Changes

Allie is inspired by the seminal [[AlphaZero]] paper <ref>[[David Silver]], [[Thomas Hubert]], [[Julian Schrittwieser]], [[Ioannis Antonoglou]], [[Matthew Lai]], [[Arthur Guez]], [[Marc Lanctot]], [[Laurent Sifre]], [[Dharshan Kumaran]], [[Thore Graepel]], [[Timothy Lillicrap]], [[Karen Simonyan]], [[Demis Hassabis]] ('''2017'''). ''Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm''. [https://arxiv.org/abs/1712.01815 arXiv:1712.01815]</ref> and the [[Leela Chess Zero]] project - in particular it utilizes utilizing the same [[Neural Networks|networks]] produced by Leela Chess, and replaces sharing the [https://en.wikipedia.org/wiki/CuDNN CuDNN] backend written by [[Ankan Banerjee]] <ref>[http://www.talkchess.com/forum3/viewtopic.php?f=2&t=71822&start=48 Re: My failed attempt to change TCEC NN clone rules] by [[Adam Treat]], [[CCC]], September 19, 2019</ref>. Allie is a replacement of [[Leela Chess Zero#Lc0|Lc0's]] search with an own implementation of a [[UCT#PUCT|PUCT]] [[Monte-Carlo Tree Search|Monte-Carlo tree search]] <ref>[https://github.com/manyoso/allie/blob/master/lib/node.h allie/node.h at master · manyoso/allie · GitHub]</ref>.

AllieStein is the combination of Allie with Leela's third party '''LeelensteinStein''' network by [[Mark Jordan]] <ref>[https://github.com/LeelaChessZero/lc0/wiki/Third-Party-Nets Third Party Nets · LeelaChessZero/lc0 Wiki · GitHub]</ref> <ref>[https://www.patreon.com/jjosh Jjosh is creating Leelenstein | Patreon]</ref>, which is trained by [[Supervised Learning|supervised learning]] feeding in games from [[CCRL]],

* [[Leela Chess Zero#Lc0|Lc0 NN Backend]] by [[Alexander LyashukAnkan Banerjee]] et al. <ref>[http://www.talkchess.com/forum3/viewtopic.php?f=2&t=7011671822&start=8 48 Re: Allie & SteinMy failed attempt to change TCEC NN clone rules] by [[Alexander LyashukAdam Treat]], [[CCC]], March 07September 19, 2019</ref>