abdusah / aradia-ctc-v1

huggingface.co
Total runs: 13
24-hour runs: -1
7-day runs: -49
30-day runs: -2
Model's Last Updated: March 30 2022
automatic-speech-recognition

Introduction of aradia-ctc-v1

Model Details of aradia-ctc-v1

aradia-ctc-v1

This model is a fine-tuned version of /l/users/abdulwahab.sahyoun/aradia/aradia-ctc-v1 on the ABDUSAHMBZUAI/ARABIC_SPEECH_MASSIVE_300HRS - NA dataset. It achieves the following results on the evaluation set:

  • Loss: 0.7171
  • Wer: 0.3336
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: 0.0003
  • train_batch_size: 32
  • eval_batch_size: 32
  • seed: 42
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 64
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 500
  • num_epochs: 20.0
  • mixed_precision_training: Native AMP
Training results
Training Loss Epoch Step Validation Loss Wer
No log 0.22 100 5.1889 1.0
No log 0.43 200 3.1129 1.0
No log 0.65 300 3.0503 1.0
No log 0.87 400 3.0279 1.0
6.2756 1.09 500 2.9965 1.0
6.2756 1.3 600 2.3618 0.9993
6.2756 1.52 700 1.2715 0.8758
6.2756 1.74 800 0.9971 0.7156
6.2756 1.96 900 0.8927 0.6382
1.712 2.17 1000 0.8252 0.5926
1.712 2.39 1100 0.7794 0.5434
1.712 2.61 1200 0.7557 0.5092
1.712 2.83 1300 0.7347 0.5203
1.712 3.04 1400 0.7189 0.4929
0.9305 3.26 1500 0.6820 0.4595
0.9305 3.48 1600 0.6792 0.4504
0.9305 3.69 1700 0.6596 0.4442
0.9305 3.91 1800 0.6756 0.4432
0.9305 4.13 1900 0.6663 0.4392
0.737 4.35 2000 0.6479 0.4372
0.737 4.56 2100 0.6353 0.4203
0.737 4.78 2200 0.6251 0.4088
0.737 5.0 2300 0.6209 0.4177
0.737 5.22 2400 0.6639 0.4094
0.6247 5.43 2500 0.6408 0.3970
0.6247 5.65 2600 0.6373 0.3932
0.6247 5.87 2700 0.6411 0.3928
0.6247 6.09 2800 0.6378 0.3897
0.6247 6.3 2900 0.6396 0.3929
0.5443 6.52 3000 0.6544 0.3864
0.5443 6.74 3100 0.6218 0.3786
0.5443 6.96 3200 0.6200 0.3784
0.5443 7.17 3300 0.6157 0.3791
0.5443 7.39 3400 0.6317 0.3798
0.4845 7.61 3500 0.6540 0.3771
0.4845 7.83 3600 0.6436 0.3670
0.4845 8.04 3700 0.6335 0.3695
0.4845 8.26 3800 0.6579 0.3610
0.4845 8.48 3900 0.6170 0.3613
0.4279 8.69 4000 0.6523 0.3617
0.4279 8.91 4100 0.6349 0.3577
0.4279 9.13 4200 0.6344 0.3673
0.4279 9.35 4300 0.6215 0.3641
0.4279 9.56 4400 0.6513 0.3608
0.3825 9.78 4500 0.6386 0.3605
0.3825 10.0 4600 0.6724 0.3549
0.3825 10.22 4700 0.6776 0.3602
0.3825 10.43 4800 0.6739 0.3544
0.3825 10.65 4900 0.6688 0.3557
0.3477 10.87 5000 0.6674 0.3564
0.3477 11.09 5100 0.6786 0.3476
0.3477 11.3 5200 0.6818 0.3478
0.3477 11.52 5300 0.6874 0.3470
0.3477 11.74 5400 0.6993 0.3424
0.3101 11.96 5500 0.6950 0.3404
0.3101 12.17 5600 0.6872 0.3406
0.3101 12.39 5700 0.6846 0.3424
0.3101 12.61 5800 0.7051 0.3405
0.3101 12.83 5900 0.7051 0.3378
0.2859 13.04 6000 0.6955 0.3403
0.2859 13.26 6100 0.7115 0.3390
0.2859 13.48 6200 0.7074 0.3384
0.2859 13.69 6300 0.7002 0.3376
0.2859 13.91 6400 0.7171 0.3360
0.2714 14.13 6500 0.7193 0.3341
0.2714 14.35 6600 0.7132 0.3347
0.2714 14.56 6700 0.7184 0.3353
0.2714 14.78 6800 0.7171 0.3331
Framework versions
  • Transformers 4.18.0.dev0
  • Pytorch 1.10.2+cu113
  • Datasets 1.18.4
  • Tokenizers 0.11.6

Runs of abdusah aradia-ctc-v1 on huggingface.co

13
Total runs
-1
24-hour runs
-50
3-day runs
-49
7-day runs
-2
30-day runs

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