metadata
language:
- 'no'
license: apache-2.0
tags:
- audio
- asr
- automatic-speech-recognition
- hf-asr-leaderboard
model-index:
- name: scream_duodevicesimus_working_noaudiobooks_7e5_v2
results: []
scream_duodevicesimus_working_noaudiobooks_7e5_v2
This model is a fine-tuned version of openai/whisper-small on the NbAiLab/ncc_speech dataset.
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: 7e-05
- lr_scheduler_type: linear
- per_device_train_batch_size: 32
- total_train_batch_size_per_node: 128
- total_train_batch_size: 1024
- total_optimization_steps: 20,000
- starting_optimization_step: None
- finishing_optimization_step: 20,000
- num_train_dataset_workers: 32
- num_hosts: 8
- total_num_training_examples: 20,480,000
- steps_per_epoch: To be computed after first epoch
- num_beams: 5
- dropout: True
- bpe_dropout_probability: 0.1
- activation_dropout_probability: 0.1
Training results
| step | validation_fleurs_loss | train_loss | validation_fleurs_wer | validation_fleurs_cer | validation_fleurs_exact_wer | validation_fleurs_exact_cer | validation_stortinget_loss | validation_stortinget_wer | validation_stortinget_cer | validation_stortinget_exact_wer | validation_stortinget_exact_cer | validation_nrk_tv_loss | validation_nrk_tv_wer | validation_nrk_tv_cer | validation_nrk_tv_exact_wer | validation_nrk_tv_exact_cer |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1.3211 | 3.0189 | 110.1725 | 80.3659 | 196.8041 | 131.4230 | 1.5012 | 76.6096 | 51.2561 | 82.1890 | 54.4126 | 1.8187 | 259.8656 | 217.2117 | 269.5665 | 222.7746 |
| 1000 | 0.6977 | 1.1353 | 13.4444 | 4.3105 | 17.5926 | 5.2863 | 0.4717 | 21.7105 | 13.9604 | 25.3783 | 14.6687 | 0.9934 | 86.4845 | 70.4142 | 93.7677 | 73.6462 |
| 2000 | 0.3926 | 0.8912 | 10.5889 | 3.7088 | 14.7849 | 4.6968 | 0.3930 | 18.7212 | 12.5960 | 22.2213 | 13.2354 | 0.8926 | 49.9691 | 39.8385 | 57.6635 | 41.2514 |
| 3000 | 0.3620 | 0.8106 | 10.7674 | 4.3007 | 15.0836 | 5.2573 | 0.3632 | 17.5019 | 11.9674 | 21.0430 | 12.5977 | 0.8606 | 44.9157 | 34.5510 | 52.6419 | 35.8510 |
| 4000 | 0.3363 | 0.8043 | 10.3807 | 3.8518 | 14.0980 | 4.7886 | 0.3443 | 16.1694 | 11.2786 | 19.6917 | 11.8983 | 0.8431 | 44.9487 | 34.0425 | 52.5379 | 35.4061 |
| 5000 | 0.3060 | 0.7682 | 9.6074 | 3.6694 | 13.8590 | 4.5808 | 0.3329 | 16.0903 | 11.1667 | 19.5724 | 11.7732 | 0.8154 | 45.4598 | 35.0224 | 52.7292 | 36.3997 |
| 6000 | 0.3477 | 0.7510 | 9.2207 | 3.5510 | 13.3214 | 4.5083 | 0.3246 | 15.9711 | 11.2829 | 19.4232 | 11.8775 | 0.8097 | 43.0897 | 33.1321 | 50.5325 | 34.3331 |
| 7000 | 0.3152 | 0.7608 | 9.6074 | 4.1034 | 13.7395 | 5.0834 | 0.3217 | 15.1188 | 10.6651 | 18.5510 | 11.2540 | 0.7959 | 42.0139 | 32.2852 | 49.4716 | 33.4915 |
| 8000 | 0.3232 | 0.7680 | 9.8453 | 3.9258 | 13.7993 | 4.8128 | 0.3161 | 15.1877 | 10.7202 | 18.5356 | 11.2959 | 0.7938 | 42.1829 | 32.6832 | 49.6256 | 34.2256 |
Framework versions
- Transformers 4.31.0.dev0
- Datasets 2.13.0
- Tokenizers 0.13.3