amine-private
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Browse files- README.md +43 -0
- config.json +28 -0
- pytorch_model.bin +3 -0
- tf_model.h5 +3 -0
- tokenizer_config.json +1 -0
- vocab.txt +0 -0
README.md
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---
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language: multilingual
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datasets: wikipedia
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license: apache-2.0
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---
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# bert-base-en-fr-de-cased
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We are sharing smaller versions of [bert-base-multilingual-cased](https://huggingface.co/bert-base-multilingual-cased) that handle a custom number of languages.
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Unlike [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased), our versions give exactly the same representations produced by the original model which preserves the original accuracy.
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For more information please visit our paper: [Load What You Need: Smaller Versions of Multilingual BERT](https://www.aclweb.org/anthology/2020.sustainlp-1.16.pdf).
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## How to use
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```python
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from transformers import AutoTokenizer, AutoModel
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tokenizer = AutoTokenizer.from_pretrained("Geotrend/bert-base-en-fr-de-cased")
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model = AutoModel.from_pretrained("Geotrend/bert-base-en-fr-de-cased")
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```
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To generate other smaller versions of multilingual transformers please visit [our Github repo](https://github.com/Geotrend-research/smaller-transformers).
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### How to cite
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```bibtex
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@inproceedings{smallermbert,
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title={Load What You Need: Smaller Versions of Mutlilingual BERT},
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author={Abdaoui, Amine and Pradel, Camille and Sigel, Grégoire},
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booktitle={SustaiNLP / EMNLP},
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year={2020}
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}
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```
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## Contact
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Please contact amine@geotrend.fr for any question, feedback or request.
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config.json
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{
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"_name_or_path": "new-models/bert-base-en-fr-de-cased",
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"architectures": [
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"BertForMaskedLM"
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],
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"attention_probs_dropout_prob": 0.1,
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"directionality": "bidi",
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"gradient_checkpointing": false,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "bert",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 0,
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"pooler_fc_size": 768,
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"pooler_num_attention_heads": 12,
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"pooler_num_fc_layers": 3,
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"pooler_size_per_head": 128,
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"pooler_type": "first_token_transform",
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"position_embedding_type": "absolute",
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"type_vocab_size": 2,
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"vocab_size": 39013
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}
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:c71a4921bec7c3c7a0baba01d664ce2c21ca43d7a2f0fba397de411801fc42ce
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size 464260422
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tf_model.h5
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version https://git-lfs.github.com/spec/v1
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oid sha256:c6b1f46a8a3c19bcb264bb6d0df1c59dde57d7b8671d3534751291e86c90ebc1
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size 585887588
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tokenizer_config.json
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{"do_lower_case": false, "model_max_length": 512}
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vocab.txt
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