--- license: other license_name: varies license_link: LICENSE --- # Data for the Arctic Embed walkthrough This dataset coresponds to the walkthrough example for using the [Arctic Embed training code in ArcticTraining](https://github.com/snowflakedb/ArcticTraining/blob/main/projects/arctic_embed/examples/finetune_models/README.md). See [that README](https://github.com/snowflakedb/ArcticTraining/blob/main/projects/arctic_embed/examples/finetune_models/README.md) for more details. ## Example: Selective downloads via Git LFS Since this dataset contains various intermediate files not necessary for training, it can be helpful to use the Git LFS backend of Hugging Face Datasets to pull select files. ``` shell # First, ensure you have installed git-lfs (see `https://git-lfs.com/` for documentation). git lfs install # Clone the full precomputed data repository without large files as our `data/` directory. mv ./data/.gitignore ./data.gitignore rmdir ./data GIT_LFS_SKIP_SMUDGE=1 git clone https://hf.co/datasets/Snowflake/arctic-embed-ft-v1.git ./data mv ./data.gitignore ./data/.gitignore # Ensure we have all the files you need for training downloaded from LFS. cd arctic-embed-ft-v1/ git lfs pull --include="combined/pretokenized/example_dot95/,eval/" # Optional: Download more large files (e.g. everything but the very large precomputed embeddings). git lfs pull --exclude="*embeddings*" ```