merged the datasets (original + New)
Browse files- README.md +74 -0
- adapter_config.json +45 -0
- adapter_model.safetensors +3 -0
- runs/Dec10_09-30-19_61b5417fdc00/events.out.tfevents.1765359023.61b5417fdc00.586.6 +3 -0
- special_tokens_map.json +37 -0
- tokenizer.json +0 -0
- tokenizer_config.json +87 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
README.md
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---
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library_name: peft
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base_model: aubmindlab/bert-base-arabertv02
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tags:
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- base_model:adapter:aubmindlab/bert-base-arabertv02
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- lora
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- transformers
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metrics:
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- accuracy
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model-index:
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- name: saudi-eou-bert-classifier
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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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# saudi-eou-bert-classifier
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This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.3407
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- Accuracy: 0.864
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- Auc: 0.921
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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: 1e-05
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- train_batch_size: 16
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- eval_batch_size: 16
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- seed: 42
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- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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- lr_scheduler_type: linear
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- lr_scheduler_warmup_ratio: 0.1
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- num_epochs: 10
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | Auc |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:-----:|
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| 0.712 | 1.0 | 295 | 0.6541 | 0.619 | 0.685 |
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| 0.5634 | 2.0 | 590 | 0.4838 | 0.781 | 0.845 |
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| 0.4258 | 3.0 | 885 | 0.4189 | 0.819 | 0.883 |
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| 0.3619 | 4.0 | 1180 | 0.3920 | 0.837 | 0.897 |
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| 0.3366 | 5.0 | 1475 | 0.3684 | 0.853 | 0.907 |
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| 0.3309 | 6.0 | 1770 | 0.3650 | 0.854 | 0.912 |
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| 0.3191 | 7.0 | 2065 | 0.3555 | 0.856 | 0.916 |
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| 0.3028 | 8.0 | 2360 | 0.3432 | 0.864 | 0.919 |
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| 0.3018 | 9.0 | 2655 | 0.3437 | 0.859 | 0.92 |
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| 0.2987 | 10.0 | 2950 | 0.3407 | 0.864 | 0.921 |
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### Framework versions
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- PEFT 0.18.0
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- Transformers 4.57.3
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- Pytorch 2.9.0+cu126
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- Datasets 4.4.1
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- Tokenizers 0.22.1
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adapter_config.json
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{
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"alora_invocation_tokens": null,
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"alpha_pattern": {},
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"arrow_config": null,
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"auto_mapping": null,
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"base_model_name_or_path": "aubmindlab/bert-base-arabertv02",
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"bias": "none",
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"corda_config": null,
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"ensure_weight_tying": false,
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"eva_config": null,
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"exclude_modules": null,
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"fan_in_fan_out": false,
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"inference_mode": true,
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"init_lora_weights": true,
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"layer_replication": null,
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"layers_pattern": null,
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"layers_to_transform": null,
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"loftq_config": {},
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"lora_alpha": 16,
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"lora_bias": false,
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"lora_dropout": 0.1,
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"megatron_config": null,
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"megatron_core": "megatron.core",
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"modules_to_save": [
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"classifier",
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"score"
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],
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"peft_type": "LORA",
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"peft_version": "0.18.0",
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"qalora_group_size": 16,
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"r": 64,
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"rank_pattern": {},
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"revision": null,
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"target_modules": [
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"query",
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"value",
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"key"
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],
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"target_parameters": null,
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"task_type": "SEQ_CLS",
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"trainable_token_indices": null,
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"use_dora": false,
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"use_qalora": false,
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"use_rslora": false
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}
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adapter_model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:bc80637ef5117db13e28cfafced198b85010e2e51fb25fa40109c007d838be96
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size 14172320
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runs/Dec10_09-30-19_61b5417fdc00/events.out.tfevents.1765359023.61b5417fdc00.586.6
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version https://git-lfs.github.com/spec/v1
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oid sha256:ed691ccb611a89361523be38f991a11b0763fa32554ecc8225abf91121f2b335
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size 11275
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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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| 5 |
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"lstrip": false,
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| 6 |
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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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| 18 |
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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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"normalized": false,
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| 31 |
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"rstrip": false,
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| 32 |
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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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| 36 |
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"content": "[MASK]",
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"lstrip": false,
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| 38 |
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"normalized": false,
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| 39 |
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"rstrip": false,
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| 40 |
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"single_word": false,
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| 41 |
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"special": true
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| 42 |
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},
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"5": {
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| 44 |
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"content": "[رابط]",
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| 45 |
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"lstrip": false,
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| 46 |
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"normalized": true,
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| 47 |
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"rstrip": false,
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| 48 |
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"single_word": true,
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| 49 |
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"special": true
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| 50 |
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},
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"6": {
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| 52 |
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"content": "[بريد]",
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| 53 |
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"lstrip": false,
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| 54 |
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"normalized": true,
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| 55 |
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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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| 58 |
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},
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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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| 64 |
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"single_word": true,
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| 65 |
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"special": true
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| 66 |
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}
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| 67 |
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},
|
| 68 |
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"clean_up_tokenization_spaces": false,
|
| 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,
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| 72 |
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"extra_special_tokens": {},
|
| 73 |
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"mask_token": "[MASK]",
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| 74 |
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"max_len": 512,
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| 75 |
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"model_max_length": 512,
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| 76 |
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"never_split": [
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"[بريد]",
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| 78 |
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"[مستخدم]",
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| 79 |
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"[رابط]"
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| 80 |
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],
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| 81 |
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"pad_token": "[PAD]",
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| 82 |
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"sep_token": "[SEP]",
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| 83 |
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"strip_accents": null,
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| 84 |
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"tokenize_chinese_chars": true,
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| 85 |
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"tokenizer_class": "BertTokenizer",
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| 86 |
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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 sha256:526592a08c76194e142d99f03d1298779303da87b7c5e0903b9b206fbcefe08e
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size 5841
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vocab.txt
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