Spaces:
Runtime error
Runtime error
Update app.py
Browse files
app.py
CHANGED
@@ -1,25 +1,43 @@
|
|
1 |
import subprocess
|
2 |
|
3 |
-
subprocess.run(["pip", "install", "PyPDF2", "transformers", "bark", "gradio"])
|
4 |
|
5 |
import PyPDF2
|
6 |
from transformers import pipeline
|
7 |
from bark import SAMPLE_RATE, generate_audio, preload_models
|
8 |
import gradio as gr
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
9 |
|
10 |
-
def
|
11 |
-
|
12 |
-
|
13 |
-
|
|
|
|
|
|
|
14 |
|
15 |
-
# Convert abstract_page to integer
|
16 |
-
abstract_page = int(abstract_page)
|
17 |
|
18 |
-
|
19 |
-
|
20 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
21 |
# Get the abstract page text
|
22 |
-
|
23 |
|
24 |
summarizer = pipeline("summarization", model="facebook/bart-large-cnn")
|
25 |
summary = summarizer(abstract_page_text, max_length=20, min_length=20)
|
@@ -29,16 +47,41 @@ def summarize_and_convert_to_audio(pdf_file, abstract_page):
|
|
29 |
text = summary[0]['summary_text']
|
30 |
audio_array = generate_audio(text)
|
31 |
|
32 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
33 |
|
34 |
iface = gr.Interface(
|
35 |
-
fn=
|
36 |
inputs=[
|
37 |
-
gr.File("
|
38 |
-
"
|
|
|
|
|
|
|
|
|
|
|
|
|
39 |
],
|
40 |
-
|
41 |
-
|
42 |
-
)
|
43 |
|
44 |
iface.launch()
|
|
|
1 |
import subprocess
|
2 |
|
3 |
+
subprocess.run(["pip", "install", "PyPDF2", "transformers", "bark", "gradio","soundfile","PyMuPDF","numpy"])
|
4 |
|
5 |
import PyPDF2
|
6 |
from transformers import pipeline
|
7 |
from bark import SAMPLE_RATE, generate_audio, preload_models
|
8 |
import gradio as gr
|
9 |
+
from IPython.display import Audio
|
10 |
+
import os
|
11 |
+
import io
|
12 |
+
import fitz
|
13 |
+
import tempfile
|
14 |
+
from PyPDF2 import PdfReader
|
15 |
+
import numpy as np
|
16 |
+
from tempfile import NamedTemporaryFile
|
17 |
+
import soundfile as sf
|
18 |
|
19 |
+
def readPDF(pdf_file_path):
|
20 |
+
if not pdf_file_path.endswith(".pdf"):
|
21 |
+
raise ValueError("Please upload a PDF file.")
|
22 |
+
|
23 |
+
with open(pdf_file_path, 'rb') as file:
|
24 |
+
pdf_reader = file.read()
|
25 |
+
return pdf_reader
|
26 |
|
|
|
|
|
27 |
|
28 |
+
def summarize_and_convert_to_audio(pdf_reader, page):
|
29 |
+
|
30 |
+
temp_file = tempfile.NamedTemporaryFile(delete=False)
|
31 |
+
temp_file.write(pdf_reader)
|
32 |
+
temp_file_path = temp_file.name
|
33 |
+
|
34 |
+
# Use PyMuPDF to read the PDF content
|
35 |
+
pdf_document = fitz.open(temp_file_path)
|
36 |
+
|
37 |
+
print(page)
|
38 |
+
|
39 |
# Get the abstract page text
|
40 |
+
abstract_page_text = pdf_document[int(page) - 1].get_text()
|
41 |
|
42 |
summarizer = pipeline("summarization", model="facebook/bart-large-cnn")
|
43 |
summary = summarizer(abstract_page_text, max_length=20, min_length=20)
|
|
|
47 |
text = summary[0]['summary_text']
|
48 |
audio_array = generate_audio(text)
|
49 |
|
50 |
+
#save temporary file audio to use it in the second step
|
51 |
+
|
52 |
+
with NamedTemporaryFile(suffix=".wav", delete=False) as temp_wav_file:
|
53 |
+
wav_file_path = temp_wav_file.name
|
54 |
+
sf.write(wav_file_path, audio_array, SAMPLE_RATE)
|
55 |
+
return wav_file_path
|
56 |
+
|
57 |
+
|
58 |
+
def read_and_speech(pdf_file,abstract_page):
|
59 |
+
print(pdf_file)
|
60 |
+
pdf_file_path= pdf_file.name
|
61 |
+
print(pdf_file_path)
|
62 |
+
page=abstract_page
|
63 |
+
reader=readPDF(pdf_file_path)
|
64 |
+
audio=summarize_and_convert_to_audio(reader,page)
|
65 |
+
return audio;
|
66 |
+
|
67 |
+
# Define app name, app description, and examples
|
68 |
+
app_name = "From PDF to Speech"
|
69 |
+
app_description = "Convert text from a PDF file to audio. Upload a PDF file. We accept only PDF files with abstracts."
|
70 |
+
|
71 |
|
72 |
iface = gr.Interface(
|
73 |
+
fn=read_and_speech,
|
74 |
inputs=[
|
75 |
+
gr.File(file_types=["pdf"], label="Upload PDF file"),
|
76 |
+
gr.Textbox(label="Insert the page where the abstract is located")],
|
77 |
+
outputs=gr.Audio(type="filepath"),
|
78 |
+
title=app_name,
|
79 |
+
description=app_description,
|
80 |
+
examples=[
|
81 |
+
["/content/drive/MyDrive/AAI/2312.04027.pdf",1],
|
82 |
+
["/content/drive/MyDrive/AAI/2312.04542.pdf",1],
|
83 |
],
|
84 |
+
allow_flagging="never"
|
85 |
+
)
|
|
|
86 |
|
87 |
iface.launch()
|