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Create app.py
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app.py
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from flask import Flask, request, jsonify
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from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
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import logging
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app = Flask(__name__)
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logging.basicConfig(level=logging.INFO)
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try:
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model = AutoModelForSeq2SeqLM.from_pretrained("./fine_tuned_model")
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tokenizer = AutoTokenizer.from_pretrained("./fine_tuned_model")
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except Exception as e:
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logging.error(f"Error loading model: {e}")
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raise e
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@app.route("/generate", methods=["POST"])
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def generate_checklist():
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try:
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data = request.json
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role = data.get("role", "Supervisor")
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project_id = data.get("project_id", "Unknown")
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project_name = data.get("project_name", "Unknown Project")
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milestones = data.get("milestones", "No milestones provided")
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inputs = f"Role: {role} Project: {project_id} ({project_name}) Milestones: {milestones}"
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input_ids = tokenizer(inputs, return_tensors="pt", max_length=128, truncation=True).input_ids
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outputs = model.generate(input_ids, max_length=128, num_beams=4, early_stopping=True)
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checklist = tokenizer.decode(outputs[0], skip_special_tokens=True)
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# Simple tip generation (can be enhanced with model)
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tips = "1. Prioritize safety checks\n2. Review milestones\n3. Log progress"
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return jsonify({
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"checklist": checklist,
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"tips": tips
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})
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except Exception as e:
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logging.error(f"Error in generate_checklist: {e}")
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return jsonify({"error": str(e)}), 500
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if __name__ == "__main__":
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app.run(host="0.0.0.0", port=8000)
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```
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