opening expert model card
Browse files
README.md
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---
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license: mit
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tags:
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- chess
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- transformer
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- recurrent
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- policy
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- opening
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- pytorch
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library_name: pytorch
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---
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# 99M opening specialist (squares64)
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Same **99M** squares64 architecture as
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[`avewright/chess-transformer-100m-squares64`](https://huggingface.co/avewright/chess-transformer-100m-squares64),
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finetuned on `≥26`-piece positions (one-hot best first move) from
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[`Lichess/chess-position-evaluations`](https://huggingface.co/datasets/Lichess/chess-position-evaluations)
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via [`avewright/lichess-opening-bestline`](https://huggingface.co/datasets/avewright/lichess-opening-bestline).
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This file is **`latest.pt` at opening-FT step 150** (2026-09-14 12:28 UTC).
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Train loss ~1.8197. Frozen holdout hard CE ~1.5239.
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Not the generalist incumbent, the puzzle expert, the Syzygy expert, or the endgame expert.
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## Training
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- Warm start: public 99M `latest.pt` (weights only), then full resume.
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- Split: position-hash 80/20 (seed 277). Frozen piece-stratified val 8192.
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- One-hot PV1 (`soft_alpha=0`). Pieces 26–32.
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- Polar-NorMuon, bs=528. Best disk ckpt at upload: step 150.
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## Files
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- `latest.pt`
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- `step_000150.pt`
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- `model_config.json`
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- `train.log`
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- `pack.json`
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