patrickvonplaten / sew-d-small-100k-ft-timit

huggingface.co
Total runs: 10
24-hour runs: 0
7-day runs: 0
30-day runs: 4
Model's Last Updated: October 28 2021
automatic-speech-recognition

Introduction of sew-d-small-100k-ft-timit

Model Details of sew-d-small-100k-ft-timit

sew-d-small-100k-ft-timit

This model is a fine-tuned version of asapp/sew-d-small-100k on the TIMIT_ASR - NA dataset. It achieves the following results on the evaluation set:

  • Loss: 1.7482
  • Wer: 0.7987
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: 1
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 1000
  • num_epochs: 20.0
  • mixed_precision_training: Native AMP
Training results
Training Loss Epoch Step Validation Loss Wer
4.2068 0.69 100 4.0802 1.0
2.9805 1.38 200 2.9792 1.0
2.9781 2.07 300 2.9408 1.0
2.9655 2.76 400 2.9143 1.0
2.8953 3.45 500 2.8775 1.0
2.7719 4.14 600 2.7815 0.9999
2.6531 4.83 700 2.6375 1.0065
2.6425 5.52 800 2.5602 1.0210
2.3963 6.21 900 2.4665 1.0591
2.1447 6.9 1000 2.2792 0.9848
2.2719 7.59 1100 2.2237 0.9465
2.3629 8.28 1200 2.1058 0.8907
2.0913 8.97 1300 2.0113 0.9070
1.8334 9.66 1400 1.9466 0.8177
1.6608 10.34 1500 1.9217 0.8698
2.2194 11.03 1600 1.9091 0.8727
1.9002 11.72 1700 1.8746 0.8332
1.6268 12.41 1800 1.8782 0.7951
1.6455 13.1 1900 1.8230 0.8225
2.0308 13.79 2000 1.8067 0.8560
1.855 14.48 2100 1.8129 0.8177
1.5901 15.17 2200 1.7891 0.8367
1.4848 15.86 2300 1.7821 0.8201
1.8754 16.55 2400 1.7700 0.8137
1.7975 17.24 2500 1.7795 0.8171
1.5194 17.93 2600 1.7605 0.7977
1.4374 18.62 2700 1.7529 0.7978
1.7498 19.31 2800 1.7522 0.8023
1.7452 20.0 2900 1.7482 0.7987
Framework versions
  • Transformers 4.12.0.dev0
  • Pytorch 1.8.1
  • Datasets 1.14.1.dev0
  • Tokenizers 0.10.3

Runs of patrickvonplaten sew-d-small-100k-ft-timit on huggingface.co

10
Total runs
0
24-hour runs
-1
3-day runs
0
7-day runs
4
30-day runs

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sew-d-small-100k-ft-timit install

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