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ai-light-dance_singing_ft_pretrain_wav2vec2-large-lv60
gary109/ai-light-dance_singing_ft_pretrain_wav2vec2-large-lv60
ai-light-dance_singing_ft_pretrain_wav2vec2-large-lv60 is a automatic speech recognition model from gary109. Use it when you need speech turned into text. It is set up for transformers.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Automatic Speech Recognition
- Library
- transformers
- Model type
- wav2vec2
- Access
- Public
- Created
- Jun 11, 2022
- Updated
- Jun 14, 2022
- SHA
- c6118014
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
ai-light-dance_singing_ft_pretrain_wav2vec2-large-lv60
This model is a fine-tuned version of gary109/ai-light-dance_pretrain_wav2vec2-large-lv60 on the GARY109/AI_LIGHT_DANCE - ONSET-SINGING dataset. It achieves the following results on the evaluation set:
- Loss: 1.4961
- Wer: 0.9206
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
- train_batch_size: 2
- eval_batch_size: 2
- seed: 42
- gradient_accumulation_steps: 16
- total_train_batch_size: 32
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- num_epochs: 10.0
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 1.6096 | 1.0 | 552 | 1.7650 | 1.0053 |
| 1.6294 | 2.0 | 1104 | 1.6735 | 0.9591 |
| 1.5509 | 3.0 | 1656 | 1.6170 | 0.9852 |
| 1.5175 | 4.0 | 2208 | 1.6312 | 0.9626 |
| 1.5267 | 5.0 | 2760 | 1.5032 | 0.9249 |
| 1.4055 | 6.0 | 3312 | 1.6107 | 0.9438 |
| 1.3267 | 7.0 | 3864 | 1.5386 | 0.9378 |
| 1.312 | 8.0 | 4416 | 1.4961 | 0.9206 |
| 1.3245 | 9.0 | 4968 | 1.5158 | 0.9182 |
| 1.2885 | 10.0 | 5520 | 1.5296 | 0.9230 |
Framework versions
- Transformers 4.20.0.dev0
- Pytorch 1.9.1+cu102
- Datasets 2.2.3.dev0
- Tokenizers 0.12.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- wav2vec2
- Created
- Jun 11, 2022
- Updated
- Jun 14, 2022