KataGo Distributed Training

About This Run

KataGo is a strong open-source self-play-trained Go engine, with many improvements to accelerate learning (arXiv paper and further techniques since). It can predict score and territory, play handicap games reasonably, and handle many board sizes and rules all with the same neural net.

This site hosts KataGo's first public-distributed training run! With the help of volunteers, we are attempting to resume training from the end of KataGo's previous official run ("g170") that ended in June 2020, and see how much further we can go. If would like to contribute, see below!

Downloading KataGo

If you simply want to run KataGo, the latest releases are here and you can download the latest networks from here. You very likely want a GUI as well, because the engine alone is command-line-only. Some possible GUIs include KaTrain, Lizzie, and q5Go, more can be found searching online.

How to Contribute

Contributors are much appreciated! If you'd like to contribute your spare GPU cycles to generate training data for the run, the steps are:

First, create an account on this site, picking a username and secure password. Make sure to verify your email so that the site considers your account fully active. Note: the username you pick will be publicly visible in statistics and on the games you contribute.

Then pick one of the following methods.

Likely easiest method, for a home desktop computer:

  • Download and install KaTrain
  • Inside the GUI menu, select the option for distributed training, provide the username and password for the account you created, and choose a few settings, then just let it run!

Command line method: if running on a remote server, or have already set up KataGo for other things, or if you want a command line that will work in the background without any GUI, or want slightly more flexibility to configure things:

  • Download KataGo from the latest release.
  • Edit the contribute_example.cfg that came when you downloaded KataGo, use a text editor to fill in your username, password, and the few different settings you want.
  • Run it on the command line like: ./katago contribute -config contribute_example.cfg on Linux, or katago.exe contribute -config contribute_example.cfg on Windows. If it is working, it should print out various stats as it runs, including when it finishes and uploads a game.

Either way, once some games are finished, you can view the results at https://katagotraining.org/contributions/ - scroll down and find your username! If anything looks unusual or buggy about the games, or KataGo is behaving weirdly on your machine, please let us know, so we can avoid uploading and training on bad data. Or, if you encounter any error messages, feel to ask for help on KataGo's GitHub or the Discord chat.

For advanced users, instead of downloading a release, you can also build it from source. If you do so, use the stable branch, NOT the master branch. The example config can be found in cpp/configs/contribute_example.cfg

And if you're interested contribute to development via coding, or have a cool idea for a tool, check out either KataGo's GitHub or the this website's GitHub, and/or the Discord chat where various devs hang out. If you want to test a change that affects the distributed client and you need a test server to experiment with modified versions of KataGo, it is available at test.katagodistributed.org, contact lightvector or tychota in Discord for a testing account.

Stats for kata1

This run is named kata1 and began on 2020-11-28 20:23:43 UTC.

Data Generation

Across all time, 525 distinct users have uploaded 1,437,389,406 rows of training data, 27,169,354 training games, and 641,384 rating games.

In the last week, 101 distinct users have uploaded 29,964,133 rows of training data, 592,235 new training games, and 9,797 new rating games.

In the last 24h, 58 distinct users have uploaded 2,534,359 rows of training data, 50,342 new training games, and 1,151 new rating games.

Look up and view games for this run here.

Networks

A total of 461 networks have been uploaded for kata1.

Latest network: kata1-b40c256-s10939463424-d2666454237

Strongest confidently-rated network: kata1-b40c256-s10731034880-d2615827980

Approximate Elo Ratings Graph
Graph is based on about 641,384 rating games using mid to high hundreds of playouts. Ratings might still be mildly inflated due to only playing other KataGo nets, but otherwise are fresh and unbiased and involve a variety of nets to avoid rock-paper-scissors. Vertical bars indicate approximately a 95% confidence interval.

Click and drag to zoom. Double-click or click on a button to reset zoom.

Top Contributors

See here for a full list of contributors for kata1.

In the Last 24h

User Training Rows Training Games Rating Games
yaoge123 902,681 rows generated 18,078 training games 251 rating games
maomaochong 235,362 rows generated 4,686 training games 121 rating games
manrelygo 215,503 rows generated 4,252 training games 63 rating games
badukmegapack 166,957 rows generated 3,307 training games 41 rating games
shaoxy 156,686 rows generated 3,050 training games 72 rating games
菜鸟老树 154,125 rows generated 3,057 training games 44 rating games
spark9 97,940 rows generated 1,920 training games 36 rating games
OmnipotentEntity 64,767 rows generated 1,277 training games 24 rating games
rczhi 55,153 rows generated 1,080 training games 20 rating games
hawk6809 48,926 rows generated 953 training games 28 rating games
Friday9i 38,285 rows generated 766 training games 16 rating games
panep 37,456 rows generated 745 training games 20 rating games
baoding 33,002 rows generated 631 training games 8 rating games
奉受天下先 24,620 rows generated 497 training games 20 rating games
petgo3 22,505 rows generated 446 training games 12 rating games

In the Last Week

User Training Rows Training Games Rating Games
yaoge123 18,323,431 rows generated 362,508 training games 4,960 rating games
maomaochong 1,625,719 rows generated 32,275 training games 685 rating games
菜鸟老树 1,159,519 rows generated 23,052 training games 369 rating games
badukmegapack 1,147,959 rows generated 22,535 training games 354 rating games
shaoxy 1,113,316 rows generated 21,731 training games 502 rating games
manrelygo 622,910 rows generated 12,336 training games 162 rating games
spark9 591,071 rows generated 11,614 training games 228 rating games
lizzieyzytest 504,719 rows generated 10,053 training games 124 rating games
rczhi 382,737 rows generated 7,485 training games 152 rating games
二筒二条 359,872 rows generated 7,041 training games 64 rating games
hawk6809 321,376 rows generated 6,311 training games 168 rating games
gaoruihua 308,453 rows generated 6,171 training games 103 rating games
jojo 303,841 rows generated 5,952 training games 351 rating games
Friday9i 269,501 rows generated 5,269 training games 100 rating games
panep 200,606 rows generated 3,928 training games 124 rating games

Overall

User Training Rows Training Games Rating Games
luckyangman 342,435,207 rows generated 6,418,062 training games 140,115 rating games
AiqiGo 148,550,950 rows generated 2,819,080 training games 53,342 rating games
jiusi010302 111,543,468 rows generated 2,157,002 training games 31,514 rating games
yaoge123 92,991,377 rows generated 1,780,392 training games 17,907 rating games
VegetableKnife 79,204,855 rows generated 1,470,688 training games 23,367 rating games
jameswen429 65,701,378 rows generated 1,211,481 training games 30,013 rating games
katavip.net 48,657,350 rows generated 950,902 training games 14,659 rating games
kcwu 43,842,497 rows generated 840,059 training games 90,626 rating games
Sponsorship 35,233,550 rows generated 668,781 training games 13,461 rating games
spark9 30,479,249 rows generated 583,334 training games 11,322 rating games
petgo3 27,828,155 rows generated 522,173 training games 12,333 rating games
Buddha 20,794,173 rows generated 383,435 training games 9,015 rating games
badukmegapack 14,861,088 rows generated 285,743 training games 5,919 rating games
daoge 14,724,894 rows generated 270,690 training games 5,970 rating games
collewjp45 13,658,786 rows generated 251,575 training games 6,063 rating games