--- language: - 'no' license: apache-2.0 tags: - audio - asr - automatic-speech-recognition - hf-asr-leaderboard model-index: - name: scream_small_beta results: [] --- # scream_small_beta This model is a fine-tuned version of [openai/whisper-small](https://huggingface.co/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: 5e-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: 25,000 - starting_optimization_step: None - finishing_optimization_step: 25,000 - num_train_dataset_workers: 32 - num_hosts: 8 - total_num_training_examples: 25,600,000 - steps_per_epoch: _To be computed after first epoch_ - num_beams: None - dropout: True - bpe_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 | 1.2013 | 2.7117 | 32.3914 | 9.8343 | 35.7228 | 10.9398 | 1.4988 | 44.0673 | 22.9444 | 48.2612 | 24.2595 | 1.8165 | 79.9390 | 54.6020 | 89.7612 | 56.8482 | | 1000 | 0.5796 | 1.0147 | 16.1214 | 5.2624 | 19.9821 | 6.2962 | 0.4822 | 22.0502 | 13.3652 | 25.7586 | 14.0827 | 1.0170 | 51.9187 | 37.4011 | 59.7853 | 39.0187 | | 2000 | 0.4483 | 0.8851 | 12.4628 | 4.6064 | 16.2485 | 5.6101 | 0.3988 | 18.2903 | 11.9625 | 21.9050 | 12.6098 | 0.9032 | 46.8241 | 34.8122 | 55.1298 | 36.2314 | | 3000 | 0.4130 | 0.8246 | 11.6002 | 4.7445 | 15.4122 | 5.7357 | 0.3602 | 16.9068 | 11.3683 | 20.4599 | 11.9897 | 0.8434 | 46.9972 | 35.4892 | 54.8885 | 36.8431 | ### Framework versions - Transformers 4.31.0.dev0 - Datasets 2.13.0 - Tokenizers 0.13.3