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Truong-Phuc Nguyen
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8bf4c24
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Parent(s):
d6acde9
Update app.py
Browse files
app.py
CHANGED
@@ -1,28 +1,28 @@
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import streamlit as st
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import torch
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from transformers import pipeline
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st.set_page_config(page_title="Vietnamese Legal Question Answering", page_icon="🧊", layout="
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@st.cache_data
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def load_model(model_path):
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device = 0 if torch.cuda.is_available() else -1
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question_answerer = pipeline("question-answering", model=model_path, device=device)
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return question_answerer
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def get_answer(model, context, question):
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return model(context=context, question=question, max_answer_len=512)
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if 'model' not in st.session_state:
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st.session_state.model = load_model(model_path='./
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st.markdown("<h1 style='text-align: center;'>Vietnamese Legal Question Answering</h1>", unsafe_allow_html=True)
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context = st.text_area(label='Vietnamese Legal Documents/context:', placeholder='Enter your Vietnamese legal document here...', height=300)
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question = st.text_area(label='Question about this Vietnamese Legal Documents:', placeholder='Enter your question about this Vietnamese Legal Documents here...', height=100)
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btn_answer = st.button(label='Answer')
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if btn_answer:
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answer = get_answer(model=st.session_state.model, context=context, question=question)
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st.success(f"{answer['answer']}")
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import streamlit as st
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import torch
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from transformers import pipeline
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st.set_page_config(page_title="Vietnamese Legal Question Answering", page_icon="🧊", layout="wide", initial_sidebar_state="collapsed")
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@st.cache_data
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def load_model(model_path):
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device = 0 if torch.cuda.is_available() else -1
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question_answerer = pipeline("question-answering", model=model_path, device=device)
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return question_answerer
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def get_answer(model, context, question):
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return model(context=context, question=question, max_answer_len=512)
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if 'model' not in st.session_state:
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st.session_state.model = load_model(model_path='./model')
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st.markdown("<h1 style='text-align: center;'>Vietnamese Legal Question Answering</h1>", unsafe_allow_html=True)
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context = st.text_area(label='Vietnamese Legal Documents/context:', placeholder='Enter your Vietnamese legal document here...', height=300)
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question = st.text_area(label='Question about this Vietnamese Legal Documents:', placeholder='Enter your question about this Vietnamese Legal Documents here...', height=100)
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btn_answer = st.button(label='Answer')
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if btn_answer:
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answer = get_answer(model=st.session_state.model, context=context, question=question)
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st.success(f"{answer['answer']}")
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