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distilbert_lda_20
gokulsrinivasagan/distilbert_lda_20
distilbert_lda_20 is a machine learning model from gokulsrinivasagan. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Library
- transformers
- Model type
- distilbert
- Access
- Public
- Created
- Nov 16, 2024
- Updated
- Nov 16, 2024
- SHA
- d5752b46
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
distilbert_lda_20
This model is a fine-tuned version of on the gokulsrinivasagan/processed_wikitext-103-raw-v1-ld dataset. It achieves the following results on the evaluation set:
- Loss: 4.2679
- Accuracy: 0.5769
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: 0.0001
- train_batch_size: 96
- eval_batch_size: 96
- seed: 10
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 10000
- num_epochs: 25
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 8.3243 | 4.1982 | 10000 | 8.2446 | 0.1514 |
| 5.789 | 8.3963 | 20000 | 5.5968 | 0.4033 |
| 4.7261 | 12.5945 | 30000 | 4.6120 | 0.5311 |
| 4.4663 | 16.7926 | 40000 | 4.3618 | 0.5648 |
| 4.3476 | 20.9908 | 50000 | 4.2686 | 0.5743 |
Framework versions
- Transformers 4.46.1
- Pytorch 2.2.0+cu121
- Datasets 3.1.0
- Tokenizers 0.20.1
- Library
- transformers
- Type
- distilbert
- Created
- Nov 16, 2024
- Updated
- Nov 16, 2024