Create app.py

app.py

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+
+
+import torch
+import gradio as gr
+
+from transformers import pipeline
+
+text_summary = pipeline("summarization", model="sshleifer/distilbart-cnn-12-6", torch_dtype=torch.bfloat16)
+
+# model_path = ("../Models/models--sshleifer--distilbart-cnn-12-6/snapshots"
+#               "/a4f8f3ea906ed274767e9906dbaede7531d660ff")
+# text_summary = pipeline("summarization", model=model_path,
+#                 torch_dtype=torch.bfloat16)
+
+
+
+# text='''Mukesh Dhirubhai Ambani (born 19 April 1957) is an Indian businessman and the chairman and managing 
+# director of Reliance Industries. With an estimated net worth of $113.7 billion as of March 2024, he is 
+# the richest person in Asia and 11th richest in the world. Sometimes characterized as a plutocrat,
+# he has attracted both fame and notoriety for reports of market manipulation, political corruption, cronyism, 
+# and exploitation.
+# Mukesh Dhirubhai Ambani was born on 19 April 1957 in the British Crown colony of Aden (present-day Yemen) 
+# into a Gujarati Hindu family to Dhirubhai Ambani and Kokilaben Ambani. He has a younger brother Anil Ambani 
+# and two sisters, Nina Bhadrashyam Kothari and Dipti Dattaraj Salgaonkar.
+# Ambani lived only briefly in Yemen because his father decided to move back to India in 1958 to start a 
+# trading business that focused on spices and textiles. The latter was originally named "Vimal" but later 
+# changed to "Only Vimal". His family lived in a modest two-bedroom apartment in Bhuleshwar, Mumbai 
+# until the 1970s. The family's financial status slightly improved when they moved to India but Ambani 
+# still lived in a communal society, used public transportation, and never received an allowance. Dhirubhai 
+# later purchased a 14-floor apartment block called 'Sea Wind' in Colaba, where, until recently, Ambani and his 
+# brother lived with their families on different floors'''
+
+
+# print(text_summary(text));
+
+def summary (input):
+    output = text_summary(input)
+    return output[0]['summary_text']
+
+gr.close_all()
+
+# demo = gr.Interface(fn=summary, inputs="text",outputs="text")
+demo = gr.Interface(fn=summary,
+                    inputs=[gr.Textbox(label="Input text to summarize",lines=6)],
+                    outputs=[gr.Textbox(label="Summarized text",lines=4)],
+                    title="@GenAILearniverse Project 1: Text Summarizer",
+                    description="THIS APPLICATION WILL BE USED TO SUMMARIZE THE TEXT")
+demo.launch()
+
+