The training and valid dataset is 0.58 hours. It was hard to train any model on lower number of so I decided to take vakyansh-wav2vec2-urdu-urm-60 checkpoint and finetune the wav2vec2 model.
Training procedure
Trained on Harveenchadha/vakyansh-wav2vec2-urdu-urm-60 due to lesser number of samples.
Training hyperparameters
The following hyperparameters were used during training:
learning_rate: 0.0003
train_batch_size: 64
eval_batch_size: 8
seed: 42
gradient_accumulation_steps: 2
total_train_batch_size: 128
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_steps: 100
num_epochs: 100
mixed_precision_training: Native AMP
Training results
Training Loss
Epoch
Step
Validation Loss
Wer
Cer
4.3054
16.67
50
9.0055
0.8306
0.4869
2.0629
33.33
100
9.5849
0.6061
0.3414
0.8966
50.0
150
4.8686
0.6052
0.3426
0.4197
66.67
200
12.3261
0.5817
0.3370
0.294
83.33
250
11.9653
0.5712
0.3328
0.2329
100.0
300
7.6846
0.5747
0.3268
Framework versions
Transformers 4.16.0.dev0
Pytorch 1.10.1+cu102
Datasets 1.17.1.dev0
Tokenizers 0.11.0
Runs of kingabzpro wav2vec2-urdu on huggingface.co
89
Total runs
0
24-hour runs
0
3-day runs
-14
7-day runs
-96
30-day runs
More Information About wav2vec2-urdu huggingface.co Model
wav2vec2-urdu huggingface.co is an AI model on huggingface.co that provides wav2vec2-urdu's model effect (), which can be used instantly with this kingabzpro wav2vec2-urdu model. huggingface.co supports a free trial of the wav2vec2-urdu model, and also provides paid use of the wav2vec2-urdu. Support call wav2vec2-urdu model through api, including Node.js, Python, http.
wav2vec2-urdu huggingface.co is an online trial and call api platform, which integrates wav2vec2-urdu's modeling effects, including api services, and provides a free online trial of wav2vec2-urdu, you can try wav2vec2-urdu online for free by clicking the link below.
kingabzpro wav2vec2-urdu online free url in huggingface.co:
wav2vec2-urdu is an open source model from GitHub that offers a free installation service, and any user can find wav2vec2-urdu on GitHub to install. At the same time, huggingface.co provides the effect of wav2vec2-urdu install, users can directly use wav2vec2-urdu installed effect in huggingface.co for debugging and trial. It also supports api for free installation.