CasperEriksen
commited on
Commit
·
e41d125
1
Parent(s):
1a91322
First version of xlm-roberta-base-finetuned-db07 model and tokenizer.
Browse files- README.md +25 -0
- config.json +1499 -0
- pytorch_model.bin +3 -0
- sentencepiece.bpe.model +0 -0
- special_tokens_map.json +1 -0
- tokenizer_config.json +1 -0
README.md
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# Text Classification into DB07 codes
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This model is a fine-tuned xlm-roberta-base. The model is fine-tuned to classify Danish descriptions of acitivities into Dansk Branchekode DB07 codes.
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## Data
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Approximately 2.5 million descriptions of acitivities written by Norwegian and Danish businesses were used to fine-tune the model. The Norwegian descriptions were translated into Danish and the Norwegian SN 2007 codes were translated into Danish DB07 codes.
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## Quick Start
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```python
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from transformers import pipeline, AutoTokenizer, AutoModelForSequenceClassification
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tokenizer = AutoTokenizer.from_pretrained("CasperEriksen/xlm-roberta-base-finetuned-db07")
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model = AutoModelForSequenceClassification.from_pretrained("CasperEriksen/xlm-roberta-base-finetuned-db07")
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pl = pipeline(
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"sentiment-analysis",
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model=model,
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tokenizer=tokenizer,
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return_all_scores=False,
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)
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pl("Salg af tøj")
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```
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config.json
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|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"XLMRobertaForSequenceClassification"
|
| 4 |
+
],
|
| 5 |
+
"attention_probs_dropout_prob": 0.1,
|
| 6 |
+
"bos_token_id": 0,
|
| 7 |
+
"eos_token_id": 2,
|
| 8 |
+
"gradient_checkpointing": false,
|
| 9 |
+
"hidden_act": "gelu",
|
| 10 |
+
"hidden_dropout_prob": 0.1,
|
| 11 |
+
"hidden_size": 768,
|
| 12 |
+
"id2label": {
|
| 13 |
+
"0": "011100",
|
| 14 |
+
"1": "011200",
|
| 15 |
+
"2": "011300",
|
| 16 |
+
"3": "011400",
|
| 17 |
+
"4": "011500",
|
| 18 |
+
"5": "011600",
|
| 19 |
+
"6": "011900",
|
| 20 |
+
"7": "012100",
|
| 21 |
+
"8": "012200",
|
| 22 |
+
"9": "012300",
|
| 23 |
+
"10": "012400",
|
| 24 |
+
"11": "012500",
|
| 25 |
+
"12": "012600",
|
| 26 |
+
"13": "012700",
|
| 27 |
+
"14": "012800",
|
| 28 |
+
"15": "012900",
|
| 29 |
+
"16": "013000",
|
| 30 |
+
"17": "014100",
|
| 31 |
+
"18": "014200",
|
| 32 |
+
"19": "014300",
|
| 33 |
+
"20": "014400",
|
| 34 |
+
"21": "014500",
|
| 35 |
+
"22": "014610",
|
| 36 |
+
"23": "014620",
|
| 37 |
+
"24": "014700",
|
| 38 |
+
"25": "014910",
|
| 39 |
+
"26": "014920",
|
| 40 |
+
"27": "015000",
|
| 41 |
+
"28": "016100",
|
| 42 |
+
"29": "016200",
|
| 43 |
+
"30": "016300",
|
| 44 |
+
"31": "016400",
|
| 45 |
+
"32": "017000",
|
| 46 |
+
"33": "021000",
|
| 47 |
+
"34": "022000",
|
| 48 |
+
"35": "023000",
|
| 49 |
+
"36": "024000",
|
| 50 |
+
"37": "031100",
|
| 51 |
+
"38": "031200",
|
| 52 |
+
"39": "032100",
|
| 53 |
+
"40": "032200",
|
| 54 |
+
"41": "051000",
|
| 55 |
+
"42": "052000",
|
| 56 |
+
"43": "061000",
|
| 57 |
+
"44": "062000",
|
| 58 |
+
"45": "071000",
|
| 59 |
+
"46": "072100",
|
| 60 |
+
"47": "072900",
|
| 61 |
+
"48": "081100",
|
| 62 |
+
"49": "081200",
|
| 63 |
+
"50": "089100",
|
| 64 |
+
"51": "089200",
|
| 65 |
+
"52": "089300",
|
| 66 |
+
"53": "089900",
|
| 67 |
+
"54": "091000",
|
| 68 |
+
"55": "099000",
|
| 69 |
+
"56": "101110",
|
| 70 |
+
"57": "101190",
|
| 71 |
+
"58": "101200",
|
| 72 |
+
"59": "101300",
|
| 73 |
+
"60": "102010",
|
| 74 |
+
"61": "102020",
|
| 75 |
+
"62": "103100",
|
| 76 |
+
"63": "103200",
|
| 77 |
+
"64": "103900",
|
| 78 |
+
"65": "104100",
|
| 79 |
+
"66": "104200",
|
| 80 |
+
"67": "105100",
|
| 81 |
+
"68": "105200",
|
| 82 |
+
"69": "106100",
|
| 83 |
+
"70": "106200",
|
| 84 |
+
"71": "107110",
|
| 85 |
+
"72": "107120",
|
| 86 |
+
"73": "107200",
|
| 87 |
+
"74": "107300",
|
| 88 |
+
"75": "108100",
|
| 89 |
+
"76": "108200",
|
| 90 |
+
"77": "108300",
|
| 91 |
+
"78": "108400",
|
| 92 |
+
"79": "108500",
|
| 93 |
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"80": "108600",
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|
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|
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|
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}
|
pytorch_model.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:f9d6ede37ba7e29f240c8c5e843ec9a381ae45672633ff7c7caa46f837482b12
|
| 3 |
+
size 1116852865
|
sentencepiece.bpe.model
ADDED
|
Binary file (5.07 MB). View file
|
|
|
special_tokens_map.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "<unk>", "sep_token": "</s>", "pad_token": "<pad>", "cls_token": "<s>", "mask_token": "<mask>"}
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"model_max_length": 512}
|