đ sammy786/wav2vec2-xlsr-breton
This model is a fine - tuned version of facebook/wav2vec2-xls-r-1b on the MOZILLA - FOUNDATION/COMMON_VOICE_8_0 - br dataset, which can be used for automatic speech recognition tasks.
đ Quick Start
This model is a fine - tuned version of facebook/wav2vec2-xls-r-1b on the MOZILLA - FOUNDATION/COMMON_VOICE_8_0 - br dataset.
⨠Features
- Automatic Speech Recognition: This model is designed for automatic speech recognition tasks, especially on the Breton language dataset.
- Fine - Tuned: It is a fine - tuned version of the well - known
facebook/wav2vec2-xls-r-1b
model, which can better adapt to the specific dataset.
đ Documentation
Model description
"facebook/wav2vec2-xls-r-1b" was finetuned.
Intended uses & limitations
More information needed
Training and evaluation data
Training data -
Common voice Finnish train.tsv, dev.tsv and other.tsv
Training procedure
For creating the train dataset, all possible datasets were appended and 90 - 10 split was used.
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.000045637994662983496
- train_batch_size: 8
- eval_batch_size: 32
- seed: 13
- gradient_accumulation_steps: 2
- total_train_batch_size: 64
- optimizer: Adam with betas=(0.9,0.999) and epsilon = 1e - 08
- lr_scheduler_type: cosine_with_restarts
- lr_scheduler_warmup_steps: 500
- num_epochs: 30
- mixed_precision_training: Native AMP
Framework versions
- Transformers 4.16.0.dev0
- Pytorch 1.10.0+cu102
- Datasets 1.17.1.dev0
- Tokenizers 0.10.3
Evaluation Commands
- To evaluate on
mozilla-foundation/common_voice_8_0
with split test
python eval.py --model_id sammy786/wav2vec2-xlsr-breton --dataset mozilla-foundation/common_voice_8_0 --config br --split test
đ License
This model is licensed under the Apache - 2.0 license.
đĻ Model Information
Property |
Details |
Model Type |
Fine - tuned version of facebook/wav2vec2-xls-r-1b |
Training Data |
Common voice Finnish train.tsv, dev.tsv and other.tsv |
Task |
Automatic Speech Recognition |
Dataset |
mozilla - foundation/common_voice_8_0 (br) |
Test WER |
48.2 |
Test CER |
15.02 |