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metadata
license: apache-2.0
tags:
  - generated_from_trainer
datasets:
  - common_voice
model-index:
  - name: wav2vec2_Indonesia_4
    results: []

wav2vec2_Indonesia_4

This model is a fine-tuned version of facebook/wav2vec2-xls-r-300m on the common_voice dataset. It achieves the following results on the evaluation set:

  • Loss: 1.3147
  • Wer: 0.5914

Model description

Model yang dilatih dengan data train common voice dan data test data perkuliahan

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: 16
  • eval_batch_size: 8
  • seed: 42
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 32
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 500
  • num_epochs: 30
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Wer
3.9949 3.23 400 1.3340 0.8916
0.4469 6.45 800 1.0507 0.6859
0.2003 9.68 1200 1.1115 0.6369
0.1432 12.9 1600 1.1307 0.6297
0.1138 16.13 2000 1.2157 0.6369
0.089 19.35 2400 1.2834 0.6058
0.0712 22.58 2800 1.3283 0.5947
0.057 25.81 3200 1.3345 0.5827
0.0467 29.03 3600 1.3147 0.5914

Framework versions

  • Transformers 4.11.3
  • Pytorch 1.10.0+cu113
  • Datasets 1.18.3
  • Tokenizers 0.10.3