Instructions to use cinmodel/electra-small-japanese-generator with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use cinmodel/electra-small-japanese-generator with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("fill-mask", model="cinmodel/electra-small-japanese-generator")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForMaskedLM tokenizer = AutoTokenizer.from_pretrained("cinmodel/electra-small-japanese-generator") model = AutoModelForMaskedLM.from_pretrained("cinmodel/electra-small-japanese-generator", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Migrate model card from transformers-repo
Browse filesRead announcement at https://huggingface.co/proxy/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/Cinnamon/electra-small-japanese-generator/README.md
README.md
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---
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language: ja
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---
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## Japanese ELECTRA-small
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We provide a Japanese **ELECTRA-Small** model, as described in [ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators](https://openreview.net/pdf?id=r1xMH1BtvB).
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Our pretraining process employs subword units derived from the [Japanese Wikipedia](https://dumps.wikimedia.org/jawiki/latest), using the [Byte-Pair Encoding](https://www.aclweb.org/anthology/P16-1162.pdf) method and building on an initial tokenization with [mecab-ipadic-NEologd](https://github.com/neologd/mecab-ipadic-neologd). For optimal performance, please take care to set your MeCab dictionary appropriately.
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```
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# ELECTRA-small generator usage
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from transformers import BertJapaneseTokenizer, ElectraForMaskedLM
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tokenizer = BertJapaneseTokenizer.from_pretrained('Cinnamon/electra-small-japanese-generator', mecab_kwargs={"mecab_option": "-d /usr/lib/x86_64-linux-gnu/mecab/dic/mecab-ipadic-neologd"})
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model = ElectraForMaskedLM.from_pretrained('Cinnamon/electra-small-japanese-generator')
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```
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