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metamath_lora_llama2_7b
shuyuej/metamath_lora_llama2_7b
metamath_lora_llama2_7b is a machine learning model from shuyuej. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as apache-2.0.
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Public
Updated Jan 24, 2024
Repo size
2.2 GB
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At a glance
- License
- apache-2.0
- Access
- Public
- Created
- Dec 21, 2023
- Updated
- Jan 24, 2024
- SHA
- 86537d8d
Model card
From the Hugging Face model README
Fine-tune LLaMA 2 (7B) with LoRA on meta-math/MetaMathQA
Fine-tune for one epoch
Result:
After the pre-training: Invalid output length: 8, Testing length: 1319, Accuracy: 0.610
Reload the saved adapter: Invalid output length: 9, Testing length: 1319, Accuracy: 0.609
Comparison
The official report accuracy is 0.665 by fine-tuning the whole LLaMA 2 7B model for 3 epochs.
Note: The LoRA adapter is being used for future research purposes.
Deployment
# Load the Pre-trained LoRA Adapter
model.load_adapter("shuyuej/metamath_lora_llama2_7b")
model.enable_adapters()
- License
- apache-2.0
- Created
- Dec 21, 2023
- Updated
- Jan 24, 2024