Rasooli3003
commited on
Training in progress, epoch 1
Browse files- README.md +72 -0
- config.json +36 -0
- model.safetensors +3 -0
- runs/Sep05_04-14-03_6fef17b3cca8/events.out.tfevents.1725509658.6fef17b3cca8.1555.0 +3 -0
- runs/Sep05_05-34-59_6fef17b3cca8/events.out.tfevents.1725514519.6fef17b3cca8.1555.1 +3 -0
- special_tokens_map.json +7 -0
- tokenizer.json +0 -0
- tokenizer_config.json +57 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
README.md
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---
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library_name: transformers
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license: apache-2.0
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base_model: HooshvareLab/bert-fa-base-uncased
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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-Sentiment-Fa
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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-Sentiment-Fa
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This model is a fine-tuned version of [HooshvareLab/bert-fa-base-uncased](https://huggingface.co/HooshvareLab/bert-fa-base-uncased) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.7200
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- Accuracy: 0.8549
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- F1: 0.7963
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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: 3e-06
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- train_batch_size: 16
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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: 10
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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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| No log | 1.0 | 143 | 0.5002 | 0.8588 | 0.7918 |
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| No log | 2.0 | 286 | 0.5604 | 0.8549 | 0.7900 |
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| No log | 3.0 | 429 | 0.5587 | 0.8588 | 0.8031 |
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| 0.1184 | 4.0 | 572 | 0.6008 | 0.8588 | 0.8008 |
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| 0.1184 | 5.0 | 715 | 0.6769 | 0.8549 | 0.7999 |
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| 0.1184 | 6.0 | 858 | 0.6699 | 0.8627 | 0.8036 |
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| 0.0634 | 7.0 | 1001 | 0.6765 | 0.8588 | 0.8005 |
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| 0.0634 | 8.0 | 1144 | 0.7032 | 0.8588 | 0.8041 |
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| 0.0634 | 9.0 | 1287 | 0.7172 | 0.8588 | 0.7994 |
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| 0.0634 | 10.0 | 1430 | 0.7200 | 0.8549 | 0.7963 |
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### Framework versions
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- Transformers 4.44.2
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- Pytorch 2.4.0+cu121
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- Datasets 2.21.0
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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": "HooshvareLab/bert-fa-base-uncased",
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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": "Negative",
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"1": "Positive",
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"2": "Neutral"
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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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"LABEL_0": 0,
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"LABEL_1": 1,
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"LABEL_2": 2
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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": "4.44.2",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 100000
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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 sha256:702713b09004d8fa9609d23f6fcc3cca5fa7f2cd8d90310b0a135ebe4351c93e
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size 651398148
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runs/Sep05_04-14-03_6fef17b3cca8/events.out.tfevents.1725509658.6fef17b3cca8.1555.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:ebf93a78ecbc77d2e8d7ce93545223c66d444910bfcc6522e24f49d84faf73e6
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size 36554
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runs/Sep05_05-34-59_6fef17b3cca8/events.out.tfevents.1725514519.6fef17b3cca8.1555.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:71a567ed3429fa293d47f307458725a3e01ed3cf7bef10f6b782e34ec3fac3d7
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size 5400
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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": "[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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"4": {
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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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},
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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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"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:c5d4c35718ba42e743ff72c896130a3307ca61d039a7cc1897bbe39ecefef142
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size 5176
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vocab.txt
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