From d1aa0f41237d2b4c2a29ab7b393e678a30af9d27 Mon Sep 17 00:00:00 2001 From: timmoth Date: Wed, 25 Sep 2024 21:34:07 +0100 Subject: [PATCH] Added input buckets, released v 1.1.2 --- .github/workflows/release-pipeline.yaml | 2 +- Sapling.Engine/BoardState.cs | 23 +-- Sapling.Engine/BoardStateExtensions.cs | 32 ++-- Sapling.Engine/Evaluation/NnueEvaluator.cs | 144 ++++++++++++------ Sapling.Engine/Evaluation/NnueWeights.cs | 7 +- .../WeightsHistory/17_(768x4-1024)x2-8.bin | Bin 0 -> 6326336 bytes .../Resources/WeightsHistory/log.txt | 8 + Sapling.Engine/Resources/sapling.nnue | Bin 1607744 -> 6326336 bytes Sapling/Sapling.csproj | 6 +- 9 files changed, 137 insertions(+), 85 deletions(-) create mode 100644 Sapling.Engine/Resources/WeightsHistory/17_(768x4-1024)x2-8.bin diff --git a/.github/workflows/release-pipeline.yaml b/.github/workflows/release-pipeline.yaml index 1f19c11..06280df 100644 --- a/.github/workflows/release-pipeline.yaml +++ b/.github/workflows/release-pipeline.yaml @@ -25,7 +25,7 @@ jobs: working-directory: Sapling id: get_version run: | - VERSION=1.1.1 + VERSION=1.1.2 echo "Application version: $VERSION" echo "::set-output name=version::$VERSION" diff --git a/Sapling.Engine/BoardState.cs b/Sapling.Engine/BoardState.cs index 977e6d1..fe1418b 100644 --- a/Sapling.Engine/BoardState.cs +++ b/Sapling.Engine/BoardState.cs @@ -4,7 +4,7 @@ namespace Sapling.Engine; using System.Runtime.InteropServices; -[StructLayout(LayoutKind.Explicit, Size = 142)] // Explicit layout with size control +[StructLayout(LayoutKind.Explicit, Size = 144)] // Explicit layout with size control public unsafe struct BoardStateData { // 8-byte fields (grouped together for optimal alignment) @@ -18,22 +18,23 @@ public unsafe struct BoardStateData // Grouped bools (using 1 byte each) [FieldOffset(131)] public bool WhiteToMove; // 1 byte [FieldOffset(132)] public bool InCheck; // 1 byte - [FieldOffset(133)] public bool ShouldWhiteMirrored; // 1 byte - [FieldOffset(134)] public bool ShouldBlackMirrored; // 1 byte - [FieldOffset(135)] public bool WhiteMirrored; // 1 byte - [FieldOffset(136)] public bool BlackMirrored; // 1 byte + [FieldOffset(133)] public bool WhiteMirrored; // 1 byte + [FieldOffset(134)] public bool BlackMirrored; // 1 byte // 4-byte field (for proper alignment) // CastleRights (assuming this is a byte-sized enum) - [FieldOffset(137)] public CastleRights CastleRights; // 1 byte + [FieldOffset(135)] public CastleRights CastleRights; // 1 byte // Smaller fields (grouped together for minimal padding) - [FieldOffset(138)] public byte WhiteKingSquare; // 1 byte - [FieldOffset(139)] public byte BlackKingSquare; // 1 byte - [FieldOffset(140)] public byte EnPassantFile; // 1 byte - [FieldOffset(141)] public byte PieceCount; // 1 byte - + [FieldOffset(136)] public byte WhiteKingSquare; // 1 byte + [FieldOffset(137)] public byte BlackKingSquare; // 1 byte + [FieldOffset(138)] public byte EnPassantFile; // 1 byte + [FieldOffset(139)] public byte PieceCount; // 1 byte + [FieldOffset(140)] public byte WhiteInputBucket; // 1 byte + [FieldOffset(141)] public byte BlackInputBucket; // 1 byte + [FieldOffset(142)] public bool WhiteNeedsRefresh; // 1 byte + [FieldOffset(143)] public bool BlackNeedsRefresh; // 1 byte public void CloneTo(ref BoardStateData copy) { fixed (BoardStateData* sourcePtr = &this) diff --git a/Sapling.Engine/BoardStateExtensions.cs b/Sapling.Engine/BoardStateExtensions.cs index 62c5f1c..b87e295 100644 --- a/Sapling.Engine/BoardStateExtensions.cs +++ b/Sapling.Engine/BoardStateExtensions.cs @@ -376,24 +376,6 @@ public static void UpdateCastleStatus(this ref BoardStateData board, CastleRight board.Hash ^= Zobrist.BlackQueenSideCastlingRights; } } - [MethodImpl(MethodImplOptions.AggressiveInlining)] - public static void UpdateMirrorStatus(this ref BoardStateData board,byte piece, bool fromMirroredSide, bool toMirroredSide) - { - if (fromMirroredSide == toMirroredSide) - { - return; - } - - if (piece == Constants.WhiteKing) - { - board.ShouldWhiteMirrored = toMirroredSide; - } - - if (piece == Constants.BlackKing) - { - board.ShouldBlackMirrored = toMirroredSide; - } - } [MethodImpl(MethodImplOptions.AggressiveInlining)] public static unsafe void FinishApply(this ref BoardStateData board, VectorShort* whiteAcc, VectorShort* blackAcc, ulong* hashHistory, uint m, @@ -404,6 +386,15 @@ public static unsafe void FinishApply(this ref BoardStateData board, VectorShort var (movedPiece, fromSquare, toSquare, capturedPiece, moveType) = m.Deconstruct(); + if (movedPiece == Constants.WhiteKing) + { + board.WhiteNeedsRefresh |= board.WhiteMirrored != toSquare.IsMirroredSide() || board.WhiteInputBucket != NnueEvaluator.GetKingBucket(toSquare); + } + else if (movedPiece == Constants.BlackKing) + { + board.BlackNeedsRefresh |= board.BlackMirrored != toSquare.IsMirroredSide() || board.BlackInputBucket != NnueEvaluator.GetKingBucket((byte)(toSquare ^ 0x38)); + } + if (moveType == 0) { board.Replace(whiteAcc, blackAcc, movedPiece, fromSquare, toSquare); @@ -427,8 +418,8 @@ public static unsafe void FinishApply(this ref BoardStateData board, VectorShort // Castle move if (toSquare == 62) { - board.Replace(whiteAcc, blackAcc, Constants.BlackRook, 63, 61); - board.Replace(whiteAcc, blackAcc, Constants.BlackKing, fromSquare, toSquare); + board.Replace( whiteAcc, blackAcc, Constants.BlackRook, 63, 61); + board.Replace( whiteAcc, blackAcc, Constants.BlackKing, fromSquare, toSquare); board.Hash ^= Zobrist.PiecesArray[Constants.BlackKing * 64 + fromSquare] ^ Zobrist.PiecesArray[Constants.BlackKing * 64 + toSquare] ^ Zobrist.PiecesArray[Constants.BlackRook * 64 + 63] ^ @@ -514,7 +505,6 @@ public static unsafe void FinishApply(this ref BoardStateData board, VectorShort } board.UpdateCastleStatus(prevCastle); - board.UpdateMirrorStatus(movedPiece, fromSquare.IsMirroredSide(), toSquare.IsMirroredSide()); hashHistory[board.TurnCount - 1] = board.Hash; } diff --git a/Sapling.Engine/Evaluation/NnueEvaluator.cs b/Sapling.Engine/Evaluation/NnueEvaluator.cs index fe254b6..b1781bb 100644 --- a/Sapling.Engine/Evaluation/NnueEvaluator.cs +++ b/Sapling.Engine/Evaluation/NnueEvaluator.cs @@ -22,6 +22,7 @@ public static unsafe class NnueEvaluator public const int AccumulatorSize = NnueWeights.Layer1Size / VectorSize; public const int L1ByteSize = sizeof(short) * NnueWeights.Layer1Size; + public const int InputBucketWeightCount = NnueWeights.InputSize * AccumulatorSize; [MethodImpl(MethodImplOptions.AggressiveInlining)] public static void SimdCopy(VectorShort* destination, VectorShort* source) @@ -36,14 +37,14 @@ public static void SimdCopy(VectorShort* destination, VectorShort* source) public static int Evaluate(this ref BoardStateData board, VectorShort* whiteAcc, VectorShort* blackAcc) { - if (board.WhiteMirrored != board.ShouldWhiteMirrored) + if (board.WhiteNeedsRefresh) { - board.MirrorWhite(whiteAcc); + board.RefreshWhite(whiteAcc); } - if (board.BlackMirrored != board.ShouldBlackMirrored) + if (board.BlackNeedsRefresh) { - board.MirrorBlack(blackAcc); + board.RefreshBlack(blackAcc); } var bucket = (board.PieceCount - 2) / BucketDivisor; @@ -96,15 +97,29 @@ public static int BlackFeatureIndices(bool mirrored, int piece, byte square) public static void Deactivate(this ref BoardStateData board, VectorShort* whiteAcc, VectorShort* blackAcc, int piece, int square) { var (bIdx, wIdx) = FeatureIndices(board.WhiteMirrored, board.BlackMirrored, piece, square); - SubtractWeights(whiteAcc, wIdx); - SubtractWeights(blackAcc, bIdx); + if (!board.WhiteNeedsRefresh) + { + SubtractWeights(whiteAcc, board.WhiteInputBucket, wIdx); + } + + if (!board.BlackNeedsRefresh) + { + SubtractWeights(blackAcc, board.BlackInputBucket, bIdx); + } } public static void Apply(this ref BoardStateData board, VectorShort* whiteAcc, VectorShort* blackAcc, int piece, int square) { var (bIdx, wIdx) = FeatureIndices(board.WhiteMirrored, board.BlackMirrored, piece, square); - AddWeights(whiteAcc, wIdx); - AddWeights(blackAcc, bIdx); + if (!board.WhiteNeedsRefresh) + { + AddWeights(whiteAcc, board.WhiteInputBucket, wIdx); + } + + if (!board.BlackNeedsRefresh) + { + AddWeights(blackAcc, board.BlackInputBucket, bIdx); + } } public static void Replace(this ref BoardStateData board, VectorShort* whiteAcc, VectorShort* blackAcc, int piece, int from, int to) @@ -112,15 +127,22 @@ public static void Replace(this ref BoardStateData board, VectorShort* whiteAcc, var (from_bIdx, from_wIdx) = FeatureIndices(board.WhiteMirrored, board.BlackMirrored, piece, from); var (to_bIdx, to_wIdx) = FeatureIndices(board.WhiteMirrored, board.BlackMirrored, piece, to); - ReplaceWeights(whiteAcc, to_wIdx, from_wIdx); - ReplaceWeights(blackAcc, to_bIdx, from_bIdx); + if (!board.WhiteNeedsRefresh) + { + ReplaceWeights(whiteAcc, board.WhiteInputBucket, to_wIdx, from_wIdx); + } + + if (!board.BlackNeedsRefresh) + { + ReplaceWeights(blackAcc, board.BlackInputBucket, to_bIdx, from_bIdx); + } } [MethodImpl(MethodImplOptions.AggressiveInlining)] - private static void ReplaceWeights(VectorShort* accuPtr, int addFeatureIndex, int removeFeatureIndex) + private static void ReplaceWeights(VectorShort* accuPtr, int inputBucket, int addFeatureIndex, int removeFeatureIndex) { - var addFeatureOffsetPtr = NnueWeights.FeatureWeights + addFeatureIndex * AccumulatorSize; - var removeFeatureOffsetPtr = NnueWeights.FeatureWeights + removeFeatureIndex * AccumulatorSize; + var addFeatureOffsetPtr = NnueWeights.FeatureWeights + inputBucket * InputBucketWeightCount + addFeatureIndex * AccumulatorSize; + var removeFeatureOffsetPtr = NnueWeights.FeatureWeights + inputBucket * InputBucketWeightCount + removeFeatureIndex * AccumulatorSize; for (var i = AccumulatorSize - 1; i >= 0; i--) { accuPtr[i] += addFeatureOffsetPtr[i] - removeFeatureOffsetPtr[i]; @@ -128,9 +150,9 @@ private static void ReplaceWeights(VectorShort* accuPtr, int addFeatureIndex, in } [MethodImpl(MethodImplOptions.AggressiveInlining)] - private static void SubtractWeights(VectorShort* accuPtr, int inputFeatureIndex) + private static void SubtractWeights(VectorShort* accuPtr, int inputBucket, int inputFeatureIndex) { - var featurePtr = NnueWeights.FeatureWeights + inputFeatureIndex * AccumulatorSize; + var featurePtr = NnueWeights.FeatureWeights + inputBucket * InputBucketWeightCount + inputFeatureIndex * AccumulatorSize; for (var i = AccumulatorSize - 1; i >= 0; i--) { accuPtr[i] -= featurePtr[i]; @@ -138,19 +160,40 @@ private static void SubtractWeights(VectorShort* accuPtr, int inputFeatureIndex) } [MethodImpl(MethodImplOptions.AggressiveInlining)] - private static void AddWeights(VectorShort* accuPtr, int inputFeatureIndex) + private static void AddWeights(VectorShort* accuPtr, int inputBucket, int inputFeatureIndex) { - var featurePtr = NnueWeights.FeatureWeights + inputFeatureIndex * AccumulatorSize; + var featurePtr = NnueWeights.FeatureWeights + inputBucket * InputBucketWeightCount + inputFeatureIndex * AccumulatorSize; for (var i = AccumulatorSize - 1; i >= 0; i--) { accuPtr[i] += featurePtr[i]; } } + [MethodImpl(MethodImplOptions.AggressiveInlining)] + public static byte GetKingBucket(byte index) + { + if (index < 2) // Indices 0-1 -> 0 + return 0; + if (index < 6) // Indices 2-5 -> 1 + return 1; + if (index < 8) // Indices 6-7 -> 0 + return 0; + if (index < 16) // Indices 8-15 -> 2 + return 2; + + // Indices 16-63 -> 3 + return 3; + } + public static void FillAccumulators(this ref BoardStateData board, VectorShort* whiteAcc, VectorShort* blackAcc) { - board.WhiteMirrored = board.ShouldWhiteMirrored = board.WhiteKingSquare.IsMirroredSide(); - board.BlackMirrored = board.ShouldBlackMirrored = board.BlackKingSquare.IsMirroredSide(); + board.WhiteNeedsRefresh = false; + board.BlackNeedsRefresh = false; + board.WhiteMirrored = board.WhiteKingSquare.IsMirroredSide(); + board.WhiteInputBucket = GetKingBucket(board.WhiteKingSquare); + board.BlackMirrored = board.BlackKingSquare.IsMirroredSide(); + board.BlackInputBucket = GetKingBucket((byte)(board.BlackKingSquare ^ 0x38)); + for (var i = AccumulatorSize - 1; i >= 0; i--) { whiteAcc[i] = blackAcc[i] = NnueWeights.FeatureBiases[i]; @@ -243,171 +286,178 @@ private static int ForwardCReLU(VectorShort* usAcc, VectorShort* themAcc, int bu return VectorType.Sum(sum); } - public static void MirrorWhite(this ref BoardStateData board, VectorShort* whiteAcc) + public static void RefreshWhite(this ref BoardStateData board, VectorShort* whiteAcc) { - board.WhiteMirrored = board.ShouldWhiteMirrored; + board.WhiteNeedsRefresh = false; + board.WhiteMirrored = board.WhiteKingSquare.IsMirroredSide(); + board.WhiteInputBucket = NnueEvaluator.GetKingBucket(board.WhiteKingSquare); + for (var i = 0; i < AccumulatorSize; i++) { whiteAcc[i] = NnueWeights.FeatureBiases[i]; } // Accumulate layer weights - AddWeights(whiteAcc, WhiteFeatureIndices(board.WhiteMirrored, Constants.WhiteKing, board.WhiteKingSquare)); + AddWeights(whiteAcc, board.WhiteInputBucket, WhiteFeatureIndices(board.WhiteMirrored, Constants.WhiteKing, board.WhiteKingSquare)); var bitboards = board.Occupancy[Constants.WhitePawn]; while (bitboards != 0) { - AddWeights(whiteAcc, + AddWeights(whiteAcc, board.WhiteInputBucket, WhiteFeatureIndices(board.WhiteMirrored, Constants.WhitePawn, bitboards.PopLSB())); } bitboards = board.Occupancy[Constants.WhiteKnight]; while (bitboards != 0) { - AddWeights(whiteAcc, + AddWeights(whiteAcc, board.WhiteInputBucket, WhiteFeatureIndices(board.WhiteMirrored, Constants.WhiteKnight, bitboards.PopLSB())); } bitboards = board.Occupancy[Constants.WhiteBishop]; while (bitboards != 0) { - AddWeights(whiteAcc, + AddWeights(whiteAcc, board.WhiteInputBucket, WhiteFeatureIndices(board.WhiteMirrored, Constants.WhiteBishop, bitboards.PopLSB())); } bitboards = board.Occupancy[Constants.WhiteRook]; while (bitboards != 0) { - AddWeights(whiteAcc, + AddWeights(whiteAcc, board.WhiteInputBucket, WhiteFeatureIndices(board.WhiteMirrored, Constants.WhiteRook, bitboards.PopLSB())); } bitboards = board.Occupancy[Constants.WhiteQueen]; while (bitboards != 0) { - AddWeights(whiteAcc, + AddWeights(whiteAcc, board.WhiteInputBucket, WhiteFeatureIndices(board.WhiteMirrored, Constants.WhiteQueen, bitboards.PopLSB())); } - AddWeights(whiteAcc, WhiteFeatureIndices(board.WhiteMirrored, Constants.BlackKing, board.BlackKingSquare)); + AddWeights(whiteAcc, board.WhiteInputBucket, WhiteFeatureIndices(board.WhiteMirrored, Constants.BlackKing, board.BlackKingSquare)); bitboards = board.Occupancy[Constants.BlackPawn]; while (bitboards != 0) { - AddWeights(whiteAcc, + AddWeights(whiteAcc, board.WhiteInputBucket, WhiteFeatureIndices(board.WhiteMirrored, Constants.BlackPawn, bitboards.PopLSB())); } bitboards = board.Occupancy[Constants.BlackKnight]; while (bitboards != 0) { - AddWeights(whiteAcc, + AddWeights(whiteAcc, board.WhiteInputBucket, WhiteFeatureIndices(board.WhiteMirrored, Constants.BlackKnight, bitboards.PopLSB())); } bitboards = board.Occupancy[Constants.BlackBishop]; while (bitboards != 0) { - AddWeights(whiteAcc, + AddWeights(whiteAcc, board.WhiteInputBucket, WhiteFeatureIndices(board.WhiteMirrored, Constants.BlackBishop, bitboards.PopLSB())); } bitboards = board.Occupancy[Constants.BlackRook]; while (bitboards != 0) { - AddWeights(whiteAcc, + AddWeights(whiteAcc, board.WhiteInputBucket, WhiteFeatureIndices(board.WhiteMirrored, Constants.BlackRook, bitboards.PopLSB())); } bitboards = board.Occupancy[Constants.BlackQueen]; while (bitboards != 0) { - AddWeights(whiteAcc, + AddWeights(whiteAcc, board.WhiteInputBucket, WhiteFeatureIndices(board.WhiteMirrored, Constants.BlackQueen, bitboards.PopLSB())); } } - public static void MirrorBlack(this ref BoardStateData board, VectorShort* blackAcc) + public static void RefreshBlack(this ref BoardStateData board, VectorShort* blackAcc) { - board.BlackMirrored = board.ShouldBlackMirrored; + board.BlackNeedsRefresh = false; + board.BlackMirrored = board.BlackKingSquare.IsMirroredSide(); + board.BlackInputBucket = NnueEvaluator.GetKingBucket((byte)(board.BlackKingSquare ^ 0x38)); + + for (var i = 0; i < AccumulatorSize; i++) { blackAcc[i] = NnueWeights.FeatureBiases[i]; } // Accumulate layer weights - AddWeights(blackAcc, BlackFeatureIndices(board.BlackMirrored, Constants.WhiteKing, board.WhiteKingSquare)); + AddWeights(blackAcc, board.BlackInputBucket, BlackFeatureIndices(board.BlackMirrored, Constants.WhiteKing, board.WhiteKingSquare)); var bitboards = board.Occupancy[Constants.WhitePawn]; while (bitboards != 0) { - AddWeights(blackAcc, + AddWeights(blackAcc, board.BlackInputBucket, BlackFeatureIndices(board.BlackMirrored, Constants.WhitePawn, bitboards.PopLSB())); } bitboards = board.Occupancy[Constants.WhiteKnight]; while (bitboards != 0) { - AddWeights(blackAcc, + AddWeights(blackAcc, board.BlackInputBucket, BlackFeatureIndices(board.BlackMirrored, Constants.WhiteKnight, bitboards.PopLSB())); } bitboards = board.Occupancy[Constants.WhiteBishop]; while (bitboards != 0) { - AddWeights(blackAcc, + AddWeights(blackAcc, board.BlackInputBucket, BlackFeatureIndices(board.BlackMirrored, Constants.WhiteBishop, bitboards.PopLSB())); } bitboards = board.Occupancy[Constants.WhiteRook]; while (bitboards != 0) { - AddWeights(blackAcc, + AddWeights(blackAcc, board.BlackInputBucket, BlackFeatureIndices(board.BlackMirrored, Constants.WhiteRook, bitboards.PopLSB())); } bitboards = board.Occupancy[Constants.WhiteQueen]; while (bitboards != 0) { - AddWeights(blackAcc, + AddWeights(blackAcc, board.BlackInputBucket, BlackFeatureIndices(board.BlackMirrored, Constants.WhiteQueen, bitboards.PopLSB())); } - AddWeights(blackAcc, BlackFeatureIndices(board.BlackMirrored, Constants.BlackKing, board.BlackKingSquare)); + AddWeights(blackAcc, board.BlackInputBucket, BlackFeatureIndices(board.BlackMirrored, Constants.BlackKing, board.BlackKingSquare)); bitboards = board.Occupancy[Constants.BlackPawn]; while (bitboards != 0) { - AddWeights(blackAcc, + AddWeights(blackAcc, board.BlackInputBucket, BlackFeatureIndices(board.BlackMirrored, Constants.BlackPawn, bitboards.PopLSB())); } bitboards = board.Occupancy[Constants.BlackKnight]; while (bitboards != 0) { - AddWeights(blackAcc, + AddWeights(blackAcc, board.BlackInputBucket, BlackFeatureIndices(board.BlackMirrored, Constants.BlackKnight, bitboards.PopLSB())); } bitboards = board.Occupancy[Constants.BlackBishop]; while (bitboards != 0) { - AddWeights(blackAcc, + AddWeights(blackAcc, board.BlackInputBucket, BlackFeatureIndices(board.BlackMirrored, Constants.BlackBishop, bitboards.PopLSB())); } bitboards = board.Occupancy[Constants.BlackRook]; while (bitboards != 0) { - AddWeights(blackAcc, + AddWeights(blackAcc, board.BlackInputBucket, BlackFeatureIndices(board.BlackMirrored, Constants.BlackRook, bitboards.PopLSB())); } bitboards = board.Occupancy[Constants.BlackQueen]; while (bitboards != 0) { - AddWeights(blackAcc, + AddWeights(blackAcc, board.BlackInputBucket, BlackFeatureIndices(board.BlackMirrored, Constants.BlackQueen, bitboards.PopLSB())); } } diff --git a/Sapling.Engine/Evaluation/NnueWeights.cs b/Sapling.Engine/Evaluation/NnueWeights.cs index aa1cefe..8b5feb0 100644 --- a/Sapling.Engine/Evaluation/NnueWeights.cs +++ b/Sapling.Engine/Evaluation/NnueWeights.cs @@ -8,8 +8,8 @@ public static class NnueWeights public const int InputSize = 768; public const int Layer1Size = 1024; + public const short InputBuckets = 4; public const short OutputBuckets = 8; - public static readonly unsafe VectorShort* FeatureWeights; public static readonly unsafe VectorShort* FeatureBiases; public static readonly unsafe VectorShort* OutputWeights; @@ -23,7 +23,7 @@ static unsafe NnueWeights() using var stream = assembly .GetManifestResourceStream($"{name}.Resources.sapling.nnue")!; - var featureWeights = new short[InputSize * Layer1Size]; + var featureWeights = new short[InputSize * Layer1Size * InputBuckets]; var featureBiases = new short[Layer1Size]; var outputWeights = new short[Layer1Size * 2 * OutputBuckets]; @@ -68,6 +68,9 @@ static unsafe NnueWeights() OutputBiases[i] = reader.ReadInt16(); } + //var result = Encoding.UTF8.GetString(reader.ReadBytes((int)(reader.BaseStream.Length - reader.BaseStream.Position))); + // Console.WriteLine(result); + // Allocate unmanaged memory FeatureWeights = AlignedAllocZeroedShort((nuint)featureWeights.Length); FeatureBiases = AlignedAllocZeroedShort((nuint)featureBiases.Length); diff --git a/Sapling.Engine/Resources/WeightsHistory/17_(768x4-1024)x2-8.bin b/Sapling.Engine/Resources/WeightsHistory/17_(768x4-1024)x2-8.bin new file mode 100644 index 0000000000000000000000000000000000000000..9cb4e7aa8284c4f19c955a6a87f221ab109c86ee GIT binary patch literal 6326336 zcmeF)_rIrkUElv}$~n_}**0upfn65X0)o;k2x=_BE{P?UpuuPqHHjL#iM{s{4R%n` 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