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Datasets:
JamesConley
/
fineweb-sample-22.95B-512

Tasks:
Text Generation
Modalities:
Text
Formats:
parquet
Languages:
English
Size:
10M - 100M
Tags:
fineweb
fineweb-edu
pretraining
Libraries:
Datasets
Dask
Polars
License:
Dataset card Data Studio Files
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README.md ADDED
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+ ---
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+ license: odc-by
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+ task_categories:
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+ - text-generation
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+ language:
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+ - en
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+ tags:
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+ - fineweb
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+ - fineweb-edu
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+ - pretraining
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+ size_categories:
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+ - 10B<n<100B
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+ ---
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+
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+ # FineWeb-Sample-22.95B-512
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+
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+ ## Dataset Description
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+
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+ This dataset contains approximately **22.95 billion tokens** (22,948,244,480 tokens) sampled from the [FineWeb-Edu](https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu) dataset. Each text sample is capped at a maximum of **512 tokens**.
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+
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+ ### Dataset Statistics
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+
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+ - **Total Tokens**: ~22.95B (22,948,244,480)
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+ - **Max Tokens per Sample**: 512
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+ - **Max Characters per Sample**: 5,120 (10 chars/token estimate)
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+ - **Source Dataset**: FineWeb-Edu 350BT
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+ - **Random Seed**: 42
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+
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+ ### Dataset Structure
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+
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+ The dataset is stored in chunked Parquet files with the following columns:
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+
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+ - `text`: The text content (string, max 5,120 characters)
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+ - `token_count`: Number of tokens in the text (integer, max 512)
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+
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+ ### Intended Use
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+
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+ This dataset is designed for:
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+ - Language model pretraining experiments
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+ - Chinchilla-optimal scaling experiments
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+
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+ ### Source
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+
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+ Sampled from the [FineWeb-Edu](https://huggingface.co/datasets/HuggingFaceFW/fineweb-edu) dataset, which is a filtered subset of FineWeb focusing on educational content.
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+
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+ ### License
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+
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+ This dataset inherits the ODC-By license from FineWeb-Edu.
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