Files
tugo/encoders/sevenplane.py
T
2023-05-30 17:16:48 +08:00

58 lines
1.9 KiB
Python

# tag::sevenplane_init[]
import numpy as np
from tugo.encoders.base import Encoder
from game_logic.goboard import Move, Point
class SevenPlaneEncoder(Encoder):
def __init__(self, board_size):
self.board_width, self.board_height = board_size
self.num_planes = 7
def name(self):
return 'sevenplane'
# end::sevenplane_init[]
# tag::sevenplane_encode[]
def encode(self, game_state):
board_tensor = np.zeros(self.shape())
base_plane = {game_state.next_player: 0,
game_state.next_player.other: 3}
for row in range(self.board_height):
for col in range(self.board_width):
p = Point(row=row + 1, col=col + 1)
go_string = game_state.board.get_go_string(p)
if go_string is None:
if game_state.does_move_violate_ko(game_state.next_player,
Move.play(p)):
board_tensor[6][row][col] = 1 # <1>
else:
liberty_plane = min(3, go_string.num_liberties) - 1
liberty_plane += base_plane[go_string.color]
board_tensor[liberty_plane][row][col] = 1 # <2>
return board_tensor
# <1> Encoding moves prohibited by the ko rule
# <2> Encoding black and white stones with 1, 2 or more liberties.
# end::sevenplane_encode[]
# tag::sevenplane_rest[]
def encode_point(self, point):
return self.board_width * (point.row - 1) + (point.col - 1)
def decode_point_index(self, index):
row = index // self.board_width
col = index % self.board_width
return Point(row=row + 1, col=col + 1)
def num_points(self):
return self.board_width * self.board_height
def shape(self):
return self.num_planes, self.board_height, self.board_width
def create(board_size):
return SevenPlaneEncoder(board_size)
# end::sevenplane_rest[]