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from flask import Flask, render_template, request, jsonify | |
from modules.model import summarize | |
from flask_cors import CORS, cross_origin | |
import __main__ | |
app = Flask(__name__) | |
CORS(app, resources={r"/*": {"origins": "*"}}) | |
# 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') | |
def home(): | |
return render_template('index.html') | |
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) | |
response = jsonify({'short': short_output_summary.strip(), 'long': long_output_summary.strip()}) | |
response.headers.add('Access-Control-Allow-Origin', '*') | |
response.headers.add('Access-Control-Allow-Headers', 'Content-Type,Authorization') | |
response.headers.add('Access-Control-Allow-Methods', 'GET,PUT,POST,DELETE,OPTIONS') | |
response.headers.add('Access-Control-Allow-Credentials', 'true') | |
# Pass output summary to the output template | |
return response | |
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(host='0.0.0.0', port=7860) | |
if __name__ == '__main__': | |
print("Loading BART model and tokenzier . . .") | |
main() |