| - To download | |
| - <space> wget --header="Authorization: Bearer <HF_READ_TOKEN>" https://huggingface.co/datasets/bigcode/the-stack/resolve/main/data/actionscript/train-00000-of-00002.parquet?download=true | |
| - hfd.sh from https://gist.github.com/padeoe/697678ab8e528b85a2a7bddafea1fa4f | |
| - the stack dedup | |
| - the stack smol | |
| - need to accept agreement on HF | |
| - <space> bash hfd.sh bigcode/the-stack-smol --hf_username <username> --hf_token <token> --tool aria2c -x 8 --dataset | |
| - 3 GB in 1.5 minutes | |
| - github, books, wiki, stackexchange, arxiv | |
| - RPv1 | |
| - English wikipedia from https://huggingface.co/datasets/wikimedia/wikipedia | |
| - hf c4/realnewslike | |
| - git lfs | |
| ``` | |
| GIT_LFS_SKIP_SMUDGE=1 git clone https://huggingface.co/datasets/allenai/c4 | |
| cd c4 | |
| git lfs pull --include "realnewslike/*" | |
| ``` | |
| - better: aria2c | |
| - (hfd_c4.sh) | |
| - looked at hfd.sh (after `printf "\nStart Downloading lfs files, bash script:\n"`) | |
| - so after `GIT_LFS_SKIP_SMUDGE=1 ...` and `cd`, get `files` like e.g. `git lfs ls-files -I "realnewslike/*"` | |
| - and use later part of hfd.sh | |
| ----- | |
| - Amber | |
| - Wikipedia is 2% | |
| - This is based on RPv1 | |
| - CC subset of RPv1 changed to RefinedWeb (I think only a subset is open-sourced) | |
| - StarCoderData for code | |
| - Procedure here https://github.com/LLM360/amber-data-prep | |
| - Alibaba Data Juicer | |
| - Filtered RPv1 and other subsets available | |
| - Also, CC snapshots available; dedup with simhash (why RPv2 then?) | |
| - https://github.com/alibaba/data-juicer/blob/main/configs/data_juicer_recipes/README.md | |
| - RP reproduced, some token counts here https://github.com/alibaba/data-juicer/tree/main/configs/reproduced_redpajama | |
| - Semantic scholar peS2o (one file, s2orc val set) | |
| - 51K -> 40K, but most removed with average and max line length filter | |
| - Example: /home1/BharatGPT_Data/data-juicer/demos/process_sci_data/outputs/trace/filter-maximum_line_length_filter.jsonl | |
| - seem OK papers | |
| - (ig use arxiv or create own config for SemanticScholar) | |
| - Issue of huggingface cache - used in home directory | |
| - use ds_cache_dir flag (override config by cmd line arg) | |
| - this DID NOT WORK with mixture... corrected by setting HF_HOME (and maybe TRANSFORMERS_CACHE too) - mixture demo | |
| - I've put these in ~/.bashrc | |
| ``` | |
| # cache home | |
| export DATA_JUICER_CACHE_HOME="/home1/BharatGPT_Data/data-juicer/.cache" | |
| # cache models | |
| export DATA_JUICER_MODELS_CACHE="/home1/BharatGPT_Data/data-juicer/.cache/models" | |
| # cache assets | |
| export DATA_JUICER_ASSETS_CACHE="/home1/BharatGPT_Data/data-juicer/.cache/assets" | |
| ``` | |
| - important files | |
| - /home1/BharatGPT_Data/data-juicer/tools/process_data.py | |
| - /home1/BharatGPT_Data/data-juicer/tools/postprocess/data_mixture.py | |
| - both these used with respective demos | |
| - mixer code | |
| - /home1/BharatGPT_Data/data-juicer/data_juicer/format/mixture_formatter.py | |