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Model save
Browse files- README.md +63 -0
- config.json +44 -0
- model.safetensors +3 -0
- runs/Nov15_16-02-37_092c9407efb5/events.out.tfevents.1700064158.092c9407efb5.968.0 +3 -0
- runs/Nov15_16-02-37_092c9407efb5/events.out.tfevents.1700064768.092c9407efb5.968.1 +3 -0
- special_tokens_map.json +7 -0
- tokenizer.json +0 -0
- tokenizer_config.json +58 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
README.md
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---
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base_model: asafaya/bert-base-arabic
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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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model-index:
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- name: bert-base-arabic-emotion-analysis
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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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# bert-base-arabic-emotion-analysis
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This model is a fine-tuned version of [asafaya/bert-base-arabic](https://huggingface.co/asafaya/bert-base-arabic) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.6663
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- Accuracy: 0.7735
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- F1: 0.7743
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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: 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: 3
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|
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| 0.9659 | 1.0 | 102 | 0.6925 | 0.7610 | 0.7632 |
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| 0.5509 | 2.0 | 204 | 0.6851 | 0.7652 | 0.7652 |
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| 0.4321 | 3.0 | 306 | 0.6663 | 0.7735 | 0.7743 |
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### Framework versions
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- Transformers 4.35.1
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- Pytorch 2.1.0+cu118
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- Datasets 2.14.7
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- Tokenizers 0.14.1
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config.json
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{
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"_name_or_path": "asafaya/bert-base-arabic",
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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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"gradient_checkpointing": false,
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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": "anger",
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"1": "joy",
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"2": "sadness",
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"3": "surprise",
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"4": "fear",
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"5": "disgust"
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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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"anger": 0,
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"disgust": 5,
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"fear": 4,
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"joy": 1,
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"sadness": 2,
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"surprise": 3
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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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"output_past": true,
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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": "4.35.1",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 32000
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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 sha256:32158fdeaeaf1eef34e63276c777ccb8e58758e31f54b858a770f449e9784218
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size 442511368
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runs/Nov15_16-02-37_092c9407efb5/events.out.tfevents.1700064158.092c9407efb5.968.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:812dc816f0ee3e976ac9d60b1ae3af0d3011d91ef4e46ad7d289da9b4d116b36
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size 6456
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runs/Nov15_16-02-37_092c9407efb5/events.out.tfevents.1700064768.092c9407efb5.968.1
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version https://git-lfs.github.com/spec/v1
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size 457
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special_tokens_map.json
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{
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"cls_token": "[CLS]",
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"mask_token": "[MASK]",
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"unk_token": "[UNK]"
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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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"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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},
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"clean_up_tokenization_spaces": true,
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"cls_token": "[CLS]",
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"do_basic_tokenize": true,
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"do_lower_case": true,
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"full_tokenizer_file": null,
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"mask_token": "[MASK]",
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"model_max_length": 1000000000000000019884624838656,
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"never_split": null,
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"strip_accents": null,
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"tokenize_chinese_chars": true,
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"tokenizer_class": "BertTokenizer",
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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 sha256:7d775a9d9e39bb770813eea1d3f44bbc1502c6aeb92f221481540289707fb93b
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size 4600
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vocab.txt
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