WzY1924561588
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Commit
•
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Parent(s):
44ebae9
Training completed!
Browse files- .gitattributes +35 -35
- README.md +81 -81
- config.json +41 -41
- model.safetensors +1 -1
- special_tokens_map.json +7 -7
- tokenizer_config.json +55 -55
- training_args.bin +2 -2
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README.md
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---
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license: apache-2.0
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base_model: distilbert-base-uncased
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tags:
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- generated_from_trainer
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datasets:
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- emotion
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metrics:
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- accuracy
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- f1
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model-index:
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- name: distilbert-base-uncased-finetuned-emotion
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-
results:
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- task:
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name: Text Classification
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type: text-classification
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dataset:
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name: emotion
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type: emotion
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config: split
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split: validation
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args: split
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metrics:
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- name: Accuracy
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type: accuracy
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value: 0.
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-
- name: F1
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type: f1
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value: 0.
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-
---
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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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-
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-
# distilbert-base-uncased-finetuned-emotion
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This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the emotion dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.
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- Accuracy: 0.
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- F1: 0.
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-
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## Model description
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More information needed
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-
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## Intended uses & limitations
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-
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-
More information needed
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-
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## Training and evaluation data
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-
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-
More information needed
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-
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## Training procedure
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-
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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: 64
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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: 2
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-
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### Training results
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-
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
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-
|:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|
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-
| 0.
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| 0.
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-
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-
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### Framework versions
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-
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- Transformers 4.40.2
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- Pytorch
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- Datasets 2.19.1
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- Tokenizers 0.19.1
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---
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license: apache-2.0
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+
base_model: distilbert-base-uncased
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+
tags:
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+
- generated_from_trainer
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+
datasets:
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7 |
+
- emotion
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+
metrics:
|
9 |
+
- accuracy
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+
- f1
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+
model-index:
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12 |
+
- name: distilbert-base-uncased-finetuned-emotion
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+
results:
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+
- task:
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name: Text Classification
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+
type: text-classification
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+
dataset:
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name: emotion
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type: emotion
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+
config: split
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split: validation
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args: split
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metrics:
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+
- name: Accuracy
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type: accuracy
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value: 0.9295
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+
- name: F1
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+
type: f1
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+
value: 0.9294330156137328
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+
---
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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
|
33 |
+
should probably proofread and complete it, then remove this comment. -->
|
34 |
+
|
35 |
+
# distilbert-base-uncased-finetuned-emotion
|
36 |
+
|
37 |
+
This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on the emotion dataset.
|
38 |
+
It achieves the following results on the evaluation set:
|
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+
- Loss: 0.2070
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+
- Accuracy: 0.9295
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+
- F1: 0.9294
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+
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+
## Model description
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+
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+
More information needed
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46 |
+
|
47 |
+
## Intended uses & limitations
|
48 |
+
|
49 |
+
More information needed
|
50 |
+
|
51 |
+
## Training and evaluation data
|
52 |
+
|
53 |
+
More information needed
|
54 |
+
|
55 |
+
## Training procedure
|
56 |
+
|
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+
### Training hyperparameters
|
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+
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+
The following hyperparameters were used during training:
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+
- learning_rate: 2e-05
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61 |
+
- train_batch_size: 64
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62 |
+
- eval_batch_size: 64
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+
- seed: 42
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64 |
+
- 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: 2
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+
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### Training results
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+
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|
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| 0.7902 | 1.0 | 250 | 0.2936 | 0.911 | 0.9108 |
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| 0.2404 | 2.0 | 500 | 0.2070 | 0.9295 | 0.9294 |
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+
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+
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### Framework versions
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+
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- Transformers 4.40.2
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+
- Pytorch 2.2.2+cu121
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+
- Datasets 2.19.1
|
81 |
+
- Tokenizers 0.19.1
|
config.json
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{
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"_name_or_path": "distilbert-base-uncased",
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"activation": "gelu",
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"architectures": [
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"DistilBertForSequenceClassification"
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-
],
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"attention_dropout": 0.1,
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"dim": 768,
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"dropout": 0.1,
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"hidden_dim": 3072,
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"id2label": {
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"0": "LABEL_0",
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"1": "LABEL_1",
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"2": "LABEL_2",
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"4": "LABEL_4",
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"5": "LABEL_5"
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"max_position_embeddings": 512,
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"model_type": "distilbert",
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"n_heads": 12,
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"n_layers": 6,
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"pad_token_id": 0,
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"problem_type": "single_label_classification",
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"qa_dropout": 0.1,
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"seq_classif_dropout": 0.2,
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"sinusoidal_pos_embds": false,
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"tie_weights_": true,
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"torch_dtype": "float32",
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"transformers_version": "4.40.2",
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"vocab_size": 30522
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}
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|
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{
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"_name_or_path": "distilbert-base-uncased",
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"activation": "gelu",
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"architectures": [
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"DistilBertForSequenceClassification"
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+
],
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"attention_dropout": 0.1,
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"dim": 768,
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"2": "LABEL_2",
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"4": "LABEL_4",
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"transformers_version": "4.40.2",
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"vocab_size": 30522
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}
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model.safetensors
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special_tokens_map.json
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tokenizer_config.json
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"unk_token": "[UNK]"
|
55 |
-
}
|
|
|
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 |
+
"100": {
|
12 |
+
"content": "[UNK]",
|
13 |
+
"lstrip": false,
|
14 |
+
"normalized": false,
|
15 |
+
"rstrip": false,
|
16 |
+
"single_word": false,
|
17 |
+
"special": true
|
18 |
+
},
|
19 |
+
"101": {
|
20 |
+
"content": "[CLS]",
|
21 |
+
"lstrip": false,
|
22 |
+
"normalized": false,
|
23 |
+
"rstrip": false,
|
24 |
+
"single_word": false,
|
25 |
+
"special": true
|
26 |
+
},
|
27 |
+
"102": {
|
28 |
+
"content": "[SEP]",
|
29 |
+
"lstrip": false,
|
30 |
+
"normalized": false,
|
31 |
+
"rstrip": false,
|
32 |
+
"single_word": false,
|
33 |
+
"special": true
|
34 |
+
},
|
35 |
+
"103": {
|
36 |
+
"content": "[MASK]",
|
37 |
+
"lstrip": false,
|
38 |
+
"normalized": false,
|
39 |
+
"rstrip": false,
|
40 |
+
"single_word": false,
|
41 |
+
"special": true
|
42 |
+
}
|
43 |
+
},
|
44 |
+
"clean_up_tokenization_spaces": true,
|
45 |
+
"cls_token": "[CLS]",
|
46 |
+
"do_lower_case": true,
|
47 |
+
"mask_token": "[MASK]",
|
48 |
+
"model_max_length": 512,
|
49 |
+
"pad_token": "[PAD]",
|
50 |
+
"sep_token": "[SEP]",
|
51 |
+
"strip_accents": null,
|
52 |
+
"tokenize_chinese_chars": true,
|
53 |
+
"tokenizer_class": "DistilBertTokenizer",
|
54 |
+
"unk_token": "[UNK]"
|
55 |
+
}
|
training_args.bin
CHANGED
@@ -1,3 +1,3 @@
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
-
oid sha256:
|
3 |
-
size
|
|
|
1 |
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:56098693e4e64c819bf431ce23dfede4f724e320992728b9f5ec2f23363cb060
|
3 |
+
size 4984
|