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NNUE
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[[FILE:NNUE.jpg|none|border|text-bottom]]
NNUE structure with [[Incremental Updates|incremental update]] <ref>Image from [[Yu Nasu]] ('''2018'''). ''ƎUИИ Efficiently Updatable Neural-Network based Evaluation Functions for Computer Shogi''. Ziosoft Computer Shogi Club, [https://github.com/ynasu87/nnue/blob/master/docs/nnue.pdf pdf] (Japanese with English abstract)</ref>
=See also=
* [[Cerebrum]]
* [[David E. Moriarty#SANE|SANE]]
=Publications=
* [[Yu Nasu]] ('''2018'''). ''ƎUИИ Efficiently Updatable Neural-Network based Evaluation Functions for Computer Shogi''. Ziosoft Computer Shogi Club, [https://github.com/ynasu87/nnue/blob/master/docs/nnue.pdf pdf], [https://www.apply.computer-shogi.org/wcsc28/appeal/the_end_of_genesis_T.N.K.evolution_turbo_type_D/nnue.pdf pdf] (Japanese with English abstract)[https://github.com/asdfjkl/nnue GitHub - asdfjkl/nnue translation] <ref>[http://www.talkchess.com/forum3/viewtopic.php?f=2&t=76250 Translation of Yu Nasu's NNUE paper] by [[Dominik Klein]], [[CCC]], January 07, 2021</ref>
=Forum Posts=
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=74058 Stockfish NNUE] by [[Henk Drost]], [[CCC]], May 31, 2020 » [[Stockfish]]
* [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=74059 Stockfish NN release (NNUE)] by [[Henk Drost]], [[CCC]], May 31, 2020
* [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=74148 NNUE shared library and tools] by [[Adam Treat]], [[CCC]], June 10, 2020
===July===
* [http://talkchess.com/forum3/viewtopic.php?t=74480 Lizard-NNUE Experiment NOT bad with NNUE Net Evaluation...] by Nancy M Pichardo, [[CCC]], July 15, 2020
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=74955 Train a neural network evaluation] by [[Fabio Gobbato]], [[CCC]], September 01, 2020 » [[Automated Tuning]]
* [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=75016 RubiChess NNUE player implemented] by [[Andreas Matthies]], [[CCC]], September 06, 2020 » [[RubiChess]]
* [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=75027 Toga III 0.4 NNUE] by [[Dietrich Kappe]], [[CCC]], September 07, 2020 » [[Toga]]
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=75042 Neural network quantization] by [[Fabio Gobbato]], [[CCC]], September 08, 2020 » [[Neural Networks]]
* [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=75049 AVX-512 and NNUE] by [[Gian-Carlo Pascutto]], [[CCC]], September 08, 2020 » [[AVX-512]]
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=75190 First success with neural nets] by [[Jonathan Kreuzer]], [[CCC]], September 23, 2020 » [[Neural Networks]]
: [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=75190&start=21 Re: First success with neural nets] by [[Jonathan Kreuzer]], [[CCC]], November 11, 2020 » [[Checkers]]
* [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=75241 Nemorino 6 (NNUE)] by [[Christian Günther|Florentino]], [[CCC]], September 28, 2020 » [[Nemorino]]
* [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=75247 A Crossroad in Computer Chess; Or Desperate Flailing for Relevance] by [[Andrew Grant]], [[CCC]], September 29, 2020
* [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=75651 Komodo 14.1 Release and Dragon Announcement] by [[Larry Kaufman]], [[CCC]], November 02, 2020 » [[Komodo]]
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=75653 NNUE outer product vs tensor product] by Madeleine Birchfield, [[CCC]], November 02, 2020 <ref>[https://en.wikipedia.org/wiki/Outer_product Outer product from Wikipedia]</ref> <ref>[https://en.wikipedia.org/wiki/Tensor_product Tensor product from Wikipedia]</ref>
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=75724 Pytorch NNUE training] by [[Gary Linscott]], [[CCC]], November 08, 2020<ref>[https://en.wikipedia.org/wiki/PyTorch PyTorch from Wikipedia]</ref>
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=75725 TucaNNo: neural network research] by [[Alcides Schulz]], [[CCC]], November 08, 2020
* [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=75748 Dragon by Komodo Chess] by [[Larry Kaufman]], [[CCC]], November 10, 2020 » [[Dragon by Komodo Chess]]
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=75751 Tensorflow NNUE training] by [[Daniel Shawul]], [[CCC]], November 10, 2020 <ref>[https://en.wikipedia.org/wiki/TensorFlow TensorFlow from Wikipedia]</ref>
* [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=75890 Speculations about NNUE development (was New engine releases 2020)] by Madeleine Birchfield, [[CCC]], November 11, 2020
: [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=75890&start=6 Re: Speculations about NNUE development (was New engine releases 2020)] by [[Connor McMonigle]], [[CCC]], November 12, 2020
: [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=75890&start=9 Re: Speculations about NNUE development (was New engine releases 2020)] by [[Connor McMonigle]], [[CCC]], November 12, 2020 » [[Dragon by Komodo Chess]], [[Seer]], [[Halogen]]
* [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=75335&start=134 Re: Final Release of Ethereal, V12.75] by [[Andrew Grant]], [[CCC]], November 12, 2020
* [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=75797 Maybe not the best diversity of strongest chess engines under development] by [[Kai Laskos]], [[CCC]], November 14, 2020 » [[Engine Similarity]]
* [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=75862 CPU Vector Unit, the new jam for NNs...] by [[Srdja Matovic]], [[CCC]], November 18, 2020 » [[SIMD and SWAR Techniques|SIMD]]
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=75870 You've trained a brilliant NN(UE) King-Piece Network. Now what?] by [[Andrew Grant]], [[CCC]], November 19, 2020
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=75925 Pawn King Neural Network] by [[Tamás Kuzmics]], [[CCC]], November 26, 2020
===December===
* [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=75953 Orion 0.8 + The Cerebrum release] by [[David Carteau]], [[CCC]], December 01, 2020 » [[Orion]], [[Cerebrum]]
* [https://prodeo.actieforum.com/t104-the-nnue-split-programmers-are-in The NNUE split programmers are in] by [[Ed Schroder|Ed Schröder]], [[Computer Chess Forums|ProDeo Forum]], December 02, 2020
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=76006 Introducing the "Cerebrum" library (NNUE-like trainer and inference code)] by [[David Carteau]], [[CCC]], December 07, 2020
* [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=76190 Dispelling the Myth of NNUE with LazySMP: An Analysis] by [[Andrew Grant]], [[CCC]], December 30, 2020 » [[Lazy SMP]]
==2021==
* [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=76250 Translation of Yu Nasu's NNUE paper] by [[Dominik Klein]], [[CCC]], January 07, 2021
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=75724&start=60 Re: Pytorch NNUE training] by [[Gary Linscott]], [[CCC]], January 09, 2021
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=76285 HalfKP Structure in NNUE] by Roger Stephenson, [[CCC]], January 12, 2021
=External Links=
==NNUE==
* [https://en.wikipedia.org/wiki/Efficiently_updatable_neural_network Efficiently updatable neural network | Wikipedia]
* [http://qhapaq.hatenablog.com/entry/2018/06/02/221612 次世代の将棋思考エンジン、NNUE関数を学ぼう（その１．ネットワーク構造編） - コンピュータ将棋 Qhapaq], June 02, 2018 (Japanese)
: Learn Next Generation Shogi Thinking Engine, NNUE Function (Part 1. Network Structure) - Computer Shogi
* [http://yaneuraou.yaneu.com/2020/06/19/stockfish-nnue-the-complete-guide/ Stockfish NNUE – The Complete Guide], June 19, 2020 (Japanese and English)
* [http://yaneuraou.yaneu.com/2020/08/21/3-technologies-in-shogi-ai-that-could-be-used-for-chess-ai/ 3 technologies in shogi AI that could be used for chess AI] by [[Motohiro Isozaki]], August 21, 2020 » [[Stockfish NNUE]]
* [https://www.qhapaq.org/shogi/shogiwiki/stockfish-nnue/ Stockfish NNUE Wiki]
==Source Code==
* [https://github.com/yaneurao/YaneuraOu GitHub - yaneurao/YaneuraOu: YaneuraOu is the World's Strongest Shogi engine(AI player), WCSC29 1st winner, educational and USI compliant engine]
* [https://github.com/Tama4649/Kristallweizen/ GitHub - Tama4649/Kristallweizen: 第29回世界コンピュータ将棋選手権 準優勝のKristallweizenです。]
* [https://github.com/nodchip/Stockfish GitHub - nodchip/Stockfish: UCI chess engine] ([[Stockfish NNUE]] by [[Hisayori Noda|Nodchip]])
* [https://wwwgithub.qhapaqcom/dkappe/leela-chess-weights/wiki/A-Leela-NNUE%3F-Night-Nurse-and-Others A Leela NNUE? Night Nurse and Others · dkappe/leela-chess-weights Wiki · GitHub] by [[Dietrich Kappe]]* [https://github.com/david-carteau/cerebrum GitHub - david-carteau/cerebrum: The Cerebrum library] by [[David Carteau]] » [[Cerebrum]]* [https://github.com/DanielUranga/TensorFlowNNUE GitHub - DanielUranga/TensorFlowNNUE] by [[Daniel Uranga]]* [https://github.orgcom/glinscott/nnue-pytorch GitHub - glinscott/nnue-pytorch: NNUE (Chess evaluation) trainer in Pytorch] by [[Gary Linscott]] * [https://shogigithub.com/shogiwikiconnormcmonigle/stockfishseer-nnueGitHub - connormcmonigle/seer-nnue: UCI chess engine using neural networks for position evaluation] by [[Connor McMonigle]] » [[Seer]]* [https://github.com/ Stockfish bmdanielsson/nnue-trainer GitHub - bmdanielsson/nnue-trainer: PyTorch trainer for NNUE Wikistyle neural networks] by [[Martin Danielsson]] » [[Marvin]]
==Misc==
* [https://en.wikipedia.org/wiki/Nue Nue from Wikipedia]
