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Commits on Oct 9, 2023

• - changes to bootstrap from g170

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Commits on Sep 23, 2023

• major: changes to run selfplay/train on puzzles

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Commits on Sep 4, 2023

• RAD mask idea: effectively no mask at MCTSNode, mask at strategy level. Basically mask only affects scoring

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Commits on Aug 29, 2023

• masked MCTS:

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Commits on Aug 5, 2023

• not entirely sure why decorator order matters, but

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• extract scaling const in child_U(), which only depends on N, which should be really a float version of an int?

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Commits on Oct 19, 2022

• ready to rerun selfplay7

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Commits on Oct 17, 2022

• code examine after cProfile

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Commits on Sep 29, 2022

• - score pass-pass w/ Benson, as in selfplay

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Commits on Sep 19, 2022

• run benson scoring in MCTSPlayer.play_move(), record benson score right in comments

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• - record vnet raw output in sgf

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Commits on Sep 3, 2022

• - MCTSPlayer(readouts=1) fix

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Commits on Apr 10, 2022

• mcts describe() switch to describe_less_details()

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Commits on Apr 5, 2022

• change reduce_symmetry from bool to an int, since it happens often in early stage of a game

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Commits on Mar 28, 2022

• added option for mcts to reduce_symmetry.

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Commits on Nov 21, 2021

• - children_as_pi: make a defensive copy

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• children_as_pi: prune children w/ only a single playout

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Commits on Nov 18, 2021

• a strange error that surfaces after play-cap randomization: needs to enforce searches_pi are all of dtype np.float32

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Commits on Nov 10, 2021

• gonna keep breaking ties in best_child() in case policy is flat

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Commits on Nov 4, 2021

• minor

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Commits on Oct 13, 2021

• minor things before starting 9x9

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Commits on Sep 29, 2021

• value head predict 1/-1 instead of margin;

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Commits on Sep 24, 2021

• selfplay undo injected noise, so that shared tree won't be affected

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Commits on Aug 27, 2021

• set_result() seems not a bug. add assertion back

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Commits on Aug 6, 2021

• minor leftover changes

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Commits on Jul 18, 2021

• evaluate log first 5 moves

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Commits on Jun 1, 2021

• mcts records vnet score for every eval

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Commits on May 29, 2021

• mcts / MCTSPlayer code not super-clean.

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• selfplay will set game result to player.raw_margin

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Commits on May 28, 2021

• eval_vnet added mcts, almost same as vnet result;

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Commits on May 27, 2021

• tree_search() doesn't short-cut vnet to use pos.score(), since Tromp scoring is inaccurate

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Commits on May 18, 2021

• squashed commits for colab usage

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Commits on Mar 22, 2020

• Updated sentences.

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Commits on Mar 18, 2019

• Convert to double quote docstrings per PEP257 (#779)

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Commits on Feb 13, 2019

• Update kPuct, replace with progressive widening formula from AZ paper. Fixes #706 (#708)

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