{"header":{"message":"Allow searches using policy and value nets","description":null,"timestamp":"2023-01-14T05:56:49Z","authors":[{"email":"dan@bravender.net","name":"Dan Bravender"}]},"hash":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC","authors":[],"deps":{"hashes":[["UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC","Allow searches using policy and value nets"],["AA",null],["AI26KKCYBXQDE6DUM6FWLFSSCTQ6QJCVHATZSCXZQCQIC2EZVAXQC","Also terminate searches when winner is set"],["5H3MOKBPGSOSPZW2VIGCWZC5DUTTMJ7PYRERELC7ANHMNPGM3JEQC","Have much better results when adding the score"],["KN2H7F5CIEAKA5XQ4NQXAZV25VNZ6AV7Q3M2FVOX2JF7JKMDFDCAC","Add backpropObserver"],["WN26XTZ7IZN4WNAVXZ4NKD4CXIU7IC6V7BFNVICNMQUVHBZXBNCAC","Give nodes a higher ucb if they have a higher relative score"],["5DXEINBALWSESZ4NDJOQKB4JOIQKEOTPVQQJ7TS2GRWS4JLRYXFQC","Pass root node to cloneAndApplyMove so games with more than one winner can set the current player as the winner if they tied for the high score in a round"],["U3JHTSEMJLXNKOMAQJQPZKRW6GRPHYLG6DK53XVADIETKVCS2MFQC","Initial commit"],["LT2L5OITYEO7I6P5WA35E5FJ5AUGPMLFYYKPVI4WLBIH65AINECQC","Further ports for the MCTS engine"],["O325HSUUTHFZ2BM23FLJVHZKYV742BLUWCDYSYDMIEAZRU6RRO7AC","End-to-end test"]],"deps":["AI26KKCYBXQDE6DUM6FWLFSSCTQ6QJCVHATZSCXZQCQIC2EZVAXQC","5H3MOKBPGSOSPZW2VIGCWZC5DUTTMJ7PYRERELC7ANHMNPGM3JEQC","KN2H7F5CIEAKA5XQ4NQXAZV25VNZ6AV7Q3M2FVOX2JF7JKMDFDCAC"],"known":["U3JHTSEMJLXNKOMAQJQPZKRW6GRPHYLG6DK53XVADIETKVCS2MFQC","LT2L5OITYEO7I6P5WA35E5FJ5AUGPMLFYYKPVI4WLBIH65AINECQC","WN26XTZ7IZN4WNAVXZ4NKD4CXIU7IC6V7BFNVICNMQUVHBZXBNCAC","5DXEINBALWSESZ4NDJOQKB4JOIQKEOTPVQQJ7TS2GRWS4JLRYXFQC"]},"hunks":[{"Edit":{"inode":{"change":5,"pos":22},"path":"test/dartmcts_test.dart","line":115,"atom":{"NewVertex":{"up_context":[{"change":5,"pos":2418}],"down_context":[{"change":5,"pos":115}],"flag":"BLOCK","start":3,"end":657,"inode":{"change":5,"pos":22}}},"contents":[{"Add":{"text":"class testNNPV implements NeuralNetworkPolicyAndValue {","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:81"}},{"Add":{"text":" @override","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:93"}},{"Add":{"text":" double getCurrentValue(GameState game) {","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:159"}},{"Add":{"text":" // TODO: implement getCurrentValue","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:198"}},{"Add":{"text":" throw UnimplementedError();","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:230"}},{"Add":{"text":" }","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:234"}},{"Add":{"text":"","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:235"}},{"Add":{"text":" @override","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:247"}},{"Add":{"text":" Map getMoveProbabilities(","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:289"}},{"Add":{"text":" GameState game) {","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:337"}},{"Add":{"text":" // pretend that the neural net thinks corner moves are good first moves","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:413"}},{"Add":{"text":" if (game.getMoves().length == 9) {","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:452"}},{"Add":{"text":" return {","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:481"}},{"Add":{"text":" 0: 0.25,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:498"}},{"Add":{"text":" 1: 0,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:512"}},{"Add":{"text":" 2: 0.25,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:529"}},{"Add":{"text":" 3: 0,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:543"}},{"Add":{"text":" 4: 0,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:557"}},{"Add":{"text":" 5: 0,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:571"}},{"Add":{"text":" 6: 0.25,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:588"}},{"Add":{"text":" 7: 0,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:602"}},{"Add":{"text":" 8: 0.25,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:619"}},{"Add":{"text":" };","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:628"}},{"Add":{"text":" }","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:634"}},{"Add":{"text":" return {};","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:649"}},{"Add":{"text":" }","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:653"}},{"Add":{"text":"}","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:655"}},{"Add":{"text":"","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:656"}}]}},{"Edit":{"inode":{"change":5,"pos":22},"path":"test/dartmcts_test.dart","line":202,"atom":{"NewVertex":{"up_context":[{"change":5,"pos":3712}],"down_context":[{"change":5,"pos":5876}],"flag":"BLOCK","start":658,"end":1575,"inode":{"change":5,"pos":22}}},"contents":[{"Add":{"text":" test('visits neural net prescribed nodes more frequently', () {","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:723"}},{"Add":{"text":" var o = TicTacToePlayer.O;","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:754"}},{"Add":{"text":" var x = TicTacToePlayer.X;","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:785"}},{"Add":{"text":" var e;","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:796"}},{"Add":{"text":" var ttgg = TicTacToeGame(","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:826"}},{"Add":{"text":" board: [e, e, e, e, e, e, e, e, e], currentPlayer: o, scores: {});","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:901"}},{"Add":{"text":" MCTSResult result = MCTS(gameState: ttgg)","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:970"}},{"Add":{"text":" .getSimulationResult(iterations: 100, nnpv: testNNPV());","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1035"}},{"Add":{"text":" expect(result.root!.children.length, equals(9));","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1088"}},{"Add":{"text":" expect(result.maxDepth, equals(9));","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1128"}},{"Add":{"text":" Map visits = {};","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1160"}},{"Add":{"text":" result.root!.children.forEach((key, value) {","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1209"}},{"Add":{"text":" visits[value.move] = value.visits;","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1250"}},{"Add":{"text":" });","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1258"}},{"Add":{"text":" print(visits);","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1277"}},{"Add":{"text":" ttgg = TicTacToeGame(","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1303"}},{"Add":{"text":" board: [e, e, e, e, e, e, e, e, e], currentPlayer: o, scores: {});","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1378"}},{"Add":{"text":" result = MCTS(gameState: ttgg).getSimulationResult(iterations: 100);","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1451"}},{"Add":{"text":" result.root!.children.forEach((key, value) {","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1500"}},{"Add":{"text":" visits[value.move] = value.visits;","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1541"}},{"Add":{"text":" });","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1549"}},{"Add":{"text":" print(visits);","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1568"}},{"Add":{"text":" });","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1574"}}]}},{"Edit":{"inode":{"change":5,"pos":12817},"path":"lib/dartmcts.dart","line":18,"atom":{"NewVertex":{"up_context":[{"change":5,"pos":7406}],"down_context":[{"change":5,"pos":13218}],"flag":"BLOCK","start":1583,"end":1810,"inode":{"change":5,"pos":12817}}},"contents":[{"Add":{"text":"}","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1584"}},{"Add":{"text":"","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1585"}},{"Add":{"text":"abstract class NeuralNetworkPolicyAndValue {","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1652"}},{"Add":{"text":" Map getMoveProbabilities(","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1698"}},{"Add":{"text":" GameState game);","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1745"}},{"Add":{"text":" double getCurrentValue(GameState game);","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1809"}}]}},{"Edit":{"inode":{"change":5,"pos":12817},"path":"lib/dartmcts.dart","line":41,"atom":{"NewVertex":{"up_context":[{"change":5,"pos":7736}],"down_context":[{"change":4,"pos":10}],"flag":"BLOCK","start":1811,"end":1904,"inode":{"change":5,"pos":12817}}},"contents":[{"Add":{"text":" NeuralNetworkPolicyAndValue? nnpv;","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1847"}},{"Add":{"text":" Map _moveProbabilitiesFromNN = {};","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1903"}}]}},{"Edit":{"inode":{"change":5,"pos":12817},"path":"lib/dartmcts.dart","line":44,"atom":{"NewVertex":{"up_context":[{"change":4,"pos":40}],"down_context":[{"change":5,"pos":13607}],"flag":"BLOCK","start":1905,"end":1958,"inode":{"change":5,"pos":12817}}},"contents":[{"Add":{"text":" int? useValueAfterDepth;","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1931"}},{"Add":{"text":" double? valueThreshold;","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:1957"}}]}},{"Replacement":{"inode":{"change":5,"pos":12817},"path":"lib/dartmcts.dart","line":55,"ins":{"up_context":[{"change":4,"pos":173}],"down_context":[{"change":4,"pos":248}],"flag":"BLOCK","start":1959,"end":2103,"inode":{"change":5,"pos":12817}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":4,"pos":173},"to":{"change":4,"start":173,"end":248},"introduced_by":4}],"inode":{"change":5,"pos":12817}},"ins_contents":[{"Add":{"text":" this.c = 1.41421356237, // square root of 2","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:2006"}},{"Add":{"text":" this.backpropObserver,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:2033"}},{"Add":{"text":" this.nnpv,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:2048"}},{"Add":{"text":" this.useValueAfterDepth,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:2077"}},{"Add":{"text":" this.valueThreshold,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:2102"}}],"del_contents":[{"Del":{"text":" this.c = 1.41421356237,","pos":"KN2H7F5CIEAKA5XQ4NQXAZV25VNZ6AV7Q3M2FVOX2JF7JKMDFDCAC:200"}},{"Del":{"text":" this.backpropObserver, // square root of 2","pos":"KN2H7F5CIEAKA5XQ4NQXAZV25VNZ6AV7Q3M2FVOX2JF7JKMDFDCAC:247"}}]}},{"Replacement":{"inode":{"change":5,"pos":12817},"path":"lib/dartmcts.dart","line":85,"ins":{"up_context":[{"change":5,"pos":14208}],"down_context":[{"change":5,"pos":14237}],"flag":"BLOCK","start":2104,"end":2247,"inode":{"change":5,"pos":12817}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":5,"pos":14208},"to":{"change":5,"start":14208,"end":14237},"introduced_by":5}],"inode":{"change":5,"pos":12817}},"ins_contents":[{"Add":{"text":" depth: depth + 1,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:2131"}},{"Add":{"text":" nnpv: nnpv,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:2153"}},{"Add":{"text":" useValueAfterDepth: useValueAfterDepth,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:2203"}},{"Add":{"text":" valueThreshold: valueThreshold);","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:2246"}}],"del_contents":[{"Del":{"text":" depth: depth + 1);","pos":"U3JHTSEMJLXNKOMAQJQPZKRW6GRPHYLG6DK53XVADIETKVCS2MFQC:14236"}}]}},{"Replacement":{"inode":{"change":5,"pos":12817},"path":"lib/dartmcts.dart","line":107,"ins":{"up_context":[{"change":5,"pos":14732}],"down_context":[{"change":5,"pos":14767}],"flag":"BLOCK","start":2248,"end":2316,"inode":{"change":5,"pos":12817}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":5,"pos":14732},"to":{"change":5,"start":8160,"end":8209},"introduced_by":5}],"inode":{"change":5,"pos":12817}},"ins_contents":[{"Add":{"text":" double ucb1(PlayerType player, int maxScore, double priorScore) {","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:2315"}}],"del_contents":[{"Del":{"text":" double ucb1(PlayerType player, int maxScore) {","pos":"WN26XTZ7IZN4WNAVXZ4NKD4CXIU7IC6V7BFNVICNMQUVHBZXBNCAC:8208"}}]}},{"Replacement":{"inode":{"change":5,"pos":12817},"path":"lib/dartmcts.dart","line":114,"ins":{"up_context":[{"change":3,"pos":111}],"down_context":[{"change":5,"pos":8457}],"flag":"BLOCK","start":2317,"end":2391,"inode":{"change":5,"pos":12817}},"del":{"edges":[{"previous":"","flag":"DELETED","from":{"change":3,"pos":111},"to":{"change":5,"start":8396,"end":8457},"introduced_by":3},{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":5,"pos":8396},"to":{"change":5,"start":8396,"end":8457},"introduced_by":5}],"inode":{"change":5,"pos":12817}},"ins_contents":[{"Add":{"text":" (c * priorScore * sqrt(log(parent!.visits.toDouble() / visits)));","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:2390"}}],"del_contents":[{"Del":{"text":" (c * sqrt(log(parent!.visits.toDouble() / visits)));","pos":"WN26XTZ7IZN4WNAVXZ4NKD4CXIU7IC6V7BFNVICNMQUVHBZXBNCAC:8456"}}]}},{"Edit":{"inode":{"change":5,"pos":12817},"path":"lib/dartmcts.dart","line":127,"atom":{"NewVertex":{"up_context":[{"change":5,"pos":8650}],"down_context":[{"change":5,"pos":8650}],"flag":"BLOCK","start":2392,"end":2617,"inode":{"change":5,"pos":12817}}},"contents":[{"Add":{"text":" if (nnpv != null && _moveProbabilitiesFromNN.isEmpty) {","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:2451"}},{"Add":{"text":" _moveProbabilitiesFromNN = nnpv!.getMoveProbabilities(","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:2512"}},{"Add":{"text":" gameState as GameState)","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:2573"}},{"Add":{"text":" as Map;","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:2610"}},{"Add":{"text":" }","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:2616"}}]}},{"Replacement":{"inode":{"change":5,"pos":12817},"path":"lib/dartmcts.dart","line":152,"ins":{"up_context":[{"change":5,"pos":6459}],"down_context":[{"change":5,"pos":6566}],"flag":"BLOCK","start":2618,"end":2867,"inode":{"change":5,"pos":12817}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":5,"pos":6459},"to":{"change":5,"start":6459,"end":6480},"introduced_by":5},{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":5,"pos":6480},"to":{"change":5,"start":8925,"end":9013},"introduced_by":5}],"inode":{"change":5,"pos":12817}},"ins_contents":[{"Add":{"text":" double bScore = b.value","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:2647"}},{"Add":{"text":" .ucb1(player, maxScore, _moveProbabilitiesFromNN[b.key] ?? 1.0);","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:2722"}},{"Add":{"text":" double aScore = a.value","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:2752"}},{"Add":{"text":" .ucb1(player, maxScore, _moveProbabilitiesFromNN[a.key] ?? 1.0);","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:2827"}},{"Add":{"text":" return bScore.compareTo(aScore);","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:2866"}}],"del_contents":[{"Del":{"text":" return b.value","pos":"LT2L5OITYEO7I6P5WA35E5FJ5AUGPMLFYYKPVI4WLBIH65AINECQC:6479"}},{"Del":{"text":" .ucb1(player, maxScore)","pos":"WN26XTZ7IZN4WNAVXZ4NKD4CXIU7IC6V7BFNVICNMQUVHBZXBNCAC:8958"}},{"Del":{"text":" .compareTo(a.value.ucb1(player, maxScore));","pos":"WN26XTZ7IZN4WNAVXZ4NKD4CXIU7IC6V7BFNVICNMQUVHBZXBNCAC:9012"}}]}},{"Edit":{"inode":{"change":5,"pos":12817},"path":"lib/dartmcts.dart","line":172,"atom":{"EdgeMap":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":4,"pos":380},"to":{"change":4,"start":380,"end":411},"introduced_by":4}],"inode":{"change":5,"pos":12817}}},"contents":[{"Del":{"text":" int maxDepth = this.depth;","pos":"KN2H7F5CIEAKA5XQ4NQXAZV25VNZ6AV7Q3M2FVOX2JF7JKMDFDCAC:410"}}]}},{"Replacement":{"inode":{"change":5,"pos":12817},"path":"lib/dartmcts.dart","line":228,"ins":{"up_context":[{"change":4,"pos":676}],"down_context":[{"change":5,"pos":17304}],"flag":"BLOCK","start":2868,"end":3160,"inode":{"change":5,"pos":12817}},"del":{"edges":[{"previous":"","flag":"DELETED","from":{"change":4,"pos":676},"to":{"change":5,"start":17107,"end":17163},"introduced_by":4},{"previous":"","flag":"DELETED","from":{"change":5,"pos":6860},"to":{"change":5,"start":17107,"end":17163},"introduced_by":5},{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":5,"pos":17107},"to":{"change":5,"start":17107,"end":17163},"introduced_by":5},{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":5,"pos":17163},"to":{"change":5,"start":9920,"end":9972},"introduced_by":5},{"previous":"","flag":"DELETED","from":{"change":5,"pos":9972},"to":{"change":5,"start":6912,"end":6940},"introduced_by":5},{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":5,"pos":6912},"to":{"change":5,"start":6912,"end":6940},"introduced_by":5},{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":5,"pos":6940},"to":{"change":5,"start":9973,"end":10037},"introduced_by":5}],"inode":{"change":5,"pos":12817}},"ins_contents":[{"Add":{"text":" MCTSResult getSimulationResult({","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:2924"}},{"Add":{"text":" Node? initialRootNode,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:2973"}},{"Add":{"text":" int iterations = 100,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:2999"}},{"Add":{"text":" double? maxSeconds,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3023"}},{"Add":{"text":" List? actualMoves,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3056"}},{"Add":{"text":" NeuralNetworkPolicyAndValue? nnpv,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3095"}},{"Add":{"text":" int? useValueAfterDepth,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3124"}},{"Add":{"text":" double? valueThreshold,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3152"}},{"Add":{"text":" }) {","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3159"}}],"del_contents":[{"Del":{"text":" MCTSResult getSimulationResult(","pos":"U3JHTSEMJLXNKOMAQJQPZKRW6GRPHYLG6DK53XVADIETKVCS2MFQC:17162"}},{"Del":{"text":" {Node? initialRootNode,","pos":"WN26XTZ7IZN4WNAVXZ4NKD4CXIU7IC6V7BFNVICNMQUVHBZXBNCAC:9971"}},{"Del":{"text":" int iterations = 100,","pos":"LT2L5OITYEO7I6P5WA35E5FJ5AUGPMLFYYKPVI4WLBIH65AINECQC:6939"}},{"Del":{"text":" double? maxSeconds,","pos":"WN26XTZ7IZN4WNAVXZ4NKD4CXIU7IC6V7BFNVICNMQUVHBZXBNCAC:9998"}},{"Del":{"text":" List? actualMoves}) {","pos":"WN26XTZ7IZN4WNAVXZ4NKD4CXIU7IC6V7BFNVICNMQUVHBZXBNCAC:10036"}}]}},{"Replacement":{"inode":{"change":5,"pos":12817},"path":"lib/dartmcts.dart","line":240,"ins":{"up_context":[{"change":4,"pos":700}],"down_context":[{"change":5,"pos":17445}],"flag":"BLOCK","start":3161,"end":3408,"inode":{"change":5,"pos":12817}},"del":{"edges":[{"previous":"BLOCK","flag":"BLOCK | DELETED","from":{"change":4,"pos":700},"to":{"change":4,"start":700,"end":841},"introduced_by":4}],"inode":{"change":5,"pos":12817}},"ins_contents":[{"Add":{"text":" gameState: gameState,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3190"}},{"Add":{"text":" parent: null,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3212"}},{"Add":{"text":" move: null,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3232"}},{"Add":{"text":" c: c,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3246"}},{"Add":{"text":" backpropObserver: backpropObserver,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3290"}},{"Add":{"text":" nnpv: nnpv,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3310"}},{"Add":{"text":" useValueAfterDepth: useValueAfterDepth,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3358"}},{"Add":{"text":" valueThreshold: valueThreshold,","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3398"}},{"Add":{"text":" );","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3407"}}],"del_contents":[{"Del":{"text":" gameState: gameState,","pos":"KN2H7F5CIEAKA5XQ4NQXAZV25VNZ6AV7Q3M2FVOX2JF7JKMDFDCAC:731"}},{"Del":{"text":" parent: null,","pos":"KN2H7F5CIEAKA5XQ4NQXAZV25VNZ6AV7Q3M2FVOX2JF7JKMDFDCAC:755"}},{"Del":{"text":" move: null,","pos":"KN2H7F5CIEAKA5XQ4NQXAZV25VNZ6AV7Q3M2FVOX2JF7JKMDFDCAC:777"}},{"Del":{"text":" c: c,","pos":"KN2H7F5CIEAKA5XQ4NQXAZV25VNZ6AV7Q3M2FVOX2JF7JKMDFDCAC:793"}},{"Del":{"text":" backpropObserver: backpropObserver);","pos":"KN2H7F5CIEAKA5XQ4NQXAZV25VNZ6AV7Q3M2FVOX2JF7JKMDFDCAC:840"}}]}},{"Edit":{"inode":{"change":5,"pos":12817},"path":"lib/dartmcts.dart","line":269,"atom":{"NewVertex":{"up_context":[{"change":5,"pos":10155}],"down_context":[{"change":2,"pos":10}],"flag":"BLOCK","start":3409,"end":3419,"inode":{"change":5,"pos":12817}}},"contents":[{"Add":{"text":"","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3409"}},{"Add":{"text":" t:","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3418"}}]}},{"Edit":{"inode":{"change":5,"pos":12817},"path":"lib/dartmcts.dart","line":273,"atom":{"NewVertex":{"up_context":[{"change":2,"pos":109}],"down_context":[{"change":5,"pos":18098}],"flag":"BLOCK","start":3420,"end":3870,"inode":{"change":5,"pos":12817}}},"contents":[{"Add":{"text":" if (currentNode.useValueAfterDepth != null &&","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3473"}},{"Add":{"text":" currentNode.depth >= currentNode.useValueAfterDepth!) {","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3541"}},{"Add":{"text":" if (currentNode.nnpv!.getCurrentValue(currentNode.gameState!) >=","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3616"}},{"Add":{"text":" currentNode.valueThreshold!) {","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3661"}},{"Add":{"text":" currentNode.gameState!.winner =","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3705"}},{"Add":{"text":" currentNode.gameState!.currentPlayer;","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3759"}},{"Add":{"text":" } else {","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3778"}},{"Add":{"text":" currentNode.gameState!.winner = null;","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3828"}},{"Add":{"text":" }","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3840"}},{"Add":{"text":" break t;","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3859"}},{"Add":{"text":" }","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3869"}}]}},{"Edit":{"inode":{"change":5,"pos":12817},"path":"lib/dartmcts.dart","line":287,"atom":{"NewVertex":{"up_context":[{"change":5,"pos":18190}],"down_context":[{"change":10,"pos":3444}],"flag":"BLOCK","start":3871,"end":3872,"inode":{"change":5,"pos":12817}}},"contents":[{"Add":{"text":"","pos":"UXWFBRYCNZIYOGP6MGMT5KGY6NFS566QDDJJZIP3YJODQI5QIHDAC:3871"}}]}}],"owner":"dbravender","repo":"dartmcts","token":"rXnm+FXQp4yEL451gMGwyGJ0wYRd8Tlfz0M/u1IQIUE=","login":null}

…

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