File size: 2,539 Bytes
8b6f0b6
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5ba2cfa
e2eecb9
ff9957a
6bd0e25
dd3ee7e
9ddd653
69dfc44
58a619a
4286454
8b6f0b6
 
 
 
 
 
 
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
---
language:
- 'no'
license: apache-2.0
tags:
- audio
- asr
- automatic-speech-recognition
- hf-asr-leaderboard
model-index:
- name: scream_sextusdecimus_virtual_tsfix_small
  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. -->

# scream_sextusdecimus_virtual_tsfix_small

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: 20,000
- starting_optimization_step: None
- finishing_optimization_step: 20,000
- num_train_dataset_workers: 32
- num_hosts: 8
- total_num_training_examples: 20,480,000
- steps_per_epoch: _To be computed after first epoch_
- num_beams: 5
- dropout: True
- bpe_dropout_probability: 0.1
- activation_dropout_probability: 0.1

### Training results

| step | eval_loss | train_loss | eval_wer | eval_cer | eval_exact_wer | eval_exact_cer |
|:----:|:---------:|:----------:|:--------:|:--------:|:--------------:|:--------------:|
| 0    | 1.2807    | 3.0725     | 196.6092 | 157.4275 | 196.6092       | 157.4275       |
| 1000 | 0.5902    | 1.0592     | 15.1695  | 4.8382   | 15.1695        | 4.8382         |
| 2000 | 0.4240    | 0.8640     | 11.3623  | 3.9308   | 11.3623        | 3.9308         |
| 3000 | 0.4213    | 0.7930     | 9.4587   | 3.3537   | 9.4587         | 3.3537         |
| 4000 | 0.4353    | 0.7986     | 9.3694   | 3.5263   | 9.3694         | 3.5263         |
| 5000 | 0.4697    | 0.7580     | 9.7858   | 4.1478   | 9.7858         | 4.1478         |
| 6000 | 0.4535    | 0.7003     | 10.0238  | 4.2119   | 10.0238        | 4.2119         |
| 7000 | 0.4608    | 0.7296     | 8.8638   | 3.4228   | 8.8638         | 3.4228         |
| 8000 | 0.3902    | 0.7053     | 8.9233   | 3.6003   | 8.9233         | 3.6003         |
| 9000 | 0.3575    | 0.7124     | 9.3992   | 3.9702   | 9.3992         | 3.9702         |


### Framework versions

- Transformers 4.30.0.dev0
- Datasets 2.12.1.dev0
- Tokenizers 0.13.3