class Application(tk.Frame):
def __init__(self, session, master):
tk.Frame.__init__(self, master)
self.button = list()
self.frames = list()
self.state = State()
root = path.join(path.dirname(__file__), "img")
self.image = [
tk.PhotoImage(file=path.join(root, "empty.gif")),
tk.PhotoImage(file=path.join(root, "naught.gif")),
tk.PhotoImage(file=path.join(root, "cross.gif")),
]
self.session = session
self.pack()
self.create_widgets()
self.draw_probability()
def draw_probability(self):
if self.state.player == 1:
y = self.session.run("y:0",
feed_dict={
"x:0": self.state.board.reshape((1, 225)),
"y_:0": np.zeros(shape=(1, 1))
})
print("winning probability for black: {0}%".format(
(y[0, 0] + 1) * 50))
def highlight(self, x, y):
for i, j in self.state.highlight(x, y):
self.frames[i * 15 + j].config(padx=1, pady=1, bg="blue")
def click(self, i, j):
def respond(e):
if not self.state.end and self.state.board[i, j] == 0:
self.button[i * 15 +
j].config(image=self.image[self.state.player])
self.state.move(i, j)
if self.state.end:
if self.state._win(i, j):
self.highlight(i, j)
else:
self.frames[i * 15 + j].config(padx=1,
pady=1,
bg="red")
else:
self.draw_probability()
return respond
def create_widgets(self):
for i in range(15):
for j in range(15):
f = tk.Frame(self, height=50, width=50)
f.pack_propagate(0)
f.grid(row=i, column=j, padx=0, pady=0)
self.frames.append(f)
b = tk.Label(f, image=self.image[0], bg="red")
b.pack(fill=tk.BOTH, expand=1)
b.bind("<Button-1>", self.click(i, j))
self.button.append(b)
class Application(tk.Frame):
def __init__(self, state_queue, value_queue, master):
tk.Frame.__init__(self, master)
self.button = list()
self.frames = list()
self.state = State()
root = path.join(path.dirname(__file__), "img")
self.image = [
tk.PhotoImage(file=path.join(root, "empty.gif")),
tk.PhotoImage(file=path.join(root, "naught.gif")),
tk.PhotoImage(file=path.join(root, "cross.gif")),
]
self.state_queue = state_queue
self.value_queue = value_queue
self.pack()
self.create_widgets()
self.draw_probability()
def draw_probability(self):
for i in range(15):
for j in range(15):
if self.state.board[i, j] == 0:
new, old = diff(self.state, i, j)
if new["-o-oo-"] + new["-ooo-"] >= 2 or \
new["four-o"] + new["-oooo-"] >= 2 or self.state._long(i, j):
self.button[i * 15 + j].config(image="",
text="%.2f" % -1)
else:
self.state.move(i, j)
self.state_queue[self.state.player].put(self.state)
self.button[i * 15 + j].config(image="",
text="%.2f" %
self.value_queue.get())
self.state.rewind()
# self.state_queue[self.state.player].put(self.state)
# print(self.value_queue.get()[0, 0])
def highlight(self, x, y):
for i, j in self.state.highlight(x, y):
self.frames[i * 15 + j].config(padx=1, pady=1, bg="blue")
def click(self, i, j):
def respond(e):
if not self.state.end and self.state.board[i, j] == 0:
self.button[i * 15 +
j].config(image=self.image[self.state.player])
self.state.move(i, j)
if self.state.end:
if self.state._win(i, j):
self.highlight(i, j)
else:
self.frames[i * 15 + j].config(padx=1,
pady=1,
bg="red")
else:
self.draw_probability()
return respond
def create_widgets(self):
for i in range(15):
for j in range(15):
f = tk.Frame(self, height=50, width=50)
f.pack_propagate(0)
f.grid(row=i, column=j, padx=0, pady=0)
self.frames.append(f)
b = tk.Label(f, image=self.image[0], bg="yellow")
b.pack(fill=tk.BOTH, expand=1)
b.bind("<Button-1>", self.click(i, j))
self.button.append(b)
class Application(tk.Frame):
def __init__(self, session, master):
tk.Frame.__init__(self, master)
self.button = list()
self.frames = list()
self.state = State()
root = path.join(path.dirname(__file__), "img")
self.image = [
tk.PhotoImage(file=path.join(root, "empty.gif")),
tk.PhotoImage(file=path.join(root, "naught.gif")),
tk.PhotoImage(file=path.join(root, "cross.gif")),
]
self.session = session
self.pack()
self.create_widgets()
self.recommended_moves = self.recommend_moves()
self.draw_probability()
def recommend_moves(self):
mean = np.zeros(shape=225, dtype=float)
for i in range(8):
prob = self.session.run(tensor_name,
feed_dict={
"x:0":
changes[i](self.state.player *
self.state.board).reshape(
(1, 225)),
"y_:0":
np.zeros(shape=(1, 225))
}).reshape((15, 15))
prob = reverses[i](np.exp(prob - prob.max())) * (self.state.board
== 0)
prob = prob / prob.sum()
mean += prob.reshape(225)
if self.state.player == 1:
for i in range(15):
for j in range(15):
new = diff(self.state, i, j)
if new["-o-oo-"] + new["-ooo-"] >= 2 or \
new["four-o"] + new["-oooo-"] >= 2 or self.state._long(i, j):
mean[i * 15 + j] = 0
mean = mean / mean.sum()
moves = mean.argsort()[::-1]
result = list()
while mean[moves[len(result)]] > 0.01:
x, y = np.unravel_index(moves[len(result)], (15, 15))
result.append((x, y, mean[moves[len(result)]]))
return result
def draw_probability(self):
max_prob = self.recommended_moves[0][2]
for x, y, p in self.recommended_moves:
color = "red" if np.isclose(p, max_prob) else "yellow"
self.button[x * 15 + y].config(image="", text="%.2f" % p, bg=color)
def highlight(self, x, y):
for i, j in self.state.highlight(x, y):
self.frames[i * 15 + j].config(padx=1, pady=1, bg="blue")
def click(self, i, j):
def respond(e):
if not self.state.end and self.state.board[i, j] == 0:
self.button[i * 15 +
j].config(image=self.image[self.state.player])
self.state.move(i, j)
for x, y, _ in self.recommended_moves:
self.button[x * 15 + y].config(
image=self.image[self.state.board[x, y]])
if self.state.end:
if self.state._win(i, j):
self.highlight(i, j)
else:
self.frames[i * 15 + j].config(padx=1,
pady=1,
bg="red")
else:
self.recommended_moves = self.recommend_moves()
self.draw_probability()
return respond
def create_widgets(self):
for i in range(15):
for j in range(15):
f = tk.Frame(self, height=50, width=50)
f.pack_propagate(0)
f.grid(row=i, column=j, padx=0, pady=0)
self.frames.append(f)
b = tk.Label(f, image=self.image[0], bg="red")
b.pack(fill=tk.BOTH, expand=1)
b.bind("<Button-1>", self.click(i, j))
self.button.append(b)
