File size: 4,277 Bytes
21a2d21 e7eeda9 c039dce f921a58 1ce4448 6908cd9 21a2d21 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 |
---
language:
- 'no'
license: apache-2.0
base_model: NbAiLab/nb-whisper-large-v0.7
tags:
- audio
- asr
- automatic-speech-recognition
- hf-asr-leaderboard
model-index:
- name: nb-whisper-large-v0.7-semantic
results: []
---
<!-- This model card has been generated automatically according to the information Keras had access to. You should
probably proofread and complete it, then remove this comment. -->
# nb-whisper-large-v0.7-semantic
This model is a fine-tuned version of [NbAiLab/nb-whisper-large-v0.7](https://huggingface.co/NbAiLab/nb-whisper-large-v0.7) on the NbAiLab/ncc_speech_styling_v4 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: 8
- total_train_batch_size_per_node: 32
- total_train_batch_size: 1024
- total_optimization_steps: 250
- starting_optimization_step: None
- finishing_optimization_step: 250
- num_train_dataset_workers: 32
- num_hosts: 32
- total_num_training_examples: 256,000
- steps_per_epoch: _To be computed after first epoch_
- num_beams: None
- weight_decay: 0.01
- adam_beta1: 0.9
- adam_beta2: 0.98
- adam_epsilon: 1e-06
- dropout: True
- bpe_dropout_probability: 0.2
- activation_dropout_probability: 0.1
### Training results
| step | validation_nst_loss | train_loss | validation_nst_wer | validation_nst_cer | validation_nst_exact_wer | validation_nst_exact_cer | validation_clean_stortinget_no_loss | validation_clean_stortinget_no_wer | validation_clean_stortinget_no_cer | validation_clean_stortinget_no_exact_wer | validation_clean_stortinget_no_exact_cer |
|:----:|:-------------------:|:----------:|:------------------:|:------------------:|:------------------------:|:------------------------:|:-----------------------------------:|:----------------------------------:|:----------------------------------:|:----------------------------------------:|:----------------------------------------:|
| 0 | 0.4293 | 1.1323 | 2.1830 | 0.6702 | 2.7220 | 0.7519 | 0.7055 | 8.9815 | 5.7582 | 11.8396 | 6.2120 |
| 40 | 0.6010 | 0.7610 | 2.2973 | 0.7215 | 2.9996 | 0.8297 | 0.6828 | 9.5026 | 6.1967 | 12.4635 | 6.6537 |
| 80 | 0.5735 | 0.7486 | 2.2973 | 0.7327 | 2.8690 | 0.8224 | 0.6801 | 9.3510 | 6.0762 | 12.2809 | 6.5375 |
| 120 | 0.5715 | 0.7146 | 2.2266 | 0.7038 | 2.8200 | 0.7967 | 0.6846 | 9.4008 | 6.1261 | 12.2975 | 6.5804 |
| 160 | 0.5733 | 0.7211 | 2.2211 | 0.7094 | 2.8091 | 0.8031 | 0.6925 | 9.3108 | 6.0520 | 12.2239 | 6.5134 |
| 200 | 0.5703 | 0.7194 | 2.2157 | 0.7057 | 2.7601 | 0.7921 | 0.6905 | 9.2326 | 6.0104 | 12.1623 | 6.4724 |
### Framework versions
- Transformers 4.35.2
- Datasets 2.15.0
- Tokenizers 0.14.1
|