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ai-light-dance_stepmania_ft_wav2vec2-large-xlsr-53
gary109/ai-light-dance_stepmania_ft_wav2vec2-large-xlsr-53
ai-light-dance_stepmania_ft_wav2vec2-large-xlsr-53 is a automatic speech recognition model from gary109. Use it when you need speech turned into text. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Automatic Speech Recognition
- Library
- transformers
- License
- apache-2.0
- Model type
- wav2vec2
- Access
- Public
- Created
- Jun 22, 2022
- Updated
- Jun 23, 2022
- SHA
- 681fc9d8
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_stepmania_ft_wav2vec2-large-xlsr-53
This model is a fine-tuned version of facebook/wav2vec2-large-xlsr-53 on the GARY109/AI_LIGHT_DANCE - ONSET-STEPMANIA2 dataset. It achieves the following results on the evaluation set:
- Loss: 1.2034
- Wer: 0.9875
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: 10
- eval_batch_size: 10
- seed: 42
- gradient_accumulation_steps: 16
- total_train_batch_size: 160
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- num_epochs: 10.0
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 2.5631 | 1.0 | 150 | 2.4894 | 1.0 |
| 1.9443 | 2.0 | 300 | 1.8861 | 1.0 |
| 1.7618 | 3.0 | 450 | 1.6731 | 1.0 |
| 1.2354 | 4.0 | 600 | 1.2471 | 0.9875 |
| 1.2333 | 5.0 | 750 | 1.2253 | 0.9875 |
| 1.2037 | 6.0 | 900 | 1.2168 | 0.9875 |
| 1.2184 | 7.0 | 1050 | 1.2120 | 0.9875 |
| 1.1932 | 8.0 | 1200 | 1.2080 | 0.9875 |
| 1.179 | 9.0 | 1350 | 1.2039 | 0.9875 |
| 1.1722 | 10.0 | 1500 | 1.2034 | 0.9875 |
Framework versions
- Transformers 4.21.0.dev0
- Pytorch 1.11.0+cu113
- Datasets 2.3.3.dev0
- Tokenizers 0.12.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- wav2vec2
- License
- apache-2.0
- Created
- Jun 22, 2022
- Updated
- Jun 23, 2022