feat: Improved how NNUE Evalutes

.codesight/CODESIGHT.md

@@ -94,18 +94,34 @@
   - function getBot
   - function listBots
 - `modules/bot/src/main/scala/de/nowchess/bot/Config.scala` — class Config
-- `modules/bot/src/main/scala/de/nowchess/bot/ai/Weights.scala`
-  - class Weights
+- `modules/bot/src/main/scala/de/nowchess/bot/ai/Evaluation.scala`
+  - class Evaluation
   - class CHECKMATE_SCORE
   - class DRAW_SCORE
   - function evaluate
-- `modules/bot/src/main/scala/de/nowchess/bot/bots/classic/EvaluationClassic.scala` — class EvaluationClassic, function evaluate
+  - function initAccumulator
+  - function copyAccumulator
+  - _...2 more_
+- `modules/bot/src/main/scala/de/nowchess/bot/bots/classic/EvaluationClassic.scala`
+  - class EvaluationClassic
+  - function evaluate
+  - function countRay
 - `modules/bot/src/main/scala/de/nowchess/bot/bots/nnue/EvaluationNNUE.scala` — class EvaluationNNUE, function evaluate
 - `modules/bot/src/main/scala/de/nowchess/bot/bots/nnue/NNUE.scala`
   - class NNUE
+  - function initAccumulator
+  - function pushAccumulator
+  - function copyAccumulator
+  - function evaluateAtPly
   - function evaluate
-  - function benchmark
-- `modules/bot/src/main/scala/de/nowchess/bot/logic/AlphaBetaSearch.scala` — function bestMove, function bestMoveWithTime
+  - _...1 more_
+- `modules/bot/src/main/scala/de/nowchess/bot/logic/AlphaBetaSearch.scala`
+  - function bestMove
+  - function bestMoveWithTime
+  - function loop
+  - function loop
+  - function loop
+  - function loop
 - `modules/bot/src/main/scala/de/nowchess/bot/logic/MoveOrdering.scala`
   - class MoveOrdering
   - class OrderingContext
@@ -118,7 +134,7 @@
   - function probe
   - function store
   - function clear
-- `modules/bot/src/main/scala/de/nowchess/bot/util/PolyglotBook.scala` — function probe
+- `modules/bot/src/main/scala/de/nowchess/bot/util/PolyglotBook.scala` — function probe, function select
 - `modules/bot/src/main/scala/de/nowchess/bot/util/PolyglotHash.scala` — class PolyglotHash, function hash
 - `modules/bot/src/main/scala/de/nowchess/bot/util/ZobristHash.scala`
   - class ZobristHash
@@ -254,11 +270,11 @@
 
 - `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala` — imported by **59** files
 - `modules/api/src/main/scala/de/nowchess/api/board/Square.scala` — imported by **39** files
+- `modules/api/src/main/scala/de/nowchess/api/move/Move.scala` — imported by **39** files
 - `modules/api/src/main/scala/de/nowchess/api/board/Color.scala` — imported by **36** files
-- `modules/api/src/main/scala/de/nowchess/api/move/Move.scala` — imported by **36** files
 - `modules/api/src/main/scala/de/nowchess/api/board/Board.scala` — imported by **22** files
 - `modules/api/src/main/scala/de/nowchess/api/board/PieceType.scala` — imported by **21** files
-- `modules/api/src/main/scala/de/nowchess/api/board/Piece.scala` — imported by **20** files
+- `modules/api/src/main/scala/de/nowchess/api/board/Piece.scala` — imported by **21** files
 - `modules/rule/src/main/scala/de/nowchess/rules/sets/DefaultRules.scala` — imported by **17** files
 - `modules/rule/src/main/scala/de/nowchess/rules/RuleSet.scala` — imported by **10** files
 - `modules/io/src/main/scala/de/nowchess/io/fen/FenParser.scala` — imported by **10** files
@@ -275,13 +291,13 @@
 
 ## Import Map (who imports what)
 
-- `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala` ← `modules/bot/src/main/scala/de/nowchess/bot/Bot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/ai/Weights.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/ClassicalBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/HybridBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/NNUEBot.scala` +54 more
+- `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala` ← `modules/bot/src/main/scala/de/nowchess/bot/Bot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/ai/Evaluation.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/ClassicalBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/HybridBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/NNUEBot.scala` +54 more
 - `modules/api/src/main/scala/de/nowchess/api/board/Square.scala` ← `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala`, `modules/api/src/main/scala/de/nowchess/api/move/Move.scala`, `modules/api/src/test/scala/de/nowchess/api/game/GameContextTest.scala`, `modules/api/src/test/scala/de/nowchess/api/move/MoveTest.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/classic/EvaluationClassic.scala` +34 more
+- `modules/api/src/main/scala/de/nowchess/api/move/Move.scala` ← `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala`, `modules/api/src/test/scala/de/nowchess/api/board/BoardTest.scala`, `modules/api/src/test/scala/de/nowchess/api/game/GameContextTest.scala`, `modules/bot/src/main/scala/de/nowchess/bot/Bot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/ai/Evaluation.scala` +34 more
 - `modules/api/src/main/scala/de/nowchess/api/board/Color.scala` ← `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala`, `modules/api/src/test/scala/de/nowchess/api/game/GameContextTest.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/classic/EvaluationClassic.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/nnue/NNUE.scala`, `modules/bot/src/main/scala/de/nowchess/bot/logic/MoveOrdering.scala` +31 more
-- `modules/api/src/main/scala/de/nowchess/api/move/Move.scala` ← `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala`, `modules/api/src/test/scala/de/nowchess/api/board/BoardTest.scala`, `modules/api/src/test/scala/de/nowchess/api/game/GameContextTest.scala`, `modules/bot/src/main/scala/de/nowchess/bot/Bot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/ClassicalBot.scala` +31 more
 - `modules/api/src/main/scala/de/nowchess/api/board/Board.scala` ← `modules/api/src/main/scala/de/nowchess/api/game/GameContext.scala`, `modules/api/src/test/scala/de/nowchess/api/game/GameContextTest.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/nnue/NNUE.scala`, `modules/bot/src/main/scala/de/nowchess/bot/logic/MoveOrdering.scala`, `modules/bot/src/test/scala/de/nowchess/bot/AlphaBetaSearchTest.scala` +17 more
 - `modules/api/src/main/scala/de/nowchess/api/board/PieceType.scala` ← `modules/bot/src/main/scala/de/nowchess/bot/bots/classic/EvaluationClassic.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/nnue/NNUE.scala`, `modules/bot/src/main/scala/de/nowchess/bot/logic/AlphaBetaSearch.scala`, `modules/bot/src/main/scala/de/nowchess/bot/logic/MoveOrdering.scala`, `modules/bot/src/main/scala/de/nowchess/bot/util/PolyglotHash.scala` +16 more
-- `modules/api/src/main/scala/de/nowchess/api/board/Piece.scala` ← `modules/bot/src/main/scala/de/nowchess/bot/logic/MoveOrdering.scala`, `modules/bot/src/main/scala/de/nowchess/bot/util/PolyglotHash.scala`, `modules/bot/src/main/scala/de/nowchess/bot/util/ZobristHash.scala`, `modules/bot/src/test/scala/de/nowchess/bot/AlphaBetaSearchTest.scala`, `modules/bot/src/test/scala/de/nowchess/bot/EvaluationTest.scala` +15 more
+- `modules/api/src/main/scala/de/nowchess/api/board/Piece.scala` ← `modules/bot/src/main/scala/de/nowchess/bot/bots/nnue/NNUE.scala`, `modules/bot/src/main/scala/de/nowchess/bot/logic/MoveOrdering.scala`, `modules/bot/src/main/scala/de/nowchess/bot/util/PolyglotHash.scala`, `modules/bot/src/main/scala/de/nowchess/bot/util/ZobristHash.scala`, `modules/bot/src/test/scala/de/nowchess/bot/AlphaBetaSearchTest.scala` +16 more
 - `modules/rule/src/main/scala/de/nowchess/rules/sets/DefaultRules.scala` ← `modules/bot/src/main/scala/de/nowchess/bot/bots/ClassicalBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/HybridBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/NNUEBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/logic/AlphaBetaSearch.scala`, `modules/bot/src/test/scala/de/nowchess/bot/AlphaBetaSearchTest.scala` +12 more
 - `modules/rule/src/main/scala/de/nowchess/rules/RuleSet.scala` ← `modules/bot/src/main/scala/de/nowchess/bot/bots/ClassicalBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/HybridBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/bots/NNUEBot.scala`, `modules/bot/src/main/scala/de/nowchess/bot/logic/AlphaBetaSearch.scala`, `modules/bot/src/test/scala/de/nowchess/bot/AlphaBetaSearchTest.scala` +5 more
 - `modules/io/src/main/scala/de/nowchess/io/fen/FenParser.scala` ← `modules/bot/src/test/scala/de/nowchess/bot/PolyglotHashTest.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/EngineTestHelpers.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEngineLoadGameTest.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEngineNotationTest.scala`, `modules/core/src/test/scala/de/nowchess/chess/engine/GameEnginePromotionTest.scala` +5 more