def add_batch_file(self):
player = Params.FIRST_PLAYER
i = 0
error_count = 0
while i < Params.NUMBER_GAMES_BATCH:
try:
b = HexBoard()
moves = []
w = 0
j = 0
expansions = []
rollouts = []
ended = []
start = time.time()
while w == 0:
m, infos = self.uct.next_turn(b, player)
expansions.append(infos["expansions"])
rollouts.append(infos["rollouts"])
ended.append(infos["ended"])
player = Params.get_next_player(player)
moves.append(m)
b.play_move(m)
b.find_if_winner(m)
w = b.winner()
j += 1
Params.ongoing()
end = time.time()
Params.end_ongoing()
Params.log(
"hex_coach.py", "Match : " + str(i + 1) + "/" +
str(Params.NUMBER_GAMES_BATCH) + " - " + str(end - start) +
" sec")
Params.log("hex_coach.py", "Winner : " + str(w))
Params.log("hex_coach.py",
"Moves (" + str(len(moves)) + ") : " + str(moves))
Params.log("hex_coach.py", "Expansions : " + str(expansions))
Params.log("hex_coach.py", "Rollouts : " + str(rollouts))
Params.log("hex_coach.py", "Ended : " + str(ended))
Params.log("hex_coach.py",
"Matrix : \n" + str(b.get_copy_matrix()))
args = {"player1": "cnn", "player2": "cnn", "winner": str(w)}
HexGameManager.write_add_format_advanced(
moves, args, Params.STANDARD_GAME_FILE)
i += 1
HexCoach.rii = Params.RII_PARAMETER * HexCoach.rii + (
1 - Params.RII_PARAMETER) * w
except Exception:
traceback.print_exc()
time.sleep(0.1)
Params.log("hex_coach.py", "Failure when creating game")
error_count += 1
if error_count >= Params.SAVING_FROM_CONVERGENCE_TO_ERROR:
raise ConvNetUnableToProduceGame
def run():
nns = {
"cnn525": {
"nn": [
"check_b7x7v2_v1_v2_375.pth.tar",
"check_b7x7v2_v1_v2_450.pth.tar",
"check_b7x7v2_v1_v2_525.pth.tar",
"check_b7x7v2_v1_v2_600.pth.tar",
"check_b7x7v2_v1_v2_675.pth.tar"
],
"id":
186
},
"cnn1050": {
"nn": [
"check_b7x7v2_v1_v2_900.pth.tar",
"check_b7x7v2_v1_v2_975.pth.tar",
"check_b7x7v2_v1_v2_1050.pth.tar",
"check_b7x7v2_v1_v2_1125.pth.tar",
"check_b7x7v2_v1_v2_1200.pth.tar"
],
"id":
180
},
"cnn1500": {
"nn": [
"check_b7x7v2_v1_v2_1350.pth.tar",
"check_b7x7v2_v1_v2_1425.pth.tar",
"check_b7x7v2_v1_v2_1500.pth.tar",
"check_b7x7v2_v1_v2_1575.pth.tar",
"check_b7x7v2_v1_v2_1650.pth.tar"
],
"id":
187
},
"cnn2025": {
"nn": [
"check_b7x7v2_v1_v2_1875.pth.tar",
"check_b7x7v2_v1_v2_1950.pth.tar",
"check_b7x7v2_v1_v2_2025.pth.tar",
"check_b7x7v2_v1_v2_2100.pth.tar",
"check_b7x7v2_v1_v2_2175.pth.tar"
],
"id":
181
},
"cnn2550": {
"nn": [
"check_b7x7v2_v1_v2_2400.pth.tar",
"check_b7x7v2_v1_v2_2475.pth.tar",
"check_b7x7v2_v1_v2_2550.pth.tar",
"check_b7x7v2_v1_v2_2625.pth.tar",
"check_b7x7v2_v1_v2_2700.pth.tar"
],
"id":
188
},
"cnn3000": {
"nn": [
"check_b7x7v2_v1_v2_2850.pth.tar",
"check_b7x7v2_v1_v2_2925.pth.tar",
"check_b7x7v2_v1_v2_3000.pth.tar",
"check_b7x7v2_v1_v2_3075.pth.tar",
"check_b7x7v2_v1_v2_3150.pth.tar"
],
"id":
182
},
"cnn3525": {
"nn": [
"check_b7x7v2_v1_v2_3375.pth.tar",
"check_b7x7v2_v1_v2_3450.pth.tar",
"check_b7x7v2_v1_v2_3525.pth.tar",
"check_b7x7v2_v1_v2_3600.pth.tar",
"check_b7x7v2_v1_v2_3675.pth.tar"
],
"id":
189
},
"cnn4050": {
"nn": [
"check_b7x7v2_v1_v2_3900.pth.tar",
"check_b7x7v2_v1_v2_3975.pth.tar",
"check_b7x7v2_v1_v2_4050.pth.tar",
"check_b7x7v2_v1_v2_4125.pth.tar",
"check_b7x7v2_v1_v2_4200.pth.tar"
],
"id":
183
},
"cnn4500": {
"nn": [
"check_b7x7v2_v1_v2_4350.pth.tar",
"check_b7x7v2_v1_v2_4425.pth.tar",
"check_b7x7v2_v1_v2_4500.pth.tar",
"check_b7x7v2_v1_v2_4575.pth.tar",
"check_b7x7v2_v1_v2_4650.pth.tar"
],
"id":
190
},
"cnn5025": {
"nn": [
"check_b7x7v2_v1_v2_4875.pth.tar",
"check_b7x7v2_v1_v2_4950.pth.tar",
"check_b7x7v2_v1_v2_5025.pth.tar",
"check_b7x7v2_v1_v2_5100.pth.tar",
"check_b7x7v2_v1_v2_5175.pth.tar"
],
"id":
184
},
"cnn5550": {
"nn": [
"check_b7x7v2_v1_v2_5400.pth.tar",
"check_b7x7v2_v1_v2_5475.pth.tar",
"check_b7x7v2_v1_v2_5550.pth.tar",
"check_b7x7v2_v1_v2_5625.pth.tar",
"check_b7x7v2_v1_v2_5700.pth.tar"
],
"id":
191
},
"cnn6000": {
"nn": [
"check_b7x7v2_v1_v2_5850.pth.tar",
"check_b7x7v2_v1_v2_5925.pth.tar",
"check_b7x7v2_v1_v2_6000.pth.tar",
"check_b7x7v2_v1_v2_6075.pth.tar",
"check_b7x7v2_v1_v2_6150.pth.tar"
],
"id":
185
}
}
for n in nns.keys():
if nns[n]["id"] < 0:
r = requests.post("http://127.0.0.1:9080/player/")
j = json.loads(r.text)
print(j)
nns[n]["id"] = j["id_player"]
with open("checkpoint/api_id.txt", "a") as p:
p.write(str(n) + ":" + str(nns[n]["id"]) + "\n")
i = 0
while True:
try:
c = nns.copy()
j1 = random.choice(list(c))
del c[j1]
j2 = random.choice(list(c))
ai1 = HexIA()
v1 = random.choice(nns[j1]["nn"])
ai1.load_checkpoint(filename=v1)
print(str(ai1.nnet.summary()))
ai2 = HexIA()
v2 = random.choice(nns[j2]["nn"])
ai1.load_checkpoint(filename=v2)
uct1 = UCT(ai1)
uct2 = UCT(ai2)
b = HexBoard()
player = Params.FIRST_PLAYER
w = 0
expansions = []
rollouts = []
while w == 0:
if player == Params.FIRST_PLAYER:
m, infos = uct1.next_turn(b, player)
else:
m, infos = uct2.next_turn(b, player)
player = Params.get_next_player(player)
b.play_move(m)
b.find_if_winner(m)
w = b.winner()
Params.ongoing()
expansions.append(infos["expansions"])
rollouts.append(infos["rollouts"])
js = {
"id_player_1": int(nns[j1]["id"]),
"id_player_2": int(nns[j2]["id"]),
"moves": "none",
"winner": w,
}
requests.post("http://127.0.0.1:9080/game",
json=json.dumps(js))
print(requests.get("http://127.0.0.1:9080/players").text)
print(
str(i) + " : " + str(j1) + " vs " + str(j2) + " -> " +
str(w))
print("Expansions - " + str(expansions))
print("Rollouts - " + str(rollouts))
i += 1
b = HexBoard()
player = Params.FIRST_PLAYER
w = 0
expansions = []
rollouts = []
while w == 0:
if player == Params.FIRST_PLAYER:
m, infos = uct2.next_turn(b, player)
else:
m, infos = uct1.next_turn(b, player)
player = Params.get_next_player(player)
b.play_move(m)
b.find_if_winner(m)
w = b.winner()
Params.ongoing()
expansions.append(infos["expansions"])
rollouts.append(infos["rollouts"])
js = {
"id_player_1": int(nns[j2]["id"]),
"id_player_2": int(nns[j1]["id"]),
"moves": "none",
"winner": w,
}
requests.post("http://127.0.0.1:9080/game",
json=json.dumps(js))
print(requests.get("http://127.0.0.1:9080/players").text)
print(
str(i) + " : " + str(j2) + " vs " + str(j1) + " -> " +
str(w))
print("Expansions - " + str(expansions))
print("Rollouts - " + str(rollouts))
i += 1
except:
traceback.print_exc()
