Update app.py

app.py

@@ -1,3 +1,7 @@
+# https://huggingface.co/spaces/azsalihu/AbstractSummary_To_Audio
+
+# Here are the imports
+
 import torch
 import PyPDF2
 import gradio as gr
@@ -9,11 +13,13 @@ import scipy
 from gtts import gTTS
 from io import BytesIO
 
+# Extracting Text function
 def extract_text(article):
     pdfReader = PyPDF2.PdfReader(article)
     pageObj = pdfReader.pages[0]
     return pageObj.extract_text()
 
+# Summarization Function
 def summarize_abstract(text):
     sentences = text.split(". ")
     for i, sentence in enumerate(sentences):
@@ -40,6 +46,7 @@ def summarize_abstract(text):
 
     return summary 
 
+# Abstract to Audio Fuction
 def abstract_to_audio(text):
     tts = gTTS(text, lang='en') 
     buffer = BytesIO()
@@ -47,6 +54,7 @@ def abstract_to_audio(text):
     buffer.seek(0)  
     return buffer.read()
 
+# Combining Extracting text, Summarization, Abstract to Audio functions
 def abstract_audio(article):
     text = extract_text(article)
     summary = summarize_abstract(text) 
@@ -57,7 +65,7 @@ inputs = gr.File()
 summary_text = gr.Text()
 audio_summary = gr.Audio()
 
-
+# Building Gradio Interface
 myApp = gr.Interface( fn= abstract_audio, inputs=gr.File(),
     outputs=[gr.Text(),gr.Audio()], title="Summary of Abstract to Audio ", description="An App that helps you summarises the abstract of an Article\Journal and gives the audio of the summary", examples=["/content/NIPS-2015-hidden-technical-debt-in-machine-learning-systems-Paper.pdf"]
 )