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| import pickle | |
| #import joblib | |
| import gradio as gr | |
| from sentence_transformers import SentenceTransformer | |
| import lightgbm | |
| lr_clf_finbert = pickle.load(open("lr_clf_finread_new.pkl",'rb')) #pickle.load(open("lr_clf_finbert.pickle", 'rb')) #joblib.load('lgb.pkl') | |
| #lr_clf_finread_new.pkl is a Logistic Regression model trained on 13K intances | |
| #lr_clf_finbert.pickle is a Logistic Regression model trained on 8K instances | |
| model = SentenceTransformer('ProsusAI/finbert') | |
| def get_readability(text): | |
| emd = model.encode([text]) | |
| ans = 'not readable' | |
| if lr_clf_finbert.predict(emd)==1: | |
| ans = 'readable' | |
| score = str(round(lr_clf_finbert.predict_proba(emd)[0,1],4)) | |
| return "Prediction: "+ans +"\nPredicted probability: "+ score | |
| iface = gr.Interface(fn=get_readability, inputs="textbox", title="FinRead",description="Financial Readability Assessment Tool", outputs="textbox", allow_flagging="never", examples=[['Inflation is the rate of increase in prices over a given period of time. Inflation is typically a broad measure, such as the overall increase in prices or the increase in the cost of living in a country.'], ['Legally assured line of credit with a bank'], ['A mutual fund is a type of financial vehicle made up of a pool of money collected from many investors to invest in securities like stocks, bonds, money market instruments']]) | |
| iface.launch() | |