Instructions to use Muhammad-Ikhwan-Fathulloh/sunda-ragam-basa-tagger with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Muhammad-Ikhwan-Fathulloh/sunda-ragam-basa-tagger with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("token-classification", model="Muhammad-Ikhwan-Fathulloh/sunda-ragam-basa-tagger")# Load model directly from transformers import AutoTokenizer, AutoModelForTokenClassification tokenizer = AutoTokenizer.from_pretrained("Muhammad-Ikhwan-Fathulloh/sunda-ragam-basa-tagger") model = AutoModelForTokenClassification.from_pretrained("Muhammad-Ikhwan-Fathulloh/sunda-ragam-basa-tagger") - Notebooks
- Google Colab
- Kaggle
sunda-ragam-basa-tagger
This model is a fine-tuned version of indobenchmark/indobert-base-p2 on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.7092
- Precision: 1.0
- Recall: 1.0
- F1: 1.0
- Accuracy: 1.0
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: 5e-05
- train_batch_size: 32
- eval_batch_size: 8
- 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: 15
- label_smoothing_factor: 0.1
Training results
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
|---|---|---|---|---|---|---|---|
| No log | 1.0 | 24 | 0.7188 | 1.0 | 1.0 | 1.0 | 1.0 |
| No log | 2.0 | 48 | 0.7820 | 1.0 | 1.0 | 1.0 | 1.0 |
| No log | 3.0 | 72 | 0.7381 | 1.0 | 1.0 | 1.0 | 1.0 |
| No log | 4.0 | 96 | 0.7092 | 1.0 | 1.0 | 1.0 | 1.0 |
Framework versions
- Transformers 5.0.0
- Pytorch 2.10.0+cu128
- Datasets 4.0.0
- Tokenizers 0.22.2
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Model tree for Muhammad-Ikhwan-Fathulloh/sunda-ragam-basa-tagger
Base model
indobenchmark/indobert-base-p2