import streamlit as st import json import requests import os API_TOKEN = os.environ.get("API_TOKEN") API_URL = os.environ.get("API_URL") headers = {"Authorization": f"Bearer {API_TOKEN}"} def query(payload): data = json.dumps(payload) response = requests.request("POST", API_URL, headers=headers, data=data) return json.loads(response.content.decode("utf-8")) def analyze_txt(txt): label_dict={'LABEL_0':'Geoteknik','LABEL_1':'Hidrolik','LABEL_2':'Malzeme','LABEL_3':'Ulaştırma','LABEL_4':'Yapı'} data = query(txt) result=data[0][0]['label'] decode_result=label_dict[result] prob=data[0][0]['score'] result2=data[0][1]['label'] decode_result2=label_dict[result2] prob2=data[0][1]['score'] strn='Best guess '+str(decode_result)+' ->confidence: '+str(round(prob,3)) strn2= 'Other guess '+str(decode_result2)+' ->confidence: '+str(round(prob2,3)) return strn,strn2 st.header('Find the Category of Turkish Civil Engineering Abstracts') st.caption('classify->geoteknik,hidrolik,malzeme,ulaştırma,yapı') txt = st.text_area('Abstract to analyze and predict(in Turkish)') if st.button('Find the category'): if txt != '': txt1,txt2=analyze_txt(txt) st.success(txt1, icon="✅") st.info(txt2, icon="ℹ️") else: st.write('Please input text')