File size: 2,117 Bytes
c6dc269
 
34e67a1
10379c1
cd67181
9e11403
 
43ad650
cd67181
c6dc269
8775a91
9e11403
 
3cf03e0
 
c6dc269
23171a7
4ade980
 
86088c2
 
9b8124b
86088c2
4ade980
 
c6dc269
23171a7
c6dc269
 
 
23171a7
c6dc269
 
 
23171a7
c6dc269
31a3643
c6dc269
23171a7
c6dc269
 
23171a7
c6dc269
31a3643
c6dc269
23171a7
c6dc269
 
 
23171a7
c6dc269
 
31a3643
c6dc269
31a3643
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
import streamlit as st
import pandas as pd
from transformers import pipeline

# Load the anomalies data and convert all cells to strings
df = pd.read_csv('anomalies.csv', sep=',', decimal='.')
df['ds'] = pd.to_datetime(df['ds'], format='%Y-%m-%d')
df.fillna("", inplace=True)
print(df.head())

def response(user_question):
    tqa = pipeline(task="table-question-answering", model="google/tapas-large-finetuned-wtq")    
    resposta = tqa(table=df, query=user_question)['cells'][0]
    print(resposta)
    return str(resposta)

# Streamlit interface
st.markdown("""
<div style='display: flex; align-items: center;'>
    <div style='width: 40px; height: 40px; background-color: green; border-radius: 50%; margin-right: 5px;'></div>
    <div style='width: 40px; height: 40px; background-color: red; border-radius: 50%; margin-right: 5px;'></div>
    <div style='width: 40px; height: 40px; background-color: yellow; border-radius: 50%; margin-right: 5px;'></div>
    <span style='font-size: 40px; font-weight: bold;'>Chatbot do Tesouro RS</span>
</div>
""", unsafe_allow_html=True)

# Chat history
if 'history' not in st.session_state:
    st.session_state['history'] = []

# Input box for user question
user_question = st.text_input("Escreva sua questão aqui:", "")

if user_question:
    # Add person emoji when typing question
    st.session_state['history'].append(('👤', user_question))
    st.markdown(f"**👤 {user_question}**")
    
    # Generate the response
    bot_response = response(user_question)
    
    # Add robot emoji when generating response and align to the right
    st.session_state['history'].append(('🤖', bot_response))
    st.markdown(f"<div style='text-align: right'>**🤖 {bot_response}**</div>", unsafe_allow_html=True)

# Clear history button
if st.button("Limpar"):
    st.session_state['history'] = []

# Display chat history
for sender, message in st.session_state['history']:
    if sender == '👤':
        st.markdown(f"**👤 {message}**")
    elif sender == '🤖':
        st.markdown(f"<div style='text-align: right'>**🤖 {message}**</div>", unsafe_allow_html=True)