hjha-server/PdkFriendServer/Logic/IsmctsBot.cs

using System;
using System.Collections.Generic;
using System.Linq;
using GameFix.PaoDeKuaiF;
using GameFix.Poker;
using GameMessage;
using GameMessage.PaoDeKuaiF;

namespace PdkFriendServer.Logic
{
    /// <summary>
    /// ISMCTS 机器人 v3
    /// - 包庄阈值 60%（校准自1000局压测）
    /// - 全牌型枚举：对子/三带二/四带二/四带三/顺子/连对/飞机/炸弹/单张
    /// - SimulateWin + SimulateOneGame 合并为 SimulateToEnd
    /// </summary>
    public class IsmctsBot : IPdkBot
    {
        private readonly int _simulations;
        private readonly Random _rng;
            private const double BaoThreshold = 0.70; // 100局校准: 60%→30%, 提至70%
            private const double MultiBonusPerCard = 0.10; // 多牌加权: 每多1张+10%
            private const int FastSims = 40; // 快速评估模拟次数

            public IsmctsBot(int simulations = 800)
            {
                _simulations = simulations;
                _rng = new Random();
            }

            // ---- 自适应模拟次数 ----
            private int AdaptiveSims(int handSize)
            {
                if (handSize <= 3) return 2000;   // 决胜时刻
                if (handSize <= 6) return 1500;
                if (handSize <= 10) return 1200;
                if (handSize <= 13) return 1000;
                return 800;                        // 开局快速
            }

        // ---- 包庄决策 ----

            public bool DecideBaoZhuang(PdkBotView view)
            {
                // 最小步数规划：手牌结构好不好
                int minPlays = HandOptimizer.MinPlays(view.MyHand);
                double handEfficiency = view.MyHand.Length > 0
                    ? (double)(view.MyHand.Length - minPlays) / view.MyHand.Length : 0;

                // 手牌散 → 不包
                if (minPlays >= 7 || handEfficiency < 0.3) return false;

                // 手牌极好 → 阈值降低
                double adjustedThreshold = BaoThreshold;
                if (minPlays <= 3) adjustedThreshold = 0.50;       // 手牌极好
                else if (minPlays <= 4) adjustedThreshold = 0.60;  // 手牌好
                else if (minPlays <= 5) adjustedThreshold = 0.65;  // 手牌还行

                double winRate = EstimateWinProbability(view);
                bool shouldBao = winRate >= adjustedThreshold;

                Console.WriteLine($"[ISMCTS pos{view.MyPos}] 包庄评估: minPlays={minPlays} eff={handEfficiency:P0} "
                    + $"P(win)={winRate:P0} (阈值{adjustedThreshold:P0}) → {(shouldBao ? "包庄" : "不包")}");
                return shouldBao;
            }

        private double EstimateWinProbability(PdkBotView view)
        {
            int sims = Math.Min(_simulations, 600);
            int wins = 0;
            for (int s = 0; s < sims; s++)
                if (SimulateToEnd(view.MyHand, view, null))
                    wins++;
            return (double)wins / sims;
        }

        // ---- 出牌决策 ----

            public PlayOutCardPdkF DecidePlay(PdkBotView view)
            {
                var hand = view.MyHand;
                if (hand.Length == 0) return Pass(view);

                bool isFirstPlay = view.MaxPlayCard.GameNum <= 0;

                // 1. 合法出牌方案
                var tips = PdkCardAlgorithm.GetTipCard(view.MaxPlayCard, hand, null, view.Rule.AAAIsZhaDan);
                var allCandidates = new List<(PlayOutCardPdkF play, bool isMulti)>();

                if (tips != null)
                    foreach (var tip in tips)
                    {
                        allCandidates.Add((MakePlay(tip, view.MyPos), tip.Count > 1));
                    }

                // 2. 新轮次：补充多牌先手方案
                if (isFirstPlay)
                    AddMultiCardLeads(hand, view.MyPos, allCandidates);

                if (!isFirstPlay)
                    allCandidates.Add((Pass(view), false));

                if (allCandidates.Count == 1)
                    return allCandidates[0].play;

                // 3. 自适应模拟次数 + 快速初筛
                int simsPerCandidate = Math.Max(40, AdaptiveSims(hand.Length) / allCandidates.Count);
                int fastSims = Math.Min(FastSims, simsPerCandidate / 2);

                var scoredCandidates = new List<(PlayOutCardPdkF play, double winRate, int afterMinPlays, bool isMulti)>();

                for (int ci = 0; ci < allCandidates.Count; ci++)
                {
                    int wins = 0;
                    var play = allCandidates[ci].play;

                    // 快速评估（少量模拟定位好候选）
                    for (int s = 0; s < fastSims; s++)
                        if (SimulateToEnd(hand, view, play))
                            wins++;

                    // 有前途的候选多模拟
                    double fastRate = (double)wins / fastSims;
                    int extraSims = fastRate > 0.3 ? simsPerCandidate - fastSims : 0;
                    for (int s = 0; s < extraSims; s++)
                        if (SimulateToEnd(hand, view, play))
                            wins++;

                    double totalRate = (double)wins / (fastSims + extraSims);

                    // 牌效率：出牌后剩余手牌的最少步数
                    int afterMin = HandOptimizer.MinPlays(
                        hand.Where(c =>
                            play.Ids == null || !play.Ids.Contains(c.ID)).ToArray());

                    scoredCandidates.Add((play, totalRate, afterMin, allCandidates[ci].isMulti));
                }

                // 4. 多牌加权
                for (int i = 0; i < scoredCandidates.Count; i++)
                {
                    if (scoredCandidates[i].isMulti)
                    {
                        int cardCount = scoredCandidates[i].play.Ids?.Length ?? 1;
                        var (p, wr, am, m) = scoredCandidates[i];
                        scoredCandidates[i] = (p, wr + cardCount * MultiBonusPerCard, am, m);
                    }
                }

                // 5. 两阶段选择：多牌优先
                scoredCandidates.Sort((a, b) => b.winRate.CompareTo(a.winRate));
                var best = scoredCandidates[0];

                // 多牌候选中有胜率≥top 90%的 → 优先多牌
                if (allCandidates.Any(c => c.isMulti))
                {
                    var bestMulti = scoredCandidates.Where(x => x.isMulti)
                        .OrderByDescending(x => x.play.Ids?.Length ?? 0)
                        .ThenByDescending(x => x.winRate)
                        .FirstOrDefault();
                    if (bestMulti.play.Ids != null && bestMulti.play.Ids.Length > 0)
                    {
                        double topRate = scoredCandidates[0].winRate;
                        if (bestMulti.winRate >= topRate * 0.85)
                            best = bestMulti;
                    }
                }

                string desc = best.play.Ids == null || best.play.Ids.Length == 0
                    ? "pass" : $"{best.play.Ids.Length}c winRate:{best.winRate:P0}";
                int totalSims = allCandidates.Count * fastSims
                    + scoredCandidates.Count(c => c.winRate > 0.3) * (simsPerCandidate - fastSims);
                Console.WriteLine($"[ISMCTS pos{view.MyPos}] {totalSims}sims => {desc}");
                return best.play;
            }

        // ---- 模拟引擎 ----

        private bool SimulateToEnd(TCardInfoPdkF[] myHand, PdkBotView view, PlayOutCardPdkF? firstPlay = null)
        {
            int myPos = view.MyPos;
            int nextPos = myPos % 3 + 1;
            int oppPos = (myPos + 1) % 3 + 1;

            var hands = new List<TCardInfoPdkF>[3];
            hands[myPos - 1] = new List<TCardInfoPdkF>(myHand);
            hands[nextPos - 1] = new List<TCardInfoPdkF>();
            hands[oppPos - 1] = new List<TCardInfoPdkF>();

            var allCards = GenerateDeck();
            var unknown = allCards.Where(c => !myHand.Any(h => h.ID == c.ID)).ToList();
            Shuffle(unknown);
            hands[nextPos - 1].AddRange(unknown.Take(view.ShenYuCard[nextPos - 1]));
            hands[oppPos - 1].AddRange(unknown.Skip(view.ShenYuCard[nextPos - 1]).Take(view.ShenYuCard[oppPos - 1]));

            int current, maxPlayer;
            PlayOutCardPdkF maxPlay;

            if (firstPlay.HasValue)
            {
                var fp = firstPlay.Value;
                maxPlay = new PlayOutCardPdkF { Pos = (byte)myPos, GameNum = fp.GameNum, Type = fp.Type, Ids = fp.Ids?.ToArray() };
                if (fp.Type != CardType1.None && fp.Ids != null)
                    foreach (var id in fp.Ids) hands[myPos - 1].RemoveAll(c => c.ID == id);
                current = myPos % 3 + 1;
                maxPlayer = fp.Type == CardType1.None ? view.MaxPlayCard.Pos : myPos;
                if (fp.Type == CardType1.None) { maxPlayer = view.MaxPlayCard.Pos; maxPlay = CloneCard(view.MaxPlayCard); }
            }
            else
            {
                current = myPos; maxPlay = new PlayOutCardPdkF(); maxPlayer = 0;
            }

            int passStreak = 0;
            for (int move = 0; move < 500; move++)
            {
                var curHand = hands[current - 1];
                if (curHand.Count == 0) return current == myPos;

                bool isNewRound = maxPlayer == current || maxPlay.GameNum == 0;
                var curTips = PdkCardAlgorithm.GetTipCard(isNewRound ? new PlayOutCardPdkF() : maxPlay, curHand.ToArray(), null, false);

                if (curTips != null && curTips.Count > 0)
                {
                    var pick = PickBestTip(curTips);
                    maxPlay = new PlayOutCardPdkF { Pos = (byte)current, GameNum = pick[0].GameNum, Type = pick.Count == 1 ? CardType1.DanZhang : CardType1.DuiZi, Ids = pick.Select(c => c.ID).ToArray() };
                    maxPlayer = current; passStreak = 0;
                    foreach (var id in maxPlay.Ids) curHand.RemoveAll(c => c.ID == id);
                }
                else
                {
                    if (++passStreak >= 2)
                    {
                        var ft = PdkCardAlgorithm.GetTipCard(new PlayOutCardPdkF(), curHand.ToArray(), null, false);
                        if (ft != null && ft.Count > 0)
                        {
                            var pick = PickBestTip(ft);
                            maxPlay = new PlayOutCardPdkF { Pos = (byte)current, GameNum = pick[0].GameNum, Type = CardType1.DanZhang, Ids = pick.Select(c => c.ID).ToArray() };
                            maxPlayer = current;
                            foreach (var id in maxPlay.Ids) curHand.RemoveAll(c => c.ID == id);
                        }
                        passStreak = 0;
                    }
                }
                current = current % 3 + 1;
            }
            return hands[myPos - 1].Count <= hands[nextPos - 1].Count && hands[myPos - 1].Count <= hands[oppPos - 1].Count;
        }

        // ---- 多牌先手枚举 ----

        private static void AddMultiCardLeads(TCardInfoPdkF[] hand, int pos,
            List<(PlayOutCardPdkF play, bool isMulti)> candidates)
        {
            // 炸弹
            if (PokerLogic.GetPlayZhaDans(hand, out var bombs) && bombs != null)
                foreach (var bomb in bombs) AddCandidate(bomb, pos, candidates);

            // 对子 + 三张（缓存）
            var pairs = GetMultiGroups(hand, 2);
            foreach (var p in pairs) AddCandidate(p, pos, candidates);

            var triples = GetMultiGroups(hand, 3);
            foreach (var t in triples)
            {
                var rem = hand.Where(c => c.GameNum != t[0].GameNum).OrderBy(c => c.GameNum).ToList();
                if (rem.Count >= 2)
                    AddCandidate(t.Concat(rem.Take(2)).ToList(), pos, candidates); // 三带二
                else
                    AddCandidate(t, pos, candidates);
            }

            // 四带二/三
            var quads = GetMultiGroups(hand, 4);
            foreach (var q in quads)
            {
                var rem = hand.Where(c => c.GameNum != q[0].GameNum).OrderBy(c => c.GameNum).ToList();
                if (rem.Count >= 3) AddCandidate(q.Concat(rem.Take(3)).ToList(), pos, candidates);
                else if (rem.Count >= 2) AddCandidate(q.Concat(rem.Take(2)).ToList(), pos, candidates);
            }

            // 连对（复用 pairs，不重复 GetMultiGroups）
            SortByGameNum(pairs);
            AddConsecutiveGroups(pairs, 3, pos, candidates);

            // 飞机
            SortByGameNum(triples);
            AddConsecutiveGroups(triples, 2, pos, candidates);

            // 飞机带对
            var runs = GetConsecutiveRuns(triples, 2);
            foreach (var run in runs)
            {
                var runCards = run.SelectMany(t => t).ToList();
                var rp = GetMultiGroups(hand.Where(c => !runCards.Any(r => r.ID == c.ID)).ToArray(), 2);
                if (rp.Count >= run.Count)
                {
                    SortByGameNum(rp);
                    runCards.AddRange(rp.Take(run.Count).SelectMany(p => p));
                    AddCandidate(runCards, pos, candidates);
                }
            }

            // 顺子
            var straights = PokerLogic.GetShunZi(hand);
            if (straights != null) foreach (var s in straights) AddCandidate(s, pos, candidates);
        }

        // ---- 辅助方法 ----

        private static void AddCandidate(List<TCardInfoPdkF> cards, int pos,
            List<(PlayOutCardPdkF play, bool isMulti)> candidates)
        {
            candidates.Add((new PlayOutCardPdkF { Pos = (byte)pos, GameNum = cards[0].GameNum, Ids = cards.Select(c => c.ID).ToArray(), Type = InferType(cards) }, true));
        }

        private static CardType1 InferType(List<TCardInfoPdkF> cards)
        {
            int n = cards.Count;
            if (n == 1) return CardType1.DanZhang;
            if (n == 2) return CardType1.DuiZi;
            var counts = cards.GroupBy(c => c.GameNum).Select(g => g.Count()).OrderByDescending(x => x).ToList();
            if (counts[0] == 4) { if (n == 4) return CardType1.ZhaDan; if (n == 6) return CardType1.SiDai2; if (n == 7) return CardType1.SiDai3; }
            if (counts[0] >= 3) return CardType1.SanDai2;
            if (counts[0] == 2 && n % 2 == 0) return CardType1.LianDui;
            return CardType1.ShunZi;
        }

        private static PlayOutCardPdkF MakePlay(List<TCardInfoPdkF> cards, int pos)
            => new PlayOutCardPdkF { Pos = (byte)pos, GameNum = cards[0].GameNum, Ids = cards.Select(x => x.ID).ToArray(), Type = InferType(cards) };

        private static List<List<TCardInfoPdkF>> GetMultiGroups(TCardInfoPdkF[] hand, int count)
        {
            var r = new List<List<TCardInfoPdkF>>();
            foreach (var g in hand.GroupBy(c => c.GameNum).Where(g => g.Count() >= count))
                r.Add(g.Take(count).ToList());
            return r;
        }

        private static void SortByGameNum(List<List<TCardInfoPdkF>> g) => g.Sort((a, b) => a[0].GameNum.CompareTo(b[0].GameNum));

        private static void AddConsecutiveGroups(List<List<TCardInfoPdkF>> groups, int minLen, int pos,
            List<(PlayOutCardPdkF, bool)> candidates)
        { foreach (var run in GetConsecutiveRuns(groups, minLen)) AddCandidate(run.SelectMany(g => g).ToList(), pos, candidates); }

        private static List<List<List<TCardInfoPdkF>>> GetConsecutiveRuns(List<List<TCardInfoPdkF>> groups, int minLen)
        {
            var runs = new List<List<List<TCardInfoPdkF>>>();
            if (groups.Count < minLen) return runs;
            var cur = new List<List<TCardInfoPdkF>> { groups[0] };
            int prev = groups[0][0].GameNum;
            for (int i = 1; i < groups.Count; i++)
            {
                int n = groups[i][0].GameNum;
                if (n == prev + 1) cur.Add(groups[i]);
                else { if (cur.Count >= minLen) runs.Add(new List<List<TCardInfoPdkF>>(cur)); cur.Clear(); cur.Add(groups[i]); }
                prev = n;
            }
            if (cur.Count >= minLen) runs.Add(cur);
            return runs;
        }

        private static List<TCardInfoPdkF> PickBestTip(List<List<TCardInfoPdkF>> tips)
        {
            if (tips == null || tips.Count == 0) return null;
            var best = tips[tips.Count - 1];
            int bestScore = best.Count * 10 + best[0].GameNum;
            for (int i = tips.Count - 2; i >= 0; i--)
            {
                int s = tips[i].Count * 10 + tips[i][0].GameNum;
                if (s > bestScore) { bestScore = s; best = tips[i]; }
            }
            return best;
        }

        private static List<TCardInfoPdkF> GenerateDeck()
        {
            var d = new List<TCardInfoPdkF>(); int id = 1;
            foreach (int f in new[] { 1, 2, 3, 4 })
                for (int n = 1; n <= 13; n++)
                    d.Add(new TCardInfoPdkF { ID = (byte)id++, Flower = (byte)f, GameNum = (byte)(n == 1 ? 14 : n == 2 ? 16 : n), GameState = 1 });
            return d;
        }

        private void Shuffle<T>(List<T> l) { for (int i = l.Count - 1; i > 0; i--) { int j = _rng.Next(i + 1); (l[i], l[j]) = (l[j], l[i]); } }

        private static PlayOutCardPdkF CloneCard(PlayOutCardPdkF s)
            => new PlayOutCardPdkF { Pos = s.Pos, GameNum = s.GameNum, Type = s.Type, Ids = s.Ids?.ToArray() };

        private static PlayOutCardPdkF Pass(PdkBotView v)
            => new PlayOutCardPdkF { Pos = (byte)v.MyPos, Type = CardType1.None };
    }
}