Offload node score buffers
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@@ -7,25 +7,13 @@ namespace Craftimizer.Solver.Crafty;
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// https://github.com/alostsock/crafty/blob/cffbd0cad8bab3cef9f52a3e3d5da4f5e3781842/crafty/src/simulator.rs
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public sealed class SolverSingle : ISolver
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{
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[MethodImpl(MethodImplOptions.AggressiveInlining | MethodImplOptions.AggressiveOptimization)]
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public static void LoadChildData(Span<float> scoreSums, Span<int> visits, Span<float> maxScores, ref Node[] chunk, int iterCount)
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{
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for (var j = 0; j < iterCount; ++j)
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{
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ref var node = ref chunk[j].State.Scores;
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scoreSums[j] = node.ScoreSum;
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visits[j] = node.Visits;
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maxScores[j] = node.MaxScore;
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}
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}
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[Pure]
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[MethodImpl(MethodImplOptions.AggressiveInlining)]
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public static Node EvalBestChild(ref SolverConfig config, int parentVisits, ref Node.ChildBuffer children) =>
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public static (int arrayIdx, int subIdx) EvalBestChild(ref SolverConfig config, int parentVisits, ref NodeScoresBuffer children) =>
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SolverUtils.EvalBestChild<SolverSingle>(ref config, parentVisits, ref children);
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[Pure]
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public static Node Select(ref SolverConfig config, Node node)
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public static Node Select(ref SolverConfig config, int nodeVisits, Node node)
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{
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while (true)
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{
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@@ -35,11 +23,13 @@ public sealed class SolverSingle : ISolver
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return node;
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// select the node with the highest score
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node = EvalBestChild(ref config, node.State.Scores.Visits, ref node.Children);
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var at = EvalBestChild(ref config, nodeVisits, ref node.ChildScores);
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nodeVisits = node.ChildScores.GetVisits(at);
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node = node.ChildAt(at);
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}
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}
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public static (Node ExpandedNode, float Score) ExpandAndRollout(ref SolverConfig config, Node rootNode, Random random, Simulator simulator, Node initialNode)
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public static (Node ExpandedNode, float Score) ExpandAndRollout(ref SolverConfig config, float maxScore, Node rootNode, Random random, Simulator simulator, Node initialNode)
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{
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ref var initialState = ref initialNode.State;
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// expand once
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@@ -49,31 +39,33 @@ public sealed class SolverSingle : ISolver
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var poppedAction = initialState.AvailableActions.PopRandom(random);
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var expandedNode = initialNode.Add(SolverUtils.Execute(simulator, initialState.State, poppedAction, true));
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return SolverUtils.Rollout(ref config, rootNode, expandedNode, random, simulator);
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return SolverUtils.Rollout(ref config, maxScore, rootNode, expandedNode, random, simulator);
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}
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public static void Backpropagate(Node rootNode, Node startNode, float score)
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public static void Backpropagate(RootScores rootScores, Node rootNode, Node startNode, float score)
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{
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while (true)
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{
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startNode.State.Scores.Visit(score);
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if (startNode == rootNode)
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{
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rootScores.Visit(score);
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break;
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}
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startNode.ParentScores!.Value.Visit(startNode.ChildIdx, score);
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startNode = startNode.Parent!;
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}
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}
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public static bool SearchIter(ref SolverConfig config, Node rootNode, Random random, Simulator simulator)
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public static bool SearchIter(ref SolverConfig config, RootScores rootScores, Node rootNode, Random random, Simulator simulator)
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{
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var selectedNode = Select(ref config, rootNode);
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var (endNode, score) = ExpandAndRollout(ref config, rootNode, random, simulator, selectedNode);
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var selectedNode = Select(ref config, rootScores.Visits, rootNode);
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var (endNode, score) = ExpandAndRollout(ref config, rootScores.MaxScore, rootNode, random, simulator, selectedNode);
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Backpropagate(rootNode, endNode, score);
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Backpropagate(rootScores, rootNode, endNode, score);
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return true;
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}
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public static void Search(ref SolverConfig config, Node rootNode, CancellationToken token) =>
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SolverUtils.Search<SolverSingle>(ref config, config.Iterations, rootNode, token);
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public static void Search(ref SolverConfig config, RootScores rootScores, Node rootNode, CancellationToken token) =>
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SolverUtils.Search<SolverSingle>(ref config, config.Iterations, rootScores, rootNode, token);
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}
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