|
--- |
|
library_name: transformers |
|
license: cc-by-nc-4.0 |
|
tags: |
|
- generated_from_trainer |
|
metrics: |
|
- f1 |
|
model-index: |
|
- name: vietnamese-female-male-voice-classification-model |
|
results: |
|
- task: |
|
name: Audio Classification |
|
type: audio-classification |
|
metrics: |
|
- name: F1 |
|
type: f1 |
|
value: 0.9772036474164134 |
|
--- |
|
|
|
<!-- 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. --> |
|
|
|
# vietnamese-gender-voice-classification-model |
|
|
|
It achieves the following results on the evaluation set: |
|
- Loss: 0.0946 |
|
- F1: 0.9772 |
|
|
|
## 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 |
|
- train_batch_size: 64 |
|
- eval_batch_size: 64 |
|
- seed: 42 |
|
- gradient_accumulation_steps: 4 |
|
- total_train_batch_size: 256 |
|
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 |
|
- lr_scheduler_type: linear |
|
- lr_scheduler_warmup_ratio: 0.1 |
|
- num_epochs: 5 |
|
|
|
### Training results |
|
|
|
| Training Loss | Epoch | Step | Validation Loss | F1 | |
|
|:-------------:|:------:|:----:|:---------------:|:------:| |
|
| 0.5172 | 0.9931 | 36 | 0.2619 | 0.9734 | |
|
| 0.1429 | 1.9862 | 72 | 0.1295 | 0.9735 | |
|
| 0.111 | 2.9793 | 108 | 0.1066 | 0.9742 | |
|
| 0.0894 | 4.0 | 145 | 0.0982 | 0.9749 | |
|
| 0.0812 | 4.9655 | 180 | 0.0946 | 0.9772 | |
|
|
|
|
|
### Framework versions |
|
|
|
- Transformers 4.45.1 |
|
- Pytorch 2.4.0 |
|
- Datasets 3.0.1 |
|
- Tokenizers 0.20.0 |