Edit model card

nucleotide-transformer-v2-500m-multi-species_ft_BioS73_1kbpHG19_DHSs_H3K27AC_one_shot

This model is a fine-tuned version of InstaDeepAI/nucleotide-transformer-v2-500m-multi-species on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 1.0111
  • F1 Score: 0.7143
  • Precision: 0.625
  • Recall: 0.8333
  • Accuracy: 0.7037
  • Auc: 0.8611
  • Prc: 0.8422

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
0.0912 18.5185 500 1.0111 0.7143 0.625 0.8333 0.7037 0.8611 0.8422

Framework versions

  • Transformers 4.46.0.dev0
  • Pytorch 2.4.1+cu121
  • Datasets 2.18.0
  • Tokenizers 0.20.0
Downloads last month
11
Safetensors
Model size
494M params
Tensor type
F32
·
Inference Examples
This model does not have enough activity to be deployed to Inference API (serverless) yet. Increase its social visibility and check back later, or deploy to Inference Endpoints (dedicated) instead.

Model tree for tanoManzo/nucleotide-transformer-v2-500m-multi-species_ft_BioS73_1kbpHG19_DHSs_H3K27AC_one_shot