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8eb2613
1
Parent(s):
39c1f3e
added new function
Browse files
app.py
CHANGED
@@ -1,4 +1,7 @@
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import gradio as gr
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title = "Text Summarizer π"
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@@ -36,11 +39,32 @@ Abstractive Summarization: The abstractive approach involves rephrasing the comp
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'''
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interface = gr.Interface.load("huggingface/nikhedward/bart-large-cnn-finetuned-multi-news",
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title = title,
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description = desc,
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theme = "peach",
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examples = sample_texts,
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inputs = gr.inputs.Textbox(lines = 10, label="Input Text"))
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import gradio as gr
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import transformers
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from transformers import pipeline, AutoTokenizer, AutoModelForSeq2SeqLM
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title = "Text Summarizer π"
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'''
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model_name = 'facebook/bart-large-cnn'
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tokenizer = BartTokenizer.from_pretrained(model_name)
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model = BartForConditionalGeneration.from_pretrained(model_name)
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def summarize(inp):
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inp = inp.replace('\n','')
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inp = tokenizer.encode(inp, return_tensors='pt', max_length=1024)
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summary_ids = model.generate(inp, num_beams=4, max_length=150, early_stopping=True)
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summary = tokenizer.decode(summary_ids[0], skip_special_tokens=True)
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return summary
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interface = gr.Interface(fn=summarize, inputs=gr.inputs.Textbox(lines=10, label="Input Text"), description = desc, theme = "peach", examples = sample_texts, title = title outputs="text")
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interface.launch()
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#interface = gr.Interface.load("huggingface/nikhedward/bart-large-cnn-finetuned-multi-news",
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#title = title,
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#description = desc,
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#theme = "peach",
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#examples = sample_texts,
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#inputs = gr.inputs.Textbox(lines = 10, label="Input Text"))
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#interface.launch()
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