Create app.py

app.py

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+import pickle
+import gradio as gr
+from sentence_transformers import SentenceTransformer
+lr_clf_finbert = pickle.load(open("clf_lgbm_finbert.pickle", 'rb'))
+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()