Commit
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4587d90
1
Parent(s):
d318c10
initial release
Browse files- README.md +33 -0
- config.json +116 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +1 -0
- tokenizer_config.json +1 -0
- vocab.txt +0 -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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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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# roberta-base-thai-syllable-upos
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## Model Description
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This is a RoBERTa model pre-trained on Thai Wikipedia texts for POS-tagging, derived from [roberta-base-thai-syllable](https://huggingface.co/KoichiYasuoka/roberta-base-thai-syllable). 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/roberta-base-thai-syllable-upos")
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model=AutoModelForTokenClassification.from_pretrained("KoichiYasuoka/roberta-base-thai-syllable-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"))[0],dim=2)[0].tolist()[1:-1]]
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print(list(zip(t,p)))
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```
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config.json
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{
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"architectures": [
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"RobertaForTokenClassification"
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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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"gradient_checkpointing": false,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"id2label": {
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"0": "B-NUM",
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"1": "I-NUM",
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"2": "PART",
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"3": "B-NOUN",
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"4": "B-DET",
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"5": "PROPN",
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"6": "ADJ",
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"7": "I-ADP",
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"8": "B-VERB",
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"9": "I-ADV",
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"10": "PRON",
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"11": "I-AUX",
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"12": "I-PROPN",
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"13": "B-CCONJ",
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"14": "DET",
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"15": "B-ADP",
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"16": "SYM",
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"17": "I-DET",
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"18": "B-AUX",
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"19": "AUX",
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"20": "VERB",
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"21": "I-VERB",
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"22": "I-PART",
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"23": "B-PROPN",
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"24": "I-PUNCT",
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"25": "I-PRON",
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"26": "CCONJ",
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"27": "ADV",
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"28": "NUM",
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"29": "SCONJ",
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"30": "PUNCT",
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"31": "NOUN",
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"32": "I-ADJ",
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"33": "B-PRON",
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"34": "B-ADJ",
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"35": "B-PART",
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"36": "B-ADV",
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"37": "I-NOUN",
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"38": "ADP",
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"39": "B-PUNCT",
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"40": "I-CCONJ"
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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"ADJ": 6,
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"ADP": 38,
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"ADV": 27,
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"AUX": 19,
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"B-ADJ": 34,
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"B-ADP": 15,
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"B-ADV": 36,
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"B-AUX": 18,
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"B-CCONJ": 13,
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"B-DET": 4,
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"B-NOUN": 3,
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"B-NUM": 0,
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"B-PART": 35,
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"B-PRON": 33,
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"B-PROPN": 23,
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"B-PUNCT": 39,
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"B-VERB": 8,
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"CCONJ": 26,
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"DET": 14,
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"I-ADJ": 32,
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"I-ADP": 7,
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"I-ADV": 9,
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"I-AUX": 11,
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"I-CCONJ": 40,
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"I-DET": 17,
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"I-NOUN": 37,
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"I-NUM": 1,
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"I-PART": 22,
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"I-PRON": 25,
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"I-PROPN": 12,
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"I-PUNCT": 24,
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"I-VERB": 21,
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"NOUN": 31,
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"NUM": 28,
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"PART": 2,
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"PRON": 10,
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"PROPN": 5,
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"PUNCT": 30,
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"SCONJ": 29,
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"SYM": 16,
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"VERB": 20
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},
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"layer_norm_eps": 1e-05,
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"mask_token_id": 4,
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"max_position_embeddings": 514,
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"model_type": "roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"tokenizer_class": "BertTokenizerFast",
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"torch_dtype": "float32",
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"transformers_version": "4.10.0",
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"type_vocab_size": 1,
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"unk_token_id": 3,
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"use_cache": true,
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"vocab_size": 33144
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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:d4860ad4ef9b423ca8a89f032a9b835d23ecbc82ae21dac6e9a6c8279241959c
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size 443838354
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special_tokens_map.json
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{"unk_token": "<unk>", "sep_token": "</s>", "pad_token": "<pad>", "cls_token": "<s>", "mask_token": "<mask>"}
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tokenizer_config.json
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{"do_lower_case": false, "unk_token": "<unk>", "sep_token": "</s>", "pad_token": "<pad>", "cls_token": "<s>", "mask_token": "<mask>", "tokenize_chinese_chars": true, "strip_accents": false, "model_max_length": 416, "do_basic_tokenize": true, "never_split": null, "tokenizer_class": "BertTokenizer"}
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vocab.txt
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