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Initial commit for v2
Browse files- README.md +40 -0
- config.json +34 -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
README.md
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---
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language: pt
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license: mit
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tags:
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- msmarco
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- miniLM
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- pytorch
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- tensorflow
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- pt
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- pt-br
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datasets:
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- msmarco
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widget:
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- text: "Texto de exemplo em português"
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inference: false
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---
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# mMiniLM-L6-v2 Reranker finetuned on mMARCO
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## Introduction
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mMiniLM-L6-v2-en-pt-msmarco-v2 is a multilingual miniLM-based model finetuned on a bilingual version of MS MARCO passage dataset. This bilingual dataset version is formed by the original MS MARCO dataset (in English) and a Portuguese translated version. In the v2 version, the Portuguese dataset was translated using Google Translate.
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Further information about the dataset or the translation method can be found on our [**mMARCO: A Multilingual Version of MS MARCO Passage Ranking Dataset**](https://arxiv.org/abs/2108.13897) and [mMARCO](https://github.com/unicamp-dl/mMARCO) repository.
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## Usage
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```python
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from transformers import AutoTokenizer, AutoModel
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model_name = 'unicamp-dl/mMiniLM-L6-v2-en-pt-msmarco-v2'
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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model = AutoModel.from_pretrained(model_name)
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```
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# Citation
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If you use mMiniLM-L6-v2-en-pt-msmarco-v2, please cite:
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@misc{bonifacio2021mmarco,
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title={mMARCO: A Multilingual Version of MS MARCO Passage Ranking Dataset},
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author={Luiz Henrique Bonifacio and Vitor Jeronymo and Hugo Queiroz Abonizio and Israel Campiotti and Marzieh Fadaee and Roberto Lotufo and Rodrigo Nogueira},
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year={2021},
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eprint={2108.13897},
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archivePrefix={arXiv},
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primaryClass={cs.CL}
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}
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config.json
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{
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"_name_or_path": "./data/mMiniLM-L6-H384-distilled-from-XLMR-Large/",
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"architectures": [
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"XLMRobertaForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"bos_token_id": 0,
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"classifier_dropout": null,
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"eos_token_id": 2,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 384,
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"id2label": {
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"0": "LABEL_0"
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},
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"initializer_range": 0.02,
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"intermediate_size": 1536,
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"label2id": {
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"LABEL_0": 0
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},
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"layer_norm_eps": 1e-05,
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"max_position_embeddings": 514,
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"model_type": "xlm-roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 6,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"sbert_ce_default_activation_function": "torch.nn.modules.linear.Identity",
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"torch_dtype": "float32",
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"transformers_version": "4.11.0",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 250002
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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:e71bfa862091da6f3d70f6782bc72e47657afdb24abf051cbfb3ae4b3b5b8022
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size 428023405
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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}}
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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"}, "special_tokens_map_file": null, "name_or_path": "./data/mMiniLM-L6-H384-distilled-from-XLMR-Large/", "tokenizer_class": "XLMRobertaTokenizer"}
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