Whisper-Sudanese-Dialect-large-v2

AymanMansour/Whisper-Sudanese-Dialect-large-v2

Whisper-Sudanese-Dialect-large-v2 is a automatic speech recognition model from AymanMansour. 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: Dec 15, 2022
Updated: Dec 15, 2022
SHA: 8e1945c4

Model card

From the Hugging Face model README

openai/whisper-large-v2

This model is a fine-tuned version of openai/whisper-large-v2 on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.9317
Wer: 41.0267

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: 8
eval_batch_size: 4
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
0.5167	1.08	1000	0.7033	67.2465
0.0886	3.04	2000	0.7730	51.1880
0.0808	4.12	3000	0.7812	52.5880
0.0232	6.08	4000	0.8798	40.8570
0.001	8.04	5000	0.9317	41.0267

Framework versions

Transformers 4.26.0.dev0
Pytorch 1.13.0+cu117
Datasets 2.7.1.dev0
Tokenizers 0.13.2

Task: Automatic Speech Recognition
Library: transformers
Type: whisper
License: apache-2.0
Created: Dec 15, 2022
Updated: Dec 15, 2022