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dmmiller612 avatar dmmiller612 commented on August 17, 2024 1

Hello Cybercandy,

You can currently use custom models as long as they follow the hugging face design. For example to use the brand new ALBERT implementation, you could do the following:

from transformers import AlbertTokenizer, AlbertModel

albert_model = AlbertModel.from_pretrained('albert-base-v1', output_hidden_states=True)
albert_tokenizer = AlbertTokenizer.from_pretrained('albert-base-v1')
custom_summarizer = Summarizer(custom_model=albert_model, custom_tokenizer=albert_tokenizer)

If you had a custom tuned model, you could use your own there. I do believe that the transformers library does have a pretrained CamemBERT model though.

from bert-extractive-summarizer.

cyberandy avatar cyberandy commented on August 17, 2024 1

Awesome, thanks @dmmiller612 for the quick reply - so in the case of German that is indeed included in the hugging face distribution I would go for:

from transformers import BertModel, BertTokenizer

bertgerman_model = BertModel.from_pretrained('bert-base-german-cased', output_hidden_states=True)
bertgerman_tokenizer = BertTokenizer.from_pretrained('bert-base-german-cased')
custom_summarizer = Summarizer(custom_model=bertgerman_model, custom_tokenizer=bertgerman_tokenizer)

from bert-extractive-summarizer.

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