amine-private
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First upload from amine
Browse files- README.md +54 -0
- config.json +24 -0
- pytorch_model.bin +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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widget:
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- text: "Google generated 46 billion [MASK] in revenue."
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- text: "Paris is the capital of [MASK]."
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- text: "Algiers is the largest city in [MASK]."
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- text: "Paris est la [MASK] de la France."
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- text: "Paris est la capitale de la [MASK]."
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- text: "L'élection américaine a eu [MASK] en novembre 2020."
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- text: "تقع سويسرا في [MASK] أوروبا"
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- text: "إسمي محمد وأسكن في [MASK]."
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---
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# distilbert-base-25lang-cased
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We are sharing smaller versions of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) that handle a custom number of languages.
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Our versions give exactly the same representations produced by the original model which preserves the original accuracy.
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Handled languages: en, fr, es, de, zh, ar, ru, vi, el, bg, th, tr, hi, ur, sw, nl, uk, ro, pt, it, lt, no, pl, da and ja.
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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/distilbert-base-25lang-cased")
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model = AutoModel.from_pretrained("Geotrend/distilbert-base-25lang-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 Multilingual 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": "distilbert-base-multilingual-cased",
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"activation": "gelu",
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"architectures": [
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"DistilBertForMaskedLM"
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],
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"attention_dropout": 0.1,
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"dim": 768,
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"dropout": 0.1,
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"hidden_dim": 3072,
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"initializer_range": 0.02,
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"max_position_embeddings": 512,
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"model_type": "distilbert",
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"n_heads": 12,
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"n_layers": 6,
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"output_past": true,
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"pad_token_id": 0,
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"qa_dropout": 0.1,
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"seq_classif_dropout": 0.2,
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"sinusoidal_pos_embds": false,
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"tie_weights_": true,
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"transformers_version": "4.4.1",
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"vocab_size": 84985
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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 sha256:23959580a1928f0d2c1d16cebd5430476679dc05079d05a665aa909e82f92516
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size 435511219
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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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