KoichiYasuoka
commited on
Commit
•
e1dfa8e
1
Parent(s):
0f0b59f
initial release
Browse files- README.md +47 -0
- config.json +721 -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
ADDED
@@ -0,0 +1,47 @@
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---
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language:
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- "ja"
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tags:
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- "japanese"
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- "token-classification"
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- "pos"
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- "dependency-parsing"
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datasets:
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- "universal_dependencies"
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license: "cc-by-sa-4.0"
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pipeline_tag: "token-classification"
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widget:
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- text: "国境の長いトンネルを抜けると雪国であった。"
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---
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# deberta-base-japanese-wikipedia-luw-upos
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## Model Description
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This is a DeBERTa(V2) model pre-trained on Japanese Wikipedia and 青空文庫 texts for POS-tagging and dependency-parsing, derived from [deberta-base-japanese-wikipedia](https://huggingface.co/KoichiYasuoka/deberta-base-japanese-wikipedia). Every long-unit-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-japanese-wikipedia-luw-upos")
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model=AutoModelForTokenClassification.from_pretrained("KoichiYasuoka/deberta-base-japanese-wikipedia-luw-upos")
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s="国境の長いトンネルを抜けると雪国であった。"
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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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```py
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import esupar
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nlp=esupar.load("KoichiYasuoka/deberta-base-japanese-wikipedia-luw-upos")
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print(nlp("国境の長いトンネルを抜けると雪国であった。"))
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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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{
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"architectures": [
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"DebertaV2ForTokenClassification"
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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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"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": 768,
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"id2label": {
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"0": "ADJ",
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"1": "ADJ+AUX",
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"2": "ADP",
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"3": "ADV",
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"4": "AUX",
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"5": "AUX+VERB",
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"6": "B-ADJ",
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"7": "B-ADJ+ADJ",
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"8": "B-ADJ+AUX+AUX",
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"9": "B-ADJ+VERB",
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"10": "B-ADP",
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"11": "B-ADP+NOUN",
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"12": "B-ADV",
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"13": "B-ADV+ADP",
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"14": "B-ADV+ADP+VERB",
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"15": "B-AUX",
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"16": "B-AUX+AUX+AUX",
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"17": "B-AUX+AUX+PART",
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"18": "B-AUX+SCONJ",
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"19": "B-AUX+VERB",
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"20": "B-CCONJ",
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"21": "B-DET",
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"22": "B-INTJ",
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"23": "B-NOUN",
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"24": "B-NOUN+ADJ",
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"25": "B-NOUN+ADP",
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"26": "B-NUM",
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"27": "B-PART",
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"28": "B-PRON",
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"29": "B-PROPN",
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"30": "B-PUNCT",
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"31": "B-SCONJ",
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"32": "B-SYM",
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"33": "B-VERB",
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"34": "B-VERB+AUX",
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"35": "B-VERB+AUX+AUX",
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"36": "B-VERB+AUX+NOUN",
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"37": "B-VERB+AUX+PART",
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"38": "B-VERB+AUX+SCONJ",
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"39": "B-X",
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"40": "CCONJ",
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"41": "DET",
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"42": "I-ADJ",
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"43": "I-ADJ+ADJ",
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"44": "I-ADJ+AUX+AUX",
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"45": "I-ADJ+VERB",
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58 |
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"46": "I-ADP",
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"47": "I-ADP+NOUN",
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"48": "I-ADV",
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"49": "I-ADV+ADP",
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"50": "I-ADV+ADP+VERB",
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"51": "I-AUX",
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"52": "I-AUX+AUX+AUX",
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"53": "I-AUX+AUX+PART",
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"54": "I-AUX+SCONJ",
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"55": "I-AUX+VERB",
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"56": "I-CCONJ",
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"57": "I-DET",
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"58": "I-INTJ",
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"59": "I-NOUN",
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"60": "I-NOUN+ADJ",
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"61": "I-NOUN+ADP",
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"62": "I-NUM",
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"63": "I-PART",
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"64": "I-PRON",
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"65": "I-PROPN",
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"66": "I-PUNCT",
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"67": "I-SCONJ",
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"68": "I-SYM",
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"69": "I-VERB",
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"70": "I-VERB+AUX",
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"71": "I-VERB+AUX+AUX",
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"72": "I-VERB+AUX+NOUN",
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"73": "I-VERB+AUX+PART",
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"74": "I-VERB+AUX+SCONJ",
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87 |
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"75": "I-X",
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"76": "INTJ",
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89 |
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"77": "NOUN",
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"78": "NOUN+ADP",
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"79": "NOUN+AUX",
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"80": "NUM",
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"81": "PART",
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"82": "PRON",
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"83": "PRON+ADP",
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"84": "PROPN",
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97 |
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"85": "PUNCT",
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"86": "SCONJ",
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"87": "SYM",
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"88": "VERB",
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"89": "VERB+AUX",
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"90": "X"
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103 |
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},
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104 |
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"initializer_range": 0.02,
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105 |
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"intermediate_size": 3072,
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106 |
+
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}
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pytorch_model.bin
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@@ -0,0 +1,3 @@
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|
1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:7d9dc283f344a5962ffc3d73145d7d13aa93061dcffa80c204ca9cda53170536
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size 440451827
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special_tokens_map.json
ADDED
@@ -0,0 +1 @@
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|
|
|
|
1 |
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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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@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
1 |
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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
ADDED
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|
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|
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|
|
1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:1418fb8011870c9767cd696aae417a242fa43f12873d299f49a93550c091b56d
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size 488951787
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tokenizer.json
ADDED
The diff for this file is too large to render.
See raw diff
|
|
tokenizer_config.json
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"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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