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expert-pubmed_central
Multi-Domain-Expert-Learning/expert-pubmed_central
expert-pubmed_central is a text generation model from Multi-Domain-Expert-Learning. Use it when you need the model to write or continue text. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Generation
- Library
- transformers
- License
- apache-2.0
- Model type
- gpt_neox
- Access
- Public
- Created
- May 3, 2023
- Updated
- May 4, 2023
- SHA
- 0e1925d5
Try a prompt
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. -->
layer_9,10,11,12,13
This model is a fine-tuned version of EleutherAI/pythia-1b-deduped on the Multi-Domain-Expert-Layers/pubmed_central dataset. It achieves the following results on the evaluation set:
- Loss: 2.0227
- Accuracy: 0.5768
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: 1
- eval_batch_size: 8
- seed: 42
- distributed_type: multi-GPU
- num_devices: 8
- gradient_accumulation_steps: 8
- total_train_batch_size: 64
- total_eval_batch_size: 64
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- training_steps: 1000
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 2.0567 | 0.0 | 200 | 2.0533 | 0.5717 |
| 2.041 | 0.01 | 400 | 2.0438 | 0.5733 |
| 2.0496 | 0.01 | 600 | 2.0361 | 0.5749 |
| 2.0194 | 0.02 | 800 | 2.0276 | 0.5761 |
| 2.0338 | 0.02 | 1000 | 2.0227 | 0.5768 |
Framework versions
- Transformers 4.28.1
- Pytorch 2.0.0+cu117
- Datasets 2.11.0
- Tokenizers 0.13.3
Wandb Report
https://wandb.ai/ontocord/pythia-1b-deduped-layer-test-pubmed_central/runs/yy3pwx0o
- Task
- Text Generation
- Library
- transformers
- Type
- gpt_neox
- License
- apache-2.0
- Created
- May 3, 2023
- Updated
- May 4, 2023