board_array list | turn int8 | castling int8 | ep_square int8 | move_idx int64 | cp int32 | mate int32 | soft_indices list | soft_probs list | label_depth int16 | phase int8 | source int8 | cache_name string | wdl list | soft_cps list | soft_mates list | nodes int32 | policy_mask int8 | tau float32 | nodes_budget int32 | game_id int64 | ply int16 | split int8 | origin int8 | flags int16 | bound_skipped int16 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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End of preview. Expand in Data Studio
avewright/stockfish-19-soft-targets
Official Stockfish 19 MultiPV soft targets, mined from the Lichess ECO opening set. In-progress snapshot toward 1M unique positions.
600,000 rows in this upload. Source id 4. Vocab compact (1968).
How positions are chosen
Games start from the Lichess Chess Openings dataset
(lichess-org/chess-openings): 3,810 named
leaves (HF card still lists 3,704) plus
book prefixes, 7,852 unique starts.
ECO volumes: A 817 / B 772 / C 1,250 / D 614 / E 357.
From each start: 0–4 random legal noise, then SF19 vs SF19 with rotating ε ∈ {0.10, 0.18, 0.28, 0.40} and a small uniform-legal wild chance. Labels every 2 plies from the start through ply 180. Deduped by 4-field board key against this run and existing local mixes.
split=1 is a ~5% holdout. Honor split. Do not invent a new position-hash holdout.
Teacher
- Stockfish 19 tag
sf_19(edb0d9db), EvalFilenn-1a298aa575a0.nnue - Full file SHA-256 in
teacher.json - Full strength,
Threads=1,Hash=64,UCI_ShowWDL=true - Label budget: 100,000 nodes / MultiPV=8 /
tau=120 - Play on unlabeled plies: 4,000 nodes
Targets
- Policy: STM softmax(
tau=120) over the last complete MultiPV-8 iteration - Unsearched legal moves are absent, not proven bad
- Mate rank is
sign * (100000 - min(|mate|, 1000)), not mate-as-cp - Bound scores are dropped
cp/mate/wdl: White-absolute (training loader contract)soft_indices/soft_probs: width 8, pad-1/0soft_cps/soft_matesare stored so softmax can be rebuilt without SF
Files
data/shard_XXXXXX.parquet— 5,000 rows eachteacher.json,openings.json,manifest.json,stats.json
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