Some initial work on prescient AI, AI runner, and some random fixes
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87
PkmnLib.Dynamic/AI/PrescientAI.cs
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87
PkmnLib.Dynamic/AI/PrescientAI.cs
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using PkmnLib.Dynamic.Models;
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using PkmnLib.Dynamic.Models.Choices;
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using PkmnLib.Static.Utils;
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namespace PkmnLib.Dynamic.AI;
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/// <summary>
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/// PrescientAI is an AI that predicts the best move based on the current state of the battle.
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/// This is slightly cheaty, as it simulates the battle with each possible move to find the best one.
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/// </summary>
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public class PrescientAI : PokemonAI
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{
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private static readonly PokemonAI OpponentAI = new HighestDamageAI();
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/// <inheritdoc />
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public PrescientAI() : base("Prescient")
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{
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}
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/// <inheritdoc />
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public override ITurnChoice GetChoice(IBattle battle, IPokemon pokemon)
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{
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var opponentSide = pokemon.BattleData!.SideIndex == 0 ? (byte)1 : (byte)0;
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var moves = pokemon.Moves.WhereNotNull().Where(x => battle.CanUse(new MoveChoice(pokemon, x, opponentSide, 0)))
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.ToList();
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var choices = ScoreChoices(battle, moves, pokemon).OrderByDescending(x => x.Score).ToList();
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if (choices.Count == 0)
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{
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return battle.Library.MiscLibrary.ReplacementChoice(pokemon, opponentSide, 0);
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}
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var bestChoice = choices.First().Choice;
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return bestChoice;
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}
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private static IEnumerable<(ITurnChoice Choice, float Score)> ScoreChoices(IBattle battle,
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IReadOnlyList<ILearnedMove> moves, IPokemon pokemon)
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{
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var opponentSide = pokemon.BattleData!.SideIndex == 0 ? (byte)1 : (byte)0;
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foreach (var learnedMoveOriginal in moves.WhereNotNull())
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{
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var battleClone = battle.DeepClone();
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var pokemonClone = battleClone.Sides[pokemon.BattleData!.SideIndex].Pokemon[pokemon.BattleData.Position]!;
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var learnedMove = pokemonClone.Moves.WhereNotNull()
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.First(m => m.MoveData.Name == learnedMoveOriginal.MoveData.Name);
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var choice = new MoveChoice(pokemonClone, learnedMove, opponentSide, 0);
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var opponentChoice = GetOpponentChoice(battleClone, pokemonClone);
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if (!battleClone.TrySetChoice(opponentChoice))
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{
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var replacementChoice =
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battleClone.Library.MiscLibrary.ReplacementChoice(pokemonClone, opponentSide, 0);
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if (!battleClone.TrySetChoice(replacementChoice))
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{
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throw new InvalidOperationException(
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"Could not set opponent choice or replacement choice in battle clone.");
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}
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}
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if (battleClone.TrySetChoice(choice))
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{
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var score = CalculateScore(battleClone.Parties[pokemon.BattleData.SideIndex],
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battleClone.Parties[opponentSide]);
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var realChoice = new MoveChoice(pokemon, learnedMoveOriginal, opponentSide, 0);
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yield return (realChoice, score);
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}
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}
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}
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private static ITurnChoice GetOpponentChoice(IBattle battle, IPokemon pokemon)
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{
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var opponentSide = pokemon.BattleData!.SideIndex == 0 ? (byte)1 : (byte)0;
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var opponent = battle.Sides[opponentSide].Pokemon[0];
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if (opponent is null)
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{
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throw new InvalidOperationException("Opponent Pokemon is null.");
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}
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if (battle.HasForcedTurn(opponent, out var forcedChoice))
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{
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return forcedChoice;
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}
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return OpponentAI.GetChoice(battle, opponent);
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}
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private static float CalculateScore(IBattleParty ownParty, IBattleParty opponentParty) =>
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ownParty.Party.WhereNotNull().Sum(x => x.CurrentHealth / (float)x.MaxHealth) -
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opponentParty.Party.WhereNotNull().Sum(x => x.CurrentHealth / (float)x.MaxHealth);
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}
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