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---
license: odc-by
language:
- en
size_categories:
- 100M<n<1B
task_categories:
- text-generation
tags:
- dolma
- shuffled
---
# dolma3_300B_sample_shuffled
Global row-level shuffle of [TheFinAI/dolma3_300B_sample](https://huggingface.co/datasets/TheFinAI/dolma3_300B_sample).
Source data uses per-row Bernoulli sampling (p ≈ 0.0506) from
`allenai/dolma3_mix-6T-1025-7B` to produce ~300B cl100k tokens preserving
the original Dolma3 mix ratios. However the source parquets cluster
records by sub-source on disk (each ~100K-row parquet groups rows from the
same input shard contiguously), which means a small training shuffle
buffer would see a non-uniform source mix per minibatch.
This dataset is a **true global shuffle** of the source: every row is
uniformly randomly assigned to one of 200 output buckets, then each
bucket is shuffled in memory. Source mix ratios are unchanged.
Schema: same as source (`source`, `date`, `text`, `token_count`, `category`).
Seed: 42.