Update default net to nn-1ee1aba5ed4c.nnue
Created by retraining the master net on a dataset composed by:
- adding Leela data from T60 jul-dec 2020, T77 nov 2021, T80 jun-jul 2023
- deduplicating and unminimizing parts of the dataset before interleaving
Trained initially with max epoch 800, then increased near the end of training
twice. First to 960, then 1200. After training, post-processing involved:
- greedy permuting L1 weights with https://github.com/official-stockfish/Stockfish/pull/4620
- greedy 2- and 3- cycle permuting with https://github.com/official-stockfish/Stockfish/pull/4640
python3 easy_train.py \
--experiment-name 2048-retrain-S6-sk28 \
--training-dataset /data/S6.binpack \
--early-fen-skipping 28 \
--start-from-engine-test-net True \
--max_epoch 1200 \
--lr 4.375e-4 \
--gamma 0.995 \
--start-lambda 1.0 \
--end-lambda 0.7 \
--tui False \
--seed $RANDOM \
--gpus 0
In the list of datasets below, periods in the filename represent the sequence of
steps applied to arrive at the particular binpack. For example:
test77-dec2021-16tb7p.filter-v6-dd.min-mar2023.unminimized.binpack
1. test77 dec2021 data rescored with 16 TB of syzygy tablebases during data conversion
2. filtered with csv_filter_v6_dd.py - v6 filtering and deduplication in one step
3. minimized with the original mar2023 implementation of `minimize_binpack` in
the tools branch
4. unminimized by removing all positions with score == 32002 (`VALUE_NONE`)
Binpacks were:
- filtered with: https://github.com/linrock/nnue-data
- unminimized with: https://github.com/linrock/Stockfish/tree/tools-unminify
- deduplicated with: https://github.com/linrock/Stockfish/tree/tools-dd
DATASETS=(
leela96-filt-v2.min.unminimized.binpack
dfrc99-16tb7p-eval-filt-v2.min.unminimized.binpack
# most of the 0dd1cebea57 v6-dd dataset (without test80-jul2022)
# https://github.com/official-stockfish/Stockfish/pull/4606
test60-novdec2021-12tb7p.filter-v6-dd.min-mar2023.unminimized.binpack
test77-dec2021-16tb7p.filter-v6-dd.min-mar2023.unminimized.binpack
test78-jantomay2022-16tb7p.filter-v6-dd.min-mar2023.unminimized.binpack
test78-juntosep2022-16tb7p.filter-v6-dd.min-mar2023.unminimized.binpack
test79-apr2022-16tb7p.filter-v6-dd.min-mar2023.unminimized.binpack
test79-may2022-16tb7p.filter-v6-dd.min-mar2023.unminimized.binpack
test80-jun2022-16tb7p.filter-v6-dd.min-mar2023.unminimized.binpack
test80-aug2022-16tb7p.filter-v6-dd.min-mar2023.unminimized.binpack
test80-sep2022-16tb7p.filter-v6-dd.min-mar2023.unminimized.binpack
test80-oct2022-16tb7p.filter-v6-dd.min.binpack
test80-nov2022-16tb7p.filter-v6-dd.min.binpack
test80-jan2023-3of3-16tb7p.filter-v6-dd.min-mar2023.unminimized.binpack
test80-feb2023-16tb7p.filter-v6-dd.min-mar2023.unminimized.binpack
# older Leela data, recently converted
test60-octnovdec2020-2tb7p.min.unminimized.binpack
test60-julaugsep2020-2tb7p.min.binpack
test77-nov2021-2tb7p.min.dd.binpack
# newer Leela data
test80-mar2023-2tb7p.min.unminimized.binpack
test80-apr2023-2tb7p.filter-v6-sk16.min.unminimized.binpack
test80-may2023-2tb7p.min.dd.binpack
test80-jun2023-2tb7p.min.binpack
test80-jul2023-2tb7p.binpack
)
python3 interleave_binpacks.py ${DATASETS[@]} /data/S6.binpack
Training data can be found at:
https://robotmoon.com/nnue-training-data/
Local elo at 25k nodes per move:
nn-epoch1059 : 2.7 +/- 1.6
Passed STC:
https://tests.stockfishchess.org/tests/view/64fc8d705dab775b5359db42
LLR: 2.93 (-2.94,2.94) <0.00,2.00>
Total: 168352 W: 43216 L: 42704 D: 82432
Ptnml(0-2): 599, 19672, 43134, 20160, 611
Passed LTC:
https://tests.stockfishchess.org/tests/view/64fd44a75dab775b5359f065
LLR: 2.94 (-2.94,2.94) <0.50,2.50>
Total: 154194 W: 39436 L: 38881 D: 75877
Ptnml(0-2): 78, 16577, 43238, 17120, 84
closes https://github.com/official-stockfish/Stockfish/pull/4782
Bench: 1603079