Spaces:
Runtime error
Runtime error
Update app.py #0
Browse files
app.py
CHANGED
|
@@ -1,28 +1,32 @@
|
|
| 1 |
-
import streamlit as
|
|
|
|
| 2 |
from PyPDF2 import PdfReader
|
| 3 |
|
| 4 |
from transformers import pipeline
|
| 5 |
|
| 6 |
summarizer = pipeline(task="summarization")
|
| 7 |
|
| 8 |
-
|
|
|
|
| 9 |
page_title='Text Summarizer'
|
| 10 |
)
|
| 11 |
|
| 12 |
-
|
|
|
|
|
|
|
| 13 |
|
| 14 |
def summarize_text(text):
|
| 15 |
summary = summarizer(text)
|
| 16 |
summary = summary[0]['summary_text']
|
| 17 |
return summary
|
| 18 |
|
| 19 |
-
input =
|
| 20 |
|
| 21 |
output = summarize_text(input)
|
| 22 |
|
| 23 |
|
| 24 |
-
if
|
| 25 |
-
|
| 26 |
<div style="background-color: black; color: white; font-weight: bold; padding: 1rem; border-radius: 10px;">
|
| 27 |
<h4>Results</h4>
|
| 28 |
<p>
|
|
@@ -30,46 +34,63 @@ if str.button('Summarize text'):
|
|
| 30 |
</p>
|
| 31 |
</div>
|
| 32 |
''', unsafe_allow_html=True)
|
| 33 |
-
|
| 34 |
|
| 35 |
|
| 36 |
#####
|
| 37 |
|
| 38 |
# PDF summary section
|
| 39 |
-
|
|
|
|
| 40 |
|
| 41 |
try:
|
| 42 |
-
|
|
|
|
| 43 |
|
| 44 |
if uploaded_pdf is not None:
|
| 45 |
-
|
| 46 |
|
|
|
|
| 47 |
def extract_text(pdf_file):
|
| 48 |
pdf_content = PdfReader(pdf_file)
|
| 49 |
-
pages =
|
| 50 |
# page_count = len(pages)
|
| 51 |
-
|
| 52 |
-
|
| 53 |
-
return page_text
|
| 54 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 55 |
|
| 56 |
-
|
|
|
|
|
|
|
| 57 |
|
| 58 |
-
pdf_output = summarize_text(pdf_input)
|
| 59 |
|
| 60 |
-
except:
|
| 61 |
-
|
| 62 |
|
|
|
|
|
|
|
|
|
|
|
|
|
| 63 |
|
| 64 |
|
| 65 |
|
| 66 |
-
if
|
| 67 |
-
|
| 68 |
<div style="background-color: black; color: white; font-weight: bold; padding: 1rem; border-radius: 10px;">
|
| 69 |
-
<h4>
|
| 70 |
<p>
|
| 71 |
{pdf_output}
|
| 72 |
</p>
|
| 73 |
</div>
|
| 74 |
''', unsafe_allow_html=True)
|
| 75 |
-
|
|
|
|
|
|
|
|
|
| 1 |
+
import streamlit as st
|
| 2 |
+
import pdfkit
|
| 3 |
from PyPDF2 import PdfReader
|
| 4 |
|
| 5 |
from transformers import pipeline
|
| 6 |
|
| 7 |
summarizer = pipeline(task="summarization")
|
| 8 |
|
| 9 |
+
# Basic text summary
|
| 10 |
+
st.set_page_config(
|
| 11 |
page_title='Text Summarizer'
|
| 12 |
)
|
| 13 |
|
| 14 |
+
st.title('Text Summarization')
|
| 15 |
+
|
| 16 |
+
# Text summary function
|
| 17 |
|
| 18 |
def summarize_text(text):
|
| 19 |
summary = summarizer(text)
|
| 20 |
summary = summary[0]['summary_text']
|
| 21 |
return summary
|
| 22 |
|
| 23 |
+
input = st.text_area('Enter long text')
|
| 24 |
|
| 25 |
output = summarize_text(input)
|
| 26 |
|
| 27 |
|
| 28 |
+
if st.button('Summarize text'):
|
| 29 |
+
st.markdown(f'''
|
| 30 |
<div style="background-color: black; color: white; font-weight: bold; padding: 1rem; border-radius: 10px;">
|
| 31 |
<h4>Results</h4>
|
| 32 |
<p>
|
|
|
|
| 34 |
</p>
|
| 35 |
</div>
|
| 36 |
''', unsafe_allow_html=True)
|
| 37 |
+
st.success('Done')
|
| 38 |
|
| 39 |
|
| 40 |
#####
|
| 41 |
|
| 42 |
# PDF summary section
|
| 43 |
+
|
| 44 |
+
st.subheader('PDF summary')
|
| 45 |
|
| 46 |
try:
|
| 47 |
+
# Upload file
|
| 48 |
+
uploaded_pdf = st.file_uploader('Choose a pdf file', type=['pdf'])
|
| 49 |
|
| 50 |
if uploaded_pdf is not None:
|
| 51 |
+
st.success('Succesfully uploaded')
|
| 52 |
|
| 53 |
+
# Extract PDF content
|
| 54 |
def extract_text(pdf_file):
|
| 55 |
pdf_content = PdfReader(pdf_file)
|
| 56 |
+
pages =pdf_content.pages
|
| 57 |
# page_count = len(pages)
|
| 58 |
+
|
| 59 |
+
page_text_stack = []
|
|
|
|
| 60 |
|
| 61 |
+
for page in pages:
|
| 62 |
+
page_text = page.extract_text()
|
| 63 |
+
page_text_stack.append(page_text)
|
| 64 |
+
|
| 65 |
+
pages_stack = []
|
| 66 |
+
|
| 67 |
+
for text_stack in page_text_stack:
|
| 68 |
+
pages_stack.append(text_stack)
|
| 69 |
|
| 70 |
+
return page_text
|
| 71 |
+
|
| 72 |
+
|
| 73 |
|
|
|
|
| 74 |
|
| 75 |
+
except: # Handle blank file error
|
| 76 |
+
st.error('Please select a valid file')
|
| 77 |
|
| 78 |
+
# Prepare output
|
| 79 |
+
pdf_input = extract_text(uploaded_pdf)
|
| 80 |
+
pdf_output = summarize_text(pdf_input)
|
| 81 |
+
summary_pdf = pdfkit.from_sting(pdf_input, 'Summary.pdf')
|
| 82 |
|
| 83 |
|
| 84 |
|
| 85 |
+
if st.button('Summarize pdf page'):
|
| 86 |
+
st.markdown(f'''
|
| 87 |
<div style="background-color: black; color: white; font-weight: bold; padding: 1rem; border-radius: 10px;">
|
| 88 |
+
<h4>Download the summary here </h4>
|
| 89 |
<p>
|
| 90 |
{pdf_output}
|
| 91 |
</p>
|
| 92 |
</div>
|
| 93 |
''', unsafe_allow_html=True)
|
| 94 |
+
st.write('Download summary pdf here')
|
| 95 |
+
download_button = st.download_button(summary_pdf, label='Download summary')
|
| 96 |
+
st.success('PDF page summarized :)', icon="✅")
|