KoichiYasuoka
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initial release
Browse files- README.md +48 -0
- config.json +0 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +1 -0
- spm.model +3 -0
- supar.model +3 -0
- tokenizer.json +0 -0
- tokenizer_config.json +1 -0
README.md
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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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# deberta-base-thai-upos
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## Model Description
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This is a DeBERTa(V2) model pre-trained on Thai Wikipedia texts for POS-tagging and dependency-parsing, derived from [deberta-base-thai](https://huggingface.co/KoichiYasuoka/deberta-base-thai). Every word is tagged by [UPOS](https://universaldependencies.org/u/pos/) (Universal Part-Of-Speech).
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## How to Use
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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/deberta-base-thai-upos")
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model=AutoModelForTokenClassification.from_pretrained("KoichiYasuoka/deberta-base-thai-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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or
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```
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import esupar
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nlp=esupar.load("KoichiYasuoka/deberta-base-thai-upos")
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print(nlp("หลายหัวดีกว่าหัวเดียว"))
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```
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## See Also
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[esupar](https://github.com/KoichiYasuoka/esupar): Tokenizer POS-tagger and Dependency-parser with BERT/RoBERTa/DeBERTa models
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config.json
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:044ad832967f2512af20bc4d4adfa0113ca8624c127c32a541c4ee6f5fb2126e
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size 351871347
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special_tokens_map.json
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{"bos_token": "[CLS]", "eos_token": "[SEP]", "unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}
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spm.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:01ba4719c80b6fe911b091a7c05124b64eeece964e09c058ef8f9805daca546b
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size 1
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supar.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:8d266897f2090e6af16505b741bf6bcb099b3bfdf1a001f1d0da167a5f6d0198
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size 397671211
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tokenizer.json
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tokenizer_config.json
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{"do_lower_case": false, "bos_token": "[CLS]", "eos_token": "[SEP]", "unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]", "split_by_punct": true, "keep_accents": true, "model_max_length": 512, "tokenizer_class": "DebertaV2TokenizerFast"}
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