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whisper-large-v3-med-pl-lora

This model is a fine-tuned version of openai/whisper-large-v3 on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0768
  • Model Preparation Time: 0.022
  • Wer: 6.9829
  • Cer: 3.1870

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: 32
  • eval_batch_size: 16
  • seed: 42
  • optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_ratio: 0.1
  • num_epochs: 10
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Model Preparation Time Wer Cer
0.1664 0.4996 602 0.1688 0.022 15.9176 5.4619
0.1296 0.9992 1204 0.1216 0.022 11.5699 4.7418
0.082 1.4988 1806 0.0956 0.022 11.4329 5.6251
0.0863 1.9983 2408 0.0833 0.022 9.2359 4.2807
0.0543 2.4979 3010 0.0779 0.022 9.8054 5.3263
0.0505 2.9975 3612 0.0712 0.022 7.3651 3.1850
0.0371 3.4971 4214 0.0725 0.022 9.3228 5.1141
0.0334 3.9967 4816 0.0704 0.022 8.2300 4.2879
0.0204 4.4963 5418 0.0707 0.022 7.1219 3.1809
0.0213 4.9959 6020 0.0700 0.022 6.8613 3.1437
0.0151 5.4954 6622 0.0716 0.022 7.2146 3.3620
0.0106 5.9950 7224 0.0701 0.022 6.9385 3.2018
0.0082 6.4946 7826 0.0730 0.022 6.7416 3.1243
0.009 6.9942 8428 0.0726 0.022 6.9771 3.3038
0.0062 7.4938 9030 0.0741 0.022 6.8941 3.2291
0.0052 7.9934 9632 0.0737 0.022 6.9578 3.3553
0.0045 8.4929 10234 0.0751 0.022 6.6721 3.0858
0.0038 8.9925 10836 0.0756 0.022 7.1953 3.2857
0.0038 9.4921 11438 0.0766 0.022 7.0775 3.2391
0.0033 9.9917 12040 0.0768 0.022 6.9829 3.1870

Framework versions

  • PEFT 0.17.1
  • Transformers 4.51.3
  • Pytorch 2.8.0+cu128
  • Datasets 4.3.0
  • Tokenizers 0.21.4
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