iloko_model / README.md
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metadata
license: apache-2.0
tags:
  - generated_from_trainer
  - audio
  - automatic-speech-recognition
  - speech
pipeline_tag: automatic-speech-recognition
model-index:
  name: iloko_model

iloko_model

This model is a fine-tuned version of facebook/wav2vec2-large-xlsr-53 on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0663
  • Wer: 0.1235

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: 0.0003
  • train_batch_size: 8
  • eval_batch_size: 8
  • seed: 42
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 16
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 500
  • num_epochs: 10

Training results

Training Loss Epoch Step Validation Loss Wer
3.4454 1.11 100 3.0569 1.0
2.6883 2.22 200 2.6725 1.0
2.6082 3.33 300 2.6133 1.0
1.7907 4.44 400 1.4020 0.9996
0.5616 5.56 500 0.2521 0.3217
0.2554 6.67 600 0.1373 0.1981
0.1604 7.78 700 0.0904 0.1468
0.1507 8.89 800 0.0740 0.1308
0.1012 10.0 900 0.0663 0.1235

Framework versions

  • Transformers 4.11.3
  • Pytorch 1.10.0+cu102
  • Datasets 1.13.3
  • Tokenizers 0.10.3