From 5afd3f6196419b2a05e1ee1189e540adcb89a174 Mon Sep 17 00:00:00 2001 From: Patrick von Platen Date: Thu, 10 Sep 2020 16:44:47 +0200 Subject: [PATCH] Create README.md --- .../README.md | 73 +++++++++++++++++++ 1 file changed, 73 insertions(+) create mode 100644 model_cards/google/roberta2roberta_L-24_cnn_daily_mail/README.md diff --git a/model_cards/google/roberta2roberta_L-24_cnn_daily_mail/README.md b/model_cards/google/roberta2roberta_L-24_cnn_daily_mail/README.md new file mode 100644 index 0000000000..e6e7494fcd --- /dev/null +++ b/model_cards/google/roberta2roberta_L-24_cnn_daily_mail/README.md @@ -0,0 +1,73 @@ +--- +language: en +license: apache-2.0 +datasets: +- cnn_dailymail +--- + +# Roberta2Roberta_L-24_cnn_daily_mail EncoderDecoder model + +The model was introduced in +[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_cnndm/1). + +The model is an encoder-decoder model that was initialized on the `roberta-large` checkpoints for both the encoder +and decoder and fine-tuned on summarization on the CNN / Dailymail dataset, which is linked above. + +Disclaimer: The model card has been written by the Hugging Face team. + +## How to use + +You can use this model for summarization, *e.g.* + +```python +from transformers import AutoTokenizer, AutoModelForSeq2SeqLM + +tokenizer = AutoTokenizer.from_pretrained("google/roberta2roberta_L-24_cnn_daily_mail") +model = AutoModelForSeq2SeqLM.from_pretrained("google/roberta2roberta_L-24_cnn_daily_mail") + +article = """ (The Hollywood Reporter)"The Rocky Horror Picture +Show" is the latest musical getting the small- +screen treatment. Fox is developing a two-hour +remake of the 1975 cult classic to be directed, +executive-produced and choreographed by Kenneth +Ortega ("High School Musical"). The project, +tentatively titled "The Rocky Horror Picture Show +Event," is casting-contingent. The special will be +filmed in advance and not air live, but few +details beyond that are known. In addition to +Ortega, Gail Berman and Lou Adler, who produced +the original film, are also attached as executive +producers. The special will be produced by Fox 21 +Television Studios, and Berman's The Jackal Group. +The special is timed to celebrate the 40th +anniversary of the film, which has grossed more +than $112 million and still plays in theaters +across the country. TV premiere dates: The +complete guide . This isn't the first stab at +adapting "The Rocky Horror Picture Show." In 2002, +Fox unveiled plans for an adaptation timed to the +30th anniversary that never came to fruition. The +faces of pilot season 2015 . Fox's "Glee" covered +several of the show's most popular songs for a +Season 2 episode and even released a special "The +Rocky Horror Glee Show" EP. There is no plan yet +for when the adaptation will air. Fox also has a +live musical production of "Grease", starring +Julianne Hough and Vanessa Hudgens, scheduled to +air on Jan. 31, 2016. Broadcast TV scorecard . +Following in the footsteps of "The Sound of Music" +and "Peter Pan," NBC recently announced plans to +air a live version of The Wiz later this year. +Ortega's credits include "Gilmore Girls," "This Is +It" and "Hocus Pocus." He is repped by Paradigm +and Hanson, Jacobson. ©2015 The Hollywood +Reporter. All rights reserved.""" + +input_ids = tokenizer(article, return_tensors="pt").input_ids +output_ids = model.generate(input_ids)[0] +print(tokenizer.decode(output_ids, skip_special_tokens=True)) +# should output +# Fox is developing a two-hour remake of the 1975 cult classic. The special will be directed, executive-produced and choreographed by Kenneth Ortega. +# The special is timed to celebrate the 40th anniversary of the film, which has grossed more than $112 million. + +```