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README.md
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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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pretty_name: Parameter Golf Competition Data
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size_categories:
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- 1B<n<10B
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tags:
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- parameter-golf
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- fineweb
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- language-modeling
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- competition
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---
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# Parameter Golf Competition Data
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Pre-tokenized [FineWeb](https://huggingface.co/datasets/HuggingFaceFW/fineweb) shards for the [OpenAI Parameter Golf](https://github.com/openai/parameter-golf) competition.
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**Two tokenizations included:**
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- **SP1024** — SentencePiece BPE, 1024 tokens (competition default)
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- **Scylla** — TokenMonster-derived, 998 tokens (community alternative from [PR #1143](https://github.com/openai/parameter-golf/pull/1143))
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## Why this exists
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Every time you launch a GPU pod, re-downloading 16+ GB of data from the competition repo costs 10-30 minutes of billable GPU time. This dataset provides the same data via `huggingface-cli download` — fast, resumable, and available from any provider (RunPod, Modal, Colab, Vast.ai).
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## Quick Start
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```bash
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# Full SP1024 dataset (~11 GB)
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huggingface-cli download LightSpeedUp/parameter-golf-data --include "fineweb_sp1024/*" --local-dir /workspace/data
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# Full Scylla dataset (~11 GB)
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huggingface-cli download LightSpeedUp/parameter-golf-data --include "fineweb_scylla/*" --local-dir /workspace/data
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# Tokenizers only
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huggingface-cli download LightSpeedUp/parameter-golf-data --include "tokenizers/*" --local-dir /workspace/data
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# Mini subset for smoke tests (~2 GB, 10 shards + val)
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huggingface-cli download LightSpeedUp/parameter-golf-data \
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--include "fineweb_sp1024/fineweb_train_00000?.bin" \
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--include "fineweb_sp1024/fineweb_val*" \
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--local-dir /workspace/data
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# Val only (~200 MB)
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huggingface-cli download LightSpeedUp/parameter-golf-data \
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--include "fineweb_sp1024/fineweb_val*" \
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--local-dir /workspace/data
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```
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## Dataset Structure
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```
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parameter-golf-data/
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├── fineweb_sp1024/
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│ ├── fineweb_train_000000.bin ... fineweb_train_000079.bin (80 shards, ~11 GB)
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│ └── fineweb_val_000000.bin (1 shard, ~200 MB)
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├── fineweb_scylla/
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│ ├── fineweb_train_000000.bin ... fineweb_train_000079.bin (80 shards, ~11 GB)
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│ └── fineweb_val_000000.bin (1 shard)
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├── tokenizers/
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│ ├── fineweb_1024_bpe.model (SP1024 SentencePiece)
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│ ├── scylla/candidate.vocab (TokenMonster 998)
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│ └── scylla/candidate.meta.npz (byte LUTs)
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└── SHA256SUMS.txt (integrity manifest)
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```
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## Data Integrity
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Verify your download:
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```bash
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cd /workspace/data
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sha256sum -c SHA256SUMS.txt
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```
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## Provenance
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- **Source:** [FineWeb](https://huggingface.co/datasets/HuggingFaceFW/fineweb) (CommonCrawl-derived, by Hugging Face)
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- **SP1024 tokenization:** SentencePiece BPE trained on FineWeb, 1024 tokens — from [openai/parameter-golf](https://github.com/openai/parameter-golf) competition repo
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- **Scylla tokenization:** TokenMonster vocabulary (998 tokens) by [@simon-marcus](https://github.com/simon-marcus) ([PR #1143](https://github.com/openai/parameter-golf/pull/1143)). Retokenized using our [retokenize_scylla.py](https://github.com/MatoTeziTanka/parameter-golf-private) pipeline.
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- **No modification** to token sequences — these are byte-identical to what you'd get by cloning the competition repo and running the tokenizer yourself.
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## Attribution Chain
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FineWeb → CommonCrawl (CC-BY) → Hugging Face (ODC-By 1.0) → This dataset (ODC-By 1.0)
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## License
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**Data:** [Open Data Commons Attribution License (ODC-By 1.0)](https://opendatacommons.org/licenses/by/1-0/) — required by FineWeb upstream license. You may use, share, and adapt this data with attribution.
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**Retokenization code:** Apache 2.0 — see [PATENTS.md](PATENTS.md) for patent boundary notice.
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## Community
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- [The Agora](https://matotezitanka.github.io/parameter-golf) — live leaderboard + compliance tracker
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- [Issue #942](https://github.com/openai/parameter-golf/issues/942) — compute resources discussion
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- [Issue #140](https://github.com/openai/parameter-golf/issues/140) — competition discussion thread
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Built by [Light Speed Up](https://lightspeedup.com) for the Parameter Golf community.
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