Hugging Face's logo

ales
/
whisper-small-belarusian

Automatic Speech Recognition
Transformers
PyTorch
TensorBoard
Safetensors
Belarusian
whisper
whisper-event
Generated from Trainer
Eval Results
Inference Endpoints
Model card Files Metrics Community
3
Edit model card

Whisper Small Belarusian

This model is a fine-tuned version of openai/whisper-small on the mozilla-foundation/common_voice_11_0 be dataset. It achieves the following results on the evaluation set:

  • Loss on validation: 0.0706
  • WER on validation set: 6.3672
  • WER on test set: 6.79

Source code

All the source coude is located both in:

Code in these 2 places should be the same. GitHub is used to make development and training of multiple models (small, base, etc.) easier.

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: 0.0001
  • train_batch_size: 64
  • eval_batch_size: 64
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 500
  • training_steps: 12000
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Wer
0.1907 0.08 1000 0.2546 25.4639
0.1482 0.17 2000 0.1641 17.1676
0.1175 0.25 3000 0.1454 15.5940
0.0958 0.33 4000 0.1261 13.2625
0.099 0.42 5000 0.1012 10.6143
0.028 1.05 6000 0.1053 9.8794
0.0473 1.13 7000 0.1029 10.3078
0.0391 1.21 8000 0.0924 9.2419
0.0423 1.3 9000 0.0797 7.9249
0.0604 1.38 10000 0.0688 7.0150
0.0121 2.01 11000 0.0696 6.4638
0.0155 2.1 12000 0.0706 6.3672

Framework versions

  • Transformers 4.26.0.dev0
  • Pytorch 1.13.0+cu117
  • Datasets 2.7.1.dev0
  • Tokenizers 0.13.2
Downloads last month
138
Safetensors
Model size
242M params
Tensor type
F32
·
Inference Examples
Automatic Speech Recognition
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 ales/whisper-small-belarusian

Base model

openai/whisper-small
Finetuned
(1882)
this model

Dataset used to train ales/whisper-small-belarusian

Spaces using ales/whisper-small-belarusian 2

Evaluation results

View on Papers With Code