app.py

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')