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