Software:Leela Zero

From HandWiki
Short description: Computer Go software
Leela Zero
Original author(s)Gian-Carlo Pascutto
Developer(s)Gian-Carlo Pascutto
Initial release25 October 2017; 6 years ago (2017-10-25)
Stable release
0.17 / 4 April 2019; 5 years ago (2019-04-04)
Written inC++
TypeGo software
LicenseGPL-3.0
Websitezero.sjeng.org

Leela Zero is a free and open-source computer Go program released on 25 October 2017. It is developed by Belgian programmer Gian-Carlo Pascutto,[1][2][3] the author of chess engine Sjeng and Go engine Leela.[4][5]

Leela Zero's algorithm is based on DeepMind's 2017 paper about AlphaGo Zero.[3][6] Unlike the original Leela, which has a lot of human knowledge and heuristics programmed into it, the program code in Leela Zero only knows the basic rules and nothing more. The knowledge that makes Leela Zero a strong player is contained in a neural network, which is trained based on the results of previous games that the program played.[7]

Leela Zero is trained by a distributed effort, which is coordinated at the Leela Zero website. Members of the community provide computing resources by running the client, which generates self-play games and submits them to the server. The self-play games are used to train newer networks. Generally, over 500 clients have connected to the server to contribute resources.[7] The community has provided high quality code contributions as well.[7]

Leela Zero finished third at the BerryGenomics Cup World AI Go Tournament in Fuzhou, Fujian, China on 28 April 2018.[8] The New Yorker at the end of 2018 characterized Leela and Leela Zero as "the world’s most successful open-source Go engines".[9]

In early 2018, another team branched Leela Chess Zero from the same code base, also to verify the methods in the AlphaZero paper as applied to the game of chess. AlphaZero's use of Google TPUs was replaced by a crowd-sourcing infrastructure and the ability to use graphics card GPUs via the OpenCL library. Even so, it is expected to take a year of crowd-sourced training to make up for the dozen hours that AlphaZero was allowed to train for its chess match in the paper.[10]

References

  1. "Feature: One man's Go program looks to remake AlphaGo Zero - and beyond". Xinhuanet. 9 April 2018. http://www.xinhuanet.com/english/2018-04/09/c_137097436.htm. 
  2. "围棋AI"丽拉"获赞接近职业棋手水准,它的作者竟是一个不太会下棋的程序员" (in zh). Xinhuanet. 5 February 2018. http://sports.xinhuanet.com/c/2018-02/05/c_1122370241.htm. 
  3. 3.0 3.1 "更开放,更共享,比利时围棋AI"丽拉·元"重塑"阿尔法元"" (in zh). Xinhuanet. 8 April 2018. http://www.xinhuanet.com/sports/2018-04/08/c_1122648768.htm. 
  4. "프로 수준급 인공지능 바둑 프로그램 '릴라(Leela)' 무료 공개" (in Korean). Baduk News. 23 February 2017. http://baduknews.com/news/view.php?idx=236. 
  5. "릴라의 출현과 온라인 대국의 비극적인 종말..." (in Korean). Cyberoro. 3 March 2017. https://www.cyberoro.com/board/oro_view.oro?bd_div=1&bd_num=16436. 
  6. "leela-zero". GitHub. https://github.com/gcp/leela-zero. 
  7. 7.0 7.1 7.2 "Gian-Carlo Pascutto - The man behind LeelaZero". European Go Federation. 24 May 2018. https://www.eurogofed.org/?id=205. 
  8. "世界AI大赛决赛腾讯内战 凤凰2-1绝艺夺冠" (in zh). sina.com.cn. 28 April 2018. http://sports.sina.com.cn/go/2018-04-28/doc-ifzvpatq5885312.shtml. 
  9. "How the Artificial-Intelligence Program AlphaZero Mastered Its Games". The New Yorker. 2018. https://www.newyorker.com/science/elements/how-the-artificial-intelligence-program-alphazero-mastered-its-games. Retrieved 31 December 2018. 
  10. Silver, Albert (26 April 2018). "Leela Chess Zero: AlphaZero for the PC". https://en.chessbase.com/post/leela-chess-zero-alphazero-for-the-pc. 

External links