Instructions to use SaulRB/anon_model with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use SaulRB/anon_model with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("token-classification", model="SaulRB/anon_model")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForTokenClassification tokenizer = AutoTokenizer.from_pretrained("SaulRB/anon_model") model = AutoModelForTokenClassification.from_pretrained("SaulRB/anon_model", device_map="auto") - Notebooks
- Google Colab
- Kaggle
anon_model
This model is a fine-tuned version of mrm8488/bert-spanish-cased-finetuned-ner on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.0340
- Precision: 0.7866
- Recall: 0.8453
- F1: 0.8149
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: 3e-05
- train_batch_size: 8
- 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: 100
Training results
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 |
|---|---|---|---|---|---|---|
| No log | 1.0 | 36 | 0.0370 | 0.7489 | 0.8258 | 0.7855 |
| 0.1057 | 2.0 | 72 | 0.0356 | 0.7878 | 0.8329 | 0.8097 |
| 0.0258 | 3.0 | 108 | 0.0321 | 0.7805 | 0.8234 | 0.8014 |
| 0.0258 | 4.0 | 144 | 0.0971 | 0.7687 | 0.8091 | 0.7884 |
| 0.0173 | 5.0 | 180 | 0.0295 | 0.7981 | 0.8210 | 0.8094 |
| 0.0104 | 6.0 | 216 | 0.0349 | 0.7724 | 0.8425 | 0.8059 |
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 SaulRB/anon_model
Base model
mrm8488/bert-spanish-cased-finetuned-ner