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ArafatBHossain/distiled_flip_model_emotion_alpha_0.8_epoch7_v1

sourceHugging Faceapache-2.0updated 4y agoView on Hugging Face
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Model Card

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distiledflipmodelemotionalpha0.8epoch7_v1

This model is a fine-tuned version of ArafatBHossain/distill_bert_fine_tuned_emotion_dataset on the emotion dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.1583
  • —Accuracy: 0.9435

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
  • —trainbatchsize: 8
  • —evalbatchsize: 8
  • —seed: 42
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: linear
  • —num_epochs: 7
  • —mixedprecisiontraining: Native AMP

Training results

Training LossEpochStepValidation LossAccuracy
0.20131.020000.26530.9355
0.16252.040000.25370.9365
0.12623.060000.19340.935
0.10484.080000.18130.9435
0.07775.0100000.15000.941
0.06146.0120000.15910.944
0.04657.0140000.15830.9435

Framework versions

  • —Transformers 4.23.1
  • —Pytorch 1.11.0
  • —Datasets 2.6.1
  • —Tokenizers 0.12.1