hyenadna-small-32k-seqlen-hf_ft_BioS2_1kbpHG19_DHSs_H3K27AC
This model is a fine-tuned version of LongSafari/hyenadna-small-32k-seqlen-hf on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.4638
- F1 Score: 0.8073
- Precision: 0.8018
- Recall: 0.8128
- Accuracy: 0.7952
- Auc: 0.8728
- Prc: 0.8651
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: 1e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 20
- mixed_precision_training: Native AMP
Training results
Training Loss | Epoch | Step | Validation Loss | F1 Score | Precision | Recall | Accuracy | Auc | Prc |
---|---|---|---|---|---|---|---|---|---|
0.5671 | 0.0841 | 500 | 0.5418 | 0.7721 | 0.7343 | 0.8141 | 0.7464 | 0.7985 | 0.7787 |
0.5022 | 0.1683 | 1000 | 0.5186 | 0.7826 | 0.7680 | 0.7978 | 0.7661 | 0.8279 | 0.8137 |
0.5022 | 0.2524 | 1500 | 0.5044 | 0.8036 | 0.7154 | 0.9168 | 0.7635 | 0.8360 | 0.8138 |
0.4865 | 0.3366 | 2000 | 0.4858 | 0.7887 | 0.7708 | 0.8074 | 0.7716 | 0.8440 | 0.8350 |
0.4913 | 0.4207 | 2500 | 0.4686 | 0.8062 | 0.7560 | 0.8635 | 0.7809 | 0.8553 | 0.8451 |
0.472 | 0.5049 | 3000 | 0.4715 | 0.8107 | 0.7494 | 0.8830 | 0.7824 | 0.8580 | 0.8462 |
0.4776 | 0.5890 | 3500 | 0.4581 | 0.8064 | 0.7682 | 0.8485 | 0.7849 | 0.8630 | 0.8574 |
0.4571 | 0.6732 | 4000 | 0.4620 | 0.8162 | 0.7506 | 0.8945 | 0.7874 | 0.8674 | 0.8548 |
0.4702 | 0.7573 | 4500 | 0.4550 | 0.8009 | 0.7995 | 0.8023 | 0.7895 | 0.8683 | 0.8600 |
0.4533 | 0.8415 | 5000 | 0.4493 | 0.8121 | 0.7891 | 0.8364 | 0.7957 | 0.8729 | 0.8617 |
0.4401 | 0.9256 | 5500 | 0.4472 | 0.8134 | 0.7823 | 0.8469 | 0.7949 | 0.8743 | 0.8662 |
0.4505 | 1.0098 | 6000 | 0.4459 | 0.8100 | 0.7892 | 0.8320 | 0.7940 | 0.8732 | 0.8668 |
0.3944 | 1.0939 | 6500 | 0.4638 | 0.8073 | 0.8018 | 0.8128 | 0.7952 | 0.8728 | 0.8651 |
Framework versions
- Transformers 4.42.3
- Pytorch 2.3.0+cu121
- Datasets 2.18.0
- Tokenizers 0.19.0
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Model tree for tanoManzo/hyenadna-small-32k-seqlen-hf_ft_BioS2_1kbpHG19_DHSs_H3K27AC
Base model
LongSafari/hyenadna-small-32k-seqlen-hf