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| from flask import Flask, request, jsonify | |
| import asyncio | |
| from hypercorn.asyncio import serve | |
| from hypercorn.config import Config | |
| from setfit import SetFitModel | |
| app = Flask(__name__) | |
| model = SetFitModel.from_pretrained("johnpaulbin/beanbox-toxic") | |
| def translate(): | |
| data = request.get_json() | |
| result = model.predict_proba([data['text']]) | |
| if result[0][0] > result[0][1]: | |
| result = "FALSE" | |
| else: | |
| result = "TRUE" | |
| return jsonify(result) | |
| # Define more routes for other operations like download_model, etc. | |
| if __name__ == "__main__": | |
| config = Config() | |
| config.bind = ["0.0.0.0:7860"] # You can specify the host and port here | |
| asyncio.run(serve(app, config)) |