|
--- |
|
language: |
|
- 'no' |
|
- nb |
|
- multilingual |
|
license: apache-2.0 |
|
tags: |
|
- whisper-event |
|
- generated_from_trainer |
|
datasets: |
|
- NbAiLab/NCC_S |
|
metrics: |
|
- wer |
|
model-index: |
|
- name: Whisper Large Norwegian |
|
results: |
|
- task: |
|
type: automatic-speech-recognition |
|
name: Automatic Speech Recognition |
|
dataset: |
|
name: NbAiLab/NCC_S |
|
type: NbAiLab/NCC_S |
|
config: 'no' |
|
split: validation |
|
args: 'no' |
|
metrics: |
|
- type: wer |
|
value: 12.058465286236297 |
|
name: Wer |
|
--- |
|
|
|
<!-- 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. --> |
|
|
|
# Whisper Large Norwegian |
|
|
|
This model is a fine-tuned version of [openai/whisper-large-v2](https://huggingface.co/openai/whisper-large-v2) on the NbAiLab/NCC_S dataset. |
|
It achieves the following results on the evaluation set: |
|
- Loss: 0.2784 |
|
- Wer: 12.0585 |
|
|
|
## 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-06 |
|
- train_batch_size: 12 |
|
- eval_batch_size: 6 |
|
- seed: 42 |
|
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 |
|
- lr_scheduler_type: linear |
|
- lr_scheduler_warmup_steps: 500 |
|
- training_steps: 5000 |
|
- mixed_precision_training: Native AMP |
|
|
|
### Training results |
|
|
|
| Training Loss | Epoch | Step | Validation Loss | Wer | |
|
|:-------------:|:-----:|:----:|:---------------:|:-------:| |
|
| 0.6755 | 0.2 | 1000 | 0.3108 | 14.3118 | |
|
| 0.673 | 0.4 | 2000 | 0.3004 | 13.4592 | |
|
| 0.6378 | 0.6 | 3000 | 0.2865 | 13.0024 | |
|
| 0.5776 | 0.8 | 4000 | 0.2809 | 12.6675 | |
|
| 0.5962 | 1.0 | 5000 | 0.2784 | 12.0585 | |
|
|
|
|
|
### Framework versions |
|
|
|
- Transformers 4.26.0.dev0 |
|
- Pytorch 1.13.0+cu117 |
|
- Datasets 2.7.1.dev0 |
|
- Tokenizers 0.11.0 |
|
|