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Uploading AussieAussieAussie text classifier model

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  1. README.md +70 -0
  2. config.json +36 -0
  3. model.safetensors +3 -0
  4. tokenizer.json +0 -0
  5. tokenizer_config.json +15 -0
  6. training_args.bin +3 -0
README.md ADDED
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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: distilbert/distilbert-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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+ model-index:
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+ - name: AussieAussieAussietext_classifier-distilbert-base-uncased
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+ results: []
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+ ---
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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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+
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+ # AussieAussieAussietext_classifier-distilbert-base-uncased
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+
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+ This model is a fine-tuned version of [distilbert/distilbert-base-uncased](https://huggingface.co/distilbert/distilbert-base-uncased) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.1550
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+ - Accuracy: 0.975
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 0.0001
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+ - train_batch_size: 32
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+ - eval_batch_size: 32
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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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+ - num_epochs: 10
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Accuracy |
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+ |:-------------:|:-----:|:----:|:---------------:|:--------:|
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+ | 0.3638 | 1.0 | 25 | 0.3674 | 0.89 |
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+ | 0.1092 | 2.0 | 50 | 0.2297 | 0.94 |
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+ | 0.0541 | 3.0 | 75 | 0.1671 | 0.96 |
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+ | 0.0221 | 4.0 | 100 | 0.1828 | 0.945 |
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+ | 0.0135 | 5.0 | 125 | 0.1759 | 0.96 |
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+ | 0.0057 | 6.0 | 150 | 0.1636 | 0.965 |
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+ | 0.0007 | 7.0 | 175 | 0.1464 | 0.975 |
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+ | 0.0005 | 8.0 | 200 | 0.1494 | 0.975 |
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+ | 0.0005 | 9.0 | 225 | 0.1539 | 0.975 |
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+ | 0.0004 | 10.0 | 250 | 0.1550 | 0.975 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 5.13.0
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+ - Pytorch 2.12.1+cpu
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+ - Datasets 5.0.0
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+ - Tokenizers 0.22.2
config.json ADDED
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+ {
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+ "activation": "gelu",
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+ "architectures": [
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+ "DistilBertForSequenceClassification"
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+ ],
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+ "attention_dropout": 0.1,
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+ "bos_token_id": null,
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+ "dim": 768,
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+ "dropout": 0.1,
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+ "dtype": "float32",
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+ "eos_token_id": null,
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+ "hidden_dim": 3072,
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+ "id2label": {
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+ "0": "aussie",
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+ "1": "not_aussie"
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+ },
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+ "initializer_range": 0.02,
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+ "label2id": {
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+ "aussie": 0,
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+ "not_aussie": 1
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+ },
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+ "max_position_embeddings": 512,
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+ "model_type": "distilbert",
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+ "n_heads": 12,
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+ "n_layers": 6,
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+ "pad_token_id": 0,
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+ "problem_type": "single_label_classification",
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+ "qa_dropout": 0.1,
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+ "seq_classif_dropout": 0.2,
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+ "sinusoidal_pos_embds": false,
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+ "tie_weights_": true,
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+ "tie_word_embeddings": true,
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+ "transformers_version": "5.13.0",
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+ "use_cache": false,
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+ "vocab_size": 30522
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+ }
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tokenizer.json ADDED
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tokenizer_config.json ADDED
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+ {
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+ "backend": "tokenizers",
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+ "cls_token": "[CLS]",
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+ "do_lower_case": true,
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+ "is_local": false,
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+ "local_files_only": false,
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+ "mask_token": "[MASK]",
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+ "model_max_length": 512,
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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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