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whisper-large-v3-med-pl-lora-decoder-only

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: 0.2346
  • Model Preparation Time: 0.031
  • Wer: 19.6622
  • Cer: 5.5539

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: 16
  • eval_batch_size: 8
  • 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
0.2073 0.4990 250 0.2922 0.031 23.1959 6.5656
0.166 0.9980 500 0.2567 0.031 21.3155 5.8382
0.1681 1.4970 750 0.2395 0.031 20.4712 5.5663
0.1604 1.9960 1000 0.2308 0.031 20.2512 5.6823
0.1402 2.4950 1250 0.2248 0.031 20.1093 5.6366
0.1604 2.9940 1500 0.2208 0.031 20.6273 6.0950
0.1308 3.4930 1750 0.2205 0.031 19.0023 5.1251
0.1307 3.9920 2000 0.2172 0.031 19.0520 5.1156
0.125 4.4910 2250 0.2216 0.031 21.5071 7.3168
0.1266 4.9900 2500 0.2168 0.031 19.0733 5.1070
0.1037 5.4890 2750 0.2203 0.031 19.1655 5.1032
0.1253 5.9880 3000 0.2179 0.031 18.9243 5.2050
0.1095 6.4870 3250 0.2232 0.031 20.0028 6.2338
0.1049 6.9860 3500 0.2226 0.031 18.6121 5.0015
0.0962 7.4850 3750 0.2275 0.031 19.2365 5.1289
0.0967 7.9840 4000 0.2259 0.031 19.1017 5.0785
0.0929 8.4830 4250 0.2307 0.031 19.3855 5.1146
0.0959 8.9820 4500 0.2294 0.031 18.9385 5.0766
0.0857 9.4810 4750 0.2361 0.031 20.1093 5.9076
0.0945 9.9800 5000 0.2346 0.031 19.6622 5.5539

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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