diff --git a/__pycache__/agent_afterstate.cpython-35.pyc b/__pycache__/agent_afterstate.cpython-35.pyc
index 868c7462c3ecc9b239e39999006428952923ed71..c98f07408ce6dd5b46f6601976789ee53da6ad7a 100644
Binary files a/__pycache__/agent_afterstate.cpython-35.pyc and b/__pycache__/agent_afterstate.cpython-35.pyc differ
diff --git a/agent_afterstate.py b/agent_afterstate.py
index 642b33c8ecfa25974cb1ea7d29b658f8fa2eeef5..0e98b4083d1049ebd9de9f0360d237afd94e7285 100644
--- a/agent_afterstate.py
+++ b/agent_afterstate.py
@@ -16,6 +16,7 @@ class afterstateAgent:
self.commands = { Action.UP: up, Action.DOWN: down, Action.LEFT: left, Action.RIGHT: right}
self.alpha = alpha
# self.gamma = gamma
+ self.epsilon_origin = epsilon
self.epsilon = epsilon # e-greedy
# self.TD_lambda = 1-epsilon # TD(lamdba)
self.TD_lambda = TD_lambda
@@ -77,6 +78,7 @@ class afterstateAgent:
self.count = 0
self.first_step = True# used to avoid update the first time
self.explore = 0
+ self.epsilon -= self.epsilon_origin/2000
return
def _reset_trace(self):
@@ -168,6 +170,7 @@ class afterstateAgent:
i = np.random.rand();
if i < self.epsilon: #explore
self.explore += 1
+ self.forget = 0.0
return sum(phi_array) + 10000
return sum(phi_array) + done
@@ -200,11 +203,9 @@ class afterstateAgent:
if self.symmetric>0:
for i in range(4):
s = transpose(s)
- self.set_state(s)
n = transpose(n)
self.one_side_update(n,reward,s)
s = reverse(s)
- self.set_state(s)
n = reverse(n)
self.one_side_update(n,reward,s)
#one loop is one rotation
diff --git a/test.py b/test.py
deleted file mode 100644
index e4dc0fa87de3c2a3d7572230dcd4de4f2cb35fea..0000000000000000000000000000000000000000
--- a/test.py
+++ /dev/null
@@ -1,135 +0,0 @@
-from tkinter import *
-from logic import *
-from random import *
-from agent import *
-from agent_afterstate import *
-
-import numpy as np
-import pickle
-import time
-
-
-TRAIN = 100000
-SIZE = 500
-GRID_LEN = 4
-GRID_PADDING = 10
-
-BACKGROUND_COLOR_GAME = "#92877d"
-BACKGROUND_COLOR_CELL_EMPTY = "#9e948a"
-BACKGROUND_COLOR_DICT = { 2:"#eee4da", 4:"#ede0c8", 8:"#f2b179", 16:"#f59563", \
- 32:"#f67c5f", 64:"#f65e3b", 128:"#edcf72", 256:"#edcc61", \
- 512:"#edc850", 1024:"#edc53f", 2048:"#edc22e" }
-CELL_COLOR_DICT = { 2:"#776e65", 4:"#776e65", 8:"#f9f6f2", 16:"#f9f6f2", \
- 32:"#f9f6f2", 64:"#f9f6f2", 128:"#f9f6f2", 256:"#f9f6f2", \
- 512:"#f9f6f2", 1024:"#f9f6f2", 2048:"#f9f6f2" }
-FONT = ("Verdana", 40, "bold")
-
-class GameGrid(Frame):
- def __init__(self):
-
- self.DISPLAY = True
- if self.DISPLAY:
- Frame.__init__(self)
- self.commands = { Action.UP: up, Action.DOWN: down, Action.LEFT: left, Action.RIGHT: right}
-
- self.grid_cells = []
- if self.DISPLAY:
- self.grid()
- self.master.title('2048')
- self.init_grid()
- self.reset()
- self.history = []
- self.count = 0
- self.agent = afterstateAgent(self.matrix)
- f = open("train_0.0025_0.0_result_after_2000.txt",'rb')
- self.agent.W = pickle.load(f)
- f.close()
- print(self.agent.W[0])
- if self.DISPLAY:
- self.key_down()
- self.mainloop()
- else:
- while self.count<=TRAIN:
- self.key_down()
-
- def reset(self):
- self.init_matrix()
- if self.DISPLAY:
- self.update_grid_cells()
-
- def init_grid(self):
- background = Frame(self, bg=BACKGROUND_COLOR_GAME, width=SIZE, height=SIZE)
- background.grid()
- for i in range(GRID_LEN):
- grid_row = []
- for j in range(GRID_LEN):
- cell = Frame(background, bg=BACKGROUND_COLOR_CELL_EMPTY, width=SIZE/GRID_LEN, height=SIZE/GRID_LEN)
- cell.grid(row=i, column=j, padx=GRID_PADDING, pady=GRID_PADDING)
- # font = Font(size=FONT_SIZE, family=FONT_FAMILY, weight=FONT_WEIGHT)
- t = Label(master=cell, text="", bg=BACKGROUND_COLOR_CELL_EMPTY, justify=CENTER, font=FONT, width=4, height=2)
- t.grid()
- grid_row.append(t)
-
- self.grid_cells.append(grid_row)
-
- def gen(self):
- return randint(0, GRID_LEN - 1)
-
- def init_matrix(self):
- self.matrix = new_game(4)
-
- self.matrix=add_two(self.matrix)
- self.matrix=add_two(self.matrix)
-
- def update_grid_cells(self):
- for i in range(GRID_LEN):
- for j in range(GRID_LEN):
- new_number = self.matrix[i][j]
- if new_number == 0:
- self.grid_cells[i][j].configure(text="", bg=BACKGROUND_COLOR_CELL_EMPTY)
- else:
- self.grid_cells[i][j].configure(text=str(new_number), bg=BACKGROUND_COLOR_DICT[new_number], fg=CELL_COLOR_DICT[new_number])
- self.update_idletasks()
-
- def key_down(self):
-
- self.agent.set_state(self.matrix)
- key = self.agent.act()
- self.matrix,done = self.commands[key](self.matrix)
- reward = 0
- if done:
- self.matrix = add_two(self.matrix)
- if self.DISPLAY:
- self.update_grid_cells()
- if done!=1:
- reward = done
- # else:
- # reward = -10
-
- if game_state(self.matrix)=='win':
- print("win")
- if game_state(self.matrix)=='lose':
- print(np.max(self.matrix))
-
- # self.agent.update(self.matrix, reward)
-
- if (game_state(self.matrix)=='win' ) or (game_state(self.matrix)=='lose'):
- # print(self.agent.W)
- self.history += [np.max(self.matrix)]
- self.agent.reset()
- self.count += 1
- self.reset()
-
- if (self.DISPLAY):
- # Tell Tkinter to wait DELTA_TIME seconds before next iteration
- self.after(100, self.key_down)
-
- def generate_next(self):
- index = (self.gen(), self.gen())
- while self.matrix[index[0]][index[1]] != 0:
- index = (self.gen(), self.gen())
- self.matrix[index[0]][index[1]] = 2
-
-start_time = time.time()
-gamegrid = GameGrid()
-print("--- %s seconds ---" % (time.time() - start_time))
diff --git a/train_0.0025_0.0_True_result_after_2000.txt b/train_0.0025_0.0_True_result_after_2000.txt
deleted file mode 100644
index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..0000000000000000000000000000000000000000