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New version chess engine: Alexandria 7.0.0 NNUE

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Chess engine: Alexandria 
Author: PGG106  Rating CEDR=3669

v.7.0.0
LTC Progression test
Elo   | 26.46 +- 3.35 (95%)
Conf  | 60.0+0.60s Threads=1 Hash=64MB
Games | N: 5000 W: 561 L: 181 D: 4258
Penta | [0, 114, 1915, 448, 23]
Progression test was run on the 8moves_v3.epd book.

Search Changes
A new fully staged movepicker.
Improved lmrDepth formula.
Improved SEE accuracy.
Fixed a bug that would render TT moves illegal when unpacking them.
Introduced upcoming draw detection via cuckoo tables.
Faster makemove.
Faster evaluation achieved by removing one accumulator copy and saving the eval in the TT during QS.
General simplifications and improvements.
NNUE Changes
The net shipped with this release has a new arch, the L1 size was increased to 1536 and 8 output buckets were added,
resulting in a final arch of (768->1536)x2->1x8 
Several hyperparameters improvements in the net training


Alexandria 6.1.0 - results:
Rebel 16.332/60+460 Partii
Clover 6.1.1924.5/48+148 Partii
Caissa 1.1822/44+044 Partii
Berserk 1318/43-743 Partii
RubiChess 2024011219/40-240 Partii
Obsidian 12.017/40-640 Partii
Chess-System-Tal-217/32+232 Partii
Uralochka 3.41 dev319/30+830 Partii
Velvet 7.3.018.5/30+730 Partii
Ethereal 14.2517/30+430 Partii
Vafra 14.12.1 Stockfish14.5/30-130 Partii
Stockfish 20240330 Ivec7.5/21-621 Partii
Stockfish 16.19/20-220 Partii
Viridithas 12.0.011.5/18+518 Partii
Seer 2.8.08.5/18-118 Partii
Rice 8.0.012.5/16+916 Partii
Peacekeeper 2.4011/16+616 Partii
Yuli GM Pro 165/15-515 Partii
Jet 1.212/14+1014 Partii
Arasan 24.2.29.5/14+514 Partii
Stockfish 202404116.5/14-114 Partii



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