tweaked mcts score evaluation: considered steps when scoring the board

This commit is contained in:
2024-01-24 18:12:32 +01:00
parent 5645657fdd
commit 7011a9a6e8
3 changed files with 9 additions and 7 deletions

View File

@@ -177,6 +177,6 @@ def score_stockfish(board: chess.Board) -> chess.engine.PovScore:
:return:
"""
engine = chess.engine.SimpleEngine.popen_uci("./stockfish/stockfish-ubuntu-x86-64-avx2")
info = engine.analyse(board, chess.engine.Limit(depth=20))
info = engine.analyse(board, chess.engine.Limit(depth=2))
engine.quit()
return info["score"]

View File

@@ -5,7 +5,7 @@ import engine
import eval
def test_mcts(seed):
def test_mcts():
fools_mate = "rnbqkbnr/pppp1ppp/4p3/8/5PP1/8/PPPPP2P/RNBQKBNR b KQkq f3 0 2"
board = chess.Board(fools_mate)
mcts_root = MCTSNode(board)
@@ -15,7 +15,7 @@ def test_mcts(seed):
print("move (mcts):", c.move, " with score:", c.score)
def test_stockfish(seed):
def test_stockfish():
fools_mate = "rnbqkbnr/pppp1ppp/4p3/8/5PP1/8/PPPPP2P/RNBQKBNR b KQkq f3 0 2"
board = chess.Board(fools_mate)
moves = {}
@@ -37,8 +37,8 @@ def analyze_results(moves: dict):
def main():
test_mcts(0)
test_stockfish(0)
test_mcts()
test_stockfish()
if __name__ == '__main__':

View File

@@ -30,21 +30,23 @@ class MCTSNode:
self.children.append(child_node)
return child_node
def _rollout(self, rollout_depth: int = 100) -> float:
def _rollout(self, rollout_depth: int = 20) -> int:
"""
Rolls out the node by simulating a game for a given depth.
Sometimes this step is called 'simulation' or 'playout'.
:return: the score of the rolled out game
"""
copied_board = self.board.copy()
steps = 1
for i in range(rollout_depth):
if copied_board.is_game_over():
break
m = engine.pick_move(copied_board)
copied_board.push(m)
steps += 1
return eval.score_manual(copied_board)
return eval.score_manual(copied_board) // steps
def _backpropagate(self, score: float) -> None:
"""