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mikr/whisper-large2-czech-cv11-v2

sourceHugging Faceapache-2.0updated 3y agoView on Hugging Face
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Whisper Large-v2 Czech CV11 v2

This model is a fine-tuned version of openai/whisper-large-v2 on the mozilla-foundation/commonvoice11_0 cs dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.2120
  • —Wer: 9.0459

Model description

Fine tuned with deepspeed optimization and batch_size: 32.

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
  • —trainbatchsize: 32
  • —evalbatchsize: 8
  • —seed: 42
  • —distributed_type: multi-GPU
  • —gradientaccumulationsteps: 2
  • —totaltrainbatch_size: 64
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: linear
  • —lrschedulerwarmup_steps: 500
  • —training_steps: 5000

Training results

Training LossEpochStepValidation LossWer
0.01064.2410000.16259.9888
0.00348.4720000.18419.8304
0.001112.7130000.19179.4031
0.000416.9540000.20759.1177
0.000321.1950000.21209.0459

Framework versions

  • —Transformers 4.26.0.dev0
  • —Pytorch 1.13.0+cu117
  • —Datasets 2.7.1.dev0
  • —Tokenizers 0.13.2