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Update app.py
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app.py
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@@ -14,7 +14,6 @@ SYSTEM_PROMPT_BASE = (
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# ----------------------------------------------------------------------------
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# Together Client Initialization with API Key
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# ----------------------------------------------------------------------------
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# Expecting TOGETHER_API_KEY set in environment (e.g., Gradio Secrets)
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api_key = os.environ.get("TOGETHER_API_KEY")
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if not api_key:
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raise ValueError("Missing TOGETHER_API_KEY environment variable")
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@@ -23,94 +22,82 @@ together_client = Together(api_key=api_key)
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# ----------------------------------------------------------------------------
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# In-Memory Context Tracking
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# ----------------------------------------------------------------------------
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conversation_history = []
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context_summary = ""
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# ----------------------------------------------------------------------------
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# Helper: Update Context Summary
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# ----------------------------------------------------------------------------
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def update_summary(history):
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"""
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Call the model to generate a concise summary of the conversation history.
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"""
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# Build summarization prompt
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messages = [
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{"role": "system", "content": SYSTEM_PROMPT_BASE},
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{"role": "user", "content": (
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"Summarize the following cybersecurity conversation in 3-5 bullet points, "
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"focusing on key decisions and context:\n" +
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"\n".join([f"{
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)}
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]
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response = together_client.chat.completions.create(
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model=MODEL_NAME,
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messages=messages,
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stream=False
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)
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summary_text = response.choices[0].message.content
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return summary_text.strip()
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# ----------------------------------------------------------------------------
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# Core Chat
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# ----------------------------------------------------------------------------
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def
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if not user_input.lower().startswith("as a cybersecurity expert"):
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user_input = f"(As a cybersecurity expert) {user_input}"
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if context_summary:
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# Stream tokens from the model
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stream = together_client.chat.completions.create(
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model=MODEL_NAME,
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messages=
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stream=True
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)
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# Incrementally build assistant reply
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for token in stream:
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if hasattr(token, 'choices'):
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delta = token.choices[0].delta.content
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yield
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context_summary = update_summary(conversation_history)
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# ----------------------------------------------------------------------------
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# Gradio Interface
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# ----------------------------------------------------------------------------
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def launch_interface():
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with gr.Blocks() as demo:
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gr.Markdown("## CyberGuard – Autonomous Cybersecurity Chat")
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chatbot = gr.Chatbot()
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state = gr.State([]) # placeholder to trigger streaming
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txt = gr.Textbox(show_label=False, placeholder="Enter your security query...")
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txt.submit(lambda *_: None, None, txt)
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txt.submit(on_submit, [txt, state], [state, chatbot], queue=False)
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state.change(fn=lambda s: append_and_stream(txt.value), inputs=state, outputs=chatbot)
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demo.launch(share=True, server_name='0.0.0.0', server_port=7860)
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# ----------------------------------------------------------------------------
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# Together Client Initialization with API Key
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# ----------------------------------------------------------------------------
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api_key = os.environ.get("TOGETHER_API_KEY")
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if not api_key:
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raise ValueError("Missing TOGETHER_API_KEY environment variable")
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# ----------------------------------------------------------------------------
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# In-Memory Context Tracking
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# ----------------------------------------------------------------------------
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conversation_history = [] # List of (user_msg, assistant_msg)
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context_summary = "" # Running summary of conversation
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# ----------------------------------------------------------------------------
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# Helper: Update Context Summary
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# ----------------------------------------------------------------------------
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def update_summary(history):
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messages = [
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{"role": "system", "content": SYSTEM_PROMPT_BASE},
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{"role": "user", "content": (
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"Summarize the following cybersecurity conversation in 3-5 bullet points, "
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"focusing on key decisions and context:\n" +
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"\n".join([f"user: {u}\nassistant: {a}" for u, a in history])
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)}
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]
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resp = together_client.chat.completions.create(
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model=MODEL_NAME,
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messages=messages,
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stream=False
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)
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return resp.choices[0].message.content.strip()
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# ----------------------------------------------------------------------------
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# Core Chat Functions for Gradio
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# ----------------------------------------------------------------------------
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def user_submit(user_input, history):
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history = history or []
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if not user_input:
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return "", history
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# Frame as cybersecurity expert
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if not user_input.lower().startswith("as a cybersecurity expert"):
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user_input = f"(As a cybersecurity expert) {user_input}"
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# Append placeholder for assistant
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history.append((user_input, ""))
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return "", history
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def assistant_stream(history):
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global context_summary
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if not history:
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return history
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# Build messages for model
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model_msgs = [{"role": "system", "content": SYSTEM_PROMPT_BASE}]
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if context_summary:
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model_msgs[0]["content"] += f"\n\nPrevious summary:\n{context_summary}"
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for user_msg, assistant_msg in history[:-1]:
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model_msgs.append({"role": "user", "content": user_msg})
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model_msgs.append({"role": "assistant", "content": assistant_msg})
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# Current user turn
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user_msg, _ = history[-1]
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model_msgs.append({"role": "user", "content": user_msg})
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# Stream from together
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stream = together_client.chat.completions.create(
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model=MODEL_NAME,
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messages=model_msgs,
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stream=True
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)
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for token in stream:
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if hasattr(token, 'choices'):
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delta = token.choices[0].delta.content
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history[-1] = (history[-1][0], history[-1][1] + delta)
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yield history
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# After full response, update summary
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context_summary = update_summary(history)
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# ----------------------------------------------------------------------------
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# Launch Gradio Interface
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# ----------------------------------------------------------------------------
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def launch_interface():
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with gr.Blocks() as demo:
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gr.Markdown("## CyberGuard – Autonomous Cybersecurity Chat")
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chatbot = gr.Chatbot()
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txt = gr.Textbox(show_label=False, placeholder="Enter your security query...")
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txt.submit(user_submit, [txt, chatbot], [txt, chatbot], queue=False)
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txt.submit(lambda: None, None, txt) # clear input
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chatbot.stream(assistant_stream, chatbot)
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demo.launch(share=True, server_name='0.0.0.0', server_port=7860)
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