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import os
import gdown as gdown
import nltk
import streamlit as st
import torch
from transformers import AutoTokenizer
from mt5 import MT5
# elif task == 'Question Answering':
#
# # Input area
# inputs = st.text_area('Context:', value="A few years after the First Crusade, in 1107, the Normans under "
# "the command of Bohemond, Robert\'s son, landed in Valona and "
# "besieged Dyrrachium using the most sophisticated military "
# "equipment of the time, but to no avail. Meanwhile, they occupied "
# "Petrela, the citadel of Mili at the banks of the river Deabolis, "
# "Gllavenica (Ballsh), Kanina and Jericho. This time, "
# "the Albanians sided with the Normans, dissatisfied by the heavy "
# "taxes the Byzantines had imposed upon them. With their help, "
# "the Normans secured the Arbanon passes and opened their way to "
# "Dibra. The lack of supplies, disease and Byzantine resistance "
# "forced Bohemond to retreat from his campaign and sign a peace "
# "treaty with the Byzantines in the city of Deabolis. ", max_chars=2048,
# height=250)
# question = st.text_input('Question:', value="What forced Bohemond to retreat from his campaign? ")
#
# # Prediction
# with st.spinner('Please wait while the inputs are being processed...'):
# predictions = model.qa([{'question': question, 'context': inputs}], max_length=512)
# answer = {question: predictions[0]}
#
# # Answer area
# st.write(answer)
#
# elif task == 'Question Generation':
#
# # Input area
# inputs = st.text_area('Context (highlight answers with <hl> tokens): ',
# value="A few years after the First Crusade, in <hl> 1107 <hl>, the <hl> Normans <hl> under "
# "the command of <hl> Bohemond <hl>, Robert\'s son, landed in Valona and "
# "besieged Dyrrachium using the most sophisticated military "
# "equipment of the time, but to no avail. Meanwhile, they occupied "
# "Petrela, <hl> the citadel of Mili <hl> at the banks of the river Deabolis, "
# "Gllavenica (Ballsh), Kanina and Jericho. This time, "
# "the Albanians sided with the Normans, dissatisfied by the heavy "
# "taxes the Byzantines had imposed upon them. With their help, "
# "the Normans secured the Arbanon passes and opened their way to "
# "Dibra. The <hl> lack of supplies, disease and Byzantine resistance <hl> "
# "forced Bohemond to retreat from his campaign and sign a peace "
# "treaty with the Byzantines in the city of Deabolis. ", max_chars=2048,
# height=250)
#
# # Split by highlights
# hl_index = [i for i in range(len(inputs)) if inputs.startswith('<hl>', i)]
# contexts = []
# answers = []
#
# # Build a context for each highlight pair
# for i in range(0, len(hl_index), 2):
# contexts.append(inputs[:hl_index[i]].replace('<hl>', '') +
# inputs[hl_index[i]: hl_index[i + 1] + 4] +
# inputs[hl_index[i + 1] + 4:].replace('<hl>', ''))
# answers.append(inputs[hl_index[i]: hl_index[i + 1] + 4].replace('<hl>', '').strip())
#
# # Prediction
# with st.spinner('Please wait while the inputs are being processed...'):
# predictions = model.qg(contexts, max_length=512)
#
# # Answer area
# content = {}
# for pred, ans in zip(predictions, answers):
# content[pred] = ans
# st.write(content)
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