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+ ---
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+ license: mit
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+ library_name: pytorch
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+ language:
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+ - en
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+ tags:
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+ - nanochat
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+ - language-model
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+ - pre-1930
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+ - historical
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+ - vintage
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+ - research
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+ ---
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+
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+ # BART Experiments
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+
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+ The complete training archive behind [BART](https://huggingface.co/jbduran/bart) — 39 runs,
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+ their checkpoints, tokenizers, and evaluations, including every dead end.
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+
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+ 📝 [Read the write-up](https://www.unboundedlab.com/blog/bart) · 🌐 [Unbounded Labs](https://unboundedlab.com)
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+
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+ If you want the model itself, use [bart](https://huggingface.co/jbduran/bart) or
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+ [bart-sft](https://huggingface.co/jbduran/bart-sft). This repository is for reproducing or
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+ inspecting how they were reached.
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+
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+ ## Layout
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+
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+ ```
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+ experiments/ 39 runs — each owns its tokenizer and base checkpoints
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+ evaluations/ vintage-core results across models
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+ archive/ legacy paths (pre-lineage-v1)
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+ ```
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+
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+ Each base experiment owns its tokenizer and base checkpoints. SFT runs nest under their exact base
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+ parent (`experiments/<base>/sft/<sft-run>/`), and post-training runs nest under their exact SFT
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+ parent.
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+
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+ ## Reading experiment names
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+
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+ | Fragment | Meaning |
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+ |---|---|
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+ | `d12`, `d24`, `d32` | model depth |
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+ | `r11`–`r30` | target parameter-to-data ratio |
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+ | `ctx4096`, `ctx8192` | max sequence length |
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+ | `sssl` | window pattern |
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+ | `fulltok`, `randtok` | tokenizer variant |
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+
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+ The prefix tells you the corpus generation:
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+
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+ | Prefix | Corpus |
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+ |---|---|
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+ | `think-` | [bart-dataset-v1](https://huggingface.co/datasets/jbduran/bart-dataset-v1) |
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+ | `thinkcleaned-` | [v2](https://huggingface.co/datasets/jbduran/bart-dataset-v2) |
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+ | `clean1930s-` | [v3](https://huggingface.co/datasets/jbduran/bart-dataset-v3) |
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+ | `Think.Unbounded-` | v3 plus [midtraining](https://huggingface.co/datasets/zachnorton03/bart-midtrain) |
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+
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+ ## The runs that matter
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+
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+ `Think.Unbounded-d32` is the first d32 run, trained on midtrain mixtures whose ratios were computed
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+ by **document count**. Those blends under-delivered badly — one targeting 60% midtrain supplied
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+ 25%, one targeting 30% supplied 11.5%.
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+
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+ `Think.Unbounded-d32-v2mix-cont` is the repair: it branches from that run at step 5500, carries the
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+ optimizer state, and continues on corrected **token-based** mixtures. It is the model shipped as
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+ [bart](https://huggingface.co/jbduran/bart). The two configs side by side are the clearest record
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+ of that bug and its fix.
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+
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+ Its `sft/` directory holds six fine-tuning variants. The one shipped as
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+ [bart-sft](https://huggingface.co/jbduran/bart-sft) is
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+ `pre1930-curriculum-c3-robust-v2`; the others — `karpathy-modern-sft-v1`,
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+ `nanochat-default-datamatch-v1`, `c3-robust`, and two `c3-robust-v3` configs — are kept here.
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+
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+ `clean1930s-d24-r12-ctx4096-sssl-fulltok-v1` is the d24 / 730M run; its tokenizer is the one every
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+ midtrain mixture was built against.
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+
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+ > **Note.** Each `config.json` records repo and dataset names as they were at training time
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+ > (`jbduran/think.nano`, `think-dataset-clean-1930s`, `think-midtrain`). Repo renames still resolve
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+ > via Hub redirects, but the midtrain mixture subfolders they reference (`mixed/v2/ratio_21/data`)
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+ > moved to `mixtures/v2-by-tokens/ratio_21/data` when that dataset was restructured. Configs are
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+ > kept as historical records rather than rewritten.
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+
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+ ## Related
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+
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+ [bart](https://huggingface.co/jbduran/bart) ·
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+ [bart-sft](https://huggingface.co/jbduran/bart-sft) ·
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+ [bart-dataset-v3](https://huggingface.co/datasets/jbduran/bart-dataset-v3) ·
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+ [bart-midtrain](https://huggingface.co/datasets/zachnorton03/bart-midtrain) ·
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+ [bart-dataset-scripts](https://github.com/OwenVoorhees/bart-dataset-scripts) ·
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+ [bart-midtrain-scripts](https://github.com/OwenVoorhees/bart-midtrain-scripts)
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+
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+ ## License
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+
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+ MIT
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+
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+ ---
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+
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+ Built by [Unbounded Labs](https://unboundedlab.com).