Truong-Phuc Nguyen
commited on
Commit
•
5344f77
1
Parent(s):
c300f88
Update AlphaEdu.py
Browse files- AlphaEdu.py +16 -14
AlphaEdu.py
CHANGED
@@ -2,6 +2,7 @@ import streamlit as st
|
|
2 |
import pandas as pd
|
3 |
from plms.language_model import TransformersQG
|
4 |
import os
|
|
|
5 |
|
6 |
st.set_page_config(page_icon='🧪', page_title='ViQAG for Vietnamese Education', layout='wide', initial_sidebar_state="collapsed")
|
7 |
|
@@ -13,7 +14,7 @@ st.markdown(f"""
|
|
13 |
<img src="./app/static/AlphaEdu_logo_trans.png"/>
|
14 |
</div>
|
15 |
""", unsafe_allow_html=True)
|
16 |
-
st.markdown("<h1 style='text-align: center;'>
|
17 |
|
18 |
# =====================================================================================================
|
19 |
|
@@ -42,7 +43,7 @@ def load_lessons(df, grade_name, chapter_name):
|
|
42 |
|
43 |
def load_context(df, grade_name, chapter_name, lesson_name):
|
44 |
context = df[(df['grade'] == grade_name) & (df['chapter'] == chapter_name) & (df['lesson'] == lesson_name)]['context'].values
|
45 |
-
return
|
46 |
|
47 |
def generateQA(context, model_path = 'shnl/vit5-vinewsqa-qg-ae'):
|
48 |
unique_qa_pairs = set()
|
@@ -59,7 +60,7 @@ def generateQA(context, model_path = 'shnl/vit5-vinewsqa-qg-ae'):
|
|
59 |
|
60 |
# =====================================================================================================
|
61 |
|
62 |
-
col_1, col_2, col_3, col_4 = st.columns(spec=[1, 1, 3,
|
63 |
|
64 |
col_1.markdown("<h8 style='text-align: left; font-weight: normal'>Select your subject:</h8>", unsafe_allow_html=True)
|
65 |
subject = col_1.selectbox(label='Select your subject:', options=filenames, label_visibility='collapsed')
|
@@ -76,25 +77,26 @@ col_4.markdown("<h8 style='text-align: left; font-weight: normal'>Select your le
|
|
76 |
lesson_names = load_lessons(df=df, grade_name=grade, chapter_name=chapter)
|
77 |
lesson = col_4.selectbox(label='Select your lesson:', options=lesson_names, label_visibility='collapsed')
|
78 |
|
79 |
-
|
|
|
|
|
|
|
|
|
|
|
80 |
col_11.markdown("<h8 style='text-align: left; font-weight: normal'>Paragraph related:</h8>", unsafe_allow_html=True)
|
81 |
-
|
82 |
-
col_11.text_area(label='Paragraph related', label_visibility='collapsed', height=300, value=context_values)
|
83 |
|
84 |
-
col_21.markdown("<h8 style='text-align: left; font-weight: normal'>
|
85 |
-
col_21.
|
86 |
-
col_21.checkbox(label='Multiple Choice Question Generation (Coming soon)', disabled=True)
|
87 |
-
col_21.checkbox(label='Fill-in-the-Blank Question Generation (Coming soon)', disabled=True)
|
88 |
|
89 |
col_21.markdown("<h8 style='text-align: left; font-weight: normal'>Options:</h8>", unsafe_allow_html=True)
|
90 |
-
btn_show_answer = col_21.toggle(label='Show
|
91 |
|
92 |
btn_generate = col_21.button(label='Generate questions', use_container_width=True)
|
93 |
|
94 |
if btn_generate == True:
|
95 |
-
with st.spinner(text='Generating
|
96 |
-
|
97 |
-
st.session_state.output = generateQA(context=small_context)
|
98 |
|
99 |
if btn_show_answer:
|
100 |
if st.session_state.output != '':
|
|
|
2 |
import pandas as pd
|
3 |
from plms.language_model import TransformersQG
|
4 |
import os
|
5 |
+
import numpy as np
|
6 |
|
7 |
st.set_page_config(page_icon='🧪', page_title='ViQAG for Vietnamese Education', layout='wide', initial_sidebar_state="collapsed")
|
8 |
|
|
|
14 |
<img src="./app/static/AlphaEdu_logo_trans.png"/>
|
15 |
</div>
|
16 |
""", unsafe_allow_html=True)
|
17 |
+
st.markdown("<h1 style='text-align: center;'>AlphaEdu</h1>", unsafe_allow_html=True)
|
18 |
|
19 |
# =====================================================================================================
|
20 |
|
|
|
43 |
|
44 |
def load_context(df, grade_name, chapter_name, lesson_name):
|
45 |
context = df[(df['grade'] == grade_name) & (df['chapter'] == chapter_name) & (df['lesson'] == lesson_name)]['context'].values
|
46 |
+
return len(context), context
|
47 |
|
48 |
def generateQA(context, model_path = 'shnl/vit5-vinewsqa-qg-ae'):
|
49 |
unique_qa_pairs = set()
|
|
|
60 |
|
61 |
# =====================================================================================================
|
62 |
|
63 |
+
col_1, col_2, col_3, col_4, col_5 = st.columns(spec=[1, 1, 3, 3, 1])
|
64 |
|
65 |
col_1.markdown("<h8 style='text-align: left; font-weight: normal'>Select your subject:</h8>", unsafe_allow_html=True)
|
66 |
subject = col_1.selectbox(label='Select your subject:', options=filenames, label_visibility='collapsed')
|
|
|
77 |
lesson_names = load_lessons(df=df, grade_name=grade, chapter_name=chapter)
|
78 |
lesson = col_4.selectbox(label='Select your lesson:', options=lesson_names, label_visibility='collapsed')
|
79 |
|
80 |
+
col_5.markdown("<h8 style='text-align: left; font-weight: normal'>Paragraph:</h8>", unsafe_allow_html=True)
|
81 |
+
total_paragraph, context_values = load_context(df=df, grade_name=grade, chapter_name=chapter, lesson_name=lesson)
|
82 |
+
|
83 |
+
paragraph_idx = col_5.selectbox(label='Select your lesson:', options=list(np.arange(1, total_paragraph + 1)), label_visibility='collapsed')
|
84 |
+
|
85 |
+
col_11, col_21 = st.columns(spec=[9, 1])
|
86 |
col_11.markdown("<h8 style='text-align: left; font-weight: normal'>Paragraph related:</h8>", unsafe_allow_html=True)
|
87 |
+
col_11.text_area(label='Paragraph related', label_visibility='collapsed', height=300, value=context_values[paragraph_idx - 1])
|
|
|
88 |
|
89 |
+
col_21.markdown("<h8 style='text-align: left; font-weight: normal'>QAG modes:</h8>", unsafe_allow_html=True)
|
90 |
+
col_21.selectbox(label='QAG model:', options=['ViT5-ViNewsQA'], label_visibility='collapsed')
|
|
|
|
|
91 |
|
92 |
col_21.markdown("<h8 style='text-align: left; font-weight: normal'>Options:</h8>", unsafe_allow_html=True)
|
93 |
+
btn_show_answer = col_21.toggle(label='Show answers', disabled=False)
|
94 |
|
95 |
btn_generate = col_21.button(label='Generate questions', use_container_width=True)
|
96 |
|
97 |
if btn_generate == True:
|
98 |
+
with st.spinner(text='Generating QA pairs from the selected context. Please wait ...'):
|
99 |
+
st.session_state.output = generateQA(context=context_values)
|
|
|
100 |
|
101 |
if btn_show_answer:
|
102 |
if st.session_state.output != '':
|