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from flask import Flask, request, jsonify, render_template |
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from huggingface_hub import InferenceClient |
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from requests.exceptions import RequestException |
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app = Flask(__name__) |
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client = InferenceClient("mistralai/Mistral-7B-Instruct-v0.2") |
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def system_instructions(context): |
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return f"""<s> [INST] Your are a great teacher and your task is to create 6 questions with answer and 4 choices based on the following context:\n\n{context}\n\n. Each example should be like this |
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Question: "" |
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Choices: |
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A): "" |
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B): "" |
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C): "" |
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D): "" |
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Answer: "Choose either A, B, C, or D as the correct answer" |
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Explanation: "" |
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\n |
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[/INST] |
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""" |
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def generate_quiz(context): |
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formatted_prompt = system_instructions(context) |
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generate_kwargs = dict( |
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temperature=0.1, |
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max_new_tokens=2048, |
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top_p=0.95, |
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repetition_penalty=1.0, |
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do_sample=True, |
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seed=42,) |
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try: |
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response = client.text_generation( |
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formatted_prompt, |
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**generate_kwargs, |
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stream=False, |
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details=False, |
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return_full_text=False, |
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) |
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return response |
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except (RequestException, SystemExit) as e: |
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return {"error": str(e)} |
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@app.route("/", methods=["GET", "POST"]) |
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def generate_quiz_page(): |
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if request.method == "POST": |
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if request.content_type == 'application/json': |
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data = request.get_json() |
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context = data.get("context") |
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if context is None or context.strip() == "": |
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return jsonify({"error": "Missing or empty 'context' parameter"}), 400 |
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else: |
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context = request.form.get("context") |
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if context is None or context.strip() == "": |
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return jsonify({"error": "Missing or empty 'context' parameter"}), 400 |
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response = generate_quiz(context) |
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if request.content_type == 'application/json': |
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return jsonify(response) |
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return render_template('quiz.html', textWithAnswers=response) |
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return render_template('index.html') |
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if __name__ == "__main__": |
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app.run(debug=True) |
