feat: V-learning架构 — 改Q→V
Q-learning问题: pass action Q值稳定偏高 → 永远pass V-learning修复: - 网络输出 14(Q-action)→1(V-state): P(win|state) - NeuralBot: 对每个候选编码出牌后state → 选V值最高的 - pass和出牌都是候选, 公平竞争(不是固定action slot) TrainingCollector: - 新增 EncodeAfterPlay(view, tracker, afterHand, playedIds) - EncodeState 支持 extraSeen 参数(模拟出牌时标记已见) Python: - train_v.py: V-learning训练器(load CSV→predict win/loss) - network.py: OUTPUT_DIM=14→1 验证: 200局0错误, V-model loss 0.81→0.0001 需更多数据覆盖状态空间
This commit is contained in:
@ -392,6 +392,7 @@ namespace PdkFriendServer.Logic
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int totalSims = allCandidates.Count * fastSims
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+ scoredCandidates.Count(c => c.winRate > 0.3) * (simsPerCandidate - fastSims);
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Console.WriteLine($"[ISMCTS pos{view.MyPos}] {totalSims}sims => {desc}");
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TrainingCollector.Record(view, _tracker, TrainingCollector.ActionToIdx(best.play), view.MyPos-1);
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return best.play;
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}
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@ -29,8 +29,8 @@ namespace PdkFriendServer.Logic
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private const int NumRanks = 13;
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private const int NumSuits = 4;
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private const int NumChannels = 7;
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private const int InputDim = NumChannels * NumRanks * NumSuits; // 364
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private const int OutputDim = 14; // 13 ranks + pass
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private const int InputDim = TrainingCollector.InputDim; // 364
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private const int OutputDim = 1; // V(state) = P(win)
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public NeuralBot(string modelPath = "model.onnx", float epsilon = 0.05f)
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{
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@ -85,19 +85,25 @@ namespace PdkFriendServer.Logic
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if (_rng.NextDouble() < _epsilon)
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return candidates[_rng.Next(candidates.Count)].play;
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// 3. 状态编码 + ONNX 推理
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var stateVec = EncodeState(view);
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var qValues = RunInference(stateVec);
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// 4. 选合法动作中 Q 值最高的
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// 3. V-learning: 对每个候选，编码出牌后的状态，选 V 值最高的
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float bestV = float.MinValue;
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int bestIdx = 0;
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float bestQ = float.MinValue;
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for (int i = 0; i < candidates.Count; i++)
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{
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int ai = candidates[i].actionIdx;
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if (ai >= 0 && ai < qValues.Length && qValues[ai] > bestQ)
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var play = candidates[i].play;
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// 构建出牌后的手牌
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var afterHand = play.Type == CardType1.None
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? hand
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: hand.Where(c => play.Ids == null || !play.Ids.Contains(c.ID)).ToArray();
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// 编码出牌后状态
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var afterState = EncodeAfterPlay(view, afterHand, play);
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var v = RunInference(afterState);
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float val = v.Length > 0 ? v[0] : 0;
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if (val > bestV)
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{
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bestQ = qValues[ai];
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bestV = val;
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bestIdx = i;
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}
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}
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@ -105,10 +111,18 @@ namespace PdkFriendServer.Logic
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var chosen = candidates[bestIdx];
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bool isPass = chosen.play.Type == CardType1.None;
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Console.WriteLine($"[NeuralBot pos{view.MyPos}] {candidates.Count}c → " +
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$"{(isPass ? "pass" : $"{chosen.play.Ids?.Length ?? 1}c rank={chosen.play.GameNum}")} Q={bestQ:F3}");
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$"{(isPass ? "pass" : $"{chosen.play.Ids?.Length ?? 1}c rank={chosen.play.GameNum}")} V={bestV:F3}");
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return chosen.play;
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}
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// 编码出牌后状态：模拟出牌后的 PdkBotView
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private float[] EncodeAfterPlay(PdkBotView view, TCardInfoPdkF[] afterHand, PlayOutCardPdkF play)
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{
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var playedIds = play.Type != CardType1.None && play.Ids != null
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? play.Ids.Select(id => (int)id).ToArray() : null;
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return TrainingCollector.EncodeAfterPlay(view, _tracker, afterHand, playedIds);
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}
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// ---- 状态编码（与 Python encode_game_state 一致）----
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private float[] EncodeState(PdkBotView view)
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@ -60,8 +60,9 @@ namespace PdkFriendServer.Logic
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/// BotTypes: "ISMCTS" / "NEURAL" / null=默认ISMCTS
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/// 训练模式: ["NEURAL","NEURAL","ISMCTS"] = 2个模型bot + 1个ISMCTS</summary>
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public static string[] BotTypes = null;
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private static int _flushGameCounter = 0;
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private void InitBots()
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private void InitBots()
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{
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_bots = new IPdkBot[3];
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for (int i = 0; i < 3; i++)
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@ -485,10 +486,23 @@ namespace PdkFriendServer.Logic
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for (int i = 0; i < GamePack.Info.PlayNum; i++)
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{
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Log($"玩家：{(i + 1)} ，输赢：{GamePack.Info.Score[i]}");
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}
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#endif
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}
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#endif
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if (DeskGameDo != null)
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// 训练数据收集：输出本局所有 ISMCTS 决策
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if (TrainingCollector.Enabled)
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{
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float[] rewards = new float[GamePack.Info.PlayNum];
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for (int i = 0; i < GamePack.Info.PlayNum; i++)
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{
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// 赢的分 > 0 → reward=1; 输的分 < 0 → reward=-1; 否则 0
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float s = GamePack.Info.Score[i];
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rewards[i] = s > 0 ? 1f : s < 0 ? -1f : 0f;
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}
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TrainingCollector.FlushGame(_flushGameCounter++, rewards);
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}
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if (DeskGameDo != null)
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{
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DeskGameDo.GameOver();
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}
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156
PdkFriendServer/Logic/TrainingCollector.cs
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156
PdkFriendServer/Logic/TrainingCollector.cs
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@ -0,0 +1,156 @@
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using System;
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using System.Collections.Generic;
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using System.Linq;
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using GameMessage;
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using GameMessage.PaoDeKuaiF;
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namespace PdkFriendServer.Logic
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{
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/// <summary>
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/// 训练数据收集器 — 记录 (state, action, result) 三元组供 Python 训练。
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/// 状态编码与 Python trainer 完全一致：13rank×4suit×7ch=364 float。
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/// </summary>
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public static class TrainingCollector
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{
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public static bool Enabled = false;
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private static readonly List<TrainingRecord> _records = new List<TrainingRecord>();
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private static readonly int[] Ranks = { 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 16 };
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private const int NumRanks = 13;
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private const int NumSuits = 4;
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private const int NumChannels = 7;
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public const int InputDim = NumChannels * NumRanks * NumSuits; // 364
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private struct TrainingRecord
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{
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public float[] State;
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public int Action; // 0-12 = rank index, 13 = pass
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public int Player;
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}
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public static void Record(PdkBotView view, CardTracker tracker, int actionIdx, int player)
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{
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if (!Enabled) return;
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var state = EncodeState(view, tracker);
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_records.Add(new TrainingRecord { State = state, Action = actionIdx, Player = player });
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}
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/// <summary>
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/// 游戏结束，输出本轮训练数据到文件。
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/// rewards: 每个玩家的奖励 (1=赢, 0=第二, -1=第三)
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/// </summary>
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public static void FlushGame(int gameId, float[] rewards)
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{
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if (!Enabled || _records.Count == 0) return;
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var path = $"training_data/game_{gameId:D5}.csv";
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System.IO.Directory.CreateDirectory("training_data");
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using var w = new System.IO.StreamWriter(path);
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w.WriteLine("state,action,reward");
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foreach (var r in _records)
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{
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float reward = r.Player >= 0 && r.Player < rewards.Length ? rewards[r.Player] : 0;
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var stateStr = string.Join(",", r.State.Select(f => f.ToString("F6")));
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w.WriteLine($"\"{stateStr}\",{r.Action},{reward:F3}");
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}
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_records.Clear();
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}
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/// <summary>
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/// 状态编码：与 Python encode_game_state 完全一致。
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/// </summary>
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/// <summary>
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/// 编码"出牌后"状态：把我刚出的牌也标记为已见
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/// </summary>
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public static float[] EncodeAfterPlay(PdkBotView view, CardTracker tracker,
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TCardInfoPdkF[] afterHand, int[] playedIds)
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{
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var afterView = new PdkBotView
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{
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MyHand = afterHand,
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MyPos = view.MyPos,
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ShenYuCard = view.ShenYuCard,
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MaxPlayCard = view.MaxPlayCard,
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Rule = view.Rule,
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};
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return EncodeState(afterView, tracker, playedIds);
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}
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public static float[] EncodeState(PdkBotView view, CardTracker tracker, int[] extraSeen = null)
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{
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var state = new float[InputDim];
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// ch0: my hand
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foreach (var c in view.MyHand)
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{
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if (c.GameState != 1) continue;
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int ri = RankToIdx(c.GameNum);
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int si = SuitToIdx(c.ID);
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if (ri >= 0 && si >= 0)
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state[ri * NumSuits + si] = 1.0f;
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}
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// ch1: seen cards (from tracker) + extraSeen
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var pool = tracker.GetUnknownPool(view.MyHand);
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var unseenIds = new HashSet<int>(pool.Select(c => (int)c.ID));
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if (extraSeen != null)
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foreach (var id in extraSeen) unseenIds.Remove(id);
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for (int suit = 1; suit <= 4; suit++)
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{
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for (int n = 1; n <= 13; n++)
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{
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int id = (suit - 1) * 13 + n;
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if (!unseenIds.Contains(id))
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{
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int g = n == 1 ? 14 : n == 2 ? 16 : n;
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int ri = RankToIdx(g);
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if (ri >= 0)
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state[ChOffset(1) + ri * NumSuits + (suit - 1)] = 1.0f;
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}
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}
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}
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// ch2-ch6: scalar info
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int myCount = view.MyHand.Count(c => c.GameState == 1);
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state[ChOffset(2)] = (float)myCount / 16.0f;
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int opp1 = view.MyPos % 3;
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state[ChOffset(3)] = (float)view.ShenYuCard[opp1] / 16.0f;
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int opp2 = (view.MyPos + 1) % 3;
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state[ChOffset(4)] = (float)view.ShenYuCard[opp2] / 16.0f;
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state[ChOffset(5) + view.MyPos % NumRanks] = 1.0f;
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if (view.MaxPlayCard.GameNum > 0 && view.MaxPlayCard.Pos != view.MyPos)
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{
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int lr = RankToIdx(view.MaxPlayCard.GameNum);
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if (lr >= 0)
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state[ChOffset(6) + lr] = 1.0f;
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}
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return state;
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}
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public static int RankToIdx(int gameNum) => gameNum switch
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{
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3 => 0, 4 => 1, 5 => 2, 6 => 3, 7 => 4, 8 => 5, 9 => 6,
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10 => 7, 11 => 8, 12 => 9, 13 => 10, 14 => 11, 16 => 12,
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_ => -1
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};
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public static int ActionToIdx(PlayOutCardPdkF play)
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{
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if (play.Type == CardType1.None || play.Ids == null || play.Ids.Length == 0)
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return 13; // pass
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return RankToIdx(play.GameNum);
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}
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private static int SuitToIdx(int id)
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{
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int suit = (id - 1) / 13;
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return suit >= 0 && suit < 4 ? suit : -1;
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}
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private static int ChOffset(int ch) => ch * NumRanks * NumSuits;
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}
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}
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@ -9,7 +9,7 @@ namespace hjha_console
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{
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static void Main(string[] args)
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{
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if (args.Length > 0 && args[0] == "--mix") { PdkGameMain.BotTypes = new[] { "NEURAL", "NEURAL", "ISMCTS" }; args = new[] { "--stress", args.Length > 1 ? args[1] : "10" }; }
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if (args.Length > 0 && args[0] == "--mix") { PdkGameMain.BotTypes = new[] { "NEURAL", "NEURAL", "ISMCTS" }; TrainingCollector.Enabled = true; args = new[] { "--stress", args.Length > 1 ? args[1] : "10" }; }
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if (args.Length > 0 && args[0] == "--stress")
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{
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int rounds = args.Length > 1 ? int.Parse(args[1]) : 100;
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BIN
model.onnx
BIN
model.onnx
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9
training_data/game_00000.csv
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9
training_data/game_00000.csv
Normal file
@ -0,0 +1,9 @@
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state,action,reward
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"1.000000,0.000000,1.000000,1.000000,0.000000,0.000000,1.000000,0.000000,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,1.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,1.000000,0.000000,1.000000,0.000000,0.000000,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000,1.000000,1.000000,1.000000,0.000000,1.000000,0.000000,0.000000,0.000000,1.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,1.000000,0.000000,1.000000,1.000000,0.000000,0.000000,1.000000,1.000000,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,1.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,1.000000,0.000000,1.000000,0.000000,0.000000,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000,1.000000,1.000000,1.000000,0.000000,1.000000,0.000000,0.000000,0.000000,1.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.937500,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,1.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000,0.000000",6,1.000
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8
training_data/game_00001.csv
Normal file
8
training_data/game_00001.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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8
training_data/game_00002.csv
Normal file
8
training_data/game_00002.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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7
training_data/game_00003.csv
Normal file
7
training_data/game_00003.csv
Normal file
@ -0,0 +1,7 @@
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8
training_data/game_00004.csv
Normal file
8
training_data/game_00004.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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|
5
training_data/game_00005.csv
Normal file
5
training_data/game_00005.csv
Normal file
@ -0,0 +1,5 @@
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state,action,reward
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|
3
training_data/game_00006.csv
Normal file
3
training_data/game_00006.csv
Normal file
@ -0,0 +1,3 @@
|
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state,action,reward
|
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||||
|
7
training_data/game_00007.csv
Normal file
7
training_data/game_00007.csv
Normal file
@ -0,0 +1,7 @@
|
||||
state,action,reward
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13
training_data/game_00008.csv
Normal file
13
training_data/game_00008.csv
Normal file
@ -0,0 +1,13 @@
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8
training_data/game_00009.csv
Normal file
8
training_data/game_00009.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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3
training_data/game_00010.csv
Normal file
3
training_data/game_00010.csv
Normal file
@ -0,0 +1,3 @@
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7
training_data/game_00011.csv
Normal file
7
training_data/game_00011.csv
Normal file
@ -0,0 +1,7 @@
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state,action,reward
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8
training_data/game_00012.csv
Normal file
8
training_data/game_00012.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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|
19
training_data/game_00013.csv
Normal file
19
training_data/game_00013.csv
Normal file
@ -0,0 +1,19 @@
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|
7
training_data/game_00014.csv
Normal file
7
training_data/game_00014.csv
Normal file
@ -0,0 +1,7 @@
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state,action,reward
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7
training_data/game_00015.csv
Normal file
7
training_data/game_00015.csv
Normal file
@ -0,0 +1,7 @@
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state,action,reward
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|
10
training_data/game_00016.csv
Normal file
10
training_data/game_00016.csv
Normal file
@ -0,0 +1,10 @@
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7
training_data/game_00017.csv
Normal file
7
training_data/game_00017.csv
Normal file
@ -0,0 +1,7 @@
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state,action,reward
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6
training_data/game_00018.csv
Normal file
6
training_data/game_00018.csv
Normal file
@ -0,0 +1,6 @@
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8
training_data/game_00019.csv
Normal file
8
training_data/game_00019.csv
Normal file
@ -0,0 +1,8 @@
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9
training_data/game_00020.csv
Normal file
9
training_data/game_00020.csv
Normal file
@ -0,0 +1,9 @@
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state,action,reward
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2
training_data/game_00021.csv
Normal file
2
training_data/game_00021.csv
Normal file
@ -0,0 +1,2 @@
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19
training_data/game_00022.csv
Normal file
19
training_data/game_00022.csv
Normal file
@ -0,0 +1,19 @@
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3
training_data/game_00023.csv
Normal file
3
training_data/game_00023.csv
Normal file
@ -0,0 +1,3 @@
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10
training_data/game_00024.csv
Normal file
10
training_data/game_00024.csv
Normal file
@ -0,0 +1,10 @@
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state,action,reward
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|
7
training_data/game_00025.csv
Normal file
7
training_data/game_00025.csv
Normal file
@ -0,0 +1,7 @@
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state,action,reward
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9
training_data/game_00026.csv
Normal file
9
training_data/game_00026.csv
Normal file
@ -0,0 +1,9 @@
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state,action,reward
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11
training_data/game_00027.csv
Normal file
11
training_data/game_00027.csv
Normal file
@ -0,0 +1,11 @@
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8
training_data/game_00028.csv
Normal file
8
training_data/game_00028.csv
Normal file
@ -0,0 +1,8 @@
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3
training_data/game_00029.csv
Normal file
3
training_data/game_00029.csv
Normal file
@ -0,0 +1,3 @@
|
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state,action,reward
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||||
|
9
training_data/game_00030.csv
Normal file
9
training_data/game_00030.csv
Normal file
@ -0,0 +1,9 @@
|
||||
state,action,reward
|
||||
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8
training_data/game_00031.csv
Normal file
8
training_data/game_00031.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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|
2
training_data/game_00032.csv
Normal file
2
training_data/game_00032.csv
Normal file
@ -0,0 +1,2 @@
|
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state,action,reward
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|
7
training_data/game_00033.csv
Normal file
7
training_data/game_00033.csv
Normal file
@ -0,0 +1,7 @@
|
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state,action,reward
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2
training_data/game_00034.csv
Normal file
2
training_data/game_00034.csv
Normal file
@ -0,0 +1,2 @@
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9
training_data/game_00035.csv
Normal file
9
training_data/game_00035.csv
Normal file
@ -0,0 +1,9 @@
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state,action,reward
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6
training_data/game_00036.csv
Normal file
6
training_data/game_00036.csv
Normal file
@ -0,0 +1,6 @@
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10
training_data/game_00037.csv
Normal file
10
training_data/game_00037.csv
Normal file
@ -0,0 +1,10 @@
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|
2
training_data/game_00038.csv
Normal file
2
training_data/game_00038.csv
Normal file
@ -0,0 +1,2 @@
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state,action,reward
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|
5
training_data/game_00039.csv
Normal file
5
training_data/game_00039.csv
Normal file
@ -0,0 +1,5 @@
|
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state,action,reward
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|
2
training_data/game_00040.csv
Normal file
2
training_data/game_00040.csv
Normal file
@ -0,0 +1,2 @@
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state,action,reward
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|
7
training_data/game_00041.csv
Normal file
7
training_data/game_00041.csv
Normal file
@ -0,0 +1,7 @@
|
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state,action,reward
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|
13
training_data/game_00042.csv
Normal file
13
training_data/game_00042.csv
Normal file
@ -0,0 +1,13 @@
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8
training_data/game_00043.csv
Normal file
8
training_data/game_00043.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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8
training_data/game_00044.csv
Normal file
8
training_data/game_00044.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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9
training_data/game_00045.csv
Normal file
9
training_data/game_00045.csv
Normal file
@ -0,0 +1,9 @@
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state,action,reward
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|
5
training_data/game_00046.csv
Normal file
5
training_data/game_00046.csv
Normal file
@ -0,0 +1,5 @@
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state,action,reward
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8
training_data/game_00047.csv
Normal file
8
training_data/game_00047.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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8
training_data/game_00048.csv
Normal file
8
training_data/game_00048.csv
Normal file
@ -0,0 +1,8 @@
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6
training_data/game_00049.csv
Normal file
6
training_data/game_00049.csv
Normal file
@ -0,0 +1,6 @@
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|
10
training_data/game_00050.csv
Normal file
10
training_data/game_00050.csv
Normal file
@ -0,0 +1,10 @@
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state,action,reward
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5
training_data/game_00051.csv
Normal file
5
training_data/game_00051.csv
Normal file
@ -0,0 +1,5 @@
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|
6
training_data/game_00052.csv
Normal file
6
training_data/game_00052.csv
Normal file
@ -0,0 +1,6 @@
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state,action,reward
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8
training_data/game_00053.csv
Normal file
8
training_data/game_00053.csv
Normal file
@ -0,0 +1,8 @@
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9
training_data/game_00054.csv
Normal file
9
training_data/game_00054.csv
Normal file
@ -0,0 +1,9 @@
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state,action,reward
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|
11
training_data/game_00056.csv
Normal file
11
training_data/game_00056.csv
Normal file
@ -0,0 +1,11 @@
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4
training_data/game_00057.csv
Normal file
4
training_data/game_00057.csv
Normal file
@ -0,0 +1,4 @@
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6
training_data/game_00058.csv
Normal file
6
training_data/game_00058.csv
Normal file
@ -0,0 +1,6 @@
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state,action,reward
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7
training_data/game_00059.csv
Normal file
7
training_data/game_00059.csv
Normal file
@ -0,0 +1,7 @@
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state,action,reward
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7
training_data/game_00060.csv
Normal file
7
training_data/game_00060.csv
Normal file
@ -0,0 +1,7 @@
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state,action,reward
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9
training_data/game_00061.csv
Normal file
9
training_data/game_00061.csv
Normal file
@ -0,0 +1,9 @@
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3
training_data/game_00062.csv
Normal file
3
training_data/game_00062.csv
Normal file
@ -0,0 +1,3 @@
|
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state,action,reward
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||||
|
11
training_data/game_00063.csv
Normal file
11
training_data/game_00063.csv
Normal file
@ -0,0 +1,11 @@
|
||||
state,action,reward
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12
training_data/game_00064.csv
Normal file
12
training_data/game_00064.csv
Normal file
@ -0,0 +1,12 @@
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11
training_data/game_00065.csv
Normal file
11
training_data/game_00065.csv
Normal file
@ -0,0 +1,11 @@
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8
training_data/game_00066.csv
Normal file
8
training_data/game_00066.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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7
training_data/game_00067.csv
Normal file
7
training_data/game_00067.csv
Normal file
@ -0,0 +1,7 @@
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state,action,reward
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8
training_data/game_00068.csv
Normal file
8
training_data/game_00068.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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9
training_data/game_00069.csv
Normal file
9
training_data/game_00069.csv
Normal file
@ -0,0 +1,9 @@
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state,action,reward
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6
training_data/game_00070.csv
Normal file
6
training_data/game_00070.csv
Normal file
@ -0,0 +1,6 @@
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2
training_data/game_00071.csv
Normal file
2
training_data/game_00071.csv
Normal file
@ -0,0 +1,2 @@
|
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state,action,reward
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||||
|
8
training_data/game_00072.csv
Normal file
8
training_data/game_00072.csv
Normal file
@ -0,0 +1,8 @@
|
||||
state,action,reward
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8
training_data/game_00074.csv
Normal file
8
training_data/game_00074.csv
Normal file
@ -0,0 +1,8 @@
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state,action,reward
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4
training_data/game_00075.csv
Normal file
4
training_data/game_00075.csv
Normal file
@ -0,0 +1,4 @@
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4
training_data/game_00076.csv
Normal file
4
training_data/game_00076.csv
Normal file
@ -0,0 +1,4 @@
|
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state,action,reward
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|
||||
|
9
training_data/game_00077.csv
Normal file
9
training_data/game_00077.csv
Normal file
@ -0,0 +1,9 @@
|
||||
state,action,reward
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7
training_data/game_00078.csv
Normal file
7
training_data/game_00078.csv
Normal file
@ -0,0 +1,7 @@
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state,action,reward
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3
training_data/game_00079.csv
Normal file
3
training_data/game_00079.csv
Normal file
@ -0,0 +1,3 @@
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|
5
training_data/game_00080.csv
Normal file
5
training_data/game_00080.csv
Normal file
@ -0,0 +1,5 @@
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state,action,reward
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|
10
training_data/game_00081.csv
Normal file
10
training_data/game_00081.csv
Normal file
@ -0,0 +1,10 @@
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||||
state,action,reward
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7
training_data/game_00082.csv
Normal file
7
training_data/game_00082.csv
Normal file
@ -0,0 +1,7 @@
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8
training_data/game_00083.csv
Normal file
8
training_data/game_00083.csv
Normal file
@ -0,0 +1,8 @@
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9
training_data/game_00084.csv
Normal file
9
training_data/game_00084.csv
Normal file
@ -0,0 +1,9 @@
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state,action,reward
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|
7
training_data/game_00085.csv
Normal file
7
training_data/game_00085.csv
Normal file
@ -0,0 +1,7 @@
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state,action,reward
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9
training_data/game_00086.csv
Normal file
9
training_data/game_00086.csv
Normal file
@ -0,0 +1,9 @@
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state,action,reward
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|
5
training_data/game_00087.csv
Normal file
5
training_data/game_00087.csv
Normal file
@ -0,0 +1,5 @@
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state,action,reward
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3
training_data/game_00088.csv
Normal file
3
training_data/game_00088.csv
Normal file
@ -0,0 +1,3 @@
|
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state,action,reward
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||||
|
8
training_data/game_00089.csv
Normal file
8
training_data/game_00089.csv
Normal file
@ -0,0 +1,8 @@
|
||||
state,action,reward
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Some files were not shown because too many files have changed in this diff Show More
Reference in New Issue
Block a user