End of training
Browse files- .gitattributes +1 -0
 - README.md +69 -0
 - config.json +32 -0
 - model.safetensors +3 -0
 - special_tokens_map.json +51 -0
 - tokenizer.json +3 -0
 - tokenizer_config.json +57 -0
 - training_args.bin +3 -0
 
    	
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        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: google/rembert
         
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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: populism_classifier_410
         
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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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            # populism_classifier_410
         
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            This model is a fine-tuned version of [google/rembert](https://huggingface.co/google/rembert) on the None dataset.
         
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            It achieves the following results on the evaluation set:
         
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            - Loss: 0.6928
         
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            - Accuracy: 0.1263
         
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            - 1-f1: 0.2242
         
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            - 1-recall: 1.0
         
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            - 1-precision: 0.1263
         
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            - Balanced Acc: 0.5
         
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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 adamw_torch 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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            - num_epochs: 20
         
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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 | 1-f1   | 1-recall | 1-precision | Balanced Acc |
         
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            |:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|:--------:|:-----------:|:------------:|
         
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            | 0.693         | 1.0   | 50   | 0.6922          | 0.1263   | 0.2242 | 1.0      | 0.1263      | 0.5          |
         
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            | 0.7413        | 2.0   | 100  | 0.6962          | 0.8737   | 0.0    | 0.0      | 0.0         | 0.5          |
         
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            | 0.7455        | 3.0   | 150  | 0.6961          | 0.1263   | 0.2242 | 1.0      | 0.1263      | 0.5          |
         
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            | 0.6845        | 4.0   | 200  | 0.6928          | 0.1263   | 0.2242 | 1.0      | 0.1263      | 0.5          |
         
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            ### Framework versions
         
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            - Transformers 4.46.3
         
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            - Pytorch 2.4.1+cu121
         
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            - Datasets 3.1.0
         
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            - Tokenizers 0.20.3
         
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        config.json
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            {
         
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              "_name_or_path": "google/rembert",
         
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              "architectures": [
         
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            version https://git-lfs.github.com/spec/v1
         
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| 36 | 
         
            +
                  "content": "[MASK]",
         
     | 
| 37 | 
         
            +
                  "lstrip": false,
         
     | 
| 38 | 
         
            +
                  "normalized": false,
         
     | 
| 39 | 
         
            +
                  "rstrip": false,
         
     | 
| 40 | 
         
            +
                  "single_word": false,
         
     | 
| 41 | 
         
            +
                  "special": true
         
     | 
| 42 | 
         
            +
                }
         
     | 
| 43 | 
         
            +
              },
         
     | 
| 44 | 
         
            +
              "bos_token": "[CLS]",
         
     | 
| 45 | 
         
            +
              "clean_up_tokenization_spaces": false,
         
     | 
| 46 | 
         
            +
              "cls_token": "[CLS]",
         
     | 
| 47 | 
         
            +
              "do_lower_case": false,
         
     | 
| 48 | 
         
            +
              "eos_token": "[SEP]",
         
     | 
| 49 | 
         
            +
              "keep_accents": true,
         
     | 
| 50 | 
         
            +
              "mask_token": "[MASK]",
         
     | 
| 51 | 
         
            +
              "model_max_length": 1000000000000000019884624838656,
         
     | 
| 52 | 
         
            +
              "pad_token": "[PAD]",
         
     | 
| 53 | 
         
            +
              "remove_space": true,
         
     | 
| 54 | 
         
            +
              "sep_token": "[SEP]",
         
     | 
| 55 | 
         
            +
              "tokenizer_class": "RemBertTokenizer",
         
     | 
| 56 | 
         
            +
              "unk_token": "[UNK]"
         
     | 
| 57 | 
         
            +
            }
         
     | 
    	
        training_args.bin
    ADDED
    
    | 
         @@ -0,0 +1,3 @@ 
     | 
|
| 
         | 
|
| 
         | 
|
| 
         | 
| 
         | 
|
| 1 | 
         
            +
            version https://git-lfs.github.com/spec/v1
         
     | 
| 2 | 
         
            +
            oid sha256:83032fe01c360093c18409b96e464203dea6777506f61c10ce637b858e27cbd7
         
     | 
| 3 | 
         
            +
            size 5432
         
     |