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urdu-emotions

This model is a fine-tuned version of facebook/wav2vec2-large-xlsr-53 on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0077
  • Accuracy: 1.0

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
  • train_batch_size: 32
  • eval_batch_size: 32
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 50
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Accuracy
No log 1.0 8 1.0905 0.4833
1.0739 2.0 16 1.0736 0.5
1.0341 3.0 24 0.9888 0.75
0.9797 4.0 32 0.9144 0.7667
0.8716 5.0 40 0.8531 0.75
0.8716 6.0 48 0.7572 0.75
0.7905 7.0 56 0.6556 0.7333
0.6837 8.0 64 0.5976 0.7167
0.6611 9.0 72 0.5298 0.7667
0.5744 10.0 80 0.5014 0.8
0.5744 11.0 88 0.4616 0.8667
0.5402 12.0 96 0.3964 0.9667
0.4185 13.0 104 0.3536 0.8833
0.4138 14.0 112 0.2818 0.9167
0.3409 15.0 120 0.2554 0.9333
0.3409 16.0 128 0.1434 0.9833
0.2923 17.0 136 0.1658 0.95
0.2412 18.0 144 0.0775 1.0
0.2038 19.0 152 0.0766 1.0
0.1618 20.0 160 0.0680 1.0
0.1618 21.0 168 0.0517 1.0
0.2041 22.0 176 0.0344 1.0
0.1238 23.0 184 0.0313 1.0
0.1179 24.0 192 0.0269 1.0
0.1738 25.0 200 0.0248 1.0
0.1738 26.0 208 0.0213 1.0
0.1265 27.0 216 0.0363 0.9833
0.1503 28.0 224 0.1058 0.9667
0.1201 29.0 232 0.0270 1.0
0.0484 30.0 240 0.1284 0.9667
0.0484 31.0 248 0.1702 0.95
0.2394 32.0 256 0.0144 1.0
0.1625 33.0 264 0.0145 1.0
0.0999 34.0 272 0.0172 1.0
0.0406 35.0 280 0.0106 1.0
0.0406 36.0 288 0.0098 1.0
0.0374 37.0 296 0.0097 1.0
0.0268 38.0 304 0.0100 1.0
0.0279 39.0 312 0.0111 1.0
0.031 40.0 320 0.0099 1.0
0.031 41.0 328 0.0096 1.0
0.0412 42.0 336 0.0096 1.0
0.0218 43.0 344 0.0087 1.0
0.026 44.0 352 0.0079 1.0
0.0122 45.0 360 0.0081 1.0
0.0122 46.0 368 0.0087 1.0
0.0328 47.0 376 0.0088 1.0
0.0264 48.0 384 0.0084 1.0
0.0339 49.0 392 0.0078 1.0
0.0257 50.0 400 0.0077 1.0

Framework versions

  • Transformers 4.18.0
  • Pytorch 1.11.0
  • Datasets 2.1.0
  • Tokenizers 0.12.1
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Dataset used to train Pak-Speech-Processing/urdu-emotions-wav2vec2-large-xlsr