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import chess
PIECE_VALUES = {
chess.PAWN: 100,
chess.KNIGHT: 320,
chess.BISHOP: 335,
chess.ROOK: 500,
chess.QUEEN: 900,
chess.KING: 0,
}
CENTER_SQUARES = (chess.D4, chess.E4, chess.D5, chess.E5)
EXTENDED_CENTER = (
chess.C3, chess.D3, chess.E3, chess.F3,
chess.C4, chess.D4, chess.E4, chess.F4,
chess.C5, chess.D5, chess.E5, chess.F5,
chess.C6, chess.D6, chess.E6, chess.F6,
)
PIECE_MOBILITY_WEIGHTS = {
chess.KNIGHT: 4,
chess.BISHOP: 5,
chess.ROOK: 3,
chess.QUEEN: 2,
}
CENTER_AXIS_BONUS = (0, 1, 2, 3, 3, 2, 1, 0)
BISHOP_PAIR_BONUS = 35
ROOK_OPEN_FILE_BONUS = 20
ROOK_SEMIOPEN_FILE_BONUS = 10
DOUBLED_PAWN_PENALTY = 18
ISOLATED_PAWN_PENALTY = 14
BACK_RANK_MINOR_PENALTY = 10
CENTER_OCCUPANCY_BONUS = 14
CENTER_ATTACK_BONUS = 3
CASTLING_RIGHTS_BONUS = 12
CASTLED_BONUS = 18
KNIGHT_CENTER_BONUS = 6
BISHOP_CENTER_BONUS = 2
KING_ENDGAME_CENTER_BONUS = 5
UNDEFENDED_TARGET_DIVISOR = 16
OVERLOADED_TARGET_DIVISOR = 24
TEMPO_BONUS = 8
PASSED_PAWN_BONUS_BY_RANK = [0, 5, 10, 18, 28, 42, 60, 0]
LOOSE_PIECE_DIVISOR = 24
OUTNUMBERED_PIECE_DIVISOR = 40
PAWN_HARASSMENT_PENALTY = 8
CONNECTED_PAWN_BONUS = 4
PAWN_CHAIN_BONUS = 5
CENTRAL_PAWN_DUO_BONUS = 10
ADVANCED_CENTRAL_PAWN_BONUS = 3
def _phase(board: chess.Board) -> int:
phase = 0
phase += 4 * (len(board.pieces(chess.QUEEN, chess.WHITE)) + len(board.pieces(chess.QUEEN, chess.BLACK)))
phase += 2 * (len(board.pieces(chess.ROOK, chess.WHITE)) + len(board.pieces(chess.ROOK, chess.BLACK)))
phase += len(board.pieces(chess.BISHOP, chess.WHITE)) + len(board.pieces(chess.BISHOP, chess.BLACK))
phase += len(board.pieces(chess.KNIGHT, chess.WHITE)) + len(board.pieces(chess.KNIGHT, chess.BLACK))
return min(phase, 24)
def _friendly(square: int, color: chess.Color, board: chess.Board) -> bool:
return board.color_at(square) == color
def _center_axis_score(square: int) -> int:
return CENTER_AXIS_BONUS[chess.square_file(square)] + CENTER_AXIS_BONUS[chess.square_rank(square)]
def _file_pawn_counts(board: chess.Board, color: chess.Color) -> list[int]:
counts = [0] * 8
for square in board.pieces(chess.PAWN, color):
counts[chess.square_file(square)] += 1
return counts
def _pawn_structure_score(board: chess.Board, color: chess.Color) -> int:
score = 0
pawns = sorted(board.pieces(chess.PAWN, color))
enemy_pawns = list(board.pieces(chess.PAWN, not color))
file_counts = _file_pawn_counts(board, color)
for count in file_counts:
if count > 1:
score -= DOUBLED_PAWN_PENALTY * (count - 1)
for square in pawns:
file_index = chess.square_file(square)
left_count = file_counts[file_index - 1] if file_index > 0 else 0
right_count = file_counts[file_index + 1] if file_index < 7 else 0
if left_count == 0 and right_count == 0:
score -= ISOLATED_PAWN_PENALTY
rank_index = chess.square_rank(square)
blocked = False
for enemy_square in enemy_pawns:
enemy_file = chess.square_file(enemy_square)
if abs(enemy_file - file_index) > 1:
continue
enemy_rank = chess.square_rank(enemy_square)
if color == chess.WHITE and enemy_rank > rank_index:
blocked = True
break
if color == chess.BLACK and enemy_rank < rank_index:
blocked = True
break
if not blocked:
advance = rank_index if color == chess.WHITE else 7 - rank_index
score += PASSED_PAWN_BONUS_BY_RANK[advance]
return score
def _mobility_score(board: chess.Board, color: chess.Color) -> int:
score = 0
friendly_mask = board.occupied_co[color]
for piece_type, weight in PIECE_MOBILITY_WEIGHTS.items():
for square in board.pieces(piece_type, color):
attacks = board.attacks_mask(square) & ~friendly_mask
score += weight * chess.popcount(attacks)
return score
def _center_score(board: chess.Board, color: chess.Color) -> int:
score = 0
for square in CENTER_SQUARES:
if _friendly(square, color, board):
score += CENTER_OCCUPANCY_BONUS
for square in EXTENDED_CENTER:
score += CENTER_ATTACK_BONUS * chess.popcount(board.attackers_mask(color, square))
return score
def _rook_file_score(board: chess.Board, color: chess.Color) -> int:
score = 0
friendly_pawns = board.pieces(chess.PAWN, color)
enemy_pawns = board.pieces(chess.PAWN, not color)
for square in board.pieces(chess.ROOK, color):
file_index = chess.square_file(square)
friendly_on_file = any(chess.square_file(pawn_square) == file_index for pawn_square in friendly_pawns)
enemy_on_file = any(chess.square_file(pawn_square) == file_index for pawn_square in enemy_pawns)
if not friendly_on_file:
score += ROOK_SEMIOPEN_FILE_BONUS
if not enemy_on_file:
score += ROOK_OPEN_FILE_BONUS
return score
def _king_safety_score(board: chess.Board, color: chess.Color, phase: int) -> int:
king_square = board.king(color)
if king_square is None:
return 0
score = 0
king_file = chess.square_file(king_square)
king_rank = chess.square_rank(king_square)
for file_index in range(max(0, king_file - 1), min(7, king_file + 1) + 1):
shelter_ranks = [king_rank + 1, king_rank + 2] if color == chess.WHITE else [king_rank - 1, king_rank - 2]
for rank_index in shelter_ranks:
if 0 <= rank_index < 8 and _friendly(chess.square(file_index, rank_index), color, board):
score += 4
enemy_pressure = 0
for square in chess.SquareSet(chess.BB_KING_ATTACKS[king_square]):
enemy_pressure += chess.popcount(board.attackers_mask(not color, square))
score -= enemy_pressure * (2 + phase // 8)
if board.has_castling_rights(color):
score += CASTLING_RIGHTS_BONUS * phase // 24
return score
def _development_score(board: chess.Board, color: chess.Color, phase: int) -> int:
if phase <= 8:
return 0
home_rank = 0 if color == chess.WHITE else 7
penalty = 0
for piece_type in (chess.KNIGHT, chess.BISHOP):
for square in board.pieces(piece_type, color):
if chess.square_rank(square) == home_rank:
penalty += BACK_RANK_MINOR_PENALTY
return -penalty
def _base_piece_safety_score(board: chess.Board, color: chess.Color) -> int:
score = 0
for piece_type in (chess.KNIGHT, chess.BISHOP, chess.ROOK, chess.QUEEN):
for square in board.pieces(piece_type, color):
attackers_mask = board.attackers_mask(not color, square)
if not attackers_mask:
continue
attackers = chess.popcount(attackers_mask)
defenders = chess.popcount(board.attackers_mask(color, square))
if defenders == 0:
score -= PIECE_VALUES[piece_type] // LOOSE_PIECE_DIVISOR
elif attackers > defenders:
score -= PIECE_VALUES[piece_type] // OUTNUMBERED_PIECE_DIVISOR
if defenders <= attackers:
pawn_pressure = 0
for attacker_square in chess.SquareSet(attackers_mask):
if board.piece_type_at(attacker_square) == chess.PAWN:
pawn_pressure += 1
score -= pawn_pressure * PAWN_HARASSMENT_PENALTY
return score
def _base_piece_placement_score(board: chess.Board, color: chess.Color, phase: int) -> int:
score = 0
for square in board.pieces(chess.KNIGHT, color):
score += KNIGHT_CENTER_BONUS * _center_axis_score(square)
for square in board.pieces(chess.BISHOP, color):
score += BISHOP_CENTER_BONUS * _center_axis_score(square)
king_square = board.king(color)
if king_square is not None:
back_rank = 0 if color == chess.WHITE else 7
if chess.square_rank(king_square) == back_rank:
if king_square in (chess.C1, chess.G1, chess.C8, chess.G8):
rook_square = chess.square(3 if chess.square_file(king_square) == 2 else 5, back_rank)
if _friendly(rook_square, color, board):
score += CASTLED_BONUS * phase // 24
score += KING_ENDGAME_CENTER_BONUS * _center_axis_score(king_square) * (24 - phase) // 24
return score
def _base_threat_score(board: chess.Board, color: chess.Color) -> int:
score = 0
for piece_type in (chess.PAWN, chess.KNIGHT, chess.BISHOP, chess.ROOK, chess.QUEEN):
for square in board.pieces(piece_type, not color):
attackers = chess.popcount(board.attackers_mask(color, square))
if attackers == 0:
continue
defenders = chess.popcount(board.attackers_mask(not color, square))
if defenders == 0:
score += PIECE_VALUES[piece_type] // UNDEFENDED_TARGET_DIVISOR
elif attackers > defenders:
score += PIECE_VALUES[piece_type] // OVERLOADED_TARGET_DIVISOR
return score
def _structure_hook(board: chess.Board, color: chess.Color, phase: int) -> int:
"""Swarm lane: structure and castling heuristics."""
# SWARM_HOOK: structure
score = 0
pawns = board.pieces(chess.PAWN, color)
direction = 1 if color == chess.WHITE else -1
for square in pawns:
file_index = chess.square_file(square)
rank_index = chess.square_rank(square)
for neighbor_file in (file_index - 1, file_index + 1):
if 0 <= neighbor_file < 8:
neighbor_square = chess.square(neighbor_file, rank_index)
if neighbor_square in pawns:
score += CONNECTED_PAWN_BONUS
support_rank = rank_index - direction
if 0 <= support_rank < 8:
for support_file in (file_index - 1, file_index + 1):
if 0 <= support_file < 8:
support_square = chess.square(support_file, support_rank)
if support_square in pawns:
score += PAWN_CHAIN_BONUS
if file_index in (3, 4):
advance = rank_index if color == chess.WHITE else 7 - rank_index
if advance >= 3:
score += ADVANCED_CENTRAL_PAWN_BONUS
if chess.D4 in pawns and chess.E4 in pawns:
score += CENTRAL_PAWN_DUO_BONUS
if chess.D5 in pawns and chess.E5 in pawns:
score += CENTRAL_PAWN_DUO_BONUS
return score * phase // 24
def _tactical_hook(board: chess.Board, color: chess.Color, phase: int) -> int:
"""Swarm lane: tactical safety and loose-piece pressure."""
# SWARM_HOOK: tactical
score = _base_piece_safety_score(board, color)
tactical_values = {
chess.PAWN: 100,
chess.KNIGHT: 320,
chess.BISHOP: 335,
chess.ROOK: 500,
chess.QUEEN: 900,
chess.KING: 1200,
}
def _least_tactical_value(attackers_mask: int) -> int:
least = 10_000
for attacker_square in chess.SquareSet(attackers_mask):
piece_type = board.piece_type_at(attacker_square)
if piece_type is None:
continue
value = tactical_values[piece_type]
if value < least:
least = value
return least
def _exchange_edge(attacking_color: chess.Color, square: int, piece_type: int) -> int:
attackers_mask = board.attackers_mask(attacking_color, square)
if not attackers_mask:
return 0
least_attacker = _least_tactical_value(attackers_mask)
target_value = PIECE_VALUES[piece_type]
if least_attacker >= target_value:
return 0
defenders_mask = board.attackers_mask(not attacking_color, square)
edge = 0
if not defenders_mask:
edge += (target_value - least_attacker) // 16 + 4
else:
least_defender = _least_tactical_value(defenders_mask)
if least_defender > least_attacker:
edge += (least_defender - least_attacker) // 24 + 1
if chess.popcount(attackers_mask) > chess.popcount(defenders_mask):
edge += target_value // 96
return edge
for piece_type in (chess.KNIGHT, chess.BISHOP, chess.ROOK, chess.QUEEN):
for square in board.pieces(piece_type, not color):
score += _exchange_edge(color, square, piece_type)
for square in board.pieces(piece_type, color):
score -= _exchange_edge(not color, square, piece_type)
return score
def _activity_hook(board: chess.Board, color: chess.Color, phase: int) -> int:
"""Swarm lane: activity, centralization, and placement."""
# SWARM_HOOK: activity
return _base_piece_placement_score(board, color, phase)
def _pawn_endgame_hook(board: chess.Board, color: chess.Color, phase: int) -> int:
"""Swarm lane: pawn structure and endgame conversion."""
# SWARM_HOOK: pawn_endgame
return 0
def _initiative_hook(board: chess.Board, color: chess.Color, phase: int) -> int:
"""Swarm lane: threats, tempo conversion, and initiative."""
# SWARM_HOOK: initiative
return _base_threat_score(board, color)
def _side_score(board: chess.Board, color: chess.Color, phase: int) -> int:
score = 0
for piece_type, piece_value in PIECE_VALUES.items():
score += piece_value * len(board.pieces(piece_type, color))
if len(board.pieces(chess.BISHOP, color)) >= 2:
score += BISHOP_PAIR_BONUS
score += _pawn_structure_score(board, color)
score += _mobility_score(board, color)
score += _center_score(board, color)
score += _rook_file_score(board, color)
score += _king_safety_score(board, color, phase)
score += _development_score(board, color, phase)
score += _structure_hook(board, color, phase)
score += _tactical_hook(board, color, phase)
score += _activity_hook(board, color, phase)
score += _pawn_endgame_hook(board, color, phase)
score += _initiative_hook(board, color, phase)
return score
def evaluate(board: chess.Board) -> int:
if board.is_checkmate():
return -100_000 if board.turn == chess.WHITE else 100_000
if board.is_stalemate() or board.is_insufficient_material():
return 0
phase = _phase(board)
score = _side_score(board, chess.WHITE, phase) - _side_score(board, chess.BLACK, phase)
score += TEMPO_BONUS if board.turn == chess.WHITE else -TEMPO_BONUS
return score
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