Moroccan-Darija-STT-small-v1.6.12

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

  • Loss: 0.4252
  • Wer: 92.0934
  • Cer: 58.5359

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: 1.25e-05
  • train_batch_size: 128
  • eval_batch_size: 128
  • 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_steps: 10
  • num_epochs: 6

Training results

Training Loss Epoch Step Validation Loss Wer Cer
0.6307 0.1775 30 0.4701 105.2209 63.1049
0.5074 0.3550 60 0.4290 96.8541 55.8502
0.4718 0.5325 90 0.4017 100.9454 58.4092
0.4624 0.7101 120 0.3961 94.0930 52.6933
0.4522 0.8876 150 0.3964 86.7888 47.0770
0.3857 1.0651 180 0.3818 109.6804 72.2092
0.4146 1.2426 210 0.3745 105.5054 69.9272
0.3874 1.4201 240 0.3826 89.1148 51.8386
0.4055 1.5976 270 0.4276 101.4307 62.0036
0.4487 1.7751 300 0.4205 92.6121 54.7743
0.4128 1.9527 330 0.4344 89.1650 53.9128
0.422 2.1302 360 0.4396 100.8450 64.9291
0.4195 2.3077 390 0.4374 97.0298 63.1134
0.4009 2.4852 420 0.4387 104.1499 69.3073
0.3506 2.6627 450 0.4350 95.8584 60.6827
0.4044 2.8402 480 0.4302 108.3333 74.0469
0.3977 3.0178 510 0.4269 94.4863 55.5715
0.3751 3.1953 540 0.4295 93.5910 59.0207
0.3689 3.3728 570 0.4362 96.8039 64.7889
0.3671 3.5503 600 0.4277 94.7707 60.2047
0.3646 3.7278 630 0.4256 128.2463 87.3368
0.361 3.9053 660 0.4187 92.8129 58.0460
0.3598 4.0828 690 0.4181 87.0482 51.4771
0.3603 4.2604 720 0.4336 105.2293 67.8361
0.3462 4.4379 750 0.4282 96.0592 61.0560
0.3581 4.6154 780 0.4266 90.8718 52.9517
0.3712 4.7929 810 0.4337 89.7507 54.4364
0.3834 4.9704 840 0.4425 97.4565 63.3633
0.3384 5.1479 870 0.4276 90.6710 55.8384
0.3646 5.3254 900 0.4219 90.5120 55.1611
0.3516 5.5030 930 0.4210 96.6449 60.1439
0.362 5.6805 960 0.4361 96.9545 62.9985
0.342 5.8580 990 0.4252 92.0934 58.5359

Framework versions

  • Transformers 4.48.0
  • Pytorch 2.5.1+cu124
  • Datasets 3.1.0
  • Tokenizers 0.21.0
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