Create App.py

App.py

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+
+import torch
+import gradio
+from transformers import pipeline
+
+# Used the model ID from the Hugging Face Hub
+text_summary = pipeline("summarization", model="sshleifer/distilbart-cnn-12-6", torch_dtype=torch.bfloat16)
+
+Example text
+# text = '''Costello's (also known as Tim's) was a bar and restaurant in Midtown Manhattan,
+#     New York City, from 1929 to 1992. The bar operated at several locations near the intersection
+#  of East 44th Street and Third Avenue. Costello's was known as a drinking spot for journalists with the
+#   New York Daily News, writers with The New Yorker, novelists, and cartoonists, including the author Ernest Hemingway,
+#   the cartoonist James Thurber, the journalist John McNulty, the poet Brendan Behan, the short-story writer John O'Hara,
+#   and the writers Maeve Brennan and A. J. Liebling. The bar is also known for having been home to a wall where Thurber drew a
+#   cartoon depiction of the "Battle of the Sexes" at some point between 1934 and 1935; the cartoon was destroyed, illustrated again,
+#   and then lost in the 1990s. A wall illustrated in 1976 by several cartoonists, including Bill Gallo, Stan Lee, Mort Walker,
+#    Al Jaffee, Sergio Aragonés, and Dik Browne, is still on display at the bar's final location.'''
+#
+# # Print the summary
+# print(text_summary(text))
+
+
+#we are writing this function gardio accepts function, this function will return the output
+def summary(input):
+    output = text_summary(input)
+    return output[0]['summary_text']
+
+
+gradio.close_all()
+
+# demo = gradio.Interface(fn=summuray,inputs="text",outputs="text")
+
+demo = gradio.Interface(fn=summary,
+                        inputs=[gradio.Textbox(label="Input text to summarize",lines=6)],
+                        outputs=[gradio.Textbox(label="Summarized text", lines=4)],
+                        title="@GenAi Project 1: Text Summarizer",
+                        description="THis application can used for summarizing the text")
+
+
+demo.launch()