metadata
license: cc-by-nc-4.0
language:
- en
tags:
- text-generation
datasets:
- stanford_alpaca
pipeline_tag: text-generation
LLM Generation models trained by Jina AI, Finetuner team.
This repo contains the full weights (8bit) for Falcon-7b fit on the Code Alpaca dataset.
Reproduction
This version of the weights was trained with the following hyperparameters:
- Epochs: 6
- Batch size: 128
- Micro batch size: 8
- Learning rate: 3e-4
- Lora r: 8
- Lora target modules: query_key_value
You can reproduce using this repository:
https://github.com/jina-ai/jerboa
Make sure you install requirements and finetune using this command using the following command:
python finetune.py \
--base-model tiiuae/falcon-7b --lora-target-modules query_key_value \
--data-path sahil2801/CodeAlpaca-20k --output-dir ./lora-alpaca-code \
--batch-size 128 --micro-batch-size 8 --eval-limit 45 \
--eval-file code_eval.jsonl --wandb-project jerboa --wandb-log-model \
--wandb-watch gradients --num-epochs 6