zero-shot-nli / app.py
harry-stark
Added app files
17a8518
raw history blame
No virus
893 Bytes
from typing import Sequence
import streamlit as st
from hf_model import classifier_zero,load_model
from utils import plot_result
classifier=load_model()
if __name__ == '__main__':
st.header("Zero Shot Classification")
sequence = st.text_area(label="Input Sequence")
labels = st.text_input('Possible topics (separated by `,`)', max_chars=1000)
labels = list(set([x.strip() for x in labels.strip().split(',') if len(x.strip()) > 0]))
if len(labels) == 0 or len(sequence) == 0:
st.write('Enter some text and at least one possible topic to see predictions.')
multi_class = st.checkbox('Allow multiple correct topics', value=True)
with st.spinner('Classifying...'):
top_topics, scores = classifier_zero(classifier,sequence=sequence,labels=labels,multi_class=multi_class)
plot_result(top_topics[::-1][-10:], scores[::-1][-10:])