Difference between revisions of "Fat Fritz"
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'''Fat Fritz''',<br/> | '''Fat Fritz''',<br/> | ||
− | a commercial chess entity by [[ChessBase]] featuring a set of custom made [[Neural Networks|neural network]] weights that work in the open source project [[Leela Chess Zero]] within its [[Leela Chess Zero#Lc0|Lc0]] executable. Initially introduced as a cloud project in | + | a commercial chess entity by [[ChessBase]], the first version released in August 2019 featuring a set of custom made [[Neural Networks|neural network]] weights that work in the open source project [[Leela Chess Zero]] within its [[Leela Chess Zero#Lc0|Lc0]] executable, |
+ | while '''Fat Fritz 2.0''' released in February 2021 is based on [[Stockfish NNUE|Stockfish 12]] and custom [[NNUE]] technology. | ||
+ | |||
+ | =Fat Fritz 1= | ||
+ | Initially introduced as a cloud project in summer 2019, inspired by [[DeepMind|DeepMind's]] ground breaking [[AlphaZero]] approach combining [[Deep Learning|Deep learning]] with [[Monte-Carlo Tree Search]] (MCTS) <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 [[Albert Silver|Albert Silver's]] [[Deus X]] experience, relaxing Leela Chess' "Zero" paradigm of pure [[Reinforcement Learning|reinforcement learning]] due to [[Supervised Learning|supervised learning]], Fat Fritz was released in November 2019 as part the [[Fritz|Fritz 17]] package, | and [[Albert Silver|Albert Silver's]] [[Deus X]] experience, relaxing Leela Chess' "Zero" paradigm of pure [[Reinforcement Learning|reinforcement learning]] due to [[Supervised Learning|supervised learning]], Fat Fritz was released in November 2019 as part the [[Fritz|Fritz 17]] package, | ||
best supported by a [[GPU]] card such as [[Nvidia]] [https://en.wikipedia.org/wiki/GeForce_20_series GeForce 20 series]. | best supported by a [[GPU]] card such as [[Nvidia]] [https://en.wikipedia.org/wiki/GeForce_20_series GeForce 20 series]. | ||
The project and its underlying techniques were emphasized by a talk of [[AlphaZero]] co-author [[Thore Graepel]] at [[ChessBase]], attended by German computer chess icon [[Thomas Nitsche]] along with his sons and [https://de.wikipedia.org/wiki/Math42 Math42] authors Raphael Nitsche and Maxim Nitsche <ref>[https://en.chessbase.com/post/fat-fritz-what-on-earth-is-that Fat Fritz – What on Earth is that?] by [[Albert Silver]], [[ChessBase|ChessBase News]], August 13, 2019</ref>. Fat Fritz was further supported by [[Daniel Uranga]] <ref>[https://en.chessbase.com/post/standing-on-the-shoulders-of-giants Standing on the shoulders of giants] by [[Albert Silver]], [[ChessBase|ChessBase News]], September 18, 2019</ref> <ref>[https://github.com/DanielUranga/lc0/tree/uci-wdl-reporting GitHub - DanielUranga/lc0 at uci-wdl-reporting]</ref>. | The project and its underlying techniques were emphasized by a talk of [[AlphaZero]] co-author [[Thore Graepel]] at [[ChessBase]], attended by German computer chess icon [[Thomas Nitsche]] along with his sons and [https://de.wikipedia.org/wiki/Math42 Math42] authors Raphael Nitsche and Maxim Nitsche <ref>[https://en.chessbase.com/post/fat-fritz-what-on-earth-is-that Fat Fritz – What on Earth is that?] by [[Albert Silver]], [[ChessBase|ChessBase News]], August 13, 2019</ref>. Fat Fritz was further supported by [[Daniel Uranga]] <ref>[https://en.chessbase.com/post/standing-on-the-shoulders-of-giants Standing on the shoulders of giants] by [[Albert Silver]], [[ChessBase|ChessBase News]], September 18, 2019</ref> <ref>[https://github.com/DanielUranga/lc0/tree/uci-wdl-reporting GitHub - DanielUranga/lc0 at uci-wdl-reporting]</ref>. | ||
− | |||
[[FILE:lc0diagram.png|none|border|text-bottom]] | [[FILE:lc0diagram.png|none|border|text-bottom]] | ||
[[FILE:deusx.png|none|border|text-bottom|670px]] | [[FILE:deusx.png|none|border|text-bottom|670px]] | ||
[[Leela Chess Zero#Lc0|Lc0]] and [[Deus X|DeusX]] aka Fat Fritz components <ref>[http://www.talkchess.com/forum3/viewtopic.php?f=2&t=71822 My failed attempt to change TCEC NN clone rules] by [[Alexander Lyashuk]], [[CCC]], September 14, 2019 » [[TCEC]]</ref> | [[Leela Chess Zero#Lc0|Lc0]] and [[Deus X|DeusX]] aka Fat Fritz components <ref>[http://www.talkchess.com/forum3/viewtopic.php?f=2&t=71822 My failed attempt to change TCEC NN clone rules] by [[Alexander Lyashuk]], [[CCC]], September 14, 2019 » [[TCEC]]</ref> | ||
+ | =Fat Fritz 2= | ||
+ | '''Fat Fritz 2''' is based on [[NNUE]] technology using [[Stockfish NNUE]] aka [[Stockfish|Stockfish 12]] with a customized, double sized network, | ||
+ | and thus, does not require [[GPU]] graphic cards for game playing <ref>[https://en.chessbase.com/post/92134 Fat Fritz 2: The Best of Both Worlds] by [[Albert Silver]], [[ChessBase|ChessBase News]]</ref>. | ||
+ | The network was trained by [[Albert Silver]] using the original Fat Fritz, | ||
+ | [[Reinforcement Learning|reinforced]] by Stockfish's [[Alpha-Beta|alpha-beta]] [[Search|search]] <ref>[https://en.chessbase.com/post/fat-fritz-2-0-the-new-number-1 Fat Fritz 2.0 - The new number 1], [[ChessBase|ChessBase News]], February 09, 2021</ref>. | ||
+ | |||
=See also= | =See also= | ||
* [[AlphaZero]] | * [[AlphaZero]] | ||
Line 19: | Line 28: | ||
* [[Fritz]] | * [[Fritz]] | ||
* [[Leela Chess Zero]] | * [[Leela Chess Zero]] | ||
+ | * [[Stockfish NNUE]] | ||
+ | * [[NNUE]] | ||
=Forum Posts= | =Forum Posts= | ||
Line 34: | Line 45: | ||
: [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=76031&start=7 Re: Fat Fritz Update] by [[Albert Silver]], [[CCC]], December 12, 2020 | : [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=76031&start=7 Re: Fat Fritz Update] by [[Albert Silver]], [[CCC]], December 12, 2020 | ||
* [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=76105 Fat Fritz for Linux] by [[Joshua Shriver]], [[CCC]], December 20, 2020 | * [http://www.talkchess.com/forum3/viewtopic.php?f=7&t=76105 Fat Fritz for Linux] by [[Joshua Shriver]], [[CCC]], December 20, 2020 | ||
+ | ==2021== | ||
+ | * [http://www.talkchess.com/forum3/viewtopic.php?f=2&t=76537 Fat Fritz 2] by [[Jouni Uski]], [[CCC]], February 09, 2021 | ||
=External Links= | =External Links= | ||
− | ==ChessBase== | + | ==Purchase== |
+ | * [https://shop.chessbase.com/en/products/fritz_17 Fritz 17 - The giant PC chess program, now with Fat Fritz] - [[ChessBase|ChessBase Shop]] | ||
+ | * [https://shop.chessbase.com/en/products/fat_fritz_2 Fat Fritz 2] - [[ChessBase|ChessBase Shop]] | ||
+ | ==ChessBase News== | ||
===2019=== | ===2019=== | ||
* [https://en.chessbase.com/post/fat-fritz-what-on-earth-is-that Fat Fritz – What on Earth is that?] by [[Albert Silver]], [[ChessBase|ChessBase News]], August 13, 2019 | * [https://en.chessbase.com/post/fat-fritz-what-on-earth-is-that Fat Fritz – What on Earth is that?] by [[Albert Silver]], [[ChessBase|ChessBase News]], August 13, 2019 | ||
Line 58: | Line 74: | ||
* [https://en.chessbase.com/post/fat-fritz-ingenious-without-stereotypes Fat Fritz: strong, creative, original] by [[Stephan Oliver Platz]], [[ChessBase|ChessBase News]], March 27, 2020 | * [https://en.chessbase.com/post/fat-fritz-ingenious-without-stereotypes Fat Fritz: strong, creative, original] by [[Stephan Oliver Platz]], [[ChessBase|ChessBase News]], March 27, 2020 | ||
* [https://en.chessbase.com/post/running-leela-and-fat-fritz-on-your-notebook Running Leela and Fat Fritz on your notebook] by [https://ratings.fide.com/card.phtml?event=2099713 Evelyn Zhu], [[ChessBase|ChessBase News]], June 14, 2020 » [[Leela Chess Zero]] | * [https://en.chessbase.com/post/running-leela-and-fat-fritz-on-your-notebook Running Leela and Fat Fritz on your notebook] by [https://ratings.fide.com/card.phtml?event=2099713 Evelyn Zhu], [[ChessBase|ChessBase News]], June 14, 2020 » [[Leela Chess Zero]] | ||
+ | ===2021=== | ||
+ | * [https://en.chessbase.com/post/fat-fritz-2-0-the-new-number-1 Fat Fritz 2.0 - The new number 1], [[ChessBase|ChessBase News]], February 09, 2021 | ||
+ | * [https://en.chessbase.com/post/92134 Fat Fritz 2: The Best of Both Worlds] by [[Albert Silver]], [[ChessBase|ChessBase News]] | ||
==Fritz 17== | ==Fritz 17== | ||
Line 63: | Line 82: | ||
* <span id="Review"></span>[https://new.uschess.org/news/fat-fritz-fritz-17-review-i/ Fat Fritz and Fritz 17: A Review (Part I)] by [https://en.chessbase.com/author/john-hartmann John Hartmann], [https://en.wikipedia.org/wiki/United_States_Chess_Federation US Chess], November 17, 2019 | * <span id="Review"></span>[https://new.uschess.org/news/fat-fritz-fritz-17-review-i/ Fat Fritz and Fritz 17: A Review (Part I)] by [https://en.chessbase.com/author/john-hartmann John Hartmann], [https://en.wikipedia.org/wiki/United_States_Chess_Federation US Chess], November 17, 2019 | ||
* [https://new.uschess.org/news/fat-fritz-fritz-17-review-part-ii/ Fat Fritz and Fritz 17: A Review (Part II)] by [https://en.chessbase.com/author/john-hartmann John Hartmann], [https://en.wikipedia.org/wiki/United_States_Chess_Federation US Chess], November 19, 2019 <ref>[http://www.talkchess.com/forum3/viewtopic.php?f=2&t=72395 Nice review fo Fat Fritz] by [[Jouni Uski]], [[CCC]], November 22, 2019</ref> | * [https://new.uschess.org/news/fat-fritz-fritz-17-review-part-ii/ Fat Fritz and Fritz 17: A Review (Part II)] by [https://en.chessbase.com/author/john-hartmann John Hartmann], [https://en.wikipedia.org/wiki/United_States_Chess_Federation US Chess], November 19, 2019 <ref>[http://www.talkchess.com/forum3/viewtopic.php?f=2&t=72395 Nice review fo Fat Fritz] by [[Jouni Uski]], [[CCC]], November 22, 2019</ref> | ||
− | |||
==Source Code== | ==Source Code== | ||
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[[Category:DCNN]] | [[Category:DCNN]] | ||
[[Category:MCTS]] | [[Category:MCTS]] | ||
+ | [[Category:NNUE]] | ||
[[Category:Windows]] | [[Category:Windows]] | ||
[[Category:Industrial Heritage Trail]] | [[Category:Industrial Heritage Trail]] |
Revision as of 22:39, 9 February 2021
Fat Fritz,
a commercial chess entity by ChessBase, the first version released in August 2019 featuring a set of custom made neural network weights that work in the open source project Leela Chess Zero within its Lc0 executable,
while Fat Fritz 2.0 released in February 2021 is based on Stockfish 12 and custom NNUE technology.
Contents
Fat Fritz 1
Initially introduced as a cloud project in summer 2019, inspired by DeepMind's ground breaking AlphaZero approach combining Deep learning with Monte-Carlo Tree Search (MCTS) [2], and Albert Silver's Deus X experience, relaxing Leela Chess' "Zero" paradigm of pure reinforcement learning due to supervised learning, Fat Fritz was released in November 2019 as part the Fritz 17 package, best supported by a GPU card such as Nvidia GeForce 20 series. The project and its underlying techniques were emphasized by a talk of AlphaZero co-author Thore Graepel at ChessBase, attended by German computer chess icon Thomas Nitsche along with his sons and Math42 authors Raphael Nitsche and Maxim Nitsche [3]. Fat Fritz was further supported by Daniel Uranga [4] [5].
Lc0 and DeusX aka Fat Fritz components [6]
Fat Fritz 2
Fat Fritz 2 is based on NNUE technology using Stockfish NNUE aka Stockfish 12 with a customized, double sized network, and thus, does not require GPU graphic cards for game playing [7]. The network was trained by Albert Silver using the original Fat Fritz, reinforced by Stockfish's alpha-beta search [8].
See also
Forum Posts
2019
- 'Deus X' Unveiled as FAT FRITZ PROJECT... by supersharp77, CCC, August 13, 2019
- Match between SF 10 and Fat Fritz by Steppenwolf, CCC, August 26, 2019
- Chessbase's Albert Silver on LC0 & Fat Fritz by supersharp77, CCC, August 26, 2019
- "Fat fritz" stronger than Stockfish ? by Mehdi Amini, CCC, September 24, 2019
- UCI Win/Draw/Loss reporting by Gian-Carlo Pascutto, CCC, October 22, 2019
- Fritz 17 by sainzlei, CCC, October 25, 2019
- Nice review fo Fat Fritz by Jouni Uski, CCC, November 22, 2019 » Review
2020
- Fat Fritz update by Nordlandia, CCC, March 05, 2020
- Fat Fritz Update by Nordlandia, CCC, December 09, 2020
- Re: Fat Fritz Update by Albert Silver, CCC, December 12, 2020
- Fat Fritz for Linux by Joshua Shriver, CCC, December 20, 2020
2021
- Fat Fritz 2 by Jouni Uski, CCC, February 09, 2021
External Links
Purchase
- Fritz 17 - The giant PC chess program, now with Fat Fritz - ChessBase Shop
- Fat Fritz 2 - ChessBase Shop
ChessBase News
2019
- Fat Fritz – What on Earth is that? by Albert Silver, ChessBase News, August 13, 2019
- Using Fat Fritz in the Engine Cloud by Nadja Wittmann, ChessBase News, August 15, 2019
- Analysing your openings repertoire with Fat Fritz, ChessBase News, September 02, 2019
- GM preparation with Fat Fritz by Frederic Friedel, ChessBase News, September 12, 2019
- Standing on the shoulders of giants by Albert Silver, ChessBase News, September 18, 2019
- Fat Fritz analysis: A matter of technique by Albert Silver, ChessBase News, September 24, 2019
- Fat Fritz: Small differences, big effect by Albert Silver, ChessBase News, October 09, 2019
- "Fat Fritz seemed to be from an entirely different plane of existence!" by Tanmay Srinath, ChessBase News, November 04, 2019
- Fat Fritz defeats Stockfish in 100-game matches by Elshan Moradiabadi, ChessBase News, November 06, 2019 » Stockfish
- Fat Fritz outmatches Stockfish (part 2) by Elshan Moradiabadi, ChessBase News, November 07, 2019
- Fat Fritz: what videocard to buy by Albert Silver, ChessBase News, November 14, 2019
- Optimizing Fat Fritz, the top rated engine in the world by Albert Silver, ChessBase News, November 25, 2019
- Fat Fritz in the cloud by Albert Silver, ChessBase News, November 28, 2019
2020
- Fat Fritz for the club player by Tanmay Srinath, ChessBase News, January 09, 2020
- Fat Fritz 1.1 update and a small gift by Albert Silver. ChessBase News, March 05, 2020
- Out-preparing the Candidates with Fat Fritz (Part 1) by Tanmay Srinath, ChessBase News, March 21, 2020
- Out-preparing the Candidates with Fat Fritz (Part 2) by Tanmay Srinath, ChessBase News, March 25, 2020
- Fat Fritz: strong, creative, original by Stephan Oliver Platz, ChessBase News, March 27, 2020
- Running Leela and Fat Fritz on your notebook by Evelyn Zhu, ChessBase News, June 14, 2020 » Leela Chess Zero
2021
- Fat Fritz 2.0 - The new number 1, ChessBase News, February 09, 2021
- Fat Fritz 2: The Best of Both Worlds by Albert Silver, ChessBase News
Fritz 17
- Introducing Fritz 17 with Fat Fritz and other goodies, ChessBase News, November 12, 2019
- Fat Fritz and Fritz 17: A Review (Part I) by John Hartmann, US Chess, November 17, 2019
- Fat Fritz and Fritz 17: A Review (Part II) by John Hartmann, US Chess, November 19, 2019 [9]
Source Code
- GitHub - DanielUranga/lc0 at uci-wdl-reporting
- lc0 84 - AppVeyor
- GitHub - kiudee/bayes-skopt: A fully Bayesian implementation of sequential model-based optimization by Karlson Pfannschmidt [10]
Rating Lists
References
- ↑ Malakov tower (build 1873) of Colliery Unser Fritz, Shaft 1, in Herne, North Rhine-Westphalia, part of The Industrial Heritage Trail of the Ruhr area. Photo by GeorgeIvan, May 15, 2014, Wikimedia Commons, Unser Fritz/Crange is further district of Herne (Wanne), famous for its funfair Cranger Kirmes, and SV Unser Fritz the local chess club - eponym of the coal mine was Frederick III, German Emperor
- ↑ 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. arXiv:1712.01815
- ↑ Fat Fritz – What on Earth is that? by Albert Silver, ChessBase News, August 13, 2019
- ↑ Standing on the shoulders of giants by Albert Silver, ChessBase News, September 18, 2019
- ↑ GitHub - DanielUranga/lc0 at uci-wdl-reporting
- ↑ My failed attempt to change TCEC NN clone rules by Alexander Lyashuk, CCC, September 14, 2019 » TCEC
- ↑ Fat Fritz 2: The Best of Both Worlds by Albert Silver, ChessBase News
- ↑ Fat Fritz 2.0 - The new number 1, ChessBase News, February 09, 2021
- ↑ Nice review fo Fat Fritz by Jouni Uski, CCC, November 22, 2019
- ↑ Fat Fritz 1.1 update and a small gift by Albert Silver. ChessBase News, March 05, 2020