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, 456 distinct users have uploaded 1,332,188,316 rows of training data, 25,101,963 training games, and 603,843 rating games.

In the last week, 71 distinct users have uploaded 8,857,810 rows of training data, 173,838 new training games, and 3,687 new rating games.

In the last 24h, 44 distinct users have uploaded 1,377,347 rows of training data, 26,960 new training games, and 587 new rating games.

Look up and view games for this run here.

Networks

A total of 438 networks have been uploaded for kata1.

Latest network: kata1-b40c256-s10499183872-d2559211369

Strongest confidently-rated network: kata1-b40c256-s10359230464-d2525387336

Approximate Elo Ratings Graph
Graph is based on about 603,843 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
bangye 159,591 rows generated 3,126 training games 44 rating games
GloriousCow 134,209 rows generated 2,619 training games 36 rating games
kcwu 129,853 rows generated 2,523 training games 45 rating games
atoutw 111,545 rows generated 2,188 training games 60 rating games
spark9 95,052 rows generated 1,875 training games 44 rating games
badukmegapack 84,968 rows generated 1,699 training games 45 rating games
baizhanhuangsha 77,893 rows generated 1,536 training games 32 rating games
katavip.net 60,757 rows generated 1,186 training games 19 rating games
jojo 47,668 rows generated 876 training games 12 rating games
hawk6809 47,046 rows generated 925 training games 40 rating games
twice77 40,826 rows generated 790 training games 16 rating games
Friday9i 36,799 rows generated 717 training games 20 rating games
Gooplet 35,277 rows generated 675 training games 4 rating games
hanpigo 28,676 rows generated 571 training games 23 rating games
ningxiao 28,587 rows generated 561 training games 9 rating games

In the Last Week

User Training Rows Training Games Rating Games
atoutw 1,028,594 rows generated 20,174 training games 432 rating games
GloriousCow 951,815 rows generated 18,550 training games 328 rating games
bangye 809,197 rows generated 15,896 training games 256 rating games
spark9 583,588 rows generated 11,348 training games 255 rating games
badukmegapack 495,833 rows generated 9,798 training games 245 rating games
katavip.net 485,839 rows generated 9,541 training games 120 rating games
baizhanhuangsha 424,828 rows generated 8,399 training games 173 rating games
kcwu 422,524 rows generated 8,220 training games 134 rating games
jojo 334,724 rows generated 6,577 training games 72 rating games
hawk6809 333,823 rows generated 6,464 training games 212 rating games
gaoruihua 286,826 rows generated 5,734 training games 91 rating games
Friday9i 258,651 rows generated 5,008 training games 156 rating games
hanpigo 248,611 rows generated 4,924 training games 127 rating games
twice77 236,839 rows generated 4,605 training games 121 rating games
luotuolzc 154,133 rows generated 2,999 training games 106 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 148,540,817 rows generated 2,818,879 training games 53,338 rating games
jiusi010302 111,533,640 rows generated 2,156,814 training games 31,514 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
yaoge123 42,209,723 rows generated 779,810 training games 4,108 rating games
kcwu 41,130,760 rows generated 786,832 training games 89,622 rating games
Sponsorship 35,233,550 rows generated 668,781 training games 13,461 rating games
spark9 28,372,578 rows generated 542,083 training games 10,433 rating games
petgo3 27,149,589 rows generated 508,695 training games 11,994 rating games
Buddha 20,794,173 rows generated 383,435 training games 9,015 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
Knight 13,427,606 rows generated 246,580 training games 5,524 rating games