├── .gitignore ├── LICENSE ├── README.md ├── board.py ├── cpp ├── CMakeLists.txt ├── bots │ ├── badgames.txt │ ├── gogodweakgames.txt │ ├── kgs.txt │ ├── ogs.txt │ └── surprisinggames.txt ├── compile.sh ├── configs │ ├── gtp_example.cfg │ └── match_example.cfg ├── core │ ├── config.h │ ├── config_parser.cpp │ ├── config_parser.h │ ├── fancymath.cpp │ ├── fancymath.h │ ├── global.cpp │ ├── global.h │ ├── hash.cpp │ ├── hash.h │ ├── logger.cpp │ ├── logger.h │ ├── makedir.cpp │ ├── makedir.h │ ├── md5.cpp │ ├── md5.h │ ├── multithread.h │ ├── rand.cpp │ ├── rand.h │ ├── rand_helpers.h │ ├── sha2.cpp │ ├── sha2.h │ ├── test.h │ ├── timer.cpp │ └── timer.h ├── dataio │ ├── binaryfile.cpp │ ├── binaryfile.h │ ├── datapool.cpp │ ├── datapool.h │ ├── lzparse.cpp │ ├── lzparse.h │ ├── sgf.cpp │ └── sgf.h ├── evalsgf.cpp ├── external │ ├── tclap-1.2.1 │ │ ├── COPYING │ │ ├── README │ │ └── include │ │ │ └── tclap │ │ │ ├── Arg.h │ │ │ ├── ArgException.h │ │ │ ├── ArgTraits.h │ │ │ ├── CmdLine.h │ │ │ ├── CmdLineInterface.h │ │ │ ├── CmdLineOutput.h │ │ │ ├── Constraint.h │ │ │ ├── DocBookOutput.h │ │ │ ├── HelpVisitor.h │ │ │ ├── IgnoreRestVisitor.h │ │ │ ├── MultiArg.h │ │ │ ├── MultiSwitchArg.h │ │ │ ├── OptionalUnlabeledTracker.h │ │ │ ├── StandardTraits.h │ │ │ ├── StdOutput.h │ │ │ ├── SwitchArg.h │ │ │ ├── UnlabeledMultiArg.h │ │ │ ├── UnlabeledValueArg.h │ │ │ ├── ValueArg.h │ │ │ ├── ValuesConstraint.h │ │ │ ├── VersionVisitor.h │ │ │ ├── Visitor.h │ │ │ ├── XorHandler.h │ │ │ └── ZshCompletionOutput.h │ └── zstr │ │ ├── LICENSE │ │ ├── README.org │ │ ├── VERSION │ │ └── src │ │ ├── strict_fstream.hpp │ │ └── zstr.hpp ├── game │ ├── board.cpp │ ├── board.h │ ├── boardhistory.cpp │ ├── boardhistory.h │ ├── rules.cpp │ └── rules.h ├── gtp.cpp ├── main.cpp ├── main.h ├── match.cpp ├── misc.cpp ├── neuralnet │ ├── cudabackend.cpp │ ├── cudaerrorcheck.h │ ├── cudahelpers.cu │ ├── cudahelpers.h │ ├── modelversion.cpp │ ├── nneval.cpp │ ├── nneval.h │ ├── nninputs.cpp │ ├── nninputs.h │ ├── nninterface.h │ └── tensorflowbackend.cpp ├── program │ ├── gitinfotemplate.h │ ├── play.cpp │ ├── play.h │ ├── setup.cpp │ └── setup.h ├── runtests.cpp ├── sandbox.cpp ├── search │ ├── asyncbot.cpp │ ├── asyncbot.h │ ├── distributiontable.cpp │ ├── distributiontable.h │ ├── mutexpool.cpp │ ├── mutexpool.h │ ├── search.cpp │ ├── search.h │ ├── searchparams.cpp │ ├── searchparams.h │ └── searchprint.h ├── selfplay.cpp ├── tensorflownotes.txt ├── tests │ ├── testboardarea.cpp │ ├── testboardbasic.cpp │ ├── testnninputs.cpp │ ├── testrules.cpp │ ├── tests.h │ └── testsearch.cpp └── write.cpp ├── data.py ├── eval_sgf.py ├── export_model.py ├── find_poses.py ├── find_poses_config.json ├── images └── readme │ ├── 19k.png │ ├── 1d.png │ ├── 9d.png │ ├── afterko.png │ ├── ce0.png │ ├── ce100.png │ ├── ce50.png │ ├── chainpool1.png │ ├── chainpool2.png │ ├── convweights.png │ ├── dilated1.png │ ├── dilated2.png │ ├── dilated3.png │ ├── extraladdertargetfail1.png │ ├── extraladdertargetfail2.png │ ├── halfhistory.png │ ├── history.png │ ├── invvar.png │ ├── kothreatglobalproperty.png │ ├── kothreatpolicy.png │ ├── ladderinput1.png │ ├── ladderinput2.png │ ├── ladderinput3.png │ ├── ladderinput4.png │ ├── laddertarget.png │ ├── laddertargetbroken.png │ ├── lastmove.png │ ├── loglog.png │ ├── nochainpool1.png │ ├── nochainpool2.png │ ├── nodilated1.png │ ├── nodilated2.png │ ├── nodilated3.png │ ├── nohistory.png │ ├── nolastmove.png │ ├── parametricrelu.png │ ├── qqr4.png │ ├── territorydetector.png │ ├── unfinishedborderdetector.png │ └── valueheadpreluloss.png ├── mixmodels.py ├── model.py ├── play.py ├── sgfmill ├── README.sdist.txt ├── __init__.py ├── ascii_boards.py ├── boards.py ├── common.py ├── sgf.py ├── sgf_board_interface.py ├── sgf_grammar.py ├── sgf_moves.py └── sgf_properties.py ├── test.py ├── testlossbyhash.py ├── testmagnitudes.py ├── train.py └── visualize.py /.gitignore: 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