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Retune 1000 epoch + LR tweak (*0.75 every 40 epochs) #337

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75f6e09
LR changes
eduherminio Dec 18, 2025
a0f2d21
Add tuned values, 1k epoch
eduherminio Dec 18, 2025
05683a2
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eduherminio Dec 18, 2025
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193 changes: 101 additions & 92 deletions src/eval_constants.hpp
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Expand Up @@ -5,155 +5,164 @@
namespace Clockwork {

// clang-format off
inline const PParam PAWN_MAT = S(291,312);
inline const PParam KNIGHT_MAT = S(1137,913);
inline const PParam BISHOP_MAT = S(1226,947);
inline const PParam ROOK_MAT = S(1712,1682);
inline const PParam QUEEN_MAT = S(3665,2886);
inline const PParam TEMPO_VAL = S(59,15);
inline const PParam PAWN_MAT = S(309, 324);
inline const PParam KNIGHT_MAT = S(1135, 912);
inline const PParam BISHOP_MAT = S(1260, 972);
inline const PParam ROOK_MAT = S(1707, 1704);
inline const PParam QUEEN_MAT = S(3730, 2874);
inline const PParam TEMPO_VAL = S(59, 15);

inline const PParam BISHOP_PAIR_VAL = S(80,178);
inline const PParam ROOK_OPEN_VAL = S(104,-29);
inline const PParam ROOK_SEMIOPEN_VAL = S(39,13);
inline const PParam BISHOP_PAIR_VAL = S(80, 178);
inline const PParam ROOK_OPEN_VAL = S(104, -29);
inline const PParam ROOK_SEMIOPEN_VAL = S(39, 13);

inline const PParam DOUBLED_PAWN_VAL = S(-37,-78);
inline const PParam DOUBLED_PAWN_VAL = S(-37, -78);

inline const PParam POTENTIAL_CHECKER_VAL = S(-75,-3);
inline const PParam OUTPOST_KNIGHT_VAL = S(7,51);
inline const PParam OUTPOST_BISHOP_VAL = S(29,27);
inline const PParam POTENTIAL_CHECKER_VAL = S(-75, -3);
inline const PParam OUTPOST_KNIGHT_VAL = S(7, 51);
inline const PParam OUTPOST_BISHOP_VAL = S(29, 27);

inline const PParam PAWN_PUSH_THREAT_KNIGHT = S(54,18);
inline const PParam PAWN_PUSH_THREAT_BISHOP = S(56,-14);
inline const PParam PAWN_PUSH_THREAT_ROOK = S(33,33);
inline const PParam PAWN_PUSH_THREAT_QUEEN = S(55,-53);
inline const PParam PAWN_PUSH_THREAT_KNIGHT = S(54, 17);
inline const PParam PAWN_PUSH_THREAT_BISHOP = S(56, -14);
inline const PParam PAWN_PUSH_THREAT_ROOK = S(33, 33);
inline const PParam PAWN_PUSH_THREAT_QUEEN = S(55, -53);

inline const std::array<PParam, 6> PAWN_PHALANX = {
S(20,20), S(63,31), S(74,70), S(190,140), S(561,241), S(925,1154),
S(20, 20), S(63, 31), S(74, 70), S(190, 140), S(561, 241), S(925, 1149)
};
inline const std::array<PParam, 5> DEFENDED_PAWN = {
S(64,43), S(61,31), S(67,57), S(147,120), S(688,-90),
S(64, 43), S(61, 31), S(67, 57), S(147, 120), S(688, -90)
};
inline const std::array<PParam, 6> PASSED_PAWN = {
S(-71,-104), S(-61,-85), S(-35,-9), S(20,70), S(42,211), S(307,314),
S(-68, -98), S(-58, -80), S(-32, -4), S(22, 76), S(45, 217), S(288, 305)
};
inline const std::array<PParam, 6> DEFENDED_PASSED_PUSH = {
S(50,-44), S(36,-6), S(21,27), S(23,76), S(92,152), S(144,296),
S(50, -44), S(36, -6), S(21, 27), S(24, 76), S(92, 152), S(144, 296)
};
inline const std::array<PParam, 6> BLOCKED_PASSED_PAWN = {
S(15,-46), S(4,3), S(1,-27), S(7,-47), S(5,-96), S(-192,-145),
S(15, -46), S(4, 3), S(0, -27), S(7, -47), S(5, -96), S(-191, -145)
};

inline const std::array<PParam, 8> FRIENDLY_KING_PASSED_PAWN_DISTANCE = {
CS(0,0), S(13,101), S(-22,89), S(-14,38), S(-1,8), S(9,13), S(39,10), S(18,-1),
S(0, 0), S(13, 101), S(-22, 88), S(-14, 37), S(0, 8), S(9, 12), S(39, 10), S(18, -2)
};
inline const std::array<PParam, 8> ENEMY_KING_PASSED_PAWN_DISTANCE = {
CS(0,0), S(-185,-49), S(32,-3), S(-11,46), S(12,76), S(17,101), S(37,100), S(-12,120),
S(0, 0), S(-187, -54), S(29, -8), S(-13, 41), S(10, 71), S(15, 96), S(35, 96), S(-15, 115)
};

inline const std::array<PParam, 9> KNIGHT_MOBILITY = {
S(-227,-224), S(-120,-61), S(-63,-8), S(-19,25), S(28,40), S(54,78), S(91,75), S(125,77), S(171,20),
S(-232, -226), S(-124, -64), S(-67, -11), S(-24, 22), S(23, 37), S(49, 75), S(86, 72), S(120, 74),
S(166, 17)
};
inline const std::array<PParam, 14> BISHOP_MOBILITY = {
S(-236,-283), S(-162,-99), S(-87,-37), S(-51,13), S(-20,44), S(-2,65), S(17,80), S(37,86), S(56,90), S(70,86), S(96,74), S(161,28), S(191,6), S(251,-28),
S(-259, -292), S(-185, -108), S(-110, -46), S(-74, 4), S(-43, 35), S(-25, 56), S(-6, 71), S(13, 77),
S(33, 81), S(47, 77), S(72, 65), S(137, 19), S(167, -3), S(228, -37)
};
inline const std::array<PParam, 15> ROOK_MOBILITY = {
S(-306,-230), S(-152,-82), S(-100,-18), S(-68,-8), S(-41,15), S(-26,37), S(-8,49), S(11,55), S(28,67), S(46,76), S(64,78), S(77,80), S(98,83), S(109,69), S(255,-58),
S(-304, -243), S(-151, -96), S(-99, -32), S(-66, -22), S(-40, 1), S(-25, 23), S(-7, 35), S(12, 41),
S(29, 53), S(47, 62), S(66, 64), S(78, 66), S(99, 69), S(110, 55), S(256, -72)
};
inline const std::array<PParam, 28> QUEEN_MOBILITY = {
S(-966,-877), S(-255,-659), S(-159,-521), S(-104,-314), S(-95,-106), S(-57,-1), S(-53,109), S(-28,123), S(-23,177), S(-11,203), S(-2,228), S(4,243), S(22,235), S(33,247), S(40,241), S(53,237), S(60,228), S(59,235), S(85,191), S(107,154), S(122,135), S(165,70), S(178,61), S(338,-112), S(372,-155), S(616,-312), S(485,-255), S(857,-453),
S(-1108, -835), S(-320, -633), S(-223, -500), S(-169, -291), S(-160, -83), S(-122, 21), S(-117, 132), S(-93, 145),
S(-88, 201), S(-76, 227), S(-67, 251), S(-61, 266), S(-42, 258), S(-32, 270), S(-25, 264), S(-12, 260),
S(-5, 251), S(-6, 258), S(20, 214), S(43, 177), S(57, 158), S(101, 92), S(113, 84), S(273, -90),
S(308, -133), S(551, -289), S(423, -234), S(826, -450)
};
inline const std::array<PParam, 9> KING_MOBILITY = {
S(448,-4), S(99,-121), S(-5,-32), S(-20,6), S(-48,10), S(-82,15), S(-61,17), S(-70,11), S(-71,-38),
S(426, 10), S(78, -106), S(-27, -16), S(-41, 22), S(-69, 25), S(-104, 31), S(-82, 32), S(-91, 26),
S(-92, -23)
};

inline const std::array<PParam, 3> KNIGHT_KING_RING = {
CS(0,0), S(88,-32), S(158,-79),
S(0, 0), S(88, -33), S(158, -79)
};
inline const std::array<PParam, 3> BISHOP_KING_RING = {
CS(0,0), S(36,-7), S(136,-45),
S(0, 0), S(36, -7), S(136, -45)
};
inline const std::array<PParam, 5> ROOK_KING_RING = {
CS(0,0), S(68,-50), S(53,-65), S(104,-64), S(162,-130),
S(0, 0), S(68, -50), S(53, -65), S(104, -64), S(161, -130)
};
inline const std::array<PParam, 6> QUEEN_KING_RING = {
CS(0,0), S(-39,27), S(-56,38), S(-1,-9), S(162,-98), S(357,-238),
S(0, 0), S(-39, 27), S(-57, 38), S(-1, -9), S(161, -97), S(357, -238)
};

inline const PParam PAWN_THREAT_KNIGHT = S(240,58);
inline const PParam PAWN_THREAT_BISHOP = S(208,102);
inline const PParam PAWN_THREAT_ROOK = S(199,56);
inline const PParam PAWN_THREAT_QUEEN = S(179,-64);
inline const PParam PAWN_THREAT_KNIGHT = S(240, 58);
inline const PParam PAWN_THREAT_BISHOP = S(208, 102);
inline const PParam PAWN_THREAT_ROOK = S(199, 56);
inline const PParam PAWN_THREAT_QUEEN = S(179, -63);

inline const PParam KNIGHT_THREAT_BISHOP = S(106,73);
inline const PParam KNIGHT_THREAT_ROOK = S(244,5);
inline const PParam KNIGHT_THREAT_QUEEN = S(156,-68);
inline const PParam KNIGHT_THREAT_BISHOP = S(106, 73);
inline const PParam KNIGHT_THREAT_ROOK = S(244, 5);
inline const PParam KNIGHT_THREAT_QUEEN = S(156, -69);

inline const PParam BISHOP_THREAT_KNIGHT = S(111,35);
inline const PParam BISHOP_THREAT_ROOK = S(244,55);
inline const PParam BISHOP_THREAT_QUEEN = S(192,49);
inline const PParam BISHOP_THREAT_KNIGHT = S(111, 35);
inline const PParam BISHOP_THREAT_ROOK = S(244, 55);
inline const PParam BISHOP_THREAT_QUEEN = S(192, 49);

inline const std::array<PParam, 9> BISHOP_PAWNS = {
S(-1,-11), S(-3,-5), S(-3,-15), S(-8,-26), S(-14,-31), S(-19,-38), S(-21,-45), S(-27,-40), S(-37,-44),
S(-1, -11), S(-3, -5), S(-3, -15), S(-8, -26), S(-14, -31), S(-19, -38), S(-21, -45), S(-27, -40),
S(-37, -44)
};

inline const std::array<PParam, 48> PAWN_PSQT = {
S(110,161), S(101,208), S(170,174), S(233,55), S(178,50), S(164,115), S(58,138), S(117,114), //
S(81,46), S(194,73), S(170,16), S(172,-42), S(125,-58), S(69,-10), S(30,37), S(-21,41), //
S(-0,13), S(20,17), S(37,-27), S(24,-41), S(6,-45), S(-36,-39), S(-77,8), S(-103,30), //
S(-26,-35), S(-8,-7), S(-12,-40), S(-30,-37), S(-56,-46), S(-76,-38), S(-128,12), S(-147,-0), //
S(-29,-65), S(35,-62), S(-14,-18), S(-45,-16), S(-66,-25), S(-105,-27), S(-125,-13), S(-149,-19), //
S(-19,-58), S(112,-54), S(67,-18), S(9,0), S(-28,-12), S(-64,-17), S(-91,6), S(-128,-6), //
S(114, 164), S(105, 211), S(174, 177), S(237, 58), S(182, 53), S(168, 118), S(62, 141), S(122, 117),
S(63, 33), S(176, 61), S(152, 4), S(154, -54), S(107, -70), S(51, -22), S(12, 25), S(-39, 29),
S(-18, 1), S(2, 5), S(19, -39), S(6, -54), S(-11, -58), S(-54, -51), S(-95, -4), S(-121, 18),
S(-44, -47), S(-26, -19), S(-30, -52), S(-48, -49), S(-74, -58), S(-94, -50), S(-146, -1), S(-164, -12),
S(-46, -77), S(17, -74), S(-32, -30), S(-63, -28), S(-84, -37), S(-123, -39), S(-142, -25), S(-167, -31),
S(-36, -70), S(94, -66), S(49, -30), S(-9, -12), S(-46, -24), S(-82, -29), S(-108, -6), S(-146, -18)
};
inline const std::array<PParam, 64> KNIGHT_PSQT = {
S(-403,-162), S(-355,58), S(-465,233), S(-127,64), S(-258,90), S(-342,96), S(-576,83), S(-547,-20), //
S(-1,-6), S(65,6), S(166,-61), S(112,5), S(114,12), S(51,-14), S(-9,7), S(-28,-39), //
S(55,-32), S(98,13), S(189,4), S(141,27), S(140,17), S(59,25), S(48,-0), S(-48,7), //
S(110,2), S(100,24), S(130,29), S(108,57), S(117,44), S(84,37), S(59,-5), S(34,2), //
S(99,-18), S(125,-21), S(119,5), S(91,22), S(82,30), S(79,25), S(52,-3), S(38,-58), //
S(11,-27), S(42,-39), S(37,-18), S(48,25), S(54,22), S(-3,0), S(2,-39), S(-38,-45), //
S(13,-12), S(34,-40), S(18,-34), S(18,-15), S(5,-21), S(-23,-42), S(-12,-56), S(-69,-124), //
S(-36,-63), S(2,-20), S(20,-43), S(29,-36), S(21,-28), S(-27,-59), S(-39,-35), S(-88,-87), //
S(-395, -158), S(-347, 61), S(-456, 236), S(-121, 69), S(-250, 93), S(-334, 100), S(-569, 87), S(-540, -17),
S(5, -2), S(71, 11), S(173, -57), S(119, 9), S(121, 16), S(58, -9), S(-2, 11), S(-21, -35),
S(62, -29), S(105, 17), S(196, 8), S(148, 31), S(146, 21), S(66, 29), S(55, 4), S(-41, 12),
S(117, 6), S(107, 28), S(137, 33), S(115, 61), S(124, 48), S(91, 41), S(66, -1), S(41, 5),
S(106, -14), S(132, -17), S(125, 9), S(98, 26), S(89, 34), S(86, 29), S(59, 1), S(45, -54),
S(18, -23), S(49, -35), S(43, -14), S(54, 29), S(61, 26), S(4, 4), S(9, -35), S(-31, -41),
S(20, -8), S(41, -36), S(25, -30), S(25, -11), S(12, -17), S(-16, -38), S(-5, -51), S(-62, -120),
S(-29, -59), S(9, -16), S(27, -39), S(35, -32), S(28, -25), S(-20, -55), S(-32, -31), S(-82, -83)
};
inline const std::array<PParam, 64> BISHOP_PSQT = {
S(-162,84), S(-183,64), S(-426,92), S(-305,105), S(-256,108), S(-425,134), S(-166,111), S(-118,87), //
S(10,-28), S(-8,47), S(12,29), S(-9,34), S(-34,49), S(4,40), S(-19,30), S(-53,33), //
S(40,29), S(86,19), S(163,26), S(93,26), S(68,29), S(43,41), S(101,13), S(-0,30), //
S(57,-16), S(70,16), S(105,18), S(103,43), S(110,43), S(48,41), S(37,18), S(-11,25), //
S(58,-44), S(65,-6), S(72,10), S(72,34), S(64,50), S(24,41), S(8,4), S(4,-38), //
S(70,-35), S(110,-21), S(115,-7), S(55,33), S(37,39), S(39,34), S(67,-10), S(35,-32), //
S(57,-70), S(107,-46), S(77,-34), S(49,-4), S(40,-19), S(41,-30), S(23,-15), S(43,-79), //
S(53,-51), S(39,-5), S(44,2), S(55,-32), S(63,-43), S(60,-1), S(52,-29), S(34,-32), //
S(-174, 69), S(-195, 50), S(-437, 77), S(-316, 90), S(-267, 93), S(-435, 119), S(-178, 96), S(-129, 72),
S(-2, -44), S(-20, 32), S(0, 14), S(-20, 19), S(-45, 34), S(-8, 25), S(-30, 15), S(-65, 18),
S(29, 14), S(74, 3), S(152, 11), S(82, 10), S(56, 14), S(31, 26), S(90, -2), S(-12, 15),
S(45, -31), S(58, 0), S(93, 3), S(92, 28), S(98, 28), S(36, 26), S(25, 3), S(-23, 10),
S(46, -59), S(54, -22), S(61, -5), S(61, 19), S(53, 35), S(13, 26), S(-3, -11), S(-8, -54),
S(59, -50), S(98, -37), S(103, -23), S(44, 18), S(26, 24), S(27, 19), S(55, -25), S(23, -47),
S(46, -85), S(95, -61), S(66, -49), S(38, -19), S(29, -34), S(30, -45), S(12, -30), S(31, -94),
S(41, -66), S(28, -20), S(33, -13), S(43, -47), S(52, -58), S(49, -16), S(40, -44), S(23, -47)
};
inline const std::array<PParam, 64> ROOK_PSQT = {
S(106,12), S(171,10), S(100,41), S(100,35), S(108,24), S(56,37), S(64,40), S(72,45), //
S(14,70), S(101,45), S(176,22), S(101,66), S(117,53), S(64,63), S(4,81), S(-5,87), //
S(3,47), S(151,6), S(181,-0), S(182,-4), S(136,6), S(61,47), S(79,34), S(-41,85), //
S(-28,41), S(48,34), S(80,25), S(102,-11), S(70,13), S(9,61), S(-9,60), S(-80,68), //
S(-93,-8), S(-11,-3), S(-26,14), S(-43,15), S(-48,12), S(-66,52), S(-96,48), S(-115,38), //
S(-116,-29), S(-41,-55), S(-47,-25), S(-66,-24), S(-50,-43), S(-99,12), S(-102,-6), S(-124,-9), //
S(-178,-18), S(-78,-78), S(-54,-63), S(-49,-61), S(-56,-56), S(-75,-40), S(-96,-62), S(-127,-46), //
S(-143,-17), S(-112,-11), S(-59,-47), S(-34,-64), S(-47,-49), S(-60,-37), S(-76,-46), S(-93,-29), //
S(108, 4), S(174, 3), S(103, 33), S(103, 28), S(111, 16), S(59, 29), S(66, 33), S(74, 37),
S(17, 62), S(104, 37), S(178, 15), S(103, 58), S(119, 45), S(67, 55), S(7, 73), S(-2, 79),
S(5, 39), S(154, -2), S(184, -8), S(184, -12), S(139, -2), S(64, 39), S(81, 27), S(-38, 77),
S(-26, 33), S(51, 26), S(82, 17), S(105, -19), S(73, 5), S(11, 53), S(-7, 52), S(-77, 60),
S(-90, -16), S(-9, -11), S(-24, 6), S(-40, 7), S(-46, 4), S(-63, 44), S(-93, 41), S(-112, 30),
S(-114, -36), S(-39, -63), S(-44, -33), S(-64, -32), S(-47, -50), S(-97, 4), S(-99, -14), S(-122, -17),
S(-176, -25), S(-75, -85), S(-51, -71), S(-47, -68), S(-54, -64), S(-73, -47), S(-93, -70), S(-125, -53),
S(-141, -24), S(-110, -19), S(-56, -55), S(-31, -72), S(-45, -57), S(-58, -45), S(-73, -53), S(-91, -37)
};
inline const std::array<PParam, 64> QUEEN_PSQT = {
S(38,43), S(77,8), S(81,14), S(-38,143), S(33,62), S(-23,89), S(42,4), S(-22,29), //
S(24,81), S(-49,176), S(-53,231), S(-141,263), S(-113,209), S(-123,207), S(-74,113), S(-39,53), //
S(-18,113), S(72,109), S(12,186), S(-5,197), S(-46,179), S(-78,178), S(-7,72), S(-42,45), //
S(50,26), S(54,95), S(18,130), S(6,195), S(-16,180), S(-25,114), S(13,20), S(-1,-12), //
S(15,53), S(50,15), S(24,85), S(-16,142), S(-29,129), S(-22,86), S(-11,8), S(-9,-42), //
S(25,-105), S(50,-62), S(51,7), S(-3,34), S(9,-9), S(12,-4), S(23,-74), S(-1,-68), //
S(10,-212), S(44,-311), S(31,-175), S(48,-103), S(22,-83), S(39,-154), S(13,-92), S(-5,-90), //
S(-46,-132), S(15,-382), S(12,-369), S(39,-275), S(41,-193), S(45,-238), S(32,-198), S(-22,-122), //
S(36, 33), S(76, -1), S(80, 4), S(-40, 134), S(31, 52), S(-25, 80), S(41, -5), S(-23, 19),
S(23, 72), S(-50, 166), S(-54, 221), S(-143, 253), S(-114, 199), S(-125, 198), S(-76, 103), S(-40, 43),
S(-19, 104), S(71, 100), S(10, 177), S(-6, 187), S(-47, 170), S(-80, 168), S(-9, 63), S(-43, 35),
S(49, 17), S(53, 85), S(16, 121), S(5, 186), S(-18, 171), S(-27, 105), S(11, 11), S(-2, -21),
S(14, 44), S(48, 5), S(22, 75), S(-18, 133), S(-30, 120), S(-24, 77), S(-12, -2), S(-10, -51),
S(24, -115), S(48, -71), S(49, -2), S(-4, 25), S(7, -18), S(11, -13), S(21, -84), S(-2, -77),
S(9, -221), S(42, -321), S(30, -185), S(46, -112), S(20, -92), S(37, -164), S(11, -101), S(-6, -99),
S(-47, -141), S(14, -391), S(10, -379), S(37, -284), S(40, -202), S(43, -247), S(30, -208), S(-24, -131)
};
inline const std::array<PParam, 64> KING_PSQT = {
S(-136,-382), S(93,-23), S(-65,29), S(-173,53), S(20,-11), S(20,-11), S(20,-11), S(20,-11), //
S(190,-116), S(5,142), S(22,127), S(127,58), S(20,-11), S(20,-11), S(20,-11), S(20,-11), //
S(-37,55), S(66,134), S(106,102), S(91,57), S(20,-11), S(20,-11), S(20,-11), S(20,-11), //
S(-257,79), S(31,94), S(24,91), S(-30,76), S(20,-11), S(20,-11), S(20,-11), S(20,-11), //
S(-230,36), S(-47,67), S(-30,72), S(-113,108), S(20,-11), S(20,-11), S(20,-11), S(20,-11), //
S(-136,6), S(56,9), S(-34,60), S(-78,86), S(20,-11), S(20,-11), S(20,-11), S(20,-11), //
S(80,-85), S(134,-45), S(45,2), S(-37,46), S(20,-11), S(20,-11), S(20,-11), S(20,-11), //
S(-44,-114), S(87,-104), S(-14,-68), S(-31,-67), S(20,-11), S(20,-11), S(20,-11), S(20,-11), //
};
// Epoch duration: 61.8411s
S(-145, -383), S(90, -26), S(-68, 27), S(-178, 52), S(16, -16), S(16, -16), S(16, -16), S(16, -16),
S(185, -118), S(1, 139), S(17, 125), S(121, 55), S(16, -16), S(16, -16), S(16, -16), S(16, -16),
S(-42, 53), S(62, 131), S(101, 100), S(86, 55), S(16, -16), S(16, -16), S(16, -16), S(16, -16),
S(-262, 77), S(27, 92), S(19, 89), S(-35, 74), S(16, -16), S(16, -16), S(16, -16), S(16, -16),
S(-235, 34), S(-52, 65), S(-35, 70), S(-118, 106), S(16, -16), S(16, -16), S(16, -16), S(16, -16),
S(-140, 4), S(52, 7), S(-39, 58), S(-82, 83), S(16, -16), S(16, -16), S(16, -16), S(16, -16),
S(75, -87), S(129, -47), S(41, 0), S(-41, 43), S(16, -16), S(16, -16), S(16, -16), S(16, -16),
S(-48, -116), S(82, -106), S(-19, -70), S(-36, -69), S(16, -16), S(16, -16), S(16, -16), S(16, -16)
};

// Epoch duration: 3.39711
// clang-format on
} // namespace Clockwork
4 changes: 2 additions & 2 deletions src/evaltune_main.cpp
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Original file line number Diff line number Diff line change
Expand Up @@ -335,8 +335,8 @@ int main() {
std::cout << "// Epoch duration: " << time::cast<time::FloatSeconds>(end - start).count()
<< "s\n";

if (epoch > 5) {
optim.set_lr(optim.get_lr() * 0.91);
if (epoch % 41 == 40) {
optim.set_lr(optim.get_lr() * 0.75);
}
}

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