KoichiYasuoka commited on
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1 Parent(s): 0a28d68

initial release

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README.md CHANGED
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- ---
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- license: apache-2.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ language:
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+ - "th"
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+ tags:
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+ - "thai"
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+ - "token-classification"
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+ - "pos"
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+ - "wikipedia"
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+ - "dependency-parsing"
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+ datasets:
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+ - "universal_dependencies"
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+ license: "apache-2.0"
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+ pipeline_tag: "token-classification"
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+ widget:
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+ - text: "หลายหัวดีกว่าหัวเดียว"
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+ ---
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+
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+ # roberta-base-thai-spm-upos
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+
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+ ## Model Description
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+
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+ This is a RoBERTa model pre-trained on Thai Wikipedia texts for POS-tagging and dependency-parsing, derived from [roberta-base-thai-spm](https://huggingface.co/KoichiYasuoka/roberta-base-thai-spm). Every word is tagged by [UPOS](https://universaldependencies.org/u/pos/) (Universal Part-Of-Speech).
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+
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+ ## How to Use
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+
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+ ```py
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+ import torch
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+ from transformers import AutoTokenizer,AutoModelForTokenClassification
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+ tokenizer=AutoTokenizer.from_pretrained("KoichiYasuoka/roberta-base-thai-spm-upos")
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+ model=AutoModelForTokenClassification.from_pretrained("KoichiYasuoka/roberta-base-thai-spm-upos")
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+ s="หลายหัวดีกว่าหัวเดียว"
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+ t=tokenizer.tokenize(s)
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+ p=[model.config.id2label[q] for q in torch.argmax(model(tokenizer.encode(s,return_tensors="pt"))["logits"],dim=2)[0].tolist()[1:-1]]
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+ print(list(zip(t,p)))
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+ ```
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+
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+ or
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+
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+ ```
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+ import esupar
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+ nlp=esupar.load("KoichiYasuoka/roberta-base-thai-spm-upos")
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+ print(nlp("หลายหัวดีกว่าหัวเดียว"))
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+ ```
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+
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+ ## See Also
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+
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+ [esupar](https://github.com/KoichiYasuoka/esupar): Tokenizer POS-tagger and Dependency-parser with BERT/RoBERTa models
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+
config.json ADDED
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tokenizer.json ADDED
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tokenizer_config.json ADDED
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+ {"do_lower_case": false, "remove_space": true, "keep_accents": true, "bos_token": "[CLS]", "eos_token": "[SEP]", "unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": {"content": "[MASK]", "single_word": false, "lstrip": true, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "model_max_length": 512, "special_tokens_map_file": "tokenizer-th-spm/special_tokens_map.json", "name_or_path": "KoichiYasuoka/roberta-base-thai-spm", "tokenizer_class": "RemBertTokenizer"}