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---
license: apache-2.0
base_model: meta-llama/Llama-2-7b-hf
datasets:
- b-mc2/sql-create-context
language:
- en
pipeline_tag: text2text-generation
tags:
- punica
- llama-factory
- lora
- generated_from_trainer
---
## Punica
Punica: Serving multiple LoRA finetuned LLMs at the cost of one
Paper: <https://arxiv.org/abs/2310.18547>
See <https://github.com/punica-ai/punica/tree/master/examples/finetune>
## Model
* Base Model: [Llama-2-7b-hf](https://huggingface.co/meta-llama/Llama-2-7b-hf)
* LoRA target: `q_proj,k_proj,v_proj,o_proj,gate_proj,up_proj,down_proj`
* LoRA rank: 16
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 32
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- num_epochs: 4.0
### Framework versions
- Transformers 4.34.1
- Pytorch 2.2.0.dev20230911+cu121
- Datasets 2.14.4
- Tokenizers 0.14.1
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