-
Notifications
You must be signed in to change notification settings - Fork 0
/
trainer.py
55 lines (50 loc) · 1.3 KB
/
trainer.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
from agent import Agent
from board import Board
from analyze import Analyzer
class Trainer():
def __init__(self, _train=True, _episode=1000, _milestone=500):
self.TRAIN = _train
self.EPISODE = _episode
self.MILESTONE = _milestone
self.Game = Board()
self.AI = Agent()
self.analysis = Analyzer()
if self.TRAIN == True:
totalR = 0
for e in range(self.EPISODE):
self.Game.initialize()
self.AI.Episode_begin()
while True:
act, r = self.AI.step(self.Game)
if r != -1:
totalR += r
if self.Game.end_game():
break
self.Game.GenRandTile(r)
if self.Game.end_game():
break
self.AI.Episode_end()
self.analysis.eval(self.Game)
if e % self.MILESTONE == 0:
print("\n#Episode: {episode}, score: {score}".format(episode = e, score = totalR))
totalR = 0
self.analysis.printAnalysis(self.MILESTONE)
self.analysis.reset()
self.AI.save_tupleNet()
self.AI.save_tupleNet()
else:
print("Testing mode...")
totalR = 0
while True:
act, r = self.AI.step(self.Game)
if r != -1:
totalR += r
if self.Game.end_game():
break
self.Game.GenRandTile(r)
if self.Game.end_game():
break
self.Game.printBoard()
print("Score: {}".format(totalR))
if __name__ == "__main__":
trainer = Trainer()