MathProfessionalDevelopment/mathchatbot-v7-simple
0
1import os2import gradio as gr3from dotenv import load_dotenv4from openai import OpenAI5from prompts.initial_prompt import INITIAL_PROMPT6from prompts.main_prompt import MAIN_PROMPT7 8# Load OpenAI API Key from .env file9if os.path.exists(".env"):10 load_dotenv(".env")11 12OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")13client = OpenAI(api_key=OPENAI_API_KEY)14 15def gpt_call(history, user_message,16 model="gpt-4o-mini",17 max_tokens=1024,18 temperature=0.7,19 top_p=0.95):20 """21 Calls OpenAI Chat API to generate responses.22 - history: [(user_text, assistant_text), ...]23 - user_message: latest message from user24 """25 messages = [{"role": "system", "content": MAIN_PROMPT}]26 27 # Add conversation history28 for user_text, assistant_text in history:29 if user_text:30 messages.append({"role": "user", "content": user_text})31 if assistant_text:32 messages.append({"role": "assistant", "content": assistant_text})33 34 messages.append({"role": "user", "content": user_message})35 36 # OpenAI API Call37 completion = client.chat.completions.create(38 model=model,39 messages=messages,40 max_tokens=max_tokens,41 temperature=temperature,42 top_p=top_p43 )44 45 response = completion.choices[0].message.content46 47 # Ensure AI always asks for reasoning first before answering48 if any(keyword in user_message.lower() for keyword in ["problem 2", "problem 3"]):49 response = "Interesting! Before we move on, what do you think about this problem? Is it proportional? Why or why not? Let's explore your reasoning first.\n\n" + response50 51 # Push for deeper explanations—even if the answer is correct52 if any(keyword in user_message.lower() for keyword in ["correct", "right", "exactly"]):53 response = "That’s a great insight! But let’s push further—can you explain it another way? Could someone misunderstand this concept? Let’s explore that.\n\n" + response54 55 # Ensure the AI always asks a follow-up before moving to the next question56 if any(keyword in user_message.lower() for keyword in ["move on", "next question"]):57 response = "Before we continue, let’s reflect for a moment—what was the biggest takeaway from this problem? Could we change something and still get a non-proportional relationship?\n\n" + response58 59 # Make the Problem-Posing Activity more interactive60 if "pose a problem" in user_message.lower():61 response += "\n\nThat's a great start! But let's refine it—does your problem truly show a non-proportional relationship? What would happen if we removed the fixed cost? Try adjusting it and see if it still works!"62 63 return response64 65def respond(user_message, history):66 """67 Handles user input and chatbot responses.68 """69 if not user_message:70 return "", history71 72 assistant_reply = gpt_call(history, user_message)73 history.append((user_message, assistant_reply))74 return "", history75 76##############################77# Gradio Blocks UI78##############################79with gr.Blocks() as demo:80 gr.Markdown("## AI-Guided Math PD Chatbot")81 82 chatbot = gr.Chatbot(83 value=[("", INITIAL_PROMPT)],84 height=60085 )86 87 state_history = gr.State([("", INITIAL_PROMPT)])88 89 user_input = gr.Textbox(90 placeholder="Type your message here...",91 label="Your Input"92 )93 94 user_input.submit(95 respond,96 inputs=[user_input, state_history],97 outputs=[user_input, chatbot]98 ).then(99 fn=lambda _, h: h,100 inputs=[user_input, chatbot],101 outputs=[state_history]102 )103 104if __name__ == "__main__":105 demo.launch(server_name="0.0.0.0", server_port=7860, share=True)106 