End of training
Browse files- README.md +68 -0
- config.json +40 -0
- model.safetensors +3 -0
- runs/May26_23-54-48_7d03855d58c4/events.out.tfevents.1716767689.7d03855d58c4.84.0 +3 -0
- special_tokens_map.json +37 -0
- tokenizer.json +0 -0
- tokenizer_config.json +338 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
README.md
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---
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base_model: aubmindlab/bert-base-arabertv2
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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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model-index:
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- name: medicalBert
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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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# medicalBert
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This model is a fine-tuned version of [aubmindlab/bert-base-arabertv2](https://huggingface.co/aubmindlab/bert-base-arabertv2) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.0432
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- Accuracy: 1.0
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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: 32
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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 |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|
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| No log | 1.0 | 19 | 1.3351 | 0.6579 |
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| No log | 2.0 | 38 | 0.7920 | 0.8289 |
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| No log | 3.0 | 57 | 0.4334 | 0.8684 |
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| No log | 4.0 | 76 | 0.2400 | 0.9605 |
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| No log | 5.0 | 95 | 0.1408 | 0.9868 |
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| No log | 6.0 | 114 | 0.1014 | 1.0 |
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| No log | 7.0 | 133 | 0.0681 | 1.0 |
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| No log | 8.0 | 152 | 0.0478 | 1.0 |
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| No log | 9.0 | 171 | 0.0442 | 1.0 |
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| No log | 10.0 | 190 | 0.0432 | 1.0 |
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### Framework versions
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- Transformers 4.39.3
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- Pytorch 2.1.2
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- Datasets 2.18.0
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- Tokenizers 0.15.2
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config.json
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{
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"_name_or_path": "aubmindlab/bert-base-arabertv2",
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"architectures": [
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"BertForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"classifier_dropout": null,
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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": "Mental Health Disorders",
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"1": "Cardiovascular Diseases",
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"2": "Diabetes",
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"3": "Cancer",
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"4": "Respiratory Diseases"
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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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"Cancer": 3,
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"Cardiovascular Diseases": 1,
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"Diabetes": 2,
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"Mental Health Disorders": 0,
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"Respiratory Diseases": 4
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},
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "bert",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"torch_dtype": "float32",
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"transformers_version": "4.39.3",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 64000
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:2ba9d68ac7338a16e43495676aab0764a8b43a54c4bdc506409907ffef662ce9
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size 540812300
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runs/May26_23-54-48_7d03855d58c4/events.out.tfevents.1716767689.7d03855d58c4.84.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:cd1ac71b8f7849b117272cbadc1ea128e61c28f067bff0a91001267878c8b3fc
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size 8419
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special_tokens_map.json
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{
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"cls_token": {
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"content": "[CLS]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"mask_token": {
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"content": "[MASK]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": {
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"content": "[PAD]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"sep_token": {
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"content": "[SEP]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"unk_token": {
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"content": "[UNK]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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}
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}
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tokenizer.json
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The diff for this file is too large to render.
See raw diff
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tokenizer_config.json
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{
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"added_tokens_decoder": {
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"0": {
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"content": "+ا",
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"lstrip": false,
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"normalized": true,
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"special": true
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},
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"1": {
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"content": "+ك",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": true,
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"special": true
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},
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"2": {
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"content": "ب+",
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|
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"single_word": true,
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"special": true
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},
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"3": {
|
28 |
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"content": "+هم",
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29 |
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"lstrip": false,
|
30 |
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"normalized": true,
|
31 |
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"rstrip": false,
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32 |
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"single_word": true,
|
33 |
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"special": true
|
34 |
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},
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35 |
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"4": {
|
36 |
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"content": "+ات",
|
37 |
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"lstrip": false,
|
38 |
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"normalized": true,
|
39 |
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"rstrip": false,
|
40 |
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"single_word": true,
|
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"special": true
|
42 |
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},
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"5": {
|
44 |
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"content": "+ي",
|
45 |
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"lstrip": false,
|
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"normalized": true,
|
47 |
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"rstrip": false,
|
48 |
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"single_word": true,
|
49 |
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"special": true
|
50 |
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},
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51 |
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"6": {
|
52 |
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"content": "ل+",
|
53 |
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"lstrip": false,
|
54 |
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"normalized": true,
|
55 |
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"rstrip": false,
|
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"single_word": true,
|
57 |
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"special": true
|
58 |
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},
|
59 |
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"7": {
|
60 |
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"content": "+هما",
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"lstrip": false,
|
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"normalized": true,
|
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"rstrip": false,
|
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"single_word": true,
|
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"special": true
|
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},
|
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"8": {
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"content": "+نا",
|
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"lstrip": false,
|
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"normalized": true,
|
71 |
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"rstrip": false,
|
72 |
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"single_word": true,
|
73 |
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"special": true
|
74 |
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},
|
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"9": {
|
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"content": "+ن",
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"lstrip": false,
|
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"normalized": true,
|
79 |
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"rstrip": false,
|
80 |
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"single_word": true,
|
81 |
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"special": true
|
82 |
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},
|
83 |
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"10": {
|
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"content": "+ها",
|
85 |
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"lstrip": false,
|
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"normalized": true,
|
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"rstrip": false,
|
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"single_word": true,
|
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"special": true
|
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},
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"11": {
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"content": "+كما",
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"lstrip": false,
|
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"normalized": true,
|
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"rstrip": false,
|
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"single_word": true,
|
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"special": true
|
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},
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"12": {
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"content": "+ة",
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"lstrip": false,
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"normalized": true,
|
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"rstrip": false,
|
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"single_word": true,
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"special": true
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},
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"13": {
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"content": "ف+",
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"lstrip": false,
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110 |
+
"normalized": true,
|
111 |
+
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|
112 |
+
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|
113 |
+
"special": true
|
114 |
+
},
|
115 |
+
"14": {
|
116 |
+
"content": "+كم",
|
117 |
+
"lstrip": false,
|
118 |
+
"normalized": true,
|
119 |
+
"rstrip": false,
|
120 |
+
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|
121 |
+
"special": true
|
122 |
+
},
|
123 |
+
"15": {
|
124 |
+
"content": "+كن",
|
125 |
+
"lstrip": false,
|
126 |
+
"normalized": true,
|
127 |
+
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|
128 |
+
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|
129 |
+
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|
130 |
+
},
|
131 |
+
"16": {
|
132 |
+
"content": "+ت",
|
133 |
+
"lstrip": false,
|
134 |
+
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|
135 |
+
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|
136 |
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|
137 |
+
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|
138 |
+
},
|
139 |
+
"17": {
|
140 |
+
"content": "[بريد]",
|
141 |
+
"lstrip": false,
|
142 |
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"normalized": true,
|
143 |
+
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|
144 |
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|
145 |
+
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|
146 |
+
},
|
147 |
+
"18": {
|
148 |
+
"content": "[مستخدم]",
|
149 |
+
"lstrip": false,
|
150 |
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"normalized": true,
|
151 |
+
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|
152 |
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|
153 |
+
"special": true
|
154 |
+
},
|
155 |
+
"19": {
|
156 |
+
"content": "لل+",
|
157 |
+
"lstrip": false,
|
158 |
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"normalized": true,
|
159 |
+
"rstrip": false,
|
160 |
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|
161 |
+
"special": true
|
162 |
+
},
|
163 |
+
"20": {
|
164 |
+
"content": "ال+",
|
165 |
+
"lstrip": false,
|
166 |
+
"normalized": true,
|
167 |
+
"rstrip": false,
|
168 |
+
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|
169 |
+
"special": true
|
170 |
+
},
|
171 |
+
"21": {
|
172 |
+
"content": "[رابط]",
|
173 |
+
"lstrip": false,
|
174 |
+
"normalized": true,
|
175 |
+
"rstrip": false,
|
176 |
+
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|
177 |
+
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|
178 |
+
},
|
179 |
+
"22": {
|
180 |
+
"content": "س+",
|
181 |
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|
182 |
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|
183 |
+
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|
184 |
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|
185 |
+
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|
186 |
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},
|
187 |
+
"23": {
|
188 |
+
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|
189 |
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|
190 |
+
"normalized": true,
|
191 |
+
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|
192 |
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|
193 |
+
"special": true
|
194 |
+
},
|
195 |
+
"24": {
|
196 |
+
"content": "+وا",
|
197 |
+
"lstrip": false,
|
198 |
+
"normalized": true,
|
199 |
+
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|
200 |
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|
201 |
+
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|
202 |
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},
|
203 |
+
"25": {
|
204 |
+
"content": "+ه",
|
205 |
+
"lstrip": false,
|
206 |
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|
207 |
+
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|
208 |
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|
209 |
+
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|
210 |
+
},
|
211 |
+
"26": {
|
212 |
+
"content": "+ون",
|
213 |
+
"lstrip": false,
|
214 |
+
"normalized": true,
|
215 |
+
"rstrip": false,
|
216 |
+
"single_word": true,
|
217 |
+
"special": true
|
218 |
+
},
|
219 |
+
"27": {
|
220 |
+
"content": "+هن",
|
221 |
+
"lstrip": false,
|
222 |
+
"normalized": true,
|
223 |
+
"rstrip": false,
|
224 |
+
"single_word": true,
|
225 |
+
"special": true
|
226 |
+
},
|
227 |
+
"28": {
|
228 |
+
"content": "+ين",
|
229 |
+
"lstrip": false,
|
230 |
+
"normalized": true,
|
231 |
+
"rstrip": false,
|
232 |
+
"single_word": true,
|
233 |
+
"special": true
|
234 |
+
},
|
235 |
+
"29": {
|
236 |
+
"content": "��+",
|
237 |
+
"lstrip": false,
|
238 |
+
"normalized": true,
|
239 |
+
"rstrip": false,
|
240 |
+
"single_word": true,
|
241 |
+
"special": true
|
242 |
+
},
|
243 |
+
"30": {
|
244 |
+
"content": "ك+",
|
245 |
+
"lstrip": false,
|
246 |
+
"normalized": true,
|
247 |
+
"rstrip": false,
|
248 |
+
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|
249 |
+
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|
250 |
+
},
|
251 |
+
"31": {
|
252 |
+
"content": "[PAD]",
|
253 |
+
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|
254 |
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|
255 |
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|
256 |
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|
257 |
+
"special": true
|
258 |
+
},
|
259 |
+
"32": {
|
260 |
+
"content": "[UNK]",
|
261 |
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|
262 |
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|
263 |
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|
264 |
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|
265 |
+
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|
266 |
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},
|
267 |
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"33": {
|
268 |
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|
269 |
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|
270 |
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|
271 |
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|
272 |
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|
273 |
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|
274 |
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},
|
275 |
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"34": {
|
276 |
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|
277 |
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|
278 |
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|
279 |
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|
280 |
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|
281 |
+
"special": true
|
282 |
+
},
|
283 |
+
"35": {
|
284 |
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"content": "[MASK]",
|
285 |
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"lstrip": false,
|
286 |
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|
287 |
+
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|
288 |
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|
289 |
+
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|
290 |
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}
|
291 |
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},
|
292 |
+
"clean_up_tokenization_spaces": true,
|
293 |
+
"cls_token": "[CLS]",
|
294 |
+
"do_basic_tokenize": true,
|
295 |
+
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|
296 |
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"mask_token": "[MASK]",
|
297 |
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"max_len": 512,
|
298 |
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"model_max_length": 512,
|
299 |
+
"never_split": [
|
300 |
+
"+ك",
|
301 |
+
"+كما",
|
302 |
+
"ك+",
|
303 |
+
"+وا",
|
304 |
+
"+ين",
|
305 |
+
"و+",
|
306 |
+
"+كن",
|
307 |
+
"+ان",
|
308 |
+
"+هم",
|
309 |
+
"+ة",
|
310 |
+
"[بريد]",
|
311 |
+
"لل+",
|
312 |
+
"+ي",
|
313 |
+
"+ت",
|
314 |
+
"+ن",
|
315 |
+
"س+",
|
316 |
+
"ل+",
|
317 |
+
"[مستخدم]",
|
318 |
+
"+كم",
|
319 |
+
"+ا",
|
320 |
+
"ب+",
|
321 |
+
"ف+",
|
322 |
+
"+نا",
|
323 |
+
"+ها",
|
324 |
+
"+ون",
|
325 |
+
"+هما",
|
326 |
+
"ال+",
|
327 |
+
"+ه",
|
328 |
+
"+هن",
|
329 |
+
"+ات",
|
330 |
+
"[رابط]"
|
331 |
+
],
|
332 |
+
"pad_token": "[PAD]",
|
333 |
+
"sep_token": "[SEP]",
|
334 |
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"strip_accents": null,
|
335 |
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"tokenize_chinese_chars": true,
|
336 |
+
"tokenizer_class": "BertTokenizer",
|
337 |
+
"unk_token": "[UNK]"
|
338 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:bfe0002fd343d80d2272461ccc1ec6169f04bfa4c9024e0db15f5bf5c4c508d1
|
3 |
+
size 4920
|
vocab.txt
ADDED
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|
|