antoinelouis
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Browse files- README.md +46 -0
- added_tokens.json +9 -0
- config.json +28 -0
- illustration.jpeg +0 -0
- pytorch_model.bin +3 -0
- sentencepiece.bpe.model +3 -0
- special_tokens_map.json +13 -0
- tokenizer.json +0 -0
- tokenizer_config.json +74 -0
README.md
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---
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license: apache-2.0
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language:
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- fr
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library_name: transformers
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inference: false
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---
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# CamemBERT-L4
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This model is a pruned version of the pre-trained [CamemBERT](https://huggingface.co/camembert-base) checkpoint, obtained by [dropping the top-layers](https://arxiv.org/abs/2004.03844) from the original model.
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![](illustration.jpeg)
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## Usage
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```python
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from transformers import AutoTokenizer, AutoModel
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tokenizer = AutoTokenizer.from_pretrained('antoinelouis/camembert-L4')
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model = AutoModel.from_pretrained('antoinelouis/camembert-L4')
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```
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## Comparison
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| Model | #Params | Size | Pruning |
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|--------------------------------------------------------------------|:-------:|:-----:|:-------:|
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| [CamemBERT](https://huggingface.co/camembert-base) | 110.6M | 445MB | - |
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| | | | |
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| [CamemBERT-L10](https://huggingface.co/antoinelouis/camembert-L10) | 96.4M | 368MB | -13% |
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| [CamemBERT-L8](https://huggingface.co/antoinelouis/camembert-L8) | 82.3M | 314MB | -26% |
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| [CamemBERT-L6](https://huggingface.co/antoinelouis/camembert-L6) | 68.1M | 260MB | -38% |
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| **CamemBERT-L4** | 53.9M | 206MB | -51% |
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| [CamemBERT-L4](https://huggingface.co/antoinelouis/camembert-L4) | 39.7M | 159MB | -64% |
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## Citation
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```bibtex
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@online{louis2023,
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author = 'Antoine Louis',
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title = 'CamemBERT-L4: A Pruned Version of CamemBERT',
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publisher = 'Hugging Face',
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month = 'october',
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year = '2023',
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url = 'https://huggingface.co/antoinelouis/camembert-L4',
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}
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```
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added_tokens.json
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{
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"</s>": 6,
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"</s>NOTUSED": 2,
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"<mask>": 32004,
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"<pad>": 1,
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"<s>": 5,
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"<s>NOTUSED": 0,
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"<unk>": 4
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}
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config.json
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{
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"_name_or_path": "camembert-base",
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"architectures": [
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"CamembertModel"
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],
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"attention_probs_dropout_prob": 0.1,
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"bos_token_id": 5,
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"classifier_dropout": null,
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"eos_token_id": 6,
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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-05,
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"max_position_embeddings": 514,
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"model_type": "camembert",
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"num_attention_heads": 12,
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"num_hidden_layers": 4,
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"output_past": true,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"torch_dtype": "float32",
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"transformers_version": "4.35.0.dev0",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 32005
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}
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illustration.jpeg
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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:bbeaf4753390f081585fd998f7a140f06023d1daf67d0ce92a72731753f894f8
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size 215698883
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sentencepiece.bpe.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:988bc5a00281c6d210a5d34bd143d0363741a432fefe741bf71e61b1869d4314
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size 810912
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special_tokens_map.json
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{
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"additional_special_tokens": [
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"<s>NOTUSED",
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"</s>NOTUSED"
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],
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"bos_token": "<s>",
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"cls_token": "<s>",
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"eos_token": "</s>",
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"mask_token": "<mask>",
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"pad_token": "<pad>",
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"sep_token": "</s>",
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"unk_token": "<unk>"
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}
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tokenizer.json
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tokenizer_config.json
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{
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"added_tokens_decoder": {
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"0": {
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"content": "<s>NOTUSED",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"1": {
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"content": "<pad>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"2": {
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"content": "</s>NOTUSED",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"4": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"5": {
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"content": "<s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"6": {
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"content": "</s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"32004": {
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"content": "<mask>",
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"lstrip": true,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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}
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},
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"additional_special_tokens": [
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"<s>NOTUSED",
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"</s>NOTUSED"
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],
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"bos_token": "<s>",
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"clean_up_tokenization_spaces": true,
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"cls_token": "<s>",
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"eos_token": "</s>",
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"mask_token": "<mask>",
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"model_max_length": 512,
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"pad_token": "<pad>",
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"sep_token": "</s>",
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"tokenizer_class": "CamembertTokenizer",
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"unk_token": "<unk>"
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}
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