End of training
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README.md
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---
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base_model: gokuls/bert_12_layer_model_v1_complete_training_new_48
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tags:
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- generated_from_trainer
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datasets:
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- emotion
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metrics:
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- accuracy
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model-index:
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- name: hbertv1-emotion-logit_KD_new
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results:
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- task:
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name: Text Classification
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type: text-classification
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dataset:
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name: emotion
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type: emotion
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config: split
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split: validation
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args: split
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metrics:
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- name: Accuracy
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type: accuracy
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value: 0.884
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# hbertv1-emotion-logit_KD_new
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This model is a fine-tuned version of [gokuls/bert_12_layer_model_v1_complete_training_new_48](https://huggingface.co/gokuls/bert_12_layer_model_v1_complete_training_new_48) on the emotion dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.6758
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- Accuracy: 0.884
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 5e-05
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- train_batch_size: 64
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- eval_batch_size: 64
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- seed: 33
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- distributed_type: multi-GPU
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- num_epochs: 50
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|
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| 2.3717 | 1.0 | 250 | 1.7665 | 0.6635 |
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| 1.3315 | 2.0 | 500 | 1.1797 | 0.7825 |
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| 0.9074 | 3.0 | 750 | 0.7837 | 0.864 |
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| 0.636 | 4.0 | 1000 | 0.7591 | 0.861 |
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| 0.5276 | 5.0 | 1250 | 0.7692 | 0.85 |
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| 0.4694 | 6.0 | 1500 | 0.7129 | 0.871 |
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| 0.4317 | 7.0 | 1750 | 0.6381 | 0.8765 |
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| 0.3791 | 8.0 | 2000 | 0.6646 | 0.879 |
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| 0.3551 | 9.0 | 2250 | 0.6414 | 0.882 |
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| 0.3236 | 10.0 | 2500 | 0.6436 | 0.8795 |
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| 0.301 | 11.0 | 2750 | 0.6758 | 0.884 |
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| 0.2854 | 12.0 | 3000 | 0.6706 | 0.8695 |
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| 0.2698 | 13.0 | 3250 | 0.6216 | 0.8825 |
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| 0.2554 | 14.0 | 3500 | 0.6592 | 0.879 |
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| 0.2311 | 15.0 | 3750 | 0.7509 | 0.877 |
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| 0.2275 | 16.0 | 4000 | 0.7177 | 0.8775 |
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### Framework versions
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- Transformers 4.35.2
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- Pytorch 1.14.0a0+410ce96
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- Datasets 2.15.0
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- Tokenizers 0.15.0
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logs/events.out.tfevents.1700957950.serv-3318.853052.0
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logs/events.out.tfevents.1700958698.serv-3318.853052.1
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model.safetensors
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