jakobcassiman
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Add model files and model card
Browse files- README.md +52 -0
- config.json +59 -0
- pytorch_model.bin +3 -0
- sentencepiece.bpe.model +3 -0
- special_tokens_map.json +1 -0
- tokenizer.json +0 -0
- tokenizer_config.json +1 -0
- training_args.bin +3 -0
README.md
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---
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language:
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- nl
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tags:
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- mbart
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- bart
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- summarization
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datasets:
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- ml6team/cnn_dailymail_nl
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- ml6team/xsum_nl
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---
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# mbart-large-cc25-cnn-dailymail-xsum-nl
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## Model description
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Finetuned version of [mbart](https://huggingface.co/facebook/mbart-large-cc25). We also wrote a **blog post** about this model [here](https://blog.ml6.eu/)
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## Intended uses & limitations
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It's meant for summarizing Dutch news articles.
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#### How to use
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```python
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import transformers
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undisputed_best_model = transformers.MBartForConditionalGeneration.from_pretrained(
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"ml6team/mbart-large-cc25-cnn-dailymail-xsum-nl"
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)
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tokenizer = transformers.MBartTokenizer.from_pretrained("facebook/mbart-large-cc25")
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summarization_pipeline = transformers.pipeline(
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task="summarization",
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model=undisputed_best_model,
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tokenizer=tokenizer,
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)
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summarization_pipeline.model.config.decoder_start_token_id = tokenizer.lang_code_to_id[
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"nl_XX"
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]
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article = "Kan je dit even samenvatten alsjeblief." # Dutch
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summarization_pipeline(
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article,
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do_sample=True,
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top_p=0.75,
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top_k=50,
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min_length=50,
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early_stopping=True,
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truncation=True,
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)[0]["summary_text"]
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```
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## Training data
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Finetuned [mbart](https://huggingface.co/facebook/mbart-large-cc25) with [this dataset](https://huggingface.co/datasets/ml6team/cnn_dailymail_nl) and [this dataset](https://huggingface.co/datasets/ml6team/xsum_nl)
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config.json
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{
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"_name_or_path": "facebook/mbart-large-cc25",
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"_num_labels": 3,
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"activation_dropout": 0.0,
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"activation_function": "gelu",
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"add_bias_logits": false,
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"add_final_layer_norm": true,
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"architectures": [
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"MBartForConditionalGeneration"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 0,
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"classif_dropout": 0.0,
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"classifier_dropout": 0.0,
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"d_model": 1024,
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"decoder_attention_heads": 16,
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"decoder_ffn_dim": 4096,
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"decoder_layerdrop": 0.0,
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"decoder_layers": 12,
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"dropout": 0.1,
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"encoder_attention_heads": 16,
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"encoder_ffn_dim": 4096,
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"encoder_layerdrop": 0.0,
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"encoder_layers": 12,
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"eos_token_id": 2,
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"forced_eos_token_id": 2,
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"id2label": {
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"0": "LABEL_0",
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"1": "LABEL_1",
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"2": "LABEL_2"
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},
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"init_std": 0.02,
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"is_encoder_decoder": true,
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"label2id": {
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"LABEL_0": 0,
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"LABEL_1": 1,
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"LABEL_2": 2
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},
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"max_length": 1024,
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"max_position_embeddings": 1024,
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"model_type": "mbart",
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"normalize_before": true,
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"normalize_embedding": true,
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"num_beams": 5,
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"num_hidden_layers": 12,
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"output_past": true,
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"pad_token_id": 1,
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"scale_embedding": true,
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"static_position_embeddings": false,
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"task_specific_params": {
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"translation_en_to_ro": {
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"decoder_start_token_id": 250020
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}
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},
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"torch_dtype": "float32",
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"transformers_version": "4.15.0",
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"use_cache": true,
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"vocab_size": 250027
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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:ce5e2ef6d04dd5b1817d40d199270db3253e4864424c71a714823fb15b9ca101
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size 2444611475
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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:cfc8146abe2a0488e9e2a0c56de7952f7c11ab059eca145a0a727afce0db2865
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size 5069051
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special_tokens_map.json
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{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "<unk>", "sep_token": "</s>", "pad_token": "<pad>", "cls_token": "<s>", "mask_token": {"content": "<mask>", "single_word": false, "lstrip": true, "rstrip": false, "normalized": false}, "additional_special_tokens": ["ar_AR", "cs_CZ", "de_DE", "en_XX", "es_XX", "et_EE", "fi_FI", "fr_XX", "gu_IN", "hi_IN", "it_IT", "ja_XX", "kk_KZ", "ko_KR", "lt_LT", "lv_LV", "my_MM", "ne_NP", "nl_XX", "ro_RO", "ru_RU", "si_LK", "tr_TR", "vi_VN", "zh_CN"]}
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tokenizer.json
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tokenizer_config.json
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{"bos_token": "<s>", "eos_token": "</s>", "sep_token": "</s>", "cls_token": "<s>", "unk_token": "<unk>", "pad_token": "<pad>", "mask_token": {"content": "<mask>", "single_word": false, "lstrip": true, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "src_lang": null, "tgt_lang": null, "additional_special_tokens": null, "model_max_length": 1024, "special_tokens_map_file": null, "name_or_path": "facebook/mbart-large-cc25", "tokenizer_class": "MBartTokenizer"}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:23cf25a736fe0696f000b513b05a69b830f46b38121e3387e82516b2a6540907
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size 3119
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