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sqlctx-llama2-7b-lora-16
abcdabcd987/sqlctx-llama2-7b-lora-16
sqlctx-llama2-7b-lora-16 is a text generation model from abcdabcd987. Use it when you need the model to write or continue text. The card lists the license as apache-2.0.
Punica: Serving multiple LoRA finetuned LLMs at the cost of one
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Public
Updated Nov 17, 2023
Repo size
320 MB
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1
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Repo makeup
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At a glance
- Task
- Text Generation
- License
- apache-2.0
- Access
- Public
- Created
- Nov 13, 2023
- Updated
- Nov 17, 2023
- SHA
- ee253a2f
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Base models
Datasets
Model card
From the Hugging Face model README
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
- 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
- Task
- Text Generation
- License
- apache-2.0
- Languages
- en
- Created
- Nov 13, 2023
- Updated
- Nov 17, 2023