whisper-small-bg

IliyanGochev/whisper-small-bg

whisper-small-bg is a automatic speech recognition model from IliyanGochev. Use it when you need speech turned into text. It is set up for transformers. The card lists the license as apache-2.0.

should probably proofread and complete it, then remove this comment. --

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At a glance

Task: Automatic Speech Recognition
Library: transformers
License: apache-2.0
Model type: whisper
Access: Public
Created: Jul 5, 2023
Updated: Jul 6, 2023
SHA: 31ef8146

Datasets

mozilla-foundation/common_voice_13_0

Model card

From the Hugging Face model README

whisper-small-bg

This model is a fine-tuned version of openai/whisper-small on the mozilla-foundation/common_voice_13_0 bg dataset. It achieves the following results on the evaluation set:

Loss: 9.0612
Wer: 44.6729

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: 1e-05
train_batch_size: 32
eval_batch_size: 16
seed: 42
distributed_type: multi-GPU
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
4.9319	6.76	1000	10.0774	73.9892
2.6116	13.51	2000	11.4089	67.0484
0.9607	20.27	3000	11.8266	60.9448
0.3464	27.03	4000	9.9500	52.1213
0.0122	33.78	5000	9.0612	44.6729

Framework versions

Transformers 4.31.0.dev0
Pytorch 2.0.1+cu117
Datasets 2.12.0
Tokenizers 0.13.3

Task: Automatic Speech Recognition
Library: transformers
Type: whisper
License: apache-2.0
Languages: bg
Created: Jul 5, 2023
Updated: Jul 6, 2023