from flask import Flask, render_template, request, jsonify from modules.model import summarize import __main__ app = Flask(__name__) # shortTokenizer = BartTokenizer.from_pretrained('sshleifer/distilbart-xsum-12-6') # shortModel = BartForConditionalGeneration.from_pretrained('sshleifer/distilbart-xsum-12-6') # longTokenizer = BartTokenizer.from_pretrained('sshleifer/distilbart-cnn-12-6') # longModel = BartForConditionalGeneration.from_pretrained('sshleifer/distilbart-cnn-12-6') @app.route('/') def home(): return render_template('index.html') @app.route('/summarize', methods=['GET', 'POST']) def recommend(): if request.method == "POST": # Get form data request_data = request.get_json() input_text = request_data['input_text'] # Call the function summarize to run the text summarization try: short_output_summary, long_output_summary = summarize(input_text) # Pass output summary to the output template return jsonify({'short': short_output_summary.strip(), 'long': long_output_summary.strip()}) except Exception as e: return render_template('index.html', query=e) pass def main(): app.config['TEMPLATES_AUTO_RELOAD'] = True app.config['SEND_FILE_MAX_AGE_DEFAULT'] = 0 app.run(debug=True) app.run() if __name__ == '__main__': print("Loading BART model and tokenzier . . .") main()