cahya / bert2gpt-indonesian-summarization

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Model's Last Updated: February 09 2021
summarization

Introduction of bert2gpt-indonesian-summarization

Model Details of bert2gpt-indonesian-summarization

Indonesian BERT2BERT Summarization Model

Finetuned EncoderDecoder model using BERT-base and GPT2-small for Indonesian text summarization.

Finetuning Corpus

bert2gpt-indonesian-summarization model is based on cahya/bert-base-indonesian-1.5G and cahya/gpt2-small-indonesian-522M by cahya , finetuned using id_liputan6 dataset.

Load Finetuned Model
from transformers import BertTokenizer, EncoderDecoderModel

tokenizer = BertTokenizer.from_pretrained("cahya/bert2gpt-indonesian-summarization")
tokenizer.bos_token = tokenizer.cls_token
tokenizer.eos_token = tokenizer.sep_token
model = EncoderDecoderModel.from_pretrained("cahya/bert2gpt-indonesian-summarization")
Code Sample
from transformers import BertTokenizer, EncoderDecoderModel

tokenizer = BertTokenizer.from_pretrained("cahya/bert2gpt-indonesian-summarization")
tokenizer.bos_token = tokenizer.cls_token
tokenizer.eos_token = tokenizer.sep_token
model = EncoderDecoderModel.from_pretrained("cahya/bert2gpt-indonesian-summarization")

# 
ARTICLE_TO_SUMMARIZE = ""

# generate summary
input_ids = tokenizer.encode(ARTICLE_TO_SUMMARIZE, return_tensors='pt')
summary_ids = model.generate(input_ids,
            min_length=20,
            max_length=80, 
            num_beams=10,
            repetition_penalty=2.5, 
            length_penalty=1.0, 
            early_stopping=True,
            no_repeat_ngram_size=2,
            use_cache=True,
            do_sample = True,
            temperature = 0.8,
            top_k = 50,
            top_p = 0.95)

summary_text = tokenizer.decode(summary_ids[0], skip_special_tokens=True)
print(summary_text)

Output:


Runs of cahya bert2gpt-indonesian-summarization on huggingface.co

67
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0
24-hour runs
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3-day runs
14
7-day runs
52
30-day runs

More Information About bert2gpt-indonesian-summarization huggingface.co Model

More bert2gpt-indonesian-summarization license Visit here:

https://choosealicense.com/licenses/apache-2.0

bert2gpt-indonesian-summarization huggingface.co

bert2gpt-indonesian-summarization huggingface.co is an AI model on huggingface.co that provides bert2gpt-indonesian-summarization's model effect (), which can be used instantly with this cahya bert2gpt-indonesian-summarization model. huggingface.co supports a free trial of the bert2gpt-indonesian-summarization model, and also provides paid use of the bert2gpt-indonesian-summarization. Support call bert2gpt-indonesian-summarization model through api, including Node.js, Python, http.

bert2gpt-indonesian-summarization huggingface.co Url

https://huggingface.co/cahya/bert2gpt-indonesian-summarization

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https://huggingface.co/cahya/bert2gpt-indonesian-summarization

bert2gpt-indonesian-summarization install

bert2gpt-indonesian-summarization is an open source model from GitHub that offers a free installation service, and any user can find bert2gpt-indonesian-summarization on GitHub to install. At the same time, huggingface.co provides the effect of bert2gpt-indonesian-summarization install, users can directly use bert2gpt-indonesian-summarization installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

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