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llama-2-7b-sft-lora
renyiyu/llama-2-7b-sft-lora
llama-2-7b-sft-lora is a machine learning model from renyiyu. 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 peft.
- Supervised fine-tuning (sft) based on meta-llama/Llama-2-7b-hf on yahma/alpaca-cleaned - Trained with Deepspeed ZeRO-1 + TRL + QLoRA + Flash-Attntion 2 within 1h with 3090x4 - The LoRa adapter is uploaded
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At a glance
- Library
- peft
- Access
- Public
- Created
- Feb 18, 2024
- Updated
- Feb 19, 2024
- SHA
- 748db813
Base models
Model card
From the Hugging Face model README
Model Details
- Supervised fine-tuning (sft) based on meta-llama/Llama-2-7b-hf on yahma/alpaca-cleaned
- Trained with Deepspeed ZeRO-1 + TRL + QLoRA + Flash-Attntion 2 within 1h with 3090x4
- The LoRa adapter is uploaded
Model and Training Details
-
Finetuned from model: meta-llama/Llama-2-7b-hf
-
Dataset: yahma/alpaca-cleaned
Preprocessing
- preprocessed and packed the sft dataset with trl.trainer.ConstantLengthDataset
Results
Compute Infrastructure
The model is trained using 4 * RTX 3090 - 24GB
Model Card Authors
Yiyu (Michael) Ren
Model Card Contact
Email: [email protected]
Framework versions
- PEFT 0.8.2
- Library
- peft
- Created
- Feb 18, 2024
- Updated
- Feb 19, 2024