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environment_all.py
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environment_all.py
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from itertools import combinations, product, combinations_with_replacement
import numpy as np
from configs import *
from mpsen_game_request import MpsenGameRequest
import time, json, random
import logging
import os
import traceback
logger = logging.getLogger(__name__)
class EnvironmentMpsen:
def __init__(self):
# 爬塔开启关卡
self.__tower_start_stage = '2_13'
# 快速挂机开启关卡
self.__quick_reward_start_stage = '2_1'
# 抽卡开启关卡
self.__draw_card_start_stage = '2_1'
# 退级开启关卡
self.__level_exchange_start_stage = '2_1'
# 7日礼包开启关卡
self.__7day_reward_start_stage = '1_4'
# 强者之路开启关卡
self.__road_to_strong_start_stage = '2_5'
# 公会开启关卡
self.__guild_start_stage = '2_21'
# 活跃通行证开启天数
self.__master_objective_start_day = 8
# 强者之路通行证开启关卡
self.__master_road_start_stage = '7_1'
# 请求尝试
self.__retry_limit = 5
self.__relogin_limit = 2
# 结束关卡，通关后结束
self.__done_next_stage = '4_29'
# 卡关领取奖励
self.__stage_stuck_limit = 100
# 游戏天数
self.__play_day_limit = 14
# 领取挂机奖励次数，每次12小时奖励
self.__quick_reward_limit = 2 * self.__play_day_limit
# 史诗英雄
self.__hero_template_epic = [3, 5, 9, 14, 22, 30, 47, 52, 53, 56, 57, 80]
# 神话英雄
self.__hero_template_mythical = [1, 2, 8, 10, 11, 12, 13, 18, 19, 20, 21, 23, 24, 25, 26, 27, 31, 32, 34, 35,
36, 38, 39, 41, 43, 44, 45, 46, 49, 51, 61, 63, 84]
# 全部英雄
self.__hero_template_all = [3, 5, 9, 14, 22, 30, 47, 52, 53, 56, 57, 80, 1, 2, 8, 10, 11, 12, 13, 18, 19, 20,
21, 23, 24, 25, 26, 27, 31, 32, 34, 35, 36, 38, 39, 41, 43, 44, 45, 46, 49, 51, 61,
63, 84]
# 位置列表
self.__pos_list = list(range(0, 9))
# action space
### 全部
self.__action_space = []
### 有效的
self.__action_space_legal = []
### 上阵英雄
self.__action_space_choose_hero = []
### 交换场上位置action space
self.__action_space_exchange_pos = []
### 英雄升级
self.__action_space_hero_level_up = []
### 英雄进阶
self.__action_space_hero_upgrade_quality = []
### 英雄等级交换
self.__action_space_hero_level_exchange = []
### 装备强化
self.__action_space_equip_upgrade_quality = []
### 上阵英雄
self.__len_choose_hero = 0
### 交换场上位置action space
self.__len_exchange_pos = 0
### 英雄升级
self.__len_hero_level_up = 0
### 英雄进阶
self.__len_hero_upgrade_quality = 0
### 英雄等级交换
self.__len_hero_level_exchange = 0
### 装备强化
self.__len_equip_upgrade_quality = 0
# game role
self.__oasis_id = None
# game api request
self.__game_request = None
# game info
self.__init_game_info()
# action space
self.__init_action_space()
def __init_game_info(self):
# 错误次数
self.__except_count = 0
# 领取快速挂机奖励次数，每次12小时奖励
self.__quick_reward_count = 0
# 卡关次数，同一关卡，失败次数
self.__stage_stuck_count = 0
### 玩家游戏信息
# 进度
self.__next_stage = '1_1'
# 爬塔
self.__tower_floor = 0
# 钻石
self.__diamond = 0
# 英雄经验
self.__hero_exp = 0
# 装备经验
self.__equip_exp_10_104 = 0
self.__equip_exp_1000_105 = 0
# 代币
self.__coin = 0
# 英雄升级紫钻
self.__hero_powder = 0
# 活跃经验
self.__master_objective_exp = 0
self.__master_objective_level = 0
# 强者之路经验
self.__master_road_exp = 0
self.__master_road_level = 0
# {英雄id：[14个长度的list，每个对应相应品阶的个数，没有为0]}
self.__hero_quality_count = {}
for hero in self.__hero_template_all:
self.__hero_quality_count[hero] = [0] * 14
# 玩家拥有角色情况
self.__hero_list = {}
# 上阵阵容，英雄模板id-英雄实例id
self.__battle_lineup = []
# 普通招募令数量
self.__recruit_token_amount = 0
# 类型招募令数量
self.__type_recruit_token_amount = 0
# 精英招募令数量
self.__elite_recruit_token_amount = 0
# 类型招募开启类别
self.__type_draw_card_opened = []
# team level 现有卡牌中，等级排第5的值
self.__team_level = 1
# 玩家拥有角色template统计
self.__owned_hero_template = {}
# 玩家拥有角色instance统计
self.__owned_hero_instance = {}
# 玩家拥有装备template统计, {type: {role: equip-list}}
self.__owned_equip_template = {}
# 玩家拥有装备instance统计
self.__owned_equip_instance = {}
# 已领取了哪天的礼包
self.__seven_day_rewarded = []
# 游戏天数
self.__played_days = 0
# 竞技场战斗次数
self.__arena_count = 0
# 对战信息
self.__lineup_force = 0
self.__lineup_force_before = 0
self.__lineup_damage = 0
self.__defence_alive = 0
self.__defence_force = 0
def get_observation_length(self):
return len(self.__get_observation())
def get_action_space_length(self):
return len(self.__action_space)
# 重置初始化
def reset(self):
self.__init_game_info()
self.__oasis_id = str(os.getpid()) + str(int(time.time()))
# self.__oasis_id = 151061601002645
if self.__game_request is not None:
self.__game_request.get_sock_clt().close()
self.__game_request = MpsenGameRequest(self.__oasis_id)
self.__set_user_base_data()
self.__get_once_reward()
self.__battle_lineup = {'template': [0] * 9, 'instance': [0] * 9}
self.__update_legal_action_space()
return self.__get_observation()
def get_action_space(self):
return list(range(0, len(self.__action_space)))
def get_legal_action_space(self):
return self.__action_space_legal
# observation
# ob，总长度32: 上阵英雄（9个位置）、品质（9个位置）、等级（9个位置）、关卡id、上次对方存活人数、战力差距（我-敌）、战力差距（本次-上次）、我方伤害
def __get_observation(self):
ob = []
# 上阵英雄（9个位置）、品质（9个位置）、等级（9个位置）
lineup_hero = []
lineup_quality = []
lineup_level = []
for hero in self.__battle_lineup['instance']:
if hero:
lineup_hero.append(self.__owned_hero_instance[hero]['heroId'])
lineup_quality.append(self.__owned_hero_instance[hero]['quality'])
lineup_level.append(self.__owned_hero_instance[hero]['level'])
else:
lineup_hero.append(0)
lineup_quality.append(0)
lineup_level.append(0)
ob.extend(lineup_hero)
ob.extend(lineup_quality)
ob.extend(lineup_level)
# 关卡id、上次对方存活人数、战力差距（我-敌）、战力差距（本次-上次）、我方伤害
ob.extend([
STAGE_ID_INFO[self.__next_stage],
self.__defence_alive,
self.__lineup_force - self.__defence_force,
self.__lineup_force - self.__lineup_force_before,
self.__lineup_damage
])
# handle invalid value
ob = np.array(ob)
ob[np.isnan(ob)] = 0
ob[np.isinf(ob)] = 0
return list(ob)
# 设置用户资源
def __set_user_base_data(self):
# reset game resource
self.__hero_quality_count = {}
for hero in self.__hero_template_all:
self.__hero_quality_count[hero] = [0] * 14
self.__hero_list = {}
self.__owned_hero_template = {}
self.__owned_hero_instance = {}
self.__owned_equip_template = {}
self.__owned_equip_instance = {}
user_info = self.__game_request.user_base_data()
# user hero
if 'userHeroes' in user_info:
for tmp_hero in user_info['userHeroes']:
if tmp_hero['heroId'] not in self.__owned_hero_template:
self.__owned_hero_template[tmp_hero['heroId']] = []
self.__owned_hero_template[tmp_hero['heroId']].append(tmp_hero)
self.__owned_hero_instance[tmp_hero['id']] = tmp_hero
for tmp_i in self.__owned_hero_template:
self.__owned_hero_template[tmp_i].sort(key=lambda x: (-x['level'], -x['quality']))
# user equip
if 'userEquips' in user_info:
for tmp_equip in user_info['userEquips']:
tmp_equip['type'] = EQUIPMENT_LIST[tmp_equip['equipId']][0]
tmp_equip['role'] = EQUIPMENT_LIST[tmp_equip['equipId']][1]
tmp_equip['quality'] = EQUIPMENT_LIST[tmp_equip['equipId']][2]
if tmp_equip['type'] not in self.__owned_equip_template:
self.__owned_equip_template[tmp_equip['type']] = {}
if tmp_equip['role'] not in self.__owned_equip_template[tmp_equip['type']]:
self.__owned_equip_template[tmp_equip['type']][tmp_equip['role']] = []
self.__owned_equip_template[tmp_equip['type']][tmp_equip['role']].append(tmp_equip)
self.__owned_equip_instance[tmp_equip['id']] = tmp_equip
for tmp_type in self.__owned_equip_template:
for tmp_role in self.__owned_equip_template[tmp_type]:
self.__owned_equip_template[tmp_type][tmp_role].sort(key=lambda x: (-x['quality']))
user_asset = user_info.get('userAsset', [])
user_props = user_info.get('userProps', [])
quality_position_map = {3: 0, 4: 1, 5: 2, 6: 3, 7: 4, 8: 5, 9: 6, 10: 7, 11: 8, 12: 9, 13: 10, 14: 11, 15: 12,
16: 13}
position_quality_map = {v: k for k, v in quality_position_map.items()}
user_heros = user_info.get('userHeroes', [])
hero_level_map = {}
hero_level_arr = []
for hero in user_heros:
hero_id = int(hero['heroId'])
hero_level = int(hero['level'])
hero_level_arr.append(hero_level)
if hero_level_map.get(hero_id, None) is None:
hero_level_map[hero_id] = hero_level
else:
curr_level = hero_level_map[hero_id]
if curr_level < hero_level:
hero_level_map[hero_id] = hero_level
if len(hero_level_arr) >= 5:
self.__team_level = sorted(hero_level_arr, reverse=True)[4]
for hero in user_heros:
quality = int(hero['quality'])
hero_id = int(hero['heroId'])
hero_key_id = int(hero['id'])
hero_equips = hero.get('equips', {})
if quality < 3:
continue
key = quality_position_map[quality]
if self.__hero_quality_count.get(hero_id, None) is None:
self.__hero_quality_count[hero_id] = [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]
self.__hero_quality_count[hero_id][key] = self.__hero_quality_count[hero_id][key] + quality
else:
self.__hero_quality_count[hero_id][key] = self.__hero_quality_count[hero_id][key] + quality
if self.__hero_list.get(hero_id, None) is None:
self.__hero_list[hero_id] = {'equips': [], 'max_level': 1}
self.__hero_list[hero_id]['equips'] = {hero_key_id: hero_equips}
else:
self.__hero_list[hero_id]['equips'][hero_key_id] = hero_equips
self.__hero_list[hero_id]['max_level'] = hero_level_map[hero_id]
for hero_id in self.__hero_quality_count:
for key, quality_id in enumerate(self.__hero_quality_count.get(hero_id, [])):
self.__hero_quality_count[hero_id][key] = int(
self.__hero_quality_count[hero_id][key] / position_quality_map[key])
for props in user_props:
if int(props['specId']) == 104:
self.__equip_exp_10_104 = props.get('amount', 0)
if int(props['specId']) == 105:
self.__equip_exp_1000_105 = props.get('amount', 0)
if int(props['specId']) == 106:
self.__recruit_token_amount = props.get('amount', 0)
if int(props['specId']) == 107:
self.__type_recruit_token_amount = props.get('amount', 0)
self.__coin = int(user_asset.get('coin', 0))
self.__diamond = int(user_asset.get('diamond', 0))
self.__hero_exp = int(user_asset.get('heroExp', 0))
self.__hero_powder = int(user_asset.get('heroPowder', 0))
self.__next_stage = self.__game_request.next_stage_id
self.__elite_recruit_token_amount = int(user_asset.get('typeDrawCardNum', 0))
self.__type_draw_card_opened = user_asset.get('roleDrawCardOpened', [])
self.__lineup_force = user_info.get("stage_team_force", 0)
"""
@desc 查看是否有闯关奖励
@return boolean True:有,False:无
"""
def __check_mission_reward(self):
return self.__game_request.is_mission_ready()
# 执行action
def step(self, action_index):
reward = None
done = False
try:
action = self.__action_space[action_index]
logger.debug("action index: {}, action: {}".format(action_index, action))
if action_index < self.__len_choose_hero:
hero = action[0]
pos = action[1]
self.__battle_lineup['template'][pos] = hero
self.__battle_lineup['instance'][pos] = self.__owned_hero_template[hero][0]['id']
elif action_index < self.__len_exchange_pos:
pos1 = action[0]
pos2 = action[1]
hero1 = self.__battle_lineup['template'][pos1]
hero2 = self.__battle_lineup['template'][pos2]
self.__battle_lineup['template'][pos1] = hero2
self.__battle_lineup['template'][pos2] = hero1
hero1 = self.__battle_lineup['instance'][pos1]
hero2 = self.__battle_lineup['instance'][pos2]
self.__battle_lineup['instance'][pos1] = hero2
self.__battle_lineup['instance'][pos2] = hero1
elif action_index < self.__len_hero_level_up:
self.__game_request.hero_level_up(int(self.__owned_hero_template[action][0]['id']),
self.__owned_hero_template[action][0]['level'] + 1)
elif action_index < self.__len_hero_upgrade_quality:
hero = action[0]
quality = action[1]
cost1 = action[2]
cost2 = action[3]
upgrade_id = 0
cost_id = []
cost_quality = HERO_QUALITY[quality][2]
for i in self.__owned_hero_template[hero]:
if i['quality'] == quality:
upgrade_id = i['id']
break
for i in self.__owned_hero_template[cost1]:
if i['quality'] == cost_quality and i['id'] != upgrade_id:
cost_id.append(i['id'])
break
if cost2:
for i in self.__owned_hero_template[cost2]:
if i['quality'] == cost_quality and i['id'] != upgrade_id and i['id'] not in cost_id:
cost_id.append(i['id'])
break
self.__game_request.hero_compose(upgrade_id, cost_id)
elif action_index < self.__len_hero_level_exchange:
hero1 = action[0]
hero2 = action[1]
hero1_level = self.__owned_hero_template[hero1][0]['level']
hero2_level = self.__owned_hero_template[hero2][0]['level']
# 交换等级
if hero1_level > hero2_level:
self.__game_request.hero_level_down(int(self.__owned_hero_template[hero1][0]['id']), hero2_level)
self.__game_request.hero_level_up(int(self.__owned_hero_template[hero2][0]['id']), hero1_level)
else:
self.__game_request.hero_level_down(int(self.__owned_hero_template[hero2][0]['id']), hero1_level)
self.__game_request.hero_level_up(int(self.__owned_hero_template[hero1][0]['id']), hero2_level)
# 修改阵容
if hero1 in self.__battle_lineup['template'] and hero2 not in self.__battle_lineup['template']:
lineup_index = self.__battle_lineup['template'].index(hero1)
self.__battle_lineup['template'][lineup_index] = hero2
self.__battle_lineup['instance'][lineup_index] = self.__owned_hero_template[hero2][0]['id']
elif hero2 in self.__battle_lineup['template'] and hero1 not in self.__battle_lineup['template']:
lineup_index = self.__battle_lineup['template'].index(hero2)
self.__battle_lineup['template'][lineup_index] = hero1
self.__battle_lineup['instance'][lineup_index] = self.__owned_hero_template[hero1][0]['id']
elif action_index < self.__len_equip_upgrade_quality:
hero = action[0]
type = action[1]
lineup_index = self.__battle_lineup['template'].index(hero)
hero_instance = self.__owned_hero_instance[self.__battle_lineup['instance'][lineup_index]]
self.__game_request.equip_enhance(hero_instance['equips'][type], [],
{104: self.__equip_exp_10_104, 105: self.__equip_exp_1000_105})
# combat
tmp_reward = 0
total_reward = 0
# 自动穿戴装备
self.__auto_equip()
# 战斗阵容
combat_dic = {}
for i in self.__battle_lineup['instance']:
if i:
index = self.__battle_lineup['instance'].index(i)
combat_dic[index + 1] = int(i)
# 胜利后继续下一关
while True:
combat_rs = self.__game_request.combat(combat_dic, 1)
if combat_rs:
tmp_reward = self.__calc_reward(combat_rs)
if tmp_reward > 0:
total_reward += tmp_reward
self.__set_user_base_data()
else:
break
# 胜利
if total_reward > 0:
reward = total_reward
# 卡关次数清零
self.__stage_stuck_count = 0
# 爬塔
if STAGE_ID_INFO[self.__next_stage] >= STAGE_ID_INFO[self.__tower_start_stage]:
try:
while True:
tmp_tower_rs = self.__game_request.combat(combat_dic, 2)
if not tmp_tower_rs.get('userSimu'):
break
if tmp_tower_rs.get('userSimu').get('floor') <= self.__tower_floor:
break
self.__tower_floor = tmp_tower_rs.get('userSimu').get('floor')
except Exception as e:
print("fight tower failed")
traceback.print_exc()
else:
reward = tmp_reward
# 卡关次数+1
self.__stage_stuck_count += 1
if self.__stage_stuck_count % self.__stage_stuck_limit == 0 \
and self.__quick_reward_count < self.__quick_reward_limit \
and STAGE_ID_INFO[self.__next_stage] >= STAGE_ID_INFO[self.__quick_reward_start_stage]:
self.__game_request.get_resource(0, 2)
self.__game_request.get_resource(0, 2)
self.__game_request.get_resource(0, 2)
self.__game_request.get_resource(0, 2)
self.__game_request.get_resource(0, 2)
self.__game_request.get_resource(0, 2)
self.__quick_reward_count += 1
# 7日礼包
self.__get_7day_reward()
# 玩法奖励
self.__get_reward()
# 里程碑奖励
self.__game_request.get_mission_reward()
# 道具使用
self.__game_request.use_props()
# 抽卡
self.__set_user_base_data()
if STAGE_ID_INFO[self.__next_stage] >= STAGE_ID_INFO[self.__draw_card_start_stage]:
# 普通抽：道具
for i in range(self.__recruit_token_amount):
self.__game_request.draw_card(2, 1)
# 普通抽：钻石
if self.__diamond >= DRAW_CARD_COST_DIAMOND_10:
self.__game_request.draw_card(2, 2)
# 类型抽
if self.__type_recruit_token_amount:
if 5 not in self.__type_draw_card_opened:
self.__game_request.put_resource_to_user("diamond,300")
self.__game_request.draw_card_open(5)
for i in range(self.__type_recruit_token_amount):
self.__game_request.draw_card(5, 1)
# 精英抽
for i in range(self.__elite_recruit_token_amount):
self.__game_request.draw_card_type(2)
# 异常次数清零
self.__except_count = 0
except Exception as e:
traceback.print_exc()
# 异常次数+1，重新登录
self.__except_count += 1
if self.__except_count >= 10:
if self.__game_request is not None:
self.__game_request.get_sock_clt().close()
self.__game_request = MpsenGameRequest(self.__oasis_id)
self.__except_count = 0
# 任何action执行完，更新env info
self.__set_user_base_data()
self.__update_legal_action_space()
if STAGE_ID_INFO[self.__next_stage] >= STAGE_ID_INFO[self.__done_next_stage]:
done = True
reward = 100000
if reward is None or not np.isfinite(reward):
reward = 0
ob = self.__get_observation()
self.__lineup_force_before = self.__lineup_force
return ob, reward, done, {}
# 计算reward
def __calc_reward(self, combat_rs):
if combat_rs.get('isWin') == True:
if self.__next_stage.split('_')[0] != '1' and self.__next_stage.split('_')[1] == '1':
reward = 10 * (1 + int(self.__next_stage.split('_')[0]) / int(self.__done_next_stage.split('_')[0]))
else:
reward = (1 * (1 + STAGE_ID_INFO[self.__next_stage] / STAGE_ID_INFO[
self.__done_next_stage])) / combat_rs.get("fightRound", 1)
else:
defender_hp_remainning = sum(combat_rs['defenderHps'].values())
defender_hp_total = defender_hp_remainning + sum(
int(item.get('undertake', 0)) - int(item.get('heal', 0)) for item in combat_rs['defenderStats'].values()
)
reward = -defender_hp_remainning / defender_hp_total
self.__lineup_damage = int(combat_rs.get('damage', 0))
self.__defence_alive = sum(1 for i in combat_rs['defenderHps'] if combat_rs['defenderHps'][i] > 0)
self.__defence_force = self.__game_request.get_bot_team_info(STAGE_ID_INFO[self.__next_stage])['team_force']
return reward
# 更新有效action space
def __update_legal_action_space(self):
self.__action_space_legal = []
for action_index in range(len(self.__action_space)):
action = self.__action_space[action_index]
if action_index < self.__len_choose_hero:
hero = action[0]
pos = action[1]
if not self.__owned_hero_template.get(hero) \
or hero in self.__battle_lineup['template'] \
or (np.count_nonzero(self.__battle_lineup['template']) == 5 and not
self.__battle_lineup['template'][pos]):
continue
elif action_index < self.__len_exchange_pos:
#continue
pos1 = action[0]
pos2 = action[1]
hero1 = self.__battle_lineup['template'][pos1]
hero2 = self.__battle_lineup['template'][pos2]
if not hero1 and not hero2:
continue
elif action_index < self.__len_hero_level_up:
hero = action
if not self.__owned_hero_template.get(hero):
continue
elif hero not in self.__battle_lineup['template']:
continue
elif not self.__check_level_up(self.__owned_hero_template[hero][0]['quality'],
self.__owned_hero_template[hero][0]['level'],
self.__owned_hero_template[hero][0]['level'] + 10):
continue
elif action_index < self.__len_hero_upgrade_quality:
if not self.__check_quality_level_up(action[0], action[1], action[2], action[3]):
continue
elif action_index < self.__len_hero_level_exchange:
hero1 = action[0]
hero2 = action[1]
if STAGE_ID_INFO[self.__next_stage] < STAGE_ID_INFO[self.__level_exchange_start_stage] \
or self.__diamond < 20 \
or not self.__owned_hero_template.get(hero1) \
or not self.__owned_hero_template.get(hero2) \
or self.__owned_hero_template[hero1][0]['level'] == self.__owned_hero_template[hero2][0][
'level'] \
or (self.__owned_hero_template[hero1][0]['level'] <= 1 and self.__owned_hero_template[hero2][0][
'level'] <= 1):
continue
elif action_index < self.__len_equip_upgrade_quality:
hero = action[0]
type = action[1]
# 没有英雄
if not self.__owned_hero_template.get(hero):
continue
# 英雄没上阵
elif hero not in self.__battle_lineup['template']:
continue
else:
lineup_index = self.__battle_lineup['template'].index(hero)
hero_instance_id = self.__battle_lineup['instance'][lineup_index]
# 英雄没穿装备
if 'equips' not in self.__owned_hero_instance[hero_instance_id]:
continue
# type位置没穿装备
elif type not in self.__owned_hero_instance[hero_instance_id]['equips']:
continue
else:
equip_id = self.__owned_hero_instance[hero_instance_id]['equips'][type]
equip_instance = self.__owned_equip_instance[equip_id]
quality = equip_instance['quality']
level = equip_instance.get('enhanceLevel', 0)
exp = equip_instance.get('enhanceExp', 0)
if not self.__check_equipment_level_up(quality, level, exp):
continue
else:
continue
self.__action_space_legal.append(action_index)
# 上阵英雄，同一个英雄模板，只上阵品阶、等级最高的
def __init_action_space_choose_hero(self):
self.__action_space_choose_hero = list(product(self.__hero_template_all, self.__pos_list))
# 交换场上位置动作空间
def __init_action_space_exchange_pos(self):
self.__action_space_exchange_pos = list(combinations(self.__pos_list, 2))
# 升级英雄，同一个英雄模板，只升级品阶、等级最高的
def __init_action_space_hero_level_up(self):
self.__action_space_hero_level_up = self.__hero_template_all
# 英雄合成
def __init_action_space_hero_upgrade_quality(self):
self.__action_space_hero_upgrade_quality = []
for hero in self.__hero_template_all:
if HERO_QUALITY_LEVEL_UP_CONDITIONS[hero][0] == HERO_ROLE_GRADING_EPIC:
# rare，消耗2个rare自己
self.__action_space_hero_upgrade_quality.append([hero, HERO_QUALITY_RARE, hero, hero])
# elite，消耗1个elite自己
self.__action_space_hero_upgrade_quality.append([hero, HERO_QUALITY_ELITE, hero, None])
# epic，消耗1个elite+自己
self.__action_space_hero_upgrade_quality.append([hero, HERO_QUALITY_EPIC, hero, None])
# rare+，消耗2个rare+同类
for i in combinations_with_replacement(
HERO_TYPE_QUALITY_LIMIT[HERO_ROLE_GRADING_EPIC][HERO_QUALITY_LEVEL_UP_CONDITIONS[hero][1]], 2):
self.__action_space_hero_upgrade_quality.append([hero, HERO_QUALITY_RARE_PLUS, i[0], i[1]])
elif HERO_QUALITY_LEVEL_UP_CONDITIONS[hero][0] == HERO_ROLE_GRADING_MYTHICAL:
# elite，消耗1个elite自己
self.__action_space_hero_upgrade_quality.append([hero, HERO_QUALITY_ELITE, hero, None])
# epic，消耗1个elite+自己
self.__action_space_hero_upgrade_quality.append([hero, HERO_QUALITY_EPIC, hero, None])
# lagendary+，消耗2个elite+自己
self.__action_space_hero_upgrade_quality.append([hero, HERO_QUALITY_LAGENDARY_PLUS, hero, hero])
# mythical，消耗1个elite+自己
self.__action_space_hero_upgrade_quality.append([hero, HERO_QUALITY_MYTHICAL, hero, None])
# mythical+1，消耗1个elite+自己
self.__action_space_hero_upgrade_quality.append([hero, HERO_QUALITY_MYTHICAL_PLUS_ONE, hero, None])
# mythical+2，消耗1个elite+自己
self.__action_space_hero_upgrade_quality.append([hero, HERO_QUALITY_MYTHICAL_PLUS_TWO, hero, None])
# mythical+3，消耗1个elite+自己
self.__action_space_hero_upgrade_quality.append([hero, HERO_QUALITY_MYTHICAL_PLUS_THREE, hero, None])
# mythical+4，消耗1个elite+自己
self.__action_space_hero_upgrade_quality.append([hero, HERO_QUALITY_MYTHICAL_PLUS_FOUR, hero, None])
for i in HERO_TYPE_QUALITY_LIMIT[HERO_ROLE_GRADING_MYTHICAL][HERO_QUALITY_LEVEL_UP_CONDITIONS[hero][1]]:
# epic+，消耗1个epic+同类
self.__action_space_hero_upgrade_quality.append([hero, HERO_QUALITY_EPIC_PLUS, i, None])
# lagendary，消耗1个epic+同类
self.__action_space_hero_upgrade_quality.append([hero, HERO_QUALITY_LAGENDARY, i, None])
else:
continue
# elite+，消耗2个elite+同类
for i in combinations_with_replacement(
HERO_TYPE_QUALITY_LIMIT[HERO_ROLE_GRADING_ALL][HERO_QUALITY_LEVEL_UP_CONDITIONS[hero][1]], 2):
self.__action_space_hero_upgrade_quality.append([hero, HERO_QUALITY_ELITE_PLUS, i[0], i[1]])
# 英雄等级互换，最少1个等级大于等于2级的
def __init_action_space_hero_level_exchange(self):
self.__action_space_hero_level_exchange = list(combinations(self.__hero_template_all, 2))
# 装备强化，5个场上英雄，4个装备位置
def __init_action_space_equip_upgrade_quality(self):
self.__action_space_equip_upgrade_quality = list(product([1, 2, 3, 4, 5], [1, 2, 3, 4]))
# action space 初始化
def __init_action_space(self):
# 选英雄上阵
self.__init_action_space_choose_hero()
self.__action_space.extend(self.__action_space_choose_hero)
self.__len_choose_hero = len(self.__action_space)
# 改变场上英雄站位
self.__init_action_space_exchange_pos()
self.__action_space.extend(self.__action_space_exchange_pos)
self.__len_exchange_pos = len(self.__action_space)
# 英雄升级
self.__init_action_space_hero_level_up()
self.__action_space.extend(self.__action_space_hero_level_up)
self.__len_hero_level_up = len(self.__action_space)
# 英雄品质提升
self.__init_action_space_hero_upgrade_quality()
self.__action_space.extend(self.__action_space_hero_upgrade_quality)
self.__len_hero_upgrade_quality = len(self.__action_space)
# 英雄等级互换
self.__init_action_space_hero_level_exchange()
self.__action_space.extend(self.__action_space_hero_level_exchange)
self.__len_hero_level_exchange = len(self.__action_space)
# 装备强化
self.__init_action_space_equip_upgrade_quality()
self.__action_space.extend(self.__action_space_equip_upgrade_quality)
self.__len_equip_upgrade_quality = len(self.__action_space)
"""
@desc 英雄升级
@param int quality 品质
@param int level_from 初始英雄等级
@param int level_to 最终英雄等级
@return boolean 是否可以升级
"""
def __check_level_up(self, quality, level_from, level_to):
quality = int(quality)
level_from = int(level_from)
level_to = int(level_to)
if level_from in HERO_LEVEL_UP_CONDITIONS.keys():
conditions = HERO_LEVEL_UP_CONDITIONS[level_from]
else:
return False
if level_to > HERO_QUALITY_LEVEL_LIMIT[quality]:
return False
if self.__hero_exp >= conditions[0] and self.__coin >= conditions[1] and self.__hero_powder >= conditions[
2] and self.__team_level >= \
conditions[
3]:
return True
else:
return False
"""
@desc 英雄品质提升
@param int hero_id 英雄id
@param int quality 当前品质
@param int consume_hero_id_1 狗粮英雄id
@param int consume_hero_id_2 狗粮英雄id
@return boolean 是否可以提升
"""
def __check_quality_level_up(self, hero_id, quality, consume_hero_id_1=None, consume_hero_id_2=None):
# 0=index 1=升级消耗个数 2=消耗的品质
cost_quality = HERO_QUALITY[quality][2]
needs_list = {
hero_id: {quality: 1}
}
if consume_hero_id_1:
if consume_hero_id_1 not in needs_list:
needs_list[consume_hero_id_1] = {cost_quality: 1}
elif cost_quality not in needs_list[consume_hero_id_1]:
needs_list[consume_hero_id_1][cost_quality] = 1
else:
needs_list[consume_hero_id_1][cost_quality] += 1
if consume_hero_id_2:
if consume_hero_id_2 not in needs_list:
needs_list[consume_hero_id_2] = {cost_quality: 1}
elif cost_quality not in needs_list[consume_hero_id_2]:
needs_list[consume_hero_id_2][cost_quality] = 1
else:
needs_list[consume_hero_id_2][cost_quality] += 1
# check
for tmp_hero in needs_list:
for tmp_quality in needs_list[tmp_hero]:
count_index = HERO_QUALITY[tmp_quality][0]
if needs_list[tmp_hero][tmp_quality] > self.__hero_quality_count[tmp_hero][count_index]:
return False
return True
# if hero_id in HERO_QUALITY_LEVEL_UP_CONDITIONS.keys():
# conditions = HERO_QUALITY_LEVEL_UP_CONDITIONS[hero_id]
# else:
# return False
# # raise Exception("Invalid hero_id!", hero_id)
#
# role_level = conditions[0]
# role_type = conditions[1]
#
# # 最高等级 无需在升级
# if quality == HERO_QUALITY_MYTHICAL_PLUS_FIVE:
# return False
# # raise Exception("The hero quality is already the highest")
#
# # 角色分级无法突破史诗+
# if quality == HERO_QUALITY_EPIC_PLUS and role_level != HERO_ROLE_GRADING_MYTHICAL:
# return False
# # raise Exception("The hero can't be upgrade quality")
#
# # get user hero list
# # ['rare', 'rare+', 'elite', 'elite+', 'epic', 'epic+', 'lagendary',
# # 'lagendary+', 'mythical','mythical+1', 'mythical+2', 'mythical+3', 'mythical+4¬', 'mythical+5']
# hero_list = self.__hero_quality_count
#
# if hero_list[hero_id][HERO_QUALITY[quality][0]] == 0:
# return False
#
# upgrade_conditions = HERO_QUALITY[quality]
# upgrade_num = upgrade_conditions[1]
# upgrade_quality = upgrade_conditions[2]
# upgrade_type = upgrade_conditions[3]
#
# # 升星要求俩个消耗英雄
# if upgrade_num == 2:
# if consume_hero_id_1 != None and consume_hero_id_2 != None:
# # 升星消耗要求是自己
# if upgrade_type == 0:
# if consume_hero_id_1 == hero_id and consume_hero_id_2 == hero_id:
# # 如果升级需求品质与当前英雄品质相同 并且升级消耗是本英雄的情况 需求+1
# if upgrade_quality == quality:
# remaining_quantity_required = upgrade_num + 1
# else:
# remaining_quantity_required = upgrade_num
# # 检查自己是否有品质符合要求，可供升级消耗的英雄
# if hero_list[hero_id][HERO_QUALITY[upgrade_quality][0]] < remaining_quantity_required:
# return False
# # raise Exception("Lack of consumables for hero upgrade by self")
# else:
# return False
# # raise Exception("The hero upgrade need two self!")
# else:
# consume_type_1 = HERO_QUALITY_LEVEL_UP_CONDITIONS[consume_hero_id_1][1]
# consume_type_2 = HERO_QUALITY_LEVEL_UP_CONDITIONS[consume_hero_id_2][1]
# # 升星消耗要求是同类英雄
# if consume_type_1 == role_type and consume_type_2 == role_type:
# # check参数升级消耗英雄是否等于自己
# if consume_hero_id_1 == hero_id and consume_hero_id_1 == hero_id:
# # 如果升级需求品质与当前英雄品质相同 并且升级消耗是本英雄的情况 需求+1
# if upgrade_quality == quality:
# remaining_quantity_required = upgrade_num + 1
# else:
# remaining_quantity_required = upgrade_num
#
# if hero_list[consume_hero_id_1][
# HERO_QUALITY[upgrade_quality][0]] < remaining_quantity_required:
# return False
# # raise Exception("Lack of consumables for hero upgrade! (consume_hero = hero_id)")
# # check consume_hero_id_1 与本英雄相同
# elif consume_hero_id_1 == hero_id:
# if hero_list[consume_hero_id_1][HERO_QUALITY[upgrade_quality][0]] < upgrade_num or \
# hero_list[consume_hero_id_2][HERO_QUALITY[upgrade_quality][0]] == 0:
# return False
# # raise Exception("Lack of consumables for hero upgrade by consume_hero_id_1!")
# # check consume_hero_id_2 与本英雄相同
# elif consume_hero_id_2 == hero_id:
# if hero_list[consume_hero_id_1][HERO_QUALITY[upgrade_quality][0]] == 0 or \
# hero_list[consume_hero_id_2][HERO_QUALITY[upgrade_quality][0]] < upgrade_num:
# return False
# # raise Exception("Lack of consumables for hero upgrade by consume_hero_id_2!")
# # check 升级消耗参数都不等于本英雄
# else:
# if hero_list[consume_hero_id_1][HERO_QUALITY[upgrade_quality][0]] == 0 or \
# hero_list[consume_hero_id_2][HERO_QUALITY[upgrade_quality][0]] == 0:
# return False
# # raise Exception("Lack of consumables for hero upgrade!")
# else:
# return False
# # raise Exception("The hero upgrade need two same type hero!")
# else:
# return False
# # raise Exception("The hero upgrade need two consume hero!")
# else:
# # 升星要求一个消耗英雄
# if consume_hero_id_1 != None:
# # 升星消耗要求是自己
# if upgrade_type == 0:
# if consume_hero_id_1 == hero_id:
# # 如果升级需求品质与当前英雄品质相同 并且升级消耗是本英雄的情况 需求+1
# if upgrade_quality == quality:
# remaining_quantity_required = upgrade_num + 1
# else:
# remaining_quantity_required = upgrade_num
# # 检查自己是否有品质符合要求，可供升级消耗的英雄
# if hero_list[hero_id][HERO_QUALITY[upgrade_quality][0]] < remaining_quantity_required:
# return False
# # raise Exception("Lack of one consumables for hero upgrade by self")
# else:
# return False
# # raise Exception("The hero upgrade need one self! ")
# else:
# consume_type_1 = HERO_QUALITY_LEVEL_UP_CONDITIONS[consume_hero_id_1][1]
# # 升星消耗要求是同类英雄
# if consume_type_1 == role_type:
# # check参数升级消耗英雄是否等于自己
# if consume_hero_id_1 == hero_id:
# # 如果升级需求品质与当前英雄品质相同 并且升级消耗是本英雄的情况 需求+1
# if upgrade_quality == quality:
# remaining_quantity_required = upgrade_num + 1
# else:
# remaining_quantity_required = upgrade_num
#