import os
from openai import OpenAI

# client = OpenAI(
#     base_url="https://api.groq.com/openai/v1",
#     api_key=os.getenv("GROQ_API_KEY")
# )
client = OpenAI(api_key = os.getenv("OPENAI_API_KEY"))

def beat_the_ai(theme, score):
    ques_prompt = (
        f"Generate a unique, factually accurate quiz question on the theme of {theme} \n"
        f"The user's current score is {score} out of 100. Use this score to adaptively determine the difficulty of the question — higher scores should correspond to higher difficulty levels.\n"
        "Ensure that:\n"
        "1. The question is factually accurate, unique, and not similar to previous questions. Make the question as innovative as possible so that it doesn't get repeated.\n"
        "2. Options: A, B, C, D.\n"
        "3. The correct answer is accurate and clearly marked.\n"
        "4. Difficulty: Easy, Medium, Hard. The difficulty level is dynamically adjusted based on the user’s performance in the challenge:\n"
                "-If the user score(out of 100) is high: Increase the difficulty of subsequent questions.\n"
                "-If the user score(out of 100) is low: Lower the difficulty to provide a chance to regain confidence, but maintain a challenge level that requires learning and growth.\n"
        f"4. Assign a difficulty level (Easy, Medium, or Hard) to the question.\n"
f"   Evaluate the difficulty using the following weighted criteria (total score out of 10):\n"
f"   - Concept Complexity (30%):\n"
f"     * 1 = Basic, 2 = Intermediate, 3 = Advanced\n"
f"   - Application Level (25%):\n"
f"     * 1 = Pure recall, 2 = Application-based, 3 = Higher-order thinking\n"
f"   - Ambiguity (15%):\n"
f"     * 1 = Clear and straightforward, 2 = Moderate trickiness, 3 = Ambiguous or misleading\n"
f"   - Time Requirement (15%):\n"
f"     * 1 = <15 seconds, 2 = 15–45 seconds, 3 = >45 seconds to solve\n"
f"   - Prerequisite Knowledge (15%):\n"
f"     * 1 = None or very basic, 2 = Requires some prior understanding, 3 = Requires strong foundational knowledge\n"
f"   Calculate the total weighted score and assign difficulty as follows:\n"
f"     * 1.0 - 3.5  = Easy\n"
f"     * 3.6 - 6.5  = Medium\n"
f"     * 6.6 - 10.0 = Hard\n\n"
        "Provide response in this format:\n"
        "Theme: [Theme]\n"
        "Question: [Your question here]\n"
        "A) [Option A]\n"
        "B) [Option B]\n"
        "C) [Option C]\n"
        "D) [Option D]\n"
        "Correct answer: [Correct option letter]. Just return the option A, B, C or D and nothing else.\n"
        "Difficulty level: [Easy/Medium/Hard]"
        "Do not provide the parameter details just consider them for yourself."
    )

    response = client.chat.completions.create(
        model="gpt-4-1106-preview",
        messages=[
            {"role": "system", "content": "You are a helpful assistant who generates quizzes."},
            {"role": "user", "content": ques_prompt}
        ],
        temperature=0.5,
        max_tokens=1024
    )
    
    return response.choices[0].message.content.strip()


# print(beat_the_ai("Science", 75))