gokulsrinivasagan
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Browse files- README.md +71 -0
- logs/events.out.tfevents.1738231719.ki-g0008.245006.2 +2 -2
- model.safetensors +1 -1
README.md
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---
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library_name: transformers
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license: apache-2.0
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base_model: gokulsrinivasagan/tinybert_train_book_v2
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tags:
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- generated_from_trainer
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metrics:
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- accuracy
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- f1
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model-index:
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- name: tinybert_train_book_v2_mrpc
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results: []
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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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# tinybert_train_book_v2_mrpc
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This model is a fine-tuned version of [gokulsrinivasagan/tinybert_train_book_v2](https://huggingface.co/gokulsrinivasagan/tinybert_train_book_v2) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.7911
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- Accuracy: 0.7647
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- F1: 0.8442
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- Combined Score: 0.8044
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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: 256
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- eval_batch_size: 256
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- seed: 10
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- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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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 | F1 | Combined Score |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|:--------------:|
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| 0.6258 | 1.0 | 15 | 0.6008 | 0.6936 | 0.8092 | 0.7514 |
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| 0.5875 | 2.0 | 30 | 0.5684 | 0.7157 | 0.8159 | 0.7658 |
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| 0.5354 | 3.0 | 45 | 0.5565 | 0.7255 | 0.8199 | 0.7727 |
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| 0.463 | 4.0 | 60 | 0.5646 | 0.7059 | 0.7770 | 0.7414 |
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| 0.3584 | 5.0 | 75 | 0.5854 | 0.7721 | 0.8463 | 0.8092 |
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| 0.2647 | 6.0 | 90 | 0.6195 | 0.7647 | 0.8378 | 0.8013 |
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| 0.1931 | 7.0 | 105 | 0.7031 | 0.7647 | 0.8356 | 0.8002 |
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| 0.1698 | 8.0 | 120 | 0.7911 | 0.7647 | 0.8442 | 0.8044 |
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### Framework versions
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- Transformers 4.46.3
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- Pytorch 2.2.1+cu118
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- Datasets 2.17.0
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- Tokenizers 0.20.3
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