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README.md ADDED
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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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+
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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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+
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+ ![](illustration.jpeg)
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+
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+ ## Usage
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+
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+ ```python
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+ from transformers import AutoTokenizer, AutoModel
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+
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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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+
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+ ## Comparison
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+
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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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+
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+ ## Citation
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+
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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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+ "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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+ }
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