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model_cards/google/roberta2roberta_L-24_bbc/README.md
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model_cards/google/roberta2roberta_L-24_bbc/README.md
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---
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language: en
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license: apache-2.0
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datasets:
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- xsum
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---
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# Roberta2Roberta_L-24_bbc EncoderDecoder model
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The model was introduced in
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[this paper](https://arxiv.org/abs/1907.12461) by Sascha Rothe, Shashi Narayan, Aliaksei Severyn and first released in [this repository](https://tfhub.dev/google/bertseq2seq/roberta24_bbc/1).
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The model is an encoder-decoder model that was initialized on the `roberta-large` checkpoints for both the encoder
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and decoder and fine-tuned on extreme summarization on the BBC XSum dataset, which is linked above.
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Disclaimer: The model card has been written by the Hugging Face team.
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## How to use
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You can use this model for extreme summarization, *e.g.*
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```python
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from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
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tokenizer = AutoTokenizer.from_pretrained("google/roberta2roberta_L-24_bbc")
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model = AutoModelForSeq2SeqLM.from_pretrained("google/roberta2roberta_L-24_bbc")
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article = """The problem is affecting people using the older
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versions of the PlayStation 3, called the "Fat"
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model.The problem isn't affecting the newer PS3
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Slim systems that have been on sale since
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September last year.Sony have also said they are
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aiming to have the problem fixed shortly but is
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advising some users to avoid using their console
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for the time being."We hope to resolve this
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problem within the next 24 hours," a statement
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reads. "In the meantime, if you have a model other
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than the new slim PS3, we advise that you do not
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use your PS3 system, as doing so may result in
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errors in some functionality, such as recording
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obtained trophies, and not being able to restore
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certain data."We believe we have identified that
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this problem is being caused by a bug in the clock
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functionality incorporated in the system."The
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PlayStation Network is used by millions of people
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around the world.It allows users to play their
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friends at games like Fifa over the internet and
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also do things like download software or visit
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online stores."""
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input_ids = tokenizer(article, return_tensors="pt").input_ids
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output_ids = model.generate(input_ids)[0]
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print(tokenizer.decode(output_ids, skip_special_tokens=True))
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# should output
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# Some Sony PlayStation gamers are being advised to stay away from the network because of a problem with the PlayStation 3 network.
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```
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