All_in_one / pages /translation.py
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import streamlit as st
import time
from multipage import MultiPage
from transformers import pipeline
import torch
def app():
st.markdown('## Translation task')
st.write('Write something in English and AI will translate')
st.markdown('## ')
@st.cache(allow_output_mutation=True, suppress_st_warning =True, show_spinner=False)
def get_model(model):
return pipeline(task = 'translation', model = model)
col1, col2 = st.columns([2,1])
with col1:
prompt= st.text_area('Your prompt here',
'''What is the translation of this sentence?''')
with col2:
select_model = st.radio(
"Translate from English to:",
('France', 'German', 'Spanish'), index = 0)
if select_model == 'France':
model = 'Helsinki-NLP/opus-mt-en-fr'
elif select_model == 'German':
model = 'Helsinki-NLP/opus-mt-en-de'
elif select_model == 'Spanish':
model = 'Helsinki-NLP/opus-mt-en-es'
with st.spinner('Loading Model... (This may take a while)'):
generator = get_model(model)
st.success('Model loaded correctly!')
with col1:
gen = st.info('Generating text...')
answer = generator(prompt)
gen.empty()
lst = answer[0]['translation_text']
t = st.empty()
for i in range(len(lst)):
t.markdown("#### %s..." % lst[0:i])
time.sleep(0.04)