tangminhanh
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Duplicate from tangminhanh/ts_cate
Browse files- .gitattributes +35 -0
- README.md +75 -0
- added_tokens.json +3 -0
- config.json +110 -0
- model.safetensors +3 -0
- runs/Aug06_13-56-19_8286c2bd2340/events.out.tfevents.1722952587.8286c2bd2340.1585.0 +3 -0
- runs/Aug06_13-56-19_8286c2bd2340/events.out.tfevents.1722954943.8286c2bd2340.1585.1 +3 -0
- special_tokens_map.json +51 -0
- spm.model +3 -0
- tokenizer.json +0 -0
- tokenizer_config.json +65 -0
- training_args.bin +3 -0
.gitattributes
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README.md
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---
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license: mit
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base_model: tangminhanh/ts_tg
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tags:
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- generated_from_trainer
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metrics:
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- accuracy
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- f1
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- precision
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- recall
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model-index:
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- name: ts_cate
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# ts_cate
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This model is a fine-tuned version of [tangminhanh/ts_tg](https://huggingface.co/tangminhanh/ts_tg) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.0263
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- Accuracy: 0.8555
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- F1: 0.8736
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- Precision: 0.8824
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- Recall: 0.8649
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 2e-05
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- train_batch_size: 32
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- eval_batch_size: 64
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- num_epochs: 10
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|:---------:|:------:|
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| No log | 1.0 | 404 | 0.0458 | 0.6802 | 0.7650 | 0.8750 | 0.6796 |
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| 0.1001 | 2.0 | 808 | 0.0318 | 0.7717 | 0.8259 | 0.8817 | 0.7767 |
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| 0.0321 | 3.0 | 1212 | 0.0278 | 0.8251 | 0.8564 | 0.8862 | 0.8286 |
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| 0.0215 | 4.0 | 1616 | 0.0256 | 0.8322 | 0.8627 | 0.8909 | 0.8363 |
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| 0.0161 | 5.0 | 2020 | 0.0256 | 0.8455 | 0.8679 | 0.8812 | 0.8551 |
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| 0.0161 | 6.0 | 2424 | 0.0259 | 0.8499 | 0.8711 | 0.8831 | 0.8594 |
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| 0.0124 | 7.0 | 2828 | 0.0255 | 0.8536 | 0.8713 | 0.8836 | 0.8594 |
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| 0.0105 | 8.0 | 3232 | 0.0262 | 0.8533 | 0.8723 | 0.8836 | 0.8612 |
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| 0.0087 | 9.0 | 3636 | 0.0261 | 0.8567 | 0.8746 | 0.8838 | 0.8656 |
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| 0.0078 | 10.0 | 4040 | 0.0263 | 0.8555 | 0.8736 | 0.8824 | 0.8649 |
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### Framework versions
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- Transformers 4.42.4
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- Pytorch 2.3.1+cu121
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- Datasets 2.20.0
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- Tokenizers 0.19.1
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added_tokens.json
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{
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"[MASK]": 128000
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}
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config.json
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{
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"_name_or_path": "tangminhanh/ts_tg",
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"architectures": [
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"DebertaV2ForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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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": "Biometric",
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"1": "Document",
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"2": "On Boarding",
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"3": "Ticketing Support",
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"4": "Asset Management",
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"5": "Off Boarding",
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"6": "CCTV",
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"7": "Checklist",
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"8": "Hardware",
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"9": "General Assistance",
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"10": "TV Advertisement",
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"11": "Network",
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"12": "Network and Infrastructure Design",
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"13": "Circuit",
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"14": "Outage",
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"15": "Network Security",
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"16": "Notification",
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"17": "System Security",
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"18": "Server Management",
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"19": "Server Projects",
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"20": "Services Management",
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"21": "User Account",
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"22": "Deployment / Movement",
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"23": "Email",
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"24": "Printer",
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"25": "Software",
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"26": "Telephony",
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"27": "Development",
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"28": "Web/Application Security",
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"29": "CASA",
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"30": "Compliance",
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"31": "Email Security",
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"32": "Procurement",
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"33": "TPMO",
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"34": "BCP Activation"
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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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"Asset Management": 4,
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"BCP Activation": 34,
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"Biometric": 0,
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"CASA": 29,
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"CCTV": 6,
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"Checklist": 7,
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"Circuit": 13,
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"Compliance": 30,
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"Deployment / Movement": 22,
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"Development": 27,
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"Document": 1,
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"Email": 23,
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"Email Security": 31,
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"General Assistance": 9,
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"Hardware": 8,
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"Network": 11,
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"Network Security": 15,
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"Network and Infrastructure Design": 12,
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"Notification": 16,
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"Off Boarding": 5,
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"On Boarding": 2,
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"Outage": 14,
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"Printer": 24,
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"Procurement": 32,
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"Server Management": 18,
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"Server Projects": 19,
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"Services Management": 20,
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"Software": 25,
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"System Security": 17,
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"TPMO": 33,
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"TV Advertisement": 10,
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"Telephony": 26,
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"Ticketing Support": 3,
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"User Account": 21,
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"Web/Application Security": 28
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},
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"layer_norm_eps": 1e-07,
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"max_position_embeddings": 512,
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"max_relative_positions": -1,
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"model_type": "deberta-v2",
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"norm_rel_ebd": "layer_norm",
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"num_attention_heads": 12,
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"num_hidden_layers": 6,
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"pad_token_id": 0,
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"pooler_dropout": 0,
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"pooler_hidden_act": "gelu",
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"pooler_hidden_size": 768,
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"pos_att_type": [
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"p2c",
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"c2p"
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],
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"position_biased_input": false,
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"position_buckets": 256,
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"problem_type": "multi_label_classification",
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"relative_attention": true,
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"share_att_key": true,
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"torch_dtype": "float32",
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"transformers_version": "4.42.4",
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"type_vocab_size": 0,
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"vocab_size": 128100
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}
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model.safetensors
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special_tokens_map.json
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"lstrip": false,
|
47 |
+
"normalized": true,
|
48 |
+
"rstrip": false,
|
49 |
+
"single_word": false
|
50 |
+
}
|
51 |
+
}
|
spm.model
ADDED
@@ -0,0 +1,3 @@
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|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:c679fbf93643d19aab7ee10c0b99e460bdbc02fedf34b92b05af343b4af586fd
|
3 |
+
size 2464616
|
tokenizer.json
ADDED
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tokenizer_config.json
ADDED
@@ -0,0 +1,65 @@
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|
1 |
+
{
|
2 |
+
"added_tokens_decoder": {
|
3 |
+
"0": {
|
4 |
+
"content": "[PAD]",
|
5 |
+
"lstrip": false,
|
6 |
+
"normalized": false,
|
7 |
+
"rstrip": false,
|
8 |
+
"single_word": false,
|
9 |
+
"special": true
|
10 |
+
},
|
11 |
+
"1": {
|
12 |
+
"content": "[CLS]",
|
13 |
+
"lstrip": false,
|
14 |
+
"normalized": false,
|
15 |
+
"rstrip": false,
|
16 |
+
"single_word": false,
|
17 |
+
"special": true
|
18 |
+
},
|
19 |
+
"2": {
|
20 |
+
"content": "[SEP]",
|
21 |
+
"lstrip": false,
|
22 |
+
"normalized": false,
|
23 |
+
"rstrip": false,
|
24 |
+
"single_word": false,
|
25 |
+
"special": true
|
26 |
+
},
|
27 |
+
"3": {
|
28 |
+
"content": "[UNK]",
|
29 |
+
"lstrip": false,
|
30 |
+
"normalized": true,
|
31 |
+
"rstrip": false,
|
32 |
+
"single_word": false,
|
33 |
+
"special": true
|
34 |
+
},
|
35 |
+
"128000": {
|
36 |
+
"content": "[MASK]",
|
37 |
+
"lstrip": false,
|
38 |
+
"normalized": false,
|
39 |
+
"rstrip": false,
|
40 |
+
"single_word": false,
|
41 |
+
"special": true
|
42 |
+
}
|
43 |
+
},
|
44 |
+
"bos_token": "[CLS]",
|
45 |
+
"clean_up_tokenization_spaces": true,
|
46 |
+
"cls_token": "[CLS]",
|
47 |
+
"do_lower_case": false,
|
48 |
+
"eos_token": "[SEP]",
|
49 |
+
"mask_token": "[MASK]",
|
50 |
+
"max_length": 512,
|
51 |
+
"model_max_length": 1000000000000000019884624838656,
|
52 |
+
"pad_to_multiple_of": null,
|
53 |
+
"pad_token": "[PAD]",
|
54 |
+
"pad_token_type_id": 0,
|
55 |
+
"padding_side": "right",
|
56 |
+
"sep_token": "[SEP]",
|
57 |
+
"sp_model_kwargs": {},
|
58 |
+
"split_by_punct": false,
|
59 |
+
"stride": 0,
|
60 |
+
"tokenizer_class": "DebertaV2Tokenizer",
|
61 |
+
"truncation_side": "right",
|
62 |
+
"truncation_strategy": "longest_first",
|
63 |
+
"unk_token": "[UNK]",
|
64 |
+
"vocab_type": "spm"
|
65 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:ca84d62247c72ad432ded3ebcdee7f00790f5426695f6f3210f998157fdea73b
|
3 |
+
size 5112
|