import h5py
from dlgo.agent.predict import load_prediction_agent
from dlgo.httpfrontend.server import get_web_app
model_file = h5py.File("agents/deep_bot.h5", "r")
bot_from_file = load_prediction_agent(model_file)
web_app = get_web_app({'predict': bot_from_file})
web_app.run()
from dlgo.agent.predict import DeepLearningAgent, load_prediction_agent
from dlgo.httpfrontend.server import get_web_app
import h5py
from dlgo import goboard_fast as goboard
model_file = h5py.File("agents/deep_bot.h5", "r")
deep_bot = load_prediction_agent(model_file)
deep_bot.model._make_predict_function()
web_app = get_web_app({'predict': deep_bot})
web_app.run()
from dlgo.agent.naive import RandomBot
from dlgo.httpfrontend.server import get_web_app
random_agent = RandomBot()
web_app = get_web_app({'random': random_agent})
web_app.run()
from dlgo.agent.naive import RandomBot
from dlgo.agent import load_prediction_agent
from dlgo.httpfrontend.server import get_web_app
import h5py
bots = {}
random_agent = RandomBot()
# bot_agent = load_prediction_agent(h5py.File("agents/GHGHbot1_rl_policy.h5", "r"))
bot_agent = load_prediction_agent(h5py.File('agents/deep_bot_2.h5', "r"))
web_app = get_web_app({'random': random_agent, 'predict': bot_agent})
web_app.run(threaded=False)
def main():
print("******************************************************************")
print("* *")
print("* <3 <3 <3 <3 <3 WELCOME TO GAME GO <3 <3 <3 <3 <3 *")
print("* *")
print("******************************************************************")
print("* *")
print("* 1. Play game on terminal *")
print("* *")
print("* a. Human vs Bot AlphaBeta on Board 9x9 *")
print("* b. Human vs Bot Depthprune on Board 9x9 *")
print("* c. Human vs Bot MCTS on Board 9x9 *")
print("* d. Bot AlphaBeta vs Bot MCTS on Board 9x9 *")
print("* *")
print("* 2. Play game on web *")
print("* *")
print("* a. Human vs Bot MCTS on Board 9x9 *")
print("* b. Human vs Bot DeepLearning on Board 19x19 *")
print("* *")
print("******************************************************************")
print(" ")
print(" ***************************************** ")
print(" ")
choices_A = int(input(" Choose Terminal or Web: "))
choices_B = input(" Choose type bot: ")
print(" ")
print(" ***************************************** ")
BOARD_SIZE = 9
game = goboard.GameState.new_game(BOARD_SIZE)
if choices_A == 1:
if choices_B == 'a':
bot = minimax.AlphaBetaAgent(4, capture_diff)
if choices_B == 'b':
bot = minimax.DepthPrunedAgent(4, capture_diff)
if choices_B == 'c':
bot = mcts.MCTSAgent(500, temperature=1.4)
if choices_B == 'd':
bots = {
gotypes.Player.black: minimax.AlphaBetaAgent(4, capture_diff),
gotypes.Player.white: mcts.MCTSAgent(500, temperature=1.4),
}
while not game.is_over():
time.sleep(0.3)
print_board(game.board)
bot_move = bots[game.next_player].select_move(game)
print_move(game.next_player, bot_move)
game = game.apply_move(bot_move)
if choices_B == 'a' or choices_B == 'b' or choices_B == 'c':
while not game.is_over():
print_board(game.board)
if game.next_player == gotypes.Player.black:
human_move = input('-- ')
point = point_from_coords(human_move.strip())
move = goboard.Move.play(point)
else:
move = bot.select_move(game)
print_move(game.next_player, move)
game = game.apply_move(move)
else:
if choices_B == 'a':
bot = mcts.MCTSAgent(700, temperature=1.4)
web_app = get_web_app({'mcts': bot})
web_app.run()