positive growth trend in Q3..." |
| ) |
|
|
| |
| if st.button("Generate Response", type="primary"): |
| if not email_thread: |
| st.error("Please enter an email thread.") |
| return |
|
|
| if not st.session_state.OPENAI_API_KEY: |
| st.error("Please enter your OpenAI API key in the sidebar.") |
| return |
|
|
| with st.spinner("Generating response..."): |
| |
| prompt = f"Email Thread:\n{email_thread}\n\nAdditional Context:\n{additional_context}\n\nGenerate a {selected_tone.lower()} tone response." |
|
|
| |
| result = generate_email_content(st.session_state.OPENAI_API_KEY, prompt, selected_tone) |
|
|
| if result["error"]: |
| st.error(result["error"]) |
| else: |
| st.session_state.current_response = result |
| st.success("Response generated successfully!") |
| with col2: |
| st.subheader("β¨ Generated Content") |
|
|
| if 'current_response' in st.session_state: |
| content = st.session_state.current_response |
|
|
| st.markdown("**π Subject Line:**") |
| st.code(content["subject"], language=None) |
|
|
| st.markdown("**π Email Response:**") |
| st.code(content["response"], language=None) |
|
|
| st.markdown("**π Thread Summary:**") |
| st.code(content["summary"], language=None) |
|
|
| st.markdown(f"*Tone: {selected_tone}*") |
|
|
|
|
| if __name__ == "__main__": |
| main() |
|
|