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config-2
Hemantrao/config-2
config-2 is a automatic speech recognition model from Hemantrao. 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, 2024
- Updated
- Jun 23, 2024
- SHA
- 3121885a
Base models
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. -->
config-2
This model is a fine-tuned version of DrishtiSharma/wav2vec2-large-xls-r-300m-hi-CV7 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 2.0612
- Wer: 0.9701
- Cer: 0.6014
- Mer: 0.9671
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: 0.0005
- 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: 100
- num_epochs: 40
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer | Cer | Mer |
|---|---|---|---|---|---|---|
| 7.1407 | 1.0050 | 100 | 3.4310 | 0.9999 | 0.9815 | 0.9999 |
| 3.3804 | 2.0101 | 200 | 3.3707 | 1.0 | 0.9582 | 1.0 |
| 3.3051 | 3.0151 | 300 | 3.2022 | 1.0 | 0.9539 | 1.0 |
| 2.6907 | 4.0201 | 400 | 2.0612 | 0.9701 | 0.6014 | 0.9671 |
Framework versions
- Transformers 4.41.2
- Pytorch 2.3.0+cu121
- Datasets 2.20.0
- Tokenizers 0.19.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- wav2vec2
- License
- apache-2.0
- Created
- Jun 22, 2024
- Updated
- Jun 23, 2024