Migrate model card from transformers-repo
Browse filesRead announcement at https://discuss.huggingface.co/t/announcement-all-model-cards-will-be-migrated-to-hf-co-model-repos/2755
Original file history: https://github.com/huggingface/transformers/commits/master/model_cards/tuner007/pegasus_paraphrase/README.md
README.md
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# Pegasus for Paraphrasing
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Pegasus model fine-tuned for paraphrasing
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## Model in Action 🚀
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```
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import torch
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from transformers import PegasusForConditionalGeneration, PegasusTokenizer
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model_name = 'tuner007/pegasus_paraphrase'
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torch_device = 'cuda' if torch.cuda.is_available() else 'cpu'
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tokenizer = PegasusTokenizer.from_pretrained(model_name)
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model = PegasusForConditionalGeneration.from_pretrained(model_name).to(torch_device)
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def get_response(input_text,num_return_sequences):
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batch = tokenizer.prepare_seq2seq_batch([input_text],truncation=True,padding='longest',max_length=60, return_tensors="pt").to(torch_device)
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translated = model.generate(**batch,max_length=60,num_beams=10, num_return_sequences=num_return_sequences, temperature=1.5)
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tgt_text = tokenizer.batch_decode(translated, skip_special_tokens=True)
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return tgt_text
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```
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#### Example 1:
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```
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context = "The ultimate test of your knowledge is your capacity to convey it to another."
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get_response(context,10)
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# output:
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['The test of your knowledge is your ability to convey it.',
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'The ability to convey your knowledge is the ultimate test of your knowledge.',
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'The ability to convey your knowledge is the most important test of your knowledge.',
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'Your capacity to convey your knowledge is the ultimate test of it.',
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'The test of your knowledge is your ability to communicate it.',
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'Your capacity to convey your knowledge is the ultimate test of your knowledge.',
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'Your capacity to convey your knowledge to another is the ultimate test of your knowledge.',
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'Your capacity to convey your knowledge is the most important test of your knowledge.',
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'The test of your knowledge is how well you can convey it.',
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'Your capacity to convey your knowledge is the ultimate test.']
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```
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#### Example 2: Question paraphrasing (was not trained on quora dataset)
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```
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context = "Which course should I take to get started in data science?"
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get_response(context,10)
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# output:
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['Which data science course should I take?',
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'Which data science course should I take first?',
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'Should I take a data science course?',
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'Which data science class should I take?',
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'Which data science course should I attend?',
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'I want to get started in data science.',
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'Which data science course should I enroll in?',
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'Which data science course is right for me?',
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'Which data science course is best for me?',
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'Which course should I take to get started?']
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```
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> Created by Arpit Rajauria
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[](https://twitter.com/arpit_rajauria)
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