From 092459c586fa6811514576f187bc0cb9d59fe682 Mon Sep 17 00:00:00 2001
From: natan <natanbriman@gmail.com>
Date: Thu, 19 Jan 2023 17:04:34 +0200
Subject: [PATCH] Improving heuristic_state_value

---
 2048_Statistics.xlsx                   | Bin 159626 -> 0 bytes
 Algorithms/Expectimax/Expectimax.py    |  99 ++++++++++++++-----------
 Algorithms/Genetic/GeneticAlgorithm.py |  12 +--
 Main.py                                |   4 +-
 Menu.py                                |  10 ++-
 Models/State.py                        |  13 +---
 Models/game_turn.py                    |  12 +++
 Pictures/Screenshot.jpeg               | Bin 30974 -> 33293 bytes
 Statistics.xlsx                        | Bin 0 -> 6646 bytes
 TranspositionTable.json                |   2 +-
 Utils/Helpers.py                       |   6 +-
 11 files changed, 90 insertions(+), 68 deletions(-)
 delete mode 100644 2048_Statistics.xlsx
 create mode 100644 Statistics.xlsx

diff --git a/2048_Statistics.xlsx b/2048_Statistics.xlsx
deleted file mode 100644
index 74217f7029f2cb3deaedaf00e4e498dd52b8c7ec..0000000000000000000000000000000000000000
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diff --git a/Algorithms/Expectimax/Expectimax.py b/Algorithms/Expectimax/Expectimax.py
index 31ba192..8577947 100644
--- a/Algorithms/Expectimax/Expectimax.py
+++ b/Algorithms/Expectimax/Expectimax.py
@@ -1,6 +1,7 @@
 from random import choice
+from statistics import mean
 
-from numpy import multiply, ones
+from numpy import ones, multiply
 
 from Game_and_Graphics import BOARD_SIZE
 from Models.State import State
@@ -26,8 +27,7 @@ def expectimax(current_game_turn, game_turn_type):
     if game_turn_type == ExpectimaxType.MAX:
         max_value = float('-inf')
         not_losing_direction_boards = \
-            filter_not_losing_direction_boards(
-                current_game_turn.state().get_swipe_direction_boards_dict())
+            filter_not_losing_direction_boards(current_game_turn.get_swipe_direction_boards_dict())
 
         not_losing_different_from_state_direction_boards = \
             filter_different_direction_boards_from_state(current_game_turn.state(),
@@ -41,7 +41,7 @@ def expectimax(current_game_turn, game_turn_type):
             direction_board_next_game_turn = \
                 GameTurn(game_turn=current_game_turn,
                          state=State(board=direction_board, state=current_game_turn.state(),
-                                     depth=current_game_turn.state().depth() - 1))
+                                     depth=current_game_turn.depth() - 1))
             value, _, nodes_developed = \
                 expectimax(direction_board_next_game_turn, ExpectimaxType.MIN)
 
@@ -58,17 +58,27 @@ def expectimax(current_game_turn, game_turn_type):
         return max_value, max_direction, current_game_turn.nodes()
     elif game_turn_type == ExpectimaxType.MIN:
         min_eval = float('inf')
-        random_tile_boards = current_game_turn.state().make_random_tile_boards()
+        random_tile_boards = current_game_turn.make_random_tile_boards()
 
-        for random_tile_board_index, random_tile_board in enumerate(random_tile_boards):
+        for random_tile_board_index in range(0, len(random_tile_boards), 2):
             current_game_turn.add_node()
-            random_tile_next_game_turn = \
+
+            two_tile_board = random_tile_boards[random_tile_board_index]
+            two_tile_next_game_turn = \
+                GameTurn(game_turn=current_game_turn,
+                         state=State(state=current_game_turn.state(), board=two_tile_board,
+                                     depth=current_game_turn.depth() - 1))
+            two_value, _, nodes_developed = expectimax(two_tile_next_game_turn, ExpectimaxType.MAX)
+
+            four_tile_board = random_tile_boards[random_tile_board_index + 1]
+            four_tile_next_game_turn = \
                 GameTurn(game_turn=current_game_turn,
-                         state=State(state=current_game_turn.state(), board=random_tile_board,
-                                     depth=current_game_turn.state().depth() - 1))
+                         state=State(state=current_game_turn.state(), board=four_tile_board,
+                                     depth=current_game_turn.depth() - 1))
+            four_value, _, nodes_developed = expectimax(four_tile_next_game_turn,
+                                                        ExpectimaxType.MAX)
 
-            value, _, nodes_developed = expectimax(random_tile_next_game_turn, ExpectimaxType.MAX)
-            value *= .9 if random_tile_board_index % 2 == 0 else .1
+            value = .9 * two_value + .1 * four_value
 
             current_game_turn.set_nodes(nodes_developed)
             current_game_turn.set_beta(min(current_game_turn.beta(), value))
@@ -88,49 +98,48 @@ def heuristic_state_value(state):
     of the state."""
     w = ones([4], dtype=int) if state.weights() is None else state.weights()
 
-    board = state.board()
-    final_result = 0
     best_merge = 0
-    value_dict = {}
-
-    for i in range(BOARD_SIZE):
-        col = state.board()[:, i]
-        row = state.board()[i]
-        increase_col = 0
-        increase_row = 0
-
-        for j in range(BOARD_SIZE):
-            if board[i][j].value != 0:
-                if board[i][j].value not in value_dict:
-                    value_dict[board[i][j].value] = 1
+    tile_value_dict = {}
+    board = state.board()
+    final_result = w[0] * state.best_tile_value()
+
+    for row_index in range(BOARD_SIZE):
+        col = board[:, row_index]
+        row = board[row_index]
+
+        for col_index in range(BOARD_SIZE):
+            board_value = board[row_index][col_index].value
+
+            if board_value != 0:
+                if board_value not in tile_value_dict:
+                    tile_value_dict[board_value] = 1
                 else:
-                    value_dict[board[i][j].value] += 1
+                    tile_value_dict[board_value] += 1
+
+            if col_index == 3:
+                continue
 
-            if j != 3:
-                if col[j] != 0 and col[j] == col[j + 1]:
-                    final_result += col[j].value
-                    if col[j].value * 2 > best_merge:
-                        best_merge = col[j].value * 2
+            current_col_value = col[col_index].value
+            next_col_value = col[col_index + 1].value
 
-                if row[j] != 0 and row[j] == row[j + 1]:
-                    final_result += row[j].value
-                    if row[j].value * 2 > best_merge:
-                        best_merge = row[j].value * 2
+            if current_col_value != 0 and current_col_value == next_col_value:
+                final_result += current_col_value
 
-                if col[j] < col[j + 1]:
-                    increase_col += col[j].value
+                if current_col_value * 2 > best_merge:
+                    best_merge = current_col_value * 2
 
-                if row[j] < row[j + 1]:
-                    increase_row += row[j].value
+            current_row_value = row[col_index].value
+            next_row_value = row[col_index + 1].value
 
-        final_result += w[2] * increase_col
-        final_result += w[2] * increase_row
+            if current_row_value != 0 and current_row_value == next_row_value:
+                final_result += current_row_value
 
-    final_result += w[0] * state.best_tile().value
+                if current_row_value * 2 > best_merge:
+                    best_merge = current_row_value * 2
 
-    dict_avg_array = multiply(list(value_dict.keys()), list(value_dict.values()))
-    dict_avg = sum(dict_avg_array) / len(dict_avg_array)
-    final_result += w[1] * (state.sum_empty_tiles() * dict_avg)
+    tile_dict_weighted_avg = \
+        mean(multiply(list(tile_value_dict.keys()), list(tile_value_dict.values())))
+    final_result += w[1] * state.sum_empty_tiles() * tile_dict_weighted_avg
 
     final_result += w[3] * best_merge
 
diff --git a/Algorithms/Genetic/GeneticAlgorithm.py b/Algorithms/Genetic/GeneticAlgorithm.py
index 2d53277..0963682 100644
--- a/Algorithms/Genetic/GeneticAlgorithm.py
+++ b/Algorithms/Genetic/GeneticAlgorithm.py
@@ -10,7 +10,7 @@ from Algorithms.Expectimax.Expectimax import expectimax
 from Game_and_Graphics import deepcopy, py
 from Models.State import State
 
-excel_directory = r'2048_Statistics.xlsx'
+excel_directory = r'Statistics.xlsx'
 
 
 class Weights:
@@ -316,18 +316,18 @@ def write_statistics_to_excel_file(game_turn):
 
     wb = load_workbook(excel_directory)
     sheet = wb.active
-
-    row = len(sheet["A"]) + 1
-    sheet["A" + str(row)] = sheet["A" + str(row - 1)].value + 1
+    row_index = len(sheet["A"]) + 1
+    sheet["A" + str(row_index)] = 1 if sheet["A" + str(row_index - 1)].value is None \
+        else sheet["A" + str(row_index - 1)].value + 1
 
     for i in range(11):
-        sheet[chr(ord("B") + i) + str(row)] = tile_dict[keys[i]] if i < 5 else \
+        sheet[chr(ord("B") + i) + str(row_index)] = tile_dict[keys[i]] if i < 5 else \
             [game_turn.state().score(), game_turn.state().nodes(), game_turn.state().depth(),
              game_turn.state().is_alpha_beta(), game_turn.state().is_transposition_table(),
              datetime.now()][i - 5]
 
     for i in range(4):
-        sheet[chr(ord("M") + i) + str(row)] = game_turn.state().weights()[i] \
+        sheet[chr(ord("M") + i) + str(row_index)] = game_turn.state().weights()[i] \
             if game_turn.state().weights() is not None else False
 
     wb.save(excel_directory)
diff --git a/Main.py b/Main.py
index 38c64ed..2e3a246 100644
--- a/Main.py
+++ b/Main.py
@@ -61,7 +61,7 @@ def play_game(alg, parameters, transposition_table=None, zobrist_hash_table=None
             _, next_direction, nodes_developed = expectimax(current_game_turn, ExpectimaxType.MAX)
         else:
             direction_from_transposition_table, board_hash_value = \
-                get_direction_from_transition_table(current_game_turn.state().board())
+                get_direction_from_transition_table(current_game_turn.board())
 
             if direction_from_transposition_table:
                 next_direction = direction_from_transposition_table
@@ -134,7 +134,7 @@ def main(screen):
 
 
 def __play_in_dev_mode():
-    parameters = Parameters(depth=3, is_pruning=True, is_transposition_table=False)
+    parameters = Parameters(depth=3, is_pruning=True, is_transposition_table=True)
     alg = 2
 
     while True:
diff --git a/Menu.py b/Menu.py
index 5dea6d3..a661baf 100644
--- a/Menu.py
+++ b/Menu.py
@@ -5,7 +5,7 @@ import pygame as py
 from Algorithms.Genetic.GeneticAlgorithm import Weights
 from Game_and_Graphics import screen
 from Utils.Constants import WINDOW_WIDTH, WINDOW_HEIGHT, Color, Font
-from Utils.Helpers import clear_screen, is_quit_event
+from Utils.Helpers import clear_screen, is_restart_event, is_quit_event
 
 BUTTON_SOUND = py.mixer.Sound("Button Click.wav")
 
@@ -165,8 +165,12 @@ def game_over_screen(game_turn, screenshot=False):
     quit_f = Font.MID_TITLE.value.render("EXIT", True, Color.BLACK.value)
 
     while True:
-        for _ in (event for event in py.event.get() if is_quit_event(event)):
-            return True, 0
+        for event in py.event.get():
+            if is_quit_event(event):
+                return True, 0
+
+            if is_restart_event(event):
+                return False, "RESTART"
 
         text_to_screen("GAME OVER!", Color.YELLOW.value, Font.MAIN_TITLE.value, y_place=-260)
         text_to_screen("YOU CAN'T MERGE MORE TILES...", Color.BLACK.value, Font.SUBTITLE.value,
diff --git a/Models/State.py b/Models/State.py
index 5858898..5159d11 100644
--- a/Models/State.py
+++ b/Models/State.py
@@ -97,18 +97,11 @@ class State:
         """The function sums the empty tiles (0 values).
         :return The sum."""
         return len(list(filter(lambda tile: tile.value == 0, flatmap(self.board()))))
-        # num = 0
-        # for i in range(BOARD_SIZE):
-        #     for j in range(BOARD_SIZE):
-        #         if self.__board.other_board()[i][j].value == 0:
-        #             num += 1
-        #
-        # return num
-
-    def best_tile(self):
+
+    def best_tile_value(self):
         """The function finds the highest value in the item.
         :return The value."""
-        return max(flatmap(self.board()))
+        return max(flatmap(self.board())).value
 
     def is_board_different(self, other_board):
         return self.__board != other_board
diff --git a/Models/game_turn.py b/Models/game_turn.py
index bb221f9..7aace61 100644
--- a/Models/game_turn.py
+++ b/Models/game_turn.py
@@ -27,6 +27,18 @@ class GameTurn:
     def nodes(self):
         return self.__state.nodes()
 
+    def get_swipe_direction_boards_dict(self):
+        return self.__state.get_swipe_direction_boards_dict()
+
+    def depth(self):
+        return self.__state.depth()
+
+    def make_random_tile_boards(self):
+        return self.__state.make_random_tile_boards()
+
+    def board(self):
+        return self.__state.board()
+
     def draw_board(self, is_best):
         sleep(REFRESH_RATE)
 
diff --git a/Pictures/Screenshot.jpeg b/Pictures/Screenshot.jpeg
index 3c26e90b0af0b3b7f775a8f0bf1a5b6500debc2c..8a586cba57156effcb5e43c79d0051faaafc2b9d 100644
GIT binary patch
literal 33293
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diff --git a/TranspositionTable.json b/TranspositionTable.json
index a4233a4..67de683 100644
--- a/TranspositionTable.json
+++ b/TranspositionTable.json
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\ No newline at end of file
diff --git a/Utils/Helpers.py b/Utils/Helpers.py
index 6df7a86..69361dc 100644
--- a/Utils/Helpers.py
+++ b/Utils/Helpers.py
@@ -1,7 +1,7 @@
 from itertools import chain
 from json import load, dump
 
-from pygame import QUIT, KEYDOWN, K_q, event
+from pygame import QUIT, KEYDOWN, K_q, event, K_r
 
 from Utils.Constants import Color, SwipeDirection
 
@@ -14,6 +14,10 @@ def is_quit_event(event):
     return event.type == QUIT or (event.type == KEYDOWN and event.key == K_q)
 
 
+def is_restart_event(event):
+    return event.type == KEYDOWN and event.key == K_r
+
+
 def find_quit_event():
     return len([_ for _ in event.get() if is_quit_event(_)]) > 0
 
-- 
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