|
--- |
|
license: apache-2.0 |
|
base_model: openai/whisper-small |
|
tags: |
|
- generated_from_trainer |
|
datasets: |
|
- common_voice_9_0 |
|
metrics: |
|
- wer |
|
model-index: |
|
- name: cv9-special-batch12-lr4-small |
|
results: |
|
- task: |
|
name: Automatic Speech Recognition |
|
type: automatic-speech-recognition |
|
dataset: |
|
name: common_voice_9_0 |
|
type: common_voice_9_0 |
|
config: id |
|
split: train |
|
args: id |
|
metrics: |
|
- name: Wer |
|
type: wer |
|
value: 0.3947650718729886 |
|
--- |
|
|
|
<!-- 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. --> |
|
|
|
# cv9-special-batch12-lr4-small |
|
|
|
This model is a fine-tuned version of [openai/whisper-small](https://huggingface.co/openai/whisper-small) on the common_voice_9_0 dataset. |
|
It achieves the following results on the evaluation set: |
|
- Loss: 0.0004 |
|
- Wer: 0.3948 |
|
|
|
## 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: 0.0001 |
|
- 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 |
|
|
|
### Training results |
|
|
|
| Training Loss | Epoch | Step | Validation Loss | Wer | |
|
|:-------------:|:-----:|:----:|:---------------:|:-------:| |
|
| 0.2264 | 2.38 | 1000 | 0.1836 | 14.9989 | |
|
| 0.0873 | 4.75 | 2000 | 0.0633 | 5.0869 | |
|
| 0.0236 | 7.13 | 3000 | 0.0262 | 1.8086 | |
|
| 0.0068 | 9.5 | 4000 | 0.0062 | 0.6222 | |
|
| 0.0002 | 11.88 | 5000 | 0.0004 | 0.3948 | |
|
|
|
|
|
### Framework versions |
|
|
|
- Transformers 4.31.0.dev0 |
|
- Pytorch 2.0.1+cu117 |
|
- Datasets 2.13.1 |
|
- Tokenizers 0.13.3 |
|
|
