Model save
Browse files- README.md +70 -0
- config.json +34 -0
- model.safetensors +3 -0
- runs/Jul29_09-51-14_4ac567986a6b/events.out.tfevents.1722246682.4ac567986a6b.685.0 +3 -0
- runs/Jul29_09-51-14_4ac567986a6b/events.out.tfevents.1722247285.4ac567986a6b.685.1 +3 -0
- special_tokens_map.json +37 -0
- tokenizer.json +0 -0
- tokenizer_config.json +86 -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-arabertv02
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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: darija_test3
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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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# darija_test3
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This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4497
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- Accuracy: 0.8177
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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: 0.0003
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- train_batch_size: 8
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- eval_batch_size: 8
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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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- lr_scheduler_warmup_ratio: 0.05
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- num_epochs: 10
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- mixed_precision_training: Native AMP
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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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| 0.4385 | 1.0 | 192 | 0.4618 | 0.8047 |
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| 0.3433 | 2.0 | 384 | 0.4497 | 0.8177 |
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| 0.6551 | 3.0 | 576 | 0.6499 | 0.6510 |
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| 0.6284 | 4.0 | 768 | 0.6556 | 0.6510 |
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| 0.6402 | 5.0 | 960 | 0.6473 | 0.6510 |
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| 0.6538 | 6.0 | 1152 | 0.6470 | 0.6510 |
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| 0.7309 | 7.0 | 1344 | 0.6477 | 0.6510 |
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| 0.6416 | 8.0 | 1536 | 0.6472 | 0.6510 |
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| 0.5665 | 9.0 | 1728 | 0.6625 | 0.6510 |
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| 0.607 | 10.0 | 1920 | 0.6501 | 0.6510 |
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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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config.json
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{
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"_name_or_path": "aubmindlab/bert-base-arabertv02",
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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": "*6",
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"1": "autre"
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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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"*6": 0,
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"autre": 1
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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": "4.42.4",
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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 sha256:9b07041ef4029d02a29fe630477fd816e36f4e18ed609296d8a7388c37c484ba
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size 540803072
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runs/Jul29_09-51-14_4ac567986a6b/events.out.tfevents.1722246682.4ac567986a6b.685.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:ca03df72517b84ba6571a4e32a1063586c09d7d6fc275d3d8431dd5075d8f5a5
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size 48943
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runs/Jul29_09-51-14_4ac567986a6b/events.out.tfevents.1722247285.4ac567986a6b.685.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:60ea460c2848c702d5273b8b9f2b08c88971ee905985b5d2902a6e678178b195
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size 411
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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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tokenizer_config.json
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{
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"added_tokens_decoder": {
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"0": {
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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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"special": true
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},
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"1": {
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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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"special": true
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},
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"2": {
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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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"special": true
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},
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"3": {
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"content": "[SEP]",
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"lstrip": false,
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| 30 |
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"4": {
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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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"special": true
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},
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"5": {
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"content": "[رابط]",
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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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"6": {
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| 52 |
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"content": "[بريد]",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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| 56 |
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"single_word": true,
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| 57 |
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"special": true
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},
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| 59 |
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"7": {
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| 60 |
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"content": "[مستخدم]",
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| 61 |
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"lstrip": false,
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| 62 |
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"normalized": true,
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| 63 |
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"rstrip": false,
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"single_word": true,
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"special": true
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| 66 |
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}
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},
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"clean_up_tokenization_spaces": true,
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| 69 |
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"cls_token": "[CLS]",
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| 70 |
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"do_basic_tokenize": true,
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| 71 |
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"do_lower_case": false,
|
| 72 |
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"mask_token": "[MASK]",
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| 73 |
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"max_len": 512,
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| 74 |
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"model_max_length": 512,
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| 75 |
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"never_split": [
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| 76 |
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"[بريد]",
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| 77 |
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"[مستخدم]",
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| 78 |
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"[رابط]"
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| 79 |
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],
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| 80 |
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"pad_token": "[PAD]",
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| 81 |
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"sep_token": "[SEP]",
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| 82 |
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"strip_accents": null,
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| 83 |
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"tokenize_chinese_chars": true,
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| 84 |
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"tokenizer_class": "BertTokenizer",
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| 85 |
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"unk_token": "[UNK]"
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:b0c21f644656dbadabcda1bdbd531e4745ad8c6fb46276c43ba8fd22b846b77c
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size 5112
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vocab.txt
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