{"@context": {"@language": "en", "@vocab": "https://schema.org/", "citeAs": "cr:citeAs", "column": "cr:column", "conformsTo": "dct:conformsTo", "cr": "http://mlcommons.org/croissant/", "data": {"@id": "cr:data", "@type": "@json"}, "dataBiases": "cr:dataBiases", "dataCollection": "cr:dataCollection", "dataType": {"@id": "cr:dataType", "@type": "@vocab"}, "dct": "http://purl.org/dc/terms/", "extract": "cr:extract", "field": "cr:field", "fileProperty": "cr:fileProperty", "fileObject": "cr:fileObject", "fileSet": "cr:fileSet", "format": "cr:format", "includes": "cr:includes", "isLiveDataset": "cr:isLiveDataset", "jsonPath": "cr:jsonPath", "key": "cr:key", "md5": "cr:md5", "parentField": "cr:parentField", "path": "cr:path", "personalSensitiveInformation": "cr:personalSensitiveInformation", "recordSet": "cr:recordSet", "references": "cr:references", "regex": "cr:regex", "repeated": "cr:repeated", "replace": "cr:replace", "sc": "https://schema.org/", "separator": "cr:separator", "source": "cr:source", "subField": "cr:subField", "transform": "cr:transform"}, "@type": "sc:Dataset", "distribution": [{"@type": "cr:FileObject", "@id": "repo", "name": "repo", "description": "The Hugging Face git repository.", "contentUrl": "https://huggingface.co/datasets/Zyphra/Zyda/tree/refs%2Fconvert%2Fparquet", "encodingFormat": "git+https", "sha256": "https://github.com/mlcommons/croissant/issues/80"}, {"@type": "cr:FileSet", "@id": "parquet-files-for-config-default", "name": "parquet-files-for-config-default", "description": "The underlying Parquet files as converted by Hugging Face (see: https://huggingface.co/docs/datasets-server/parquet).", "containedIn": {"@id": "repo"}, "encodingFormat": "application/x-parquet", "includes": "default/*/*.parquet"}, {"@type": "cr:FileSet", "@id": "parquet-files-for-config-zyda_arxiv_only", "name": "parquet-files-for-config-zyda_arxiv_only", "description": "The underlying Parquet files as converted by Hugging Face (see: https://huggingface.co/docs/datasets-server/parquet).", "containedIn": {"@id": "repo"}, "encodingFormat": "application/x-parquet", "includes": "zyda_arxiv_only/*/*.parquet"}, {"@type": "cr:FileSet", "@id": "parquet-files-for-config-zyda_no_starcoder", "name": "parquet-files-for-config-zyda_no_starcoder", "description": "The underlying Parquet files as converted by Hugging Face (see: https://huggingface.co/docs/datasets-server/parquet).", "containedIn": {"@id": "repo"}, "encodingFormat": "application/x-parquet", "includes": "zyda_no_starcoder/*/*.parquet"}, {"@type": "cr:FileSet", "@id": "parquet-files-for-config-zyda_peS2o_only", "name": "parquet-files-for-config-zyda_peS2o_only", "description": "The underlying Parquet files as converted by Hugging Face (see: https://huggingface.co/docs/datasets-server/parquet).", "containedIn": {"@id": "repo"}, "encodingFormat": "application/x-parquet", "includes": "zyda_peS2o_only/*/*.parquet"}, {"@type": "cr:FileSet", "@id": "parquet-files-for-config-zyda_pile-uncopyrighted_only", "name": "parquet-files-for-config-zyda_pile-uncopyrighted_only", "description": "The underlying Parquet files as converted by Hugging Face (see: https://huggingface.co/docs/datasets-server/parquet).", "containedIn": {"@id": "repo"}, "encodingFormat": "application/x-parquet", "includes": "zyda_pile-uncopyrighted_only/*/*.parquet"}, {"@type": "cr:FileSet", "@id": "parquet-files-for-config-zyda_refinedweb_only", "name": "parquet-files-for-config-zyda_refinedweb_only", "description": "The underlying Parquet files as converted by Hugging Face (see: https://huggingface.co/docs/datasets-server/parquet).", "containedIn": {"@id": "repo"}, "encodingFormat": "application/x-parquet", "includes": "zyda_refinedweb_only/*/*.parquet"}, {"@type": "cr:FileSet", "@id": "parquet-files-for-config-zyda_slimpajama_only", "name": "parquet-files-for-config-zyda_slimpajama_only", "description": "The underlying Parquet files as converted by Hugging Face (see: https://huggingface.co/docs/datasets-server/parquet).", "containedIn": {"@id": "repo"}, "encodingFormat": "application/x-parquet", "includes": "zyda_slimpajama_only/*/*.parquet"}, {"@type": "cr:FileSet", "@id": "parquet-files-for-config-zyda_starcoder_only", "name": "parquet-files-for-config-zyda_starcoder_only", "description": "The underlying Parquet files as converted by Hugging Face (see: https://huggingface.co/docs/datasets-server/parquet).", "containedIn": {"@id": "repo"}, "encodingFormat": "application/x-parquet", "includes": "zyda_starcoder_only/*/*.parquet"}], "recordSet": [{"@type": "cr:RecordSet", "@id": "default", "name": "default", "description": "Zyphra/Zyda - 'default' subset", "field": [{"@type": "cr:Field", "@id": "default/source", "name": "default/source", "description": "Column 'source' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-default"}, "extract": {"column": "source"}}}, {"@type": "cr:Field", "@id": "default/text", "name": "default/text", "description": "Column 'text' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-default"}, "extract": {"column": "text"}}}, {"@type": "cr:Field", "@id": "default/filtering_features", "name": "default/filtering_features", "description": "Column 'filtering_features' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-default"}, "extract": {"column": "filtering_features"}}}, {"@type": "cr:Field", "@id": "default/source_other", "name": "default/source_other", "description": "Column 'source_other' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-default"}, "extract": {"column": "source_other"}}}]}, {"@type": "cr:RecordSet", "@id": "zyda_arxiv_only", "name": "zyda_arxiv_only", "description": "Zyphra/Zyda - 'zyda_arxiv_only' subset", "field": [{"@type": "cr:Field", "@id": "zyda_arxiv_only/source", "name": "zyda_arxiv_only/source", "description": "Column 'source' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_arxiv_only"}, "extract": {"column": "source"}}}, {"@type": "cr:Field", "@id": "zyda_arxiv_only/text", "name": "zyda_arxiv_only/text", "description": "Column 'text' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_arxiv_only"}, "extract": {"column": "text"}}}, {"@type": "cr:Field", "@id": "zyda_arxiv_only/filtering_features", "name": "zyda_arxiv_only/filtering_features", "description": "Column 'filtering_features' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_arxiv_only"}, "extract": {"column": "filtering_features"}}}, {"@type": "cr:Field", "@id": "zyda_arxiv_only/source_other", "name": "zyda_arxiv_only/source_other", "description": "Column 'source_other' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_arxiv_only"}, "extract": {"column": "source_other"}}}]}, {"@type": "cr:RecordSet", "@id": "zyda_no_starcoder", "name": "zyda_no_starcoder", "description": "Zyphra/Zyda - 'zyda_no_starcoder' subset", "field": [{"@type": "cr:Field", "@id": "zyda_no_starcoder/source", "name": "zyda_no_starcoder/source", "description": "Column 'source' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_no_starcoder"}, "extract": {"column": "source"}}}, {"@type": "cr:Field", "@id": "zyda_no_starcoder/text", "name": "zyda_no_starcoder/text", "description": "Column 'text' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_no_starcoder"}, "extract": {"column": "text"}}}, {"@type": "cr:Field", "@id": "zyda_no_starcoder/filtering_features", "name": "zyda_no_starcoder/filtering_features", "description": "Column 'filtering_features' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_no_starcoder"}, "extract": {"column": "filtering_features"}}}, {"@type": "cr:Field", "@id": "zyda_no_starcoder/source_other", "name": "zyda_no_starcoder/source_other", "description": "Column 'source_other' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_no_starcoder"}, "extract": {"column": "source_other"}}}]}, {"@type": "cr:RecordSet", "@id": "zyda_peS2o_only", "name": "zyda_peS2o_only", "description": "Zyphra/Zyda - 'zyda_peS2o_only' subset", "field": [{"@type": "cr:Field", "@id": "zyda_peS2o_only/source", "name": "zyda_peS2o_only/source", "description": "Column 'source' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_peS2o_only"}, "extract": {"column": "source"}}}, {"@type": "cr:Field", "@id": "zyda_peS2o_only/text", "name": "zyda_peS2o_only/text", "description": "Column 'text' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_peS2o_only"}, "extract": {"column": "text"}}}, {"@type": "cr:Field", "@id": "zyda_peS2o_only/filtering_features", "name": "zyda_peS2o_only/filtering_features", "description": "Column 'filtering_features' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_peS2o_only"}, "extract": {"column": "filtering_features"}}}, {"@type": "cr:Field", "@id": "zyda_peS2o_only/source_other", "name": "zyda_peS2o_only/source_other", "description": "Column 'source_other' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_peS2o_only"}, "extract": {"column": "source_other"}}}]}, {"@type": "cr:RecordSet", "@id": "zyda_pile-uncopyrighted_only", "name": "zyda_pile-uncopyrighted_only", "description": "Zyphra/Zyda - 'zyda_pile-uncopyrighted_only' subset", "field": [{"@type": "cr:Field", "@id": "zyda_pile-uncopyrighted_only/source", "name": "zyda_pile-uncopyrighted_only/source", "description": "Column 'source' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_pile-uncopyrighted_only"}, "extract": {"column": "source"}}}, {"@type": "cr:Field", "@id": "zyda_pile-uncopyrighted_only/text", "name": "zyda_pile-uncopyrighted_only/text", "description": "Column 'text' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_pile-uncopyrighted_only"}, "extract": {"column": "text"}}}, {"@type": "cr:Field", "@id": "zyda_pile-uncopyrighted_only/filtering_features", "name": "zyda_pile-uncopyrighted_only/filtering_features", "description": "Column 'filtering_features' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_pile-uncopyrighted_only"}, "extract": {"column": "filtering_features"}}}, {"@type": "cr:Field", "@id": "zyda_pile-uncopyrighted_only/source_other", "name": "zyda_pile-uncopyrighted_only/source_other", "description": "Column 'source_other' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_pile-uncopyrighted_only"}, "extract": {"column": "source_other"}}}]}, {"@type": "cr:RecordSet", "@id": "zyda_refinedweb_only", "name": "zyda_refinedweb_only", "description": "Zyphra/Zyda - 'zyda_refinedweb_only' subset", "field": [{"@type": "cr:Field", "@id": "zyda_refinedweb_only/filtering_features", "name": "zyda_refinedweb_only/filtering_features", "description": "Column 'filtering_features' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_refinedweb_only"}, "extract": {"column": "filtering_features"}}}, {"@type": "cr:Field", "@id": "zyda_refinedweb_only/source_other", "name": "zyda_refinedweb_only/source_other", "description": "Column 'source_other' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_refinedweb_only"}, "extract": {"column": "source_other"}}}, {"@type": "cr:Field", "@id": "zyda_refinedweb_only/source", "name": "zyda_refinedweb_only/source", "description": "Column 'source' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_refinedweb_only"}, "extract": {"column": "source"}}}, {"@type": "cr:Field", "@id": "zyda_refinedweb_only/text", "name": "zyda_refinedweb_only/text", "description": "Column 'text' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_refinedweb_only"}, "extract": {"column": "text"}}}]}, {"@type": "cr:RecordSet", "@id": "zyda_slimpajama_only", "name": "zyda_slimpajama_only", "description": "Zyphra/Zyda - 'zyda_slimpajama_only' subset", "field": [{"@type": "cr:Field", "@id": "zyda_slimpajama_only/filtering_features", "name": "zyda_slimpajama_only/filtering_features", "description": "Column 'filtering_features' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_slimpajama_only"}, "extract": {"column": "filtering_features"}}}, {"@type": "cr:Field", "@id": "zyda_slimpajama_only/source_other", "name": "zyda_slimpajama_only/source_other", "description": "Column 'source_other' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_slimpajama_only"}, "extract": {"column": "source_other"}}}, {"@type": "cr:Field", "@id": "zyda_slimpajama_only/source", "name": "zyda_slimpajama_only/source", "description": "Column 'source' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_slimpajama_only"}, "extract": {"column": "source"}}}, {"@type": "cr:Field", "@id": "zyda_slimpajama_only/text", "name": "zyda_slimpajama_only/text", "description": "Column 'text' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_slimpajama_only"}, "extract": {"column": "text"}}}]}, {"@type": "cr:RecordSet", "@id": "zyda_starcoder_only", "name": "zyda_starcoder_only", "description": "Zyphra/Zyda - 'zyda_starcoder_only' subset", "field": [{"@type": "cr:Field", "@id": "zyda_starcoder_only/text", "name": "zyda_starcoder_only/text", "description": "Column 'text' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_starcoder_only"}, "extract": {"column": "text"}}}, {"@type": "cr:Field", "@id": "zyda_starcoder_only/source", "name": "zyda_starcoder_only/source", "description": "Column 'source' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_starcoder_only"}, "extract": {"column": "source"}}}, {"@type": "cr:Field", "@id": "zyda_starcoder_only/filtering_features", "name": "zyda_starcoder_only/filtering_features", "description": "Column 'filtering_features' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_starcoder_only"}, "extract": {"column": "filtering_features"}}}, {"@type": "cr:Field", "@id": "zyda_starcoder_only/source_other", "name": "zyda_starcoder_only/source_other", "description": "Column 'source_other' from the Hugging Face parquet file.", "dataType": "sc:Text", "source": {"fileSet": {"@id": "parquet-files-for-config-zyda_starcoder_only"}, "extract": {"column": "source_other"}}}]}], "conformsTo": "http://mlcommons.org/croissant/1.0", "name": "Zyda", "description": "\n\t\n\t\t\n\t\n\t\n\t\tZyda\n\t\n\n\n\nZyda is a 1.3T language modeling dataset created by collecting open and high quality datasets and combining them and performing a uniform filtering and deduplication step. We find that Zyda performs extremely well in ablations and is at least comparable and potentially better to the best openly available datasets available, due to our meticulous post-processing pipeline. We think the best use of Zyda is either as a standalone dataset for language model training up to the\u2026 See the full description on the dataset page: https://huggingface.co/datasets/Zyphra/Zyda.", "alternateName": ["Zyphra/Zyda", "Zyda"], "creator": {"@type": "Organization", "name": "Zyphra", "url": "https://huggingface.co/Zyphra"}, "keywords": ["text-generation", "n>1T", "English", "odc-by", "arxiv:2405.16712", "arxiv:2101.00027", "arxiv:2406.01981", "\ud83c\uddfa\ud83c\uddf8 Region: US"], "license": "https://choosealicense.com/licenses/odc-by/", "url": "https://huggingface.co/datasets/Zyphra/Zyda"}