Geneformer_ft_BioS2_1kbpHG19_DHSs_H3K27AC_one_shot

This model is a fine-tuned version of ctheodoris/Geneformer on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.6915
  • F1 Score: 0.6286
  • Precision: 0.5789
  • Recall: 0.6875
  • Accuracy: 0.5593
  • Auc: 0.6169
  • Prc: 0.6568

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
0.6848 8.3333 500 0.6786 0.6667 0.5510 0.8438 0.5424 0.6175 0.6452
0.6369 16.6667 1000 0.6915 0.6286 0.5789 0.6875 0.5593 0.6169 0.6568

Framework versions

  • Transformers 4.46.0.dev0
  • Pytorch 2.4.1+cu121
  • Datasets 2.18.0
  • Tokenizers 0.20.0
Downloads last month
9
Safetensors
Model size
38M 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/Geneformer_ft_BioS2_1kbpHG19_DHSs_H3K27AC_one_shot

Finetuned
(8)
this model