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whisper-medium.en-decoder-layernorm-english-accent

This model is a fine-tuned version of openai/whisper-medium.en on the westbrook/English_Accent_DataSet dataset. It achieves the following results on the evaluation set:

  • Loss: 1.1130
  • Wer: 0.1202

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: 1e-05
  • train_batch_size: 4
  • eval_batch_size: 4
  • seed: 42
  • distributed_type: multi-GPU
  • num_devices: 2
  • gradient_accumulation_steps: 4
  • total_train_batch_size: 32
  • total_eval_batch_size: 8
  • 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: 0.05
  • num_epochs: 2.0

Training results

Training Loss Epoch Step Validation Loss Wer
No log 0 0 1.3238 0.1256
1.3097 0.1270 200 1.3095 0.1254
1.2627 0.2541 400 1.2871 0.1238
1.2548 0.3811 600 1.2666 0.1236
1.1832 0.5082 800 1.2468 0.1233
1.1767 0.6352 1000 1.2284 0.1228
1.2110 0.7623 1200 1.2111 0.1233
1.1878 0.8893 1400 1.1948 0.1235
1.1267 1.0159 1600 1.1796 0.1237
1.1965 1.1429 1800 1.1652 0.1236
1.0833 1.2700 2000 1.1519 0.1228
1.1211 1.3970 2200 1.1403 0.1225
1.0462 1.5241 2400 1.1303 0.1225
1.1257 1.6511 2600 1.1220 0.1204
1.1305 1.7781 2800 1.1163 0.1205
1.0701 1.9052 3000 1.1130 0.1202

Framework versions

  • Transformers 5.2.0
  • Pytorch 2.10.0+cu128
  • Datasets 4.5.0
  • Tokenizers 0.22.2
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