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gary109/ai-light-dance_singing_ft_wav2vec2-large-xlsr-53

sourceHugging Faceapache-2.0updated 4y agoView on Hugging Face
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Model Card

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ai-light-dancesingingft_wav2vec2-large-xlsr-53

This model is a fine-tuned version of facebook/wav2vec2-large-xlsr-53 on the GARY109/AILIGHTDANCE - ONSET-SINGING dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.4327
  • —Wer: 0.2043

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: 5e-05
  • —trainbatchsize: 2
  • —evalbatchsize: 2
  • —seed: 42
  • —gradientaccumulationsteps: 16
  • —totaltrainbatch_size: 32
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: cosine
  • —lrschedulerwarmup_steps: 500
  • —num_epochs: 10.0
  • —mixedprecisiontraining: Native AMP

Training results

Training LossEpochStepValidation LossWer
1.40891.05521.47500.9054
0.79952.011040.90440.6163
0.62323.016560.66450.3980
0.53514.022080.56740.3120
0.4725.027600.51670.2579
0.39136.033120.45530.2335
0.33067.038640.44760.2114
0.30288.044160.43270.2043
0.3179.049680.43550.2033
0.249410.055200.44050.2022

Framework versions

  • —Transformers 4.20.0.dev0
  • —Pytorch 1.11.0+cu113
  • —Datasets 2.3.1.dev0
  • —Tokenizers 0.12.1