Instructions to use OliverHeine/huawei-noah_TinyBERT_General_4L_312D_fold_1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use OliverHeine/huawei-noah_TinyBERT_General_4L_312D_fold_1 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="OliverHeine/huawei-noah_TinyBERT_General_4L_312D_fold_1")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("OliverHeine/huawei-noah_TinyBERT_General_4L_312D_fold_1") model = AutoModelForSequenceClassification.from_pretrained("OliverHeine/huawei-noah_TinyBERT_General_4L_312D_fold_1") - Notebooks
- Google Colab
- Kaggle
huawei-noah_TinyBERT_General_4L_312D_fold_1
This model is a fine-tuned version of huawei-noah/TinyBERT_General_4L_312D on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.1349
- Accuracy: 0.9525
- F1: 0.9474
- Precision: 0.9635
- Recall: 0.9318
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Precision | Recall |
|---|---|---|---|---|---|---|---|
| 0.1215 | 1.0 | 19351 | 0.1488 | 0.9460 | 0.9399 | 0.9602 | 0.9205 |
| 0.1153 | 2.0 | 38702 | 0.1324 | 0.9510 | 0.9456 | 0.9633 | 0.9286 |
| 0.1158 | 3.0 | 58053 | 0.1349 | 0.9525 | 0.9474 | 0.9635 | 0.9318 |
Framework versions
- Transformers 5.3.0
- Pytorch 2.10.0+cu128
- Datasets 4.6.1
- Tokenizers 0.22.2
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huawei-noah/TinyBERT_General_4L_312D