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diff --git a/Assets/KSH/AITestScene.unity.meta b/Assets/KSH/AITestScene.unity.meta
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diff --git a/Assets/Script/AI.meta b/Assets/Script/AI.meta
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diff --git a/Assets/Script/AI/MiniMaxAIController.cs b/Assets/Script/AI/MiniMaxAIController.cs
new file mode 100644
index 0000000..b1f26e8
--- /dev/null
+++ b/Assets/Script/AI/MiniMaxAIController.cs
@@ -0,0 +1,340 @@
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using UnityEngine;
+
+public static class MiniMaxAIController
+{
+ // To-Do List
+ // 탐색 시간 개선: 캐싱(_stoneInfoCache), 좋은 수부터 탐색(Move Ordering)
+ // AI 난이도 개선
+
+ private const int SEARCH_DEPTH = 3; // 탐색 깊이 제한 (3 = 빠른 응답, 4 = 좀 더 강한 AI 그러나 느린)
+ private const int WIN_COUNT = 5;
+
+ private static int[][] _directions = new int[][]
+ {
+ new int[] {1, 0}, // 수직
+ new int[] {0, 1}, // 수평
+ new int[] {1, 1}, // 대각선 ↘ ↖
+ new int[] {1, -1} // 대각선 ↙ ↗
+ };
+
+ private static int _playerLevel = 1; // 급수 설정
+ private static float _mistakeMove;
+ private static Enums.PlayerType _AIPlayerType = Enums.PlayerType.PlayerB;
+
+ // 중복 계산을 방지하기 위한 캐싱 데이터. 위치(row, col) 와 방향(dirX, dirY) 중복 계산 방지
+ private static Dictionary<(int, int, int, int), (int count, int openEnds)> _stoneInfoCache
+ = new Dictionary<(int, int, int, int), (int count, int openEnds)>();
+
+ // 급수 설정 -> 실수 넣을 때 계산
+ public static void SetLevel(int level)
+ {
+ _playerLevel = level;
+
+ _mistakeMove = GetMistakeProbability(_playerLevel);
+ }
+
+ // 실수 확률 계산 함수
+ private static float GetMistakeProbability(int level)
+ {
+ // 레벨이 1일 때 실수 확률 0%, 레벨이 18일 때 실수 확률 50%
+ return (level - 1) / 17f * 0.5f;
+ }
+
+ // return 값이 null 일 경우 == 보드에 칸 꽉 참
+ public static (int row, int col)? GetBestMove(Enums.PlayerType[,] board)
+ {
+ // 캐시 초기화
+ ClearCache();
+
+ float bestScore = float.MinValue;
+ (int row, int col)? bestMove = null;
+ (int row, int col)? secondBestMove = null;
+ List<(int row, int col, float score)> validMoves = GetValidMoves(board);
+
+ // 보드에 놓을 수 있는 자리가 있는지 확인
+ if (validMoves.Count == 0)
+ {
+ return null;
+ }
+
+ // 5연승 가능한 자리를 먼저 찾아서 우선적으로 설정
+ List<(int row, int col)> fiveInARowMoves = GetFiveInARowCandidateMoves(board);
+ if (fiveInARowMoves.Count > 0)
+ {
+ bestMove = fiveInARowMoves[0];
+ return bestMove;
+ }
+
+ foreach (var (row, col, _) in validMoves)
+ {
+ board[row, col] = _AIPlayerType;
+ float score = DoMinimax(board, SEARCH_DEPTH, false, -1000, 1000, row, col);
+ board[row, col] = Enums.PlayerType.None;
+
+ if (score > bestScore)
+ {
+ bestScore = score;
+
+ if (bestMove != null)
+ {
+ secondBestMove = bestMove;
+ }
+
+ bestMove = (row, col);
+ }
+ }
+
+ // 랜덤 실수
+ if (secondBestMove != null && UnityEngine.Random.value < _mistakeMove) // UnityEngine.Random.value == 0~1 사이 반환
+ {
+ Debug.Log("AI Mistake");
+ return secondBestMove;
+ }
+
+ return bestMove;
+ }
+
+ private static float DoMinimax(Enums.PlayerType[,] board, int depth, bool isMaximizing, float alpha, float beta,
+ int recentRow, int recentCol)
+ {
+ if (CheckGameWin(Enums.PlayerType.PlayerA, board, recentRow, recentCol)) return -100 + depth;
+ if (CheckGameWin(Enums.PlayerType.PlayerB, board, recentRow, recentCol)) return 100 - depth;
+ if (depth == 0) return EvaluateBoard(board);
+
+ float bestScore = isMaximizing ? float.MinValue : float.MaxValue;
+ List<(int row, int col, float score)> validMoves = GetValidMoves(board); // 현재 놓을 수 있는 자리 리스트
+
+ foreach (var (row, col, _) in validMoves)
+ {
+ board[row, col] = isMaximizing ? Enums.PlayerType.PlayerB : Enums.PlayerType.PlayerA;
+ ClearCachePartial(row, col); // 부분 초기화
+ // ClearCache();
+
+ float minimaxScore = DoMinimax(board, depth - 1, !isMaximizing, alpha, beta, row, col);
+
+ board[row, col] = Enums.PlayerType.None;
+ ClearCachePartial(row, col);
+ // ClearCache();
+
+ if (isMaximizing)
+ {
+ bestScore = Math.Max(bestScore, minimaxScore);
+ alpha = Math.Max(alpha, bestScore);
+ }
+ else
+ {
+ bestScore = Math.Min(bestScore, minimaxScore);
+ beta = Math.Min(beta, bestScore);
+ }
+
+ if (beta <= alpha) break;
+ }
+ return bestScore;
+ }
+
+ // 이동 가능 + 주변에 돌 있는 위치 탐색
+ private static List<(int row, int col, float score)> GetValidMoves(Enums.PlayerType[,] board)
+ {
+ List<(int, int, float)> validMoves = new List<(int, int, float)>();
+ int size = board.GetLength(0);
+
+ for (int row = 0; row < size; row++)
+ {
+ for (int col = 0; col < size; col++)
+ {
+ if (board[row, col] == Enums.PlayerType.None && HasNearbyStones(board, row, col))
+ {
+ float score = EvaluateBoard(board);
+ validMoves.Add((row, col, score));
+ }
+ }
+ }
+
+ validMoves.Sort((a, b) => b.Item3.CompareTo(a.Item3));
+ return validMoves;
+ }
+
+ private static bool HasNearbyStones(Enums.PlayerType[,] board, int row, int col, int distance = 3)
+ {
+ // 9칸 기준으로 현재 위치를 중앙으로 상정한 후 나머지 8방향
+ int[] dr = { -1, -1, -1, 0, 0, 1, 1, 1 };
+ int[] dc = { -1, 0, 1, -1, 1, -1, 0, 1 };
+ int size = board.GetLength(0);
+
+ for(int i = 0; i < dr.Length; i++)
+ {
+ int nr = row + dr[i], nc = col + dc[i];
+ if (nr >= 0 && nr < size && nc >= 0 && nc < size && board[nr, nc] != Enums.PlayerType.None)
+ {
+ return true;
+ }
+ }
+ return false;
+ }
+
+ // 특정 방향으로 같은 돌 개수와 열린 끝 개수를 계산하는 함수
+ private static (int count, int openEnds) CountStones(
+ Enums.PlayerType[,] board, int row, int col, int[] direction, Enums.PlayerType player)
+ {
+ int dirX = direction[0], dirY = direction[1];
+ var key = (row, col, dirX, dirY);
+
+ // 캐시에 존재하면 바로 반환 (탐색 시간 감소)
+ if (_stoneInfoCache.TryGetValue(key, out var cachedResult))
+ {
+ return cachedResult;
+ }
+
+ int size = board.GetLength(0);
+ int count = 0;
+ int openEnds = 0;
+
+ // 정방향 탐색
+ int r = row + direction[0], c = col + direction[1];
+ while (r >= 0 && r < size && c >= 0 && c < size && board[r, c] == player)
+ {
+ count++;
+ r += direction[0]; // row값 옮기기
+ c += direction[1]; // col값 옮기기
+ }
+
+ if (r >= 0 && r < size && c >= 0 && c < size && board[r, c] == Enums.PlayerType.None)
+ {
+ openEnds++;
+ }
+
+ // 역방향 탐색
+ r = row - direction[0];
+ c = col - direction[1];
+ while (r >= 0 && r < size && c >= 0 && c < size && board[r, c] == player)
+ {
+ count++;
+ r -= direction[0];
+ c -= direction[1];
+ }
+
+ if (r >= 0 && r < size && c >= 0 && c < size && board[r, c] == Enums.PlayerType.None)
+ {
+ openEnds++;
+ }
+
+ var resultValue = (count, openEnds);
+ _stoneInfoCache[key] = resultValue; // 결과 저장
+ return resultValue;
+ }
+
+ // 캐시 초기화, 새로운 돌이 놓일 시 실행
+ private static void ClearCache()
+ {
+ _stoneInfoCache.Clear();
+ }
+
+ // 캐시 부분 초기화 (현재 변경된 위치 N에서 반경 5칸만 초기화)
+ private static void ClearCachePartial(int centerRow, int centerCol, int radius = 5)
+ {
+ // 캐시가 비어있으면 아무 작업도 하지 않음
+ if (_stoneInfoCache.Count == 0) return;
+
+ // 제거할 키 목록
+ List<(int, int, int, int)> keysToRemove = new List<(int, int, int, int)>();
+
+ // 모든 캐시 항목을 검사
+ foreach (var key in _stoneInfoCache.Keys)
+ {
+ var (row, col, _, _) = key;
+
+ // 거리 계산
+ int distance = Math.Max(Math.Abs(row - centerRow), Math.Abs(col - centerCol));
+
+ // 지정된 반경 내에 있는 캐시 항목을 삭제 목록에 추가
+ if (distance <= radius)
+ {
+ keysToRemove.Add(key);
+ }
+ }
+
+ // 반경 내의 키 제거
+ foreach (var key in keysToRemove)
+ {
+ _stoneInfoCache.Remove(key);
+ }
+ }
+
+ // 최근에 둔 돌 위치 기반으로 게임 승리를 판별하는 함수
+ public static bool CheckGameWin(Enums.PlayerType player, Enums.PlayerType[,] board, int row, int col)
+ {
+ foreach (var dir in _directions)
+ {
+ var (count, _) = CountStones(board, row, col, dir, player);
+
+ // 자기 자신 포함하여 5개 이상일 시 true 반환
+ if (count + 1 >= WIN_COUNT)
+ return true;
+ }
+
+ return false;
+ }
+
+ // 5목이 될 수 있는 위치 찾기
+ private static List<(int row, int col)> GetFiveInARowCandidateMoves(Enums.PlayerType[,] board)
+ {
+ List<(int row, int col)> fiveInARowMoves = new List<(int, int)>();
+ int size = board.GetLength(0);
+
+ for (int row = 0; row < size; row++)
+ {
+ for (int col = 0; col < size; col++)
+ {
+ if (board[row, col] != Enums.PlayerType.None) continue;
+
+ foreach (var dir in _directions)
+ {
+ var (count, openEnds) = CountStones(board, row, col, dir, _AIPlayerType);
+
+ if (count == 4 && openEnds > 0)
+ {
+ fiveInARowMoves.Add((row, col));
+ break; // 하나 나오면 바로 break (시간 단축)
+ }
+ }
+ }
+ }
+
+ return fiveInARowMoves;
+ }
+
+ // 현재 보드 평가 함수
+ private static float EvaluateBoard(Enums.PlayerType[,] board)
+ {
+ float score = 0;
+ int size = board.GetLength(0);
+
+ for (int row = 0; row < size; row++)
+ {
+ for (int col = 0; col < size; col++)
+ {
+ if (board[row, col] == Enums.PlayerType.None) continue;
+
+ Enums.PlayerType player = board[row, col];
+ int playerScore = (player == _AIPlayerType) ? 1 : -1; // AI는 양수, 플레이어는 음수
+
+ foreach (var dir in _directions)
+ {
+ var (count, openEnds) = CountStones(board, row, col, dir, player);
+
+ // 점수 계산
+ if (count == 4)
+ score += playerScore * (openEnds == 2 ? 10000 : 1000);
+ else if (count == 3)
+ score += playerScore * (openEnds == 2 ? 1000 : 100);
+ else if (count == 2)
+ score += playerScore * (openEnds == 2 ? 100 : 10);
+ }
+ }
+ }
+ return score;
+ }
+}
diff --git a/Assets/Script/AI/MiniMaxAIController.cs.meta b/Assets/Script/AI/MiniMaxAIController.cs.meta
new file mode 100644
index 0000000..1b56bd4
--- /dev/null
+++ b/Assets/Script/AI/MiniMaxAIController.cs.meta
@@ -0,0 +1,11 @@
+fileFormatVersion: 2
+guid: 0cabba9cae3792747bd277ecdc12196d
+MonoImporter:
+ externalObjects: {}
+ serializedVersion: 2
+ defaultReferences: []
+ executionOrder: 0
+ icon: {instanceID: 0}
+ userData:
+ assetBundleName:
+ assetBundleVariant:
diff --git a/Assets/Script/AI/TestGameManager.cs b/Assets/Script/AI/TestGameManager.cs
new file mode 100644
index 0000000..9cd8b64
--- /dev/null
+++ b/Assets/Script/AI/TestGameManager.cs
@@ -0,0 +1,84 @@
+using System;
+using System.Collections;
+using System.Collections.Generic;
+using TMPro;
+using UnityEngine;
+using UnityEngine.Serialization;
+using UnityEngine.UI;
+
+public class TestGameManager : MonoBehaviour
+{
+ [SerializeField] private TMP_InputField rowText;
+ [SerializeField] private TMP_InputField colText;
+ [SerializeField] private TMP_Text boardText;
+
+ private Enums.PlayerType[,] _board;
+
+ private void Start()
+ {
+ _board = new Enums.PlayerType[15, 15];
+ MiniMaxAIController.SetLevel(1); // 급수 설정 테스트
+ ResultBoard();
+ }
+
+ public void OnClickGoButton()
+ {
+ int row = int.Parse(rowText.text);
+ int col = int.Parse(colText.text);
+
+ if (_board[row, col] != Enums.PlayerType.None)
+ {
+ Debug.Log("중복 위치");
+ return;
+ }
+
+ _board[row, col] = Enums.PlayerType.PlayerA;
+ Debug.Log($"Player's row: {row} col: {col}");
+
+ // var isEnded = MiniMaxAIController.CheckGameWin(Enums.PlayerType.PlayerA, _board, row, col);
+ // Debug.Log("PlayerA is Win: " + isEnded);
+
+ // 인공지능 호출
+ var result = MiniMaxAIController.GetBestMove(_board);
+
+ if (result.HasValue)
+ {
+ Debug.Log($"AI's row: {result.Value.row} col: {result.Value.col}");
+ _board[result.Value.row, result.Value.col] = Enums.PlayerType.PlayerB;
+
+ // isEnded = MiniMaxAIController.CheckGameWin(Enums.PlayerType.PlayerB, _board, result.Value.row, result.Value.col);
+ // Debug.Log("PlayerB is Win: " + isEnded);
+ }
+
+ ResultBoard();
+ }
+
+ private void ResultBoard()
+ {
+ boardText.text = "";
+
+ // player 타입에 따라 입력받는 건 무조건 A로 해서 A, AI는 B로 나타내고 None은 _
+ for (int i = 0; i < 15; i++)
+ {
+ for (int j = 0; j < 15; j++)
+ {
+ if (_board[i, j] == Enums.PlayerType.PlayerA)
+ {
+ boardText.text += 'A';
+ }
+ else if (_board[i, j] == Enums.PlayerType.PlayerB)
+ {
+ boardText.text += 'B';
+ }
+ else if (_board[i, j] == Enums.PlayerType.None)
+ {
+ boardText.text += '_';
+ }
+
+ boardText.text += ' ';
+ }
+
+ boardText.text += '\n';
+ }
+ }
+}
diff --git a/Assets/Script/AI/TestGameManager.cs.meta b/Assets/Script/AI/TestGameManager.cs.meta
new file mode 100644
index 0000000..50ae6fe
--- /dev/null
+++ b/Assets/Script/AI/TestGameManager.cs.meta
@@ -0,0 +1,11 @@
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+guid: facc79abb6042e846bb0a2b099b58e9c
+MonoImporter:
+ externalObjects: {}
+ serializedVersion: 2
+ defaultReferences: []
+ executionOrder: 0
+ icon: {instanceID: 0}
+ userData:
+ assetBundleName:
+ assetBundleVariant: