windows系统下最新版gym[atari]中的游戏环境(此时最新版的gym为0.24.0,gym==0.24.0)

关于gym[atari]的安装参看以前的博文:

windows系统下安装最新版gym的安装方法(此时最新版的gym为0.24.0,gym==0.24.0)

 

 

上代码:

import time
import gym

print("游戏ID:\t\t\t\t\t\t\t\t 游戏名:\t\t\t\t\t\t\t\t  游戏类型:")
for env in gym.envs.registry.values():
    print('{:<35}  {:<35}  {:<15}'.format(env.id, env.name, env.entry_point.split(':')[1]))

print("\n\n游戏环境detail:")
print(env)
print(type(gym.envs.registry.keys()))
print(type(gym.envs.registry.values()))

print("\n\n环境测试阶段:")
a_time = time.time()
num = 0
for env in gym.envs.registry.values():
    try:
        env = gym.make(env.id, render_mode='human')
        obs = env.reset()
        for i in range(10):
            action = env.action_space.sample()
            obs, reward, done, info = env.step(action)
            # time.sleep(0.01)
        env.close()
    except Exception:
        num+=1
        print(env)
print("报错环境数为:", num)
print("用时:", time.time()-a_time)

 

 

运行结果:

游戏ID:                                 游戏名:                                  游戏类型:
ALE/Tetris-v5                        Tetris                               AtariEnv       
ALE/Tetris-ram-v5                    Tetris-ram                           AtariEnv       
ALE/Adventure-v5                     Adventure                            AtariEnv       
ALE/Adventure-ram-v5                 Adventure-ram                        AtariEnv       
ALE/AirRaid-v5                       AirRaid                              AtariEnv       
ALE/AirRaid-ram-v5                   AirRaid-ram                          AtariEnv       
ALE/Alien-v5                         Alien                                AtariEnv       
ALE/Alien-ram-v5                     Alien-ram                            AtariEnv       
ALE/Amidar-v5                        Amidar                               AtariEnv       
ALE/Amidar-ram-v5                    Amidar-ram                           AtariEnv       
ALE/Assault-v5                       Assault                              AtariEnv       
ALE/Assault-ram-v5                   Assault-ram                          AtariEnv       
ALE/Asterix-v5                       Asterix                              AtariEnv       
ALE/Asterix-ram-v5                   Asterix-ram                          AtariEnv       
ALE/Asteroids-v5                     Asteroids                            AtariEnv       
ALE/Asteroids-ram-v5                 Asteroids-ram                        AtariEnv       
ALE/Atlantis-v5                      Atlantis                             AtariEnv       
ALE/Atlantis-ram-v5                  Atlantis-ram                         AtariEnv       
ALE/Atlantis2-v5                     Atlantis2                            AtariEnv       
ALE/Atlantis2-ram-v5                 Atlantis2-ram                        AtariEnv       
ALE/Backgammon-v5                    Backgammon                           AtariEnv       
ALE/Backgammon-ram-v5                Backgammon-ram                       AtariEnv       
ALE/BankHeist-v5                     BankHeist                            AtariEnv       
ALE/BankHeist-ram-v5                 BankHeist-ram                        AtariEnv       
ALE/BasicMath-v5                     BasicMath                            AtariEnv       
ALE/BasicMath-ram-v5                 BasicMath-ram                        AtariEnv       
ALE/BattleZone-v5                    BattleZone                           AtariEnv       
ALE/BattleZone-ram-v5                BattleZone-ram                       AtariEnv       
ALE/BeamRider-v5                     BeamRider                            AtariEnv       
ALE/BeamRider-ram-v5                 BeamRider-ram                        AtariEnv       
ALE/Berzerk-v5                       Berzerk                              AtariEnv       
ALE/Berzerk-ram-v5                   Berzerk-ram                          AtariEnv       
ALE/Blackjack-v5                     Blackjack                            AtariEnv       
ALE/Blackjack-ram-v5                 Blackjack-ram                        AtariEnv       
ALE/Bowling-v5                       Bowling                              AtariEnv       
ALE/Bowling-ram-v5                   Bowling-ram                          AtariEnv       
ALE/Boxing-v5                        Boxing                               AtariEnv       
ALE/Boxing-ram-v5                    Boxing-ram                           AtariEnv       
ALE/Breakout-v5                      Breakout                             AtariEnv       
ALE/Breakout-ram-v5                  Breakout-ram                         AtariEnv       
ALE/Carnival-v5                      Carnival                             AtariEnv       
ALE/Carnival-ram-v5                  Carnival-ram                         AtariEnv       
ALE/Casino-v5                        Casino                               AtariEnv       
ALE/Casino-ram-v5                    Casino-ram                           AtariEnv       
ALE/Centipede-v5                     Centipede                            AtariEnv       
ALE/Centipede-ram-v5                 Centipede-ram                        AtariEnv       
ALE/ChopperCommand-v5                ChopperCommand                       AtariEnv       
ALE/ChopperCommand-ram-v5            ChopperCommand-ram                   AtariEnv       
ALE/CrazyClimber-v5                  CrazyClimber                         AtariEnv       
ALE/CrazyClimber-ram-v5              CrazyClimber-ram                     AtariEnv       
ALE/Crossbow-v5                      Crossbow                             AtariEnv       
ALE/Crossbow-ram-v5                  Crossbow-ram                         AtariEnv       
ALE/Darkchambers-v5                  Darkchambers                         AtariEnv       
ALE/Darkchambers-ram-v5              Darkchambers-ram                     AtariEnv       
ALE/Defender-v5                      Defender                             AtariEnv       
ALE/Defender-ram-v5                  Defender-ram                         AtariEnv       
ALE/DemonAttack-v5                   DemonAttack                          AtariEnv       
ALE/DemonAttack-ram-v5               DemonAttack-ram                      AtariEnv       
ALE/DonkeyKong-v5                    DonkeyKong                           AtariEnv       
ALE/DonkeyKong-ram-v5                DonkeyKong-ram                       AtariEnv       
ALE/DoubleDunk-v5                    DoubleDunk                           AtariEnv       
ALE/DoubleDunk-ram-v5                DoubleDunk-ram                       AtariEnv       
ALE/Earthworld-v5                    Earthworld                           AtariEnv       
ALE/Earthworld-ram-v5                Earthworld-ram                       AtariEnv       
ALE/ElevatorAction-v5                ElevatorAction                       AtariEnv       
ALE/ElevatorAction-ram-v5            ElevatorAction-ram                   AtariEnv       
ALE/Enduro-v5                        Enduro                               AtariEnv       
ALE/Enduro-ram-v5                    Enduro-ram                           AtariEnv       
ALE/Entombed-v5                      Entombed                             AtariEnv       
ALE/Entombed-ram-v5                  Entombed-ram                         AtariEnv       
ALE/Et-v5                            Et                                   AtariEnv       
ALE/Et-ram-v5                        Et-ram                               AtariEnv       
ALE/FishingDerby-v5                  FishingDerby                         AtariEnv       
ALE/FishingDerby-ram-v5              FishingDerby-ram                     AtariEnv       
ALE/FlagCapture-v5                   FlagCapture                          AtariEnv       
ALE/FlagCapture-ram-v5               FlagCapture-ram                      AtariEnv       
ALE/Freeway-v5                       Freeway                              AtariEnv       
ALE/Freeway-ram-v5                   Freeway-ram                          AtariEnv       
ALE/Frogger-v5                       Frogger                              AtariEnv       
ALE/Frogger-ram-v5                   Frogger-ram                          AtariEnv       
ALE/Frostbite-v5                     Frostbite                            AtariEnv       
ALE/Frostbite-ram-v5                 Frostbite-ram                        AtariEnv       
ALE/Galaxian-v5                      Galaxian                             AtariEnv       
ALE/Galaxian-ram-v5                  Galaxian-ram                         AtariEnv       
ALE/Gopher-v5                        Gopher                               AtariEnv       
ALE/Gopher-ram-v5                    Gopher-ram                           AtariEnv       
ALE/Gravitar-v5                      Gravitar                             AtariEnv       
ALE/Gravitar-ram-v5                  Gravitar-ram                         AtariEnv       
ALE/Hangman-v5                       Hangman                              AtariEnv       
ALE/Hangman-ram-v5                   Hangman-ram                          AtariEnv       
ALE/HauntedHouse-v5                  HauntedHouse                         AtariEnv       
ALE/HauntedHouse-ram-v5              HauntedHouse-ram                     AtariEnv       
ALE/Hero-v5                          Hero                                 AtariEnv       
ALE/Hero-ram-v5                      Hero-ram                             AtariEnv       
ALE/HumanCannonball-v5               HumanCannonball                      AtariEnv       
ALE/HumanCannonball-ram-v5           HumanCannonball-ram                  AtariEnv       
ALE/IceHockey-v5                     IceHockey                            AtariEnv       
ALE/IceHockey-ram-v5                 IceHockey-ram                        AtariEnv       
ALE/Jamesbond-v5                     Jamesbond                            AtariEnv       
ALE/Jamesbond-ram-v5                 Jamesbond-ram                        AtariEnv       
ALE/JourneyEscape-v5                 JourneyEscape                        AtariEnv       
ALE/JourneyEscape-ram-v5             JourneyEscape-ram                    AtariEnv       
ALE/Kaboom-v5                        Kaboom                               AtariEnv       
ALE/Kaboom-ram-v5                    Kaboom-ram                           AtariEnv       
ALE/Kangaroo-v5                      Kangaroo                             AtariEnv       
ALE/Kangaroo-ram-v5                  Kangaroo-ram                         AtariEnv       
ALE/KeystoneKapers-v5                KeystoneKapers                       AtariEnv       
ALE/KeystoneKapers-ram-v5            KeystoneKapers-ram                   AtariEnv       
ALE/KingKong-v5                      KingKong                             AtariEnv       
ALE/KingKong-ram-v5                  KingKong-ram                         AtariEnv       
ALE/Klax-v5                          Klax                                 AtariEnv       
ALE/Klax-ram-v5                      Klax-ram                             AtariEnv       
ALE/Koolaid-v5                       Koolaid                              AtariEnv       
ALE/Koolaid-ram-v5                   Koolaid-ram                          AtariEnv       
ALE/Krull-v5                         Krull                                AtariEnv       
ALE/Krull-ram-v5                     Krull-ram                            AtariEnv       
ALE/KungFuMaster-v5                  KungFuMaster                         AtariEnv       
ALE/KungFuMaster-ram-v5              KungFuMaster-ram                     AtariEnv       
ALE/LaserGates-v5                    LaserGates                           AtariEnv       
ALE/LaserGates-ram-v5                LaserGates-ram                       AtariEnv       
ALE/LostLuggage-v5                   LostLuggage                          AtariEnv       
ALE/LostLuggage-ram-v5               LostLuggage-ram                      AtariEnv       
ALE/MarioBros-v5                     MarioBros                            AtariEnv       
ALE/MarioBros-ram-v5                 MarioBros-ram                        AtariEnv       
ALE/MiniatureGolf-v5                 MiniatureGolf                        AtariEnv       
ALE/MiniatureGolf-ram-v5             MiniatureGolf-ram                    AtariEnv       
ALE/MontezumaRevenge-v5              MontezumaRevenge                     AtariEnv       
ALE/MontezumaRevenge-ram-v5          MontezumaRevenge-ram                 AtariEnv       
ALE/MrDo-v5                          MrDo                                 AtariEnv       
ALE/MrDo-ram-v5                      MrDo-ram                             AtariEnv       
ALE/MsPacman-v5                      MsPacman                             AtariEnv       
ALE/MsPacman-ram-v5                  MsPacman-ram                         AtariEnv       
ALE/NameThisGame-v5                  NameThisGame                         AtariEnv       
ALE/NameThisGame-ram-v5              NameThisGame-ram                     AtariEnv       
ALE/Othello-v5                       Othello                              AtariEnv       
ALE/Othello-ram-v5                   Othello-ram                          AtariEnv       
ALE/Pacman-v5                        Pacman                               AtariEnv       
ALE/Pacman-ram-v5                    Pacman-ram                           AtariEnv       
ALE/Phoenix-v5                       Phoenix                              AtariEnv       
ALE/Phoenix-ram-v5                   Phoenix-ram                          AtariEnv       
ALE/Pitfall-v5                       Pitfall                              AtariEnv       
ALE/Pitfall-ram-v5                   Pitfall-ram                          AtariEnv       
ALE/Pitfall2-v5                      Pitfall2                             AtariEnv       
ALE/Pitfall2-ram-v5                  Pitfall2-ram                         AtariEnv       
ALE/Pong-v5                          Pong                                 AtariEnv       
ALE/Pong-ram-v5                      Pong-ram                             AtariEnv       
ALE/Pooyan-v5                        Pooyan                               AtariEnv       
ALE/Pooyan-ram-v5                    Pooyan-ram                           AtariEnv       
ALE/PrivateEye-v5                    PrivateEye                           AtariEnv       
ALE/PrivateEye-ram-v5                PrivateEye-ram                       AtariEnv       
ALE/Qbert-v5                         Qbert                                AtariEnv       
ALE/Qbert-ram-v5                     Qbert-ram                            AtariEnv       
ALE/Riverraid-v5                     Riverraid                            AtariEnv       
ALE/Riverraid-ram-v5                 Riverraid-ram                        AtariEnv       
ALE/RoadRunner-v5                    RoadRunner                           AtariEnv       
ALE/RoadRunner-ram-v5                RoadRunner-ram                       AtariEnv       
ALE/Robotank-v5                      Robotank                             AtariEnv       
ALE/Robotank-ram-v5                  Robotank-ram                         AtariEnv       
ALE/Seaquest-v5                      Seaquest                             AtariEnv       
ALE/Seaquest-ram-v5                  Seaquest-ram                         AtariEnv       
ALE/SirLancelot-v5                   SirLancelot                          AtariEnv       
ALE/SirLancelot-ram-v5               SirLancelot-ram                      AtariEnv       
ALE/Skiing-v5                        Skiing                               AtariEnv       
ALE/Skiing-ram-v5                    Skiing-ram                           AtariEnv       
ALE/Solaris-v5                       Solaris                              AtariEnv       
ALE/Solaris-ram-v5                   Solaris-ram                          AtariEnv       
ALE/SpaceInvaders-v5                 SpaceInvaders                        AtariEnv       
ALE/SpaceInvaders-ram-v5             SpaceInvaders-ram                    AtariEnv       
ALE/SpaceWar-v5                      SpaceWar                             AtariEnv       
ALE/SpaceWar-ram-v5                  SpaceWar-ram                         AtariEnv       
ALE/StarGunner-v5                    StarGunner                           AtariEnv       
ALE/StarGunner-ram-v5                StarGunner-ram                       AtariEnv       
ALE/Superman-v5                      Superman                             AtariEnv       
ALE/Superman-ram-v5                  Superman-ram                         AtariEnv       
ALE/Surround-v5                      Surround                             AtariEnv       
ALE/Surround-ram-v5                  Surround-ram                         AtariEnv       
ALE/Tennis-v5                        Tennis                               AtariEnv       
ALE/Tennis-ram-v5                    Tennis-ram                           AtariEnv       
ALE/TicTacToe3D-v5                   TicTacToe3D                          AtariEnv       
ALE/TicTacToe3D-ram-v5               TicTacToe3D-ram                      AtariEnv       
ALE/TimePilot-v5                     TimePilot                            AtariEnv       
ALE/TimePilot-ram-v5                 TimePilot-ram                        AtariEnv       
ALE/Trondead-v5                      Trondead                             AtariEnv       
ALE/Trondead-ram-v5                  Trondead-ram                         AtariEnv       
ALE/Turmoil-v5                       Turmoil                              AtariEnv       
ALE/Turmoil-ram-v5                   Turmoil-ram                          AtariEnv       
ALE/Tutankham-v5                     Tutankham                            AtariEnv       
ALE/Tutankham-ram-v5                 Tutankham-ram                        AtariEnv       
ALE/UpNDown-v5                       UpNDown                              AtariEnv       
ALE/UpNDown-ram-v5                   UpNDown-ram                          AtariEnv       
ALE/Venture-v5                       Venture                              AtariEnv       
ALE/Venture-ram-v5                   Venture-ram                          AtariEnv       
ALE/VideoCheckers-v5                 VideoCheckers                        AtariEnv       
ALE/VideoCheckers-ram-v5             VideoCheckers-ram                    AtariEnv       
ALE/Videochess-v5                    Videochess                           AtariEnv       
ALE/Videochess-ram-v5                Videochess-ram                       AtariEnv       
ALE/Videocube-v5                     Videocube                            AtariEnv       
ALE/Videocube-ram-v5                 Videocube-ram                        AtariEnv       
ALE/VideoPinball-v5                  VideoPinball                         AtariEnv       
ALE/VideoPinball-ram-v5              VideoPinball-ram                     AtariEnv       
ALE/WizardOfWor-v5                   WizardOfWor                          AtariEnv       
ALE/WizardOfWor-ram-v5               WizardOfWor-ram                      AtariEnv       
ALE/WordZapper-v5                    WordZapper                           AtariEnv       
ALE/WordZapper-ram-v5                WordZapper-ram                       AtariEnv       
ALE/YarsRevenge-v5                   YarsRevenge                          AtariEnv       
ALE/YarsRevenge-ram-v5               YarsRevenge-ram                      AtariEnv       
ALE/Zaxxon-v5                        Zaxxon                               AtariEnv       
ALE/Zaxxon-ram-v5                    Zaxxon-ram                           AtariEnv       
Adventure-v0                         Adventure                            AtariEnv       
AdventureDeterministic-v0            AdventureDeterministic               AtariEnv       
AdventureNoFrameskip-v0              AdventureNoFrameskip                 AtariEnv       
Adventure-v4                         Adventure                            AtariEnv       
AdventureDeterministic-v4            AdventureDeterministic               AtariEnv       
AdventureNoFrameskip-v4              AdventureNoFrameskip                 AtariEnv       
Adventure-ram-v0                     Adventure-ram                        AtariEnv       
Adventure-ramDeterministic-v0        Adventure-ramDeterministic           AtariEnv       
Adventure-ramNoFrameskip-v0          Adventure-ramNoFrameskip             AtariEnv       
Adventure-ram-v4                     Adventure-ram                        AtariEnv       
Adventure-ramDeterministic-v4        Adventure-ramDeterministic           AtariEnv       
Adventure-ramNoFrameskip-v4          Adventure-ramNoFrameskip             AtariEnv       
AirRaid-v0                           AirRaid                              AtariEnv       
AirRaidDeterministic-v0              AirRaidDeterministic                 AtariEnv       
AirRaidNoFrameskip-v0                AirRaidNoFrameskip                   AtariEnv       
AirRaid-v4                           AirRaid                              AtariEnv       
AirRaidDeterministic-v4              AirRaidDeterministic                 AtariEnv       
AirRaidNoFrameskip-v4                AirRaidNoFrameskip                   AtariEnv       
AirRaid-ram-v0                       AirRaid-ram                          AtariEnv       
AirRaid-ramDeterministic-v0          AirRaid-ramDeterministic             AtariEnv       
AirRaid-ramNoFrameskip-v0            AirRaid-ramNoFrameskip               AtariEnv       
AirRaid-ram-v4                       AirRaid-ram                          AtariEnv       
AirRaid-ramDeterministic-v4          AirRaid-ramDeterministic             AtariEnv       
AirRaid-ramNoFrameskip-v4            AirRaid-ramNoFrameskip               AtariEnv       
Alien-v0                             Alien                                AtariEnv       
AlienDeterministic-v0                AlienDeterministic                   AtariEnv       
AlienNoFrameskip-v0                  AlienNoFrameskip                     AtariEnv       
Alien-v4                             Alien                                AtariEnv       
AlienDeterministic-v4                AlienDeterministic                   AtariEnv       
AlienNoFrameskip-v4                  AlienNoFrameskip                     AtariEnv       
Alien-ram-v0                         Alien-ram                            AtariEnv       
Alien-ramDeterministic-v0            Alien-ramDeterministic               AtariEnv       
Alien-ramNoFrameskip-v0              Alien-ramNoFrameskip                 AtariEnv       
Alien-ram-v4                         Alien-ram                            AtariEnv       
Alien-ramDeterministic-v4            Alien-ramDeterministic               AtariEnv       
Alien-ramNoFrameskip-v4              Alien-ramNoFrameskip                 AtariEnv       
Amidar-v0                            Amidar                               AtariEnv       
AmidarDeterministic-v0               AmidarDeterministic                  AtariEnv       
AmidarNoFrameskip-v0                 AmidarNoFrameskip                    AtariEnv       
Amidar-v4                            Amidar                               AtariEnv       
AmidarDeterministic-v4               AmidarDeterministic                  AtariEnv       
AmidarNoFrameskip-v4                 AmidarNoFrameskip                    AtariEnv       
Amidar-ram-v0                        Amidar-ram                           AtariEnv       
Amidar-ramDeterministic-v0           Amidar-ramDeterministic              AtariEnv       
Amidar-ramNoFrameskip-v0             Amidar-ramNoFrameskip                AtariEnv       
Amidar-ram-v4                        Amidar-ram                           AtariEnv       
Amidar-ramDeterministic-v4           Amidar-ramDeterministic              AtariEnv       
Amidar-ramNoFrameskip-v4             Amidar-ramNoFrameskip                AtariEnv       
Assault-v0                           Assault                              AtariEnv       
AssaultDeterministic-v0              AssaultDeterministic                 AtariEnv       
AssaultNoFrameskip-v0                AssaultNoFrameskip                   AtariEnv       
Assault-v4                           Assault                              AtariEnv       
AssaultDeterministic-v4              AssaultDeterministic                 AtariEnv       
AssaultNoFrameskip-v4                AssaultNoFrameskip                   AtariEnv       
Assault-ram-v0                       Assault-ram                          AtariEnv       
Assault-ramDeterministic-v0          Assault-ramDeterministic             AtariEnv       
Assault-ramNoFrameskip-v0            Assault-ramNoFrameskip               AtariEnv       
Assault-ram-v4                       Assault-ram                          AtariEnv       
Assault-ramDeterministic-v4          Assault-ramDeterministic             AtariEnv       
Assault-ramNoFrameskip-v4            Assault-ramNoFrameskip               AtariEnv       
Asterix-v0                           Asterix                              AtariEnv       
AsterixDeterministic-v0              AsterixDeterministic                 AtariEnv       
AsterixNoFrameskip-v0                AsterixNoFrameskip                   AtariEnv       
Asterix-v4                           Asterix                              AtariEnv       
AsterixDeterministic-v4              AsterixDeterministic                 AtariEnv       
AsterixNoFrameskip-v4                AsterixNoFrameskip                   AtariEnv       
Asterix-ram-v0                       Asterix-ram                          AtariEnv       
Asterix-ramDeterministic-v0          Asterix-ramDeterministic             AtariEnv       
Asterix-ramNoFrameskip-v0            Asterix-ramNoFrameskip               AtariEnv       
Asterix-ram-v4                       Asterix-ram                          AtariEnv       
Asterix-ramDeterministic-v4          Asterix-ramDeterministic             AtariEnv       
Asterix-ramNoFrameskip-v4            Asterix-ramNoFrameskip               AtariEnv       
Asteroids-v0                         Asteroids                            AtariEnv       
AsteroidsDeterministic-v0            AsteroidsDeterministic               AtariEnv       
AsteroidsNoFrameskip-v0              AsteroidsNoFrameskip                 AtariEnv       
Asteroids-v4                         Asteroids                            AtariEnv       
AsteroidsDeterministic-v4            AsteroidsDeterministic               AtariEnv       
AsteroidsNoFrameskip-v4              AsteroidsNoFrameskip                 AtariEnv       
Asteroids-ram-v0                     Asteroids-ram                        AtariEnv       
Asteroids-ramDeterministic-v0        Asteroids-ramDeterministic           AtariEnv       
Asteroids-ramNoFrameskip-v0          Asteroids-ramNoFrameskip             AtariEnv       
Asteroids-ram-v4                     Asteroids-ram                        AtariEnv       
Asteroids-ramDeterministic-v4        Asteroids-ramDeterministic           AtariEnv       
Asteroids-ramNoFrameskip-v4          Asteroids-ramNoFrameskip             AtariEnv       
Atlantis-v0                          Atlantis                             AtariEnv       
AtlantisDeterministic-v0             AtlantisDeterministic                AtariEnv       
AtlantisNoFrameskip-v0               AtlantisNoFrameskip                  AtariEnv       
Atlantis-v4                          Atlantis                             AtariEnv       
AtlantisDeterministic-v4             AtlantisDeterministic                AtariEnv       
AtlantisNoFrameskip-v4               AtlantisNoFrameskip                  AtariEnv       
Atlantis-ram-v0                      Atlantis-ram                         AtariEnv       
Atlantis-ramDeterministic-v0         Atlantis-ramDeterministic            AtariEnv       
Atlantis-ramNoFrameskip-v0           Atlantis-ramNoFrameskip              AtariEnv       
Atlantis-ram-v4                      Atlantis-ram                         AtariEnv       
Atlantis-ramDeterministic-v4         Atlantis-ramDeterministic            AtariEnv       
Atlantis-ramNoFrameskip-v4           Atlantis-ramNoFrameskip              AtariEnv       
BankHeist-v0                         BankHeist                            AtariEnv       
BankHeistDeterministic-v0            BankHeistDeterministic               AtariEnv       
BankHeistNoFrameskip-v0              BankHeistNoFrameskip                 AtariEnv       
BankHeist-v4                         BankHeist                            AtariEnv       
BankHeistDeterministic-v4            BankHeistDeterministic               AtariEnv       
BankHeistNoFrameskip-v4              BankHeistNoFrameskip                 AtariEnv       
BankHeist-ram-v0                     BankHeist-ram                        AtariEnv       
BankHeist-ramDeterministic-v0        BankHeist-ramDeterministic           AtariEnv       
BankHeist-ramNoFrameskip-v0          BankHeist-ramNoFrameskip             AtariEnv       
BankHeist-ram-v4                     BankHeist-ram                        AtariEnv       
BankHeist-ramDeterministic-v4        BankHeist-ramDeterministic           AtariEnv       
BankHeist-ramNoFrameskip-v4          BankHeist-ramNoFrameskip             AtariEnv       
BattleZone-v0                        BattleZone                           AtariEnv       
BattleZoneDeterministic-v0           BattleZoneDeterministic              AtariEnv       
BattleZoneNoFrameskip-v0             BattleZoneNoFrameskip                AtariEnv       
BattleZone-v4                        BattleZone                           AtariEnv       
BattleZoneDeterministic-v4           BattleZoneDeterministic              AtariEnv       
BattleZoneNoFrameskip-v4             BattleZoneNoFrameskip                AtariEnv       
BattleZone-ram-v0                    BattleZone-ram                       AtariEnv       
BattleZone-ramDeterministic-v0       BattleZone-ramDeterministic          AtariEnv       
BattleZone-ramNoFrameskip-v0         BattleZone-ramNoFrameskip            AtariEnv       
BattleZone-ram-v4                    BattleZone-ram                       AtariEnv       
BattleZone-ramDeterministic-v4       BattleZone-ramDeterministic          AtariEnv       
BattleZone-ramNoFrameskip-v4         BattleZone-ramNoFrameskip            AtariEnv       
BeamRider-v0                         BeamRider                            AtariEnv       
BeamRiderDeterministic-v0            BeamRiderDeterministic               AtariEnv       
BeamRiderNoFrameskip-v0              BeamRiderNoFrameskip                 AtariEnv       
BeamRider-v4                         BeamRider                            AtariEnv       
BeamRiderDeterministic-v4            BeamRiderDeterministic               AtariEnv       
BeamRiderNoFrameskip-v4              BeamRiderNoFrameskip                 AtariEnv       
BeamRider-ram-v0                     BeamRider-ram                        AtariEnv       
BeamRider-ramDeterministic-v0        BeamRider-ramDeterministic           AtariEnv       
BeamRider-ramNoFrameskip-v0          BeamRider-ramNoFrameskip             AtariEnv       
BeamRider-ram-v4                     BeamRider-ram                        AtariEnv       
BeamRider-ramDeterministic-v4        BeamRider-ramDeterministic           AtariEnv       
BeamRider-ramNoFrameskip-v4          BeamRider-ramNoFrameskip             AtariEnv       
Berzerk-v0                           Berzerk                              AtariEnv       
BerzerkDeterministic-v0              BerzerkDeterministic                 AtariEnv       
BerzerkNoFrameskip-v0                BerzerkNoFrameskip                   AtariEnv       
Berzerk-v4                           Berzerk                              AtariEnv       
BerzerkDeterministic-v4              BerzerkDeterministic                 AtariEnv       
BerzerkNoFrameskip-v4                BerzerkNoFrameskip                   AtariEnv       
Berzerk-ram-v0                       Berzerk-ram                          AtariEnv       
Berzerk-ramDeterministic-v0          Berzerk-ramDeterministic             AtariEnv       
Berzerk-ramNoFrameskip-v0            Berzerk-ramNoFrameskip               AtariEnv       
Berzerk-ram-v4                       Berzerk-ram                          AtariEnv       
Berzerk-ramDeterministic-v4          Berzerk-ramDeterministic             AtariEnv       
Berzerk-ramNoFrameskip-v4            Berzerk-ramNoFrameskip               AtariEnv       
Bowling-v0                           Bowling                              AtariEnv       
BowlingDeterministic-v0              BowlingDeterministic                 AtariEnv       
BowlingNoFrameskip-v0                BowlingNoFrameskip                   AtariEnv       
Bowling-v4                           Bowling                              AtariEnv       
BowlingDeterministic-v4              BowlingDeterministic                 AtariEnv       
BowlingNoFrameskip-v4                BowlingNoFrameskip                   AtariEnv       
Bowling-ram-v0                       Bowling-ram                          AtariEnv       
Bowling-ramDeterministic-v0          Bowling-ramDeterministic             AtariEnv       
Bowling-ramNoFrameskip-v0            Bowling-ramNoFrameskip               AtariEnv       
Bowling-ram-v4                       Bowling-ram                          AtariEnv       
Bowling-ramDeterministic-v4          Bowling-ramDeterministic             AtariEnv       
Bowling-ramNoFrameskip-v4            Bowling-ramNoFrameskip               AtariEnv       
Boxing-v0                            Boxing                               AtariEnv       
BoxingDeterministic-v0               BoxingDeterministic                  AtariEnv       
BoxingNoFrameskip-v0                 BoxingNoFrameskip                    AtariEnv       
Boxing-v4                            Boxing                               AtariEnv       
BoxingDeterministic-v4               BoxingDeterministic                  AtariEnv       
BoxingNoFrameskip-v4                 BoxingNoFrameskip                    AtariEnv       
Boxing-ram-v0                        Boxing-ram                           AtariEnv       
Boxing-ramDeterministic-v0           Boxing-ramDeterministic              AtariEnv       
Boxing-ramNoFrameskip-v0             Boxing-ramNoFrameskip                AtariEnv       
Boxing-ram-v4                        Boxing-ram                           AtariEnv       
Boxing-ramDeterministic-v4           Boxing-ramDeterministic              AtariEnv       
Boxing-ramNoFrameskip-v4             Boxing-ramNoFrameskip                AtariEnv       
Breakout-v0                          Breakout                             AtariEnv       
BreakoutDeterministic-v0             BreakoutDeterministic                AtariEnv       
BreakoutNoFrameskip-v0               BreakoutNoFrameskip                  AtariEnv       
Breakout-v4                          Breakout                             AtariEnv       
BreakoutDeterministic-v4             BreakoutDeterministic                AtariEnv       
BreakoutNoFrameskip-v4               BreakoutNoFrameskip                  AtariEnv       
Breakout-ram-v0                      Breakout-ram                         AtariEnv       
Breakout-ramDeterministic-v0         Breakout-ramDeterministic            AtariEnv       
Breakout-ramNoFrameskip-v0           Breakout-ramNoFrameskip              AtariEnv       
Breakout-ram-v4                      Breakout-ram                         AtariEnv       
Breakout-ramDeterministic-v4         Breakout-ramDeterministic            AtariEnv       
Breakout-ramNoFrameskip-v4           Breakout-ramNoFrameskip              AtariEnv       
Carnival-v0                          Carnival                             AtariEnv       
CarnivalDeterministic-v0             CarnivalDeterministic                AtariEnv       
CarnivalNoFrameskip-v0               CarnivalNoFrameskip                  AtariEnv       
Carnival-v4                          Carnival                             AtariEnv       
CarnivalDeterministic-v4             CarnivalDeterministic                AtariEnv       
CarnivalNoFrameskip-v4               CarnivalNoFrameskip                  AtariEnv       
Carnival-ram-v0                      Carnival-ram                         AtariEnv       
Carnival-ramDeterministic-v0         Carnival-ramDeterministic            AtariEnv       
Carnival-ramNoFrameskip-v0           Carnival-ramNoFrameskip              AtariEnv       
Carnival-ram-v4                      Carnival-ram                         AtariEnv       
Carnival-ramDeterministic-v4         Carnival-ramDeterministic            AtariEnv       
Carnival-ramNoFrameskip-v4           Carnival-ramNoFrameskip              AtariEnv       
Centipede-v0                         Centipede                            AtariEnv       
CentipedeDeterministic-v0            CentipedeDeterministic               AtariEnv       
CentipedeNoFrameskip-v0              CentipedeNoFrameskip                 AtariEnv       
Centipede-v4                         Centipede                            AtariEnv       
CentipedeDeterministic-v4            CentipedeDeterministic               AtariEnv       
CentipedeNoFrameskip-v4              CentipedeNoFrameskip                 AtariEnv       
Centipede-ram-v0                     Centipede-ram                        AtariEnv       
Centipede-ramDeterministic-v0        Centipede-ramDeterministic           AtariEnv       
Centipede-ramNoFrameskip-v0          Centipede-ramNoFrameskip             AtariEnv       
Centipede-ram-v4                     Centipede-ram                        AtariEnv       
Centipede-ramDeterministic-v4        Centipede-ramDeterministic           AtariEnv       
Centipede-ramNoFrameskip-v4          Centipede-ramNoFrameskip             AtariEnv       
ChopperCommand-v0                    ChopperCommand                       AtariEnv       
ChopperCommandDeterministic-v0       ChopperCommandDeterministic          AtariEnv       
ChopperCommandNoFrameskip-v0         ChopperCommandNoFrameskip            AtariEnv       
ChopperCommand-v4                    ChopperCommand                       AtariEnv       
ChopperCommandDeterministic-v4       ChopperCommandDeterministic          AtariEnv       
ChopperCommandNoFrameskip-v4         ChopperCommandNoFrameskip            AtariEnv       
ChopperCommand-ram-v0                ChopperCommand-ram                   AtariEnv       
ChopperCommand-ramDeterministic-v0   ChopperCommand-ramDeterministic      AtariEnv       
ChopperCommand-ramNoFrameskip-v0     ChopperCommand-ramNoFrameskip        AtariEnv       
ChopperCommand-ram-v4                ChopperCommand-ram                   AtariEnv       
ChopperCommand-ramDeterministic-v4   ChopperCommand-ramDeterministic      AtariEnv       
ChopperCommand-ramNoFrameskip-v4     ChopperCommand-ramNoFrameskip        AtariEnv       
CrazyClimber-v0                      CrazyClimber                         AtariEnv       
CrazyClimberDeterministic-v0         CrazyClimberDeterministic            AtariEnv       
CrazyClimberNoFrameskip-v0           CrazyClimberNoFrameskip              AtariEnv       
CrazyClimber-v4                      CrazyClimber                         AtariEnv       
CrazyClimberDeterministic-v4         CrazyClimberDeterministic            AtariEnv       
CrazyClimberNoFrameskip-v4           CrazyClimberNoFrameskip              AtariEnv       
CrazyClimber-ram-v0                  CrazyClimber-ram                     AtariEnv       
CrazyClimber-ramDeterministic-v0     CrazyClimber-ramDeterministic        AtariEnv       
CrazyClimber-ramNoFrameskip-v0       CrazyClimber-ramNoFrameskip          AtariEnv       
CrazyClimber-ram-v4                  CrazyClimber-ram                     AtariEnv       
CrazyClimber-ramDeterministic-v4     CrazyClimber-ramDeterministic        AtariEnv       
CrazyClimber-ramNoFrameskip-v4       CrazyClimber-ramNoFrameskip          AtariEnv       
Defender-v0                          Defender                             AtariEnv       
DefenderDeterministic-v0             DefenderDeterministic                AtariEnv       
DefenderNoFrameskip-v0               DefenderNoFrameskip                  AtariEnv       
Defender-v4                          Defender                             AtariEnv       
DefenderDeterministic-v4             DefenderDeterministic                AtariEnv       
DefenderNoFrameskip-v4               DefenderNoFrameskip                  AtariEnv       
Defender-ram-v0                      Defender-ram                         AtariEnv       
Defender-ramDeterministic-v0         Defender-ramDeterministic            AtariEnv       
Defender-ramNoFrameskip-v0           Defender-ramNoFrameskip              AtariEnv       
Defender-ram-v4                      Defender-ram                         AtariEnv       
Defender-ramDeterministic-v4         Defender-ramDeterministic            AtariEnv       
Defender-ramNoFrameskip-v4           Defender-ramNoFrameskip              AtariEnv       
DemonAttack-v0                       DemonAttack                          AtariEnv       
DemonAttackDeterministic-v0          DemonAttackDeterministic             AtariEnv       
DemonAttackNoFrameskip-v0            DemonAttackNoFrameskip               AtariEnv       
DemonAttack-v4                       DemonAttack                          AtariEnv       
DemonAttackDeterministic-v4          DemonAttackDeterministic             AtariEnv       
DemonAttackNoFrameskip-v4            DemonAttackNoFrameskip               AtariEnv       
DemonAttack-ram-v0                   DemonAttack-ram                      AtariEnv       
DemonAttack-ramDeterministic-v0      DemonAttack-ramDeterministic         AtariEnv       
DemonAttack-ramNoFrameskip-v0        DemonAttack-ramNoFrameskip           AtariEnv       
DemonAttack-ram-v4                   DemonAttack-ram                      AtariEnv       
DemonAttack-ramDeterministic-v4      DemonAttack-ramDeterministic         AtariEnv       
DemonAttack-ramNoFrameskip-v4        DemonAttack-ramNoFrameskip           AtariEnv       
DoubleDunk-v0                        DoubleDunk                           AtariEnv       
DoubleDunkDeterministic-v0           DoubleDunkDeterministic              AtariEnv       
DoubleDunkNoFrameskip-v0             DoubleDunkNoFrameskip                AtariEnv       
DoubleDunk-v4                        DoubleDunk                           AtariEnv       
DoubleDunkDeterministic-v4           DoubleDunkDeterministic              AtariEnv       
DoubleDunkNoFrameskip-v4             DoubleDunkNoFrameskip                AtariEnv       
DoubleDunk-ram-v0                    DoubleDunk-ram                       AtariEnv       
DoubleDunk-ramDeterministic-v0       DoubleDunk-ramDeterministic          AtariEnv       
DoubleDunk-ramNoFrameskip-v0         DoubleDunk-ramNoFrameskip            AtariEnv       
DoubleDunk-ram-v4                    DoubleDunk-ram                       AtariEnv       
DoubleDunk-ramDeterministic-v4       DoubleDunk-ramDeterministic          AtariEnv       
DoubleDunk-ramNoFrameskip-v4         DoubleDunk-ramNoFrameskip            AtariEnv       
ElevatorAction-v0                    ElevatorAction                       AtariEnv       
ElevatorActionDeterministic-v0       ElevatorActionDeterministic          AtariEnv       
ElevatorActionNoFrameskip-v0         ElevatorActionNoFrameskip            AtariEnv       
ElevatorAction-v4                    ElevatorAction                       AtariEnv       
ElevatorActionDeterministic-v4       ElevatorActionDeterministic          AtariEnv       
ElevatorActionNoFrameskip-v4         ElevatorActionNoFrameskip            AtariEnv       
ElevatorAction-ram-v0                ElevatorAction-ram                   AtariEnv       
ElevatorAction-ramDeterministic-v0   ElevatorAction-ramDeterministic      AtariEnv       
ElevatorAction-ramNoFrameskip-v0     ElevatorAction-ramNoFrameskip        AtariEnv       
ElevatorAction-ram-v4                ElevatorAction-ram                   AtariEnv       
ElevatorAction-ramDeterministic-v4   ElevatorAction-ramDeterministic      AtariEnv       
ElevatorAction-ramNoFrameskip-v4     ElevatorAction-ramNoFrameskip        AtariEnv       
Enduro-v0                            Enduro                               AtariEnv       
EnduroDeterministic-v0               EnduroDeterministic                  AtariEnv       
EnduroNoFrameskip-v0                 EnduroNoFrameskip                    AtariEnv       
Enduro-v4                            Enduro                               AtariEnv       
EnduroDeterministic-v4               EnduroDeterministic                  AtariEnv       
EnduroNoFrameskip-v4                 EnduroNoFrameskip                    AtariEnv       
Enduro-ram-v0                        Enduro-ram                           AtariEnv       
Enduro-ramDeterministic-v0           Enduro-ramDeterministic              AtariEnv       
Enduro-ramNoFrameskip-v0             Enduro-ramNoFrameskip                AtariEnv       
Enduro-ram-v4                        Enduro-ram                           AtariEnv       
Enduro-ramDeterministic-v4           Enduro-ramDeterministic              AtariEnv       
Enduro-ramNoFrameskip-v4             Enduro-ramNoFrameskip                AtariEnv       
FishingDerby-v0                      FishingDerby                         AtariEnv       
FishingDerbyDeterministic-v0         FishingDerbyDeterministic            AtariEnv       
FishingDerbyNoFrameskip-v0           FishingDerbyNoFrameskip              AtariEnv       
FishingDerby-v4                      FishingDerby                         AtariEnv       
FishingDerbyDeterministic-v4         FishingDerbyDeterministic            AtariEnv       
FishingDerbyNoFrameskip-v4           FishingDerbyNoFrameskip              AtariEnv       
FishingDerby-ram-v0                  FishingDerby-ram                     AtariEnv       
FishingDerby-ramDeterministic-v0     FishingDerby-ramDeterministic        AtariEnv       
FishingDerby-ramNoFrameskip-v0       FishingDerby-ramNoFrameskip          AtariEnv       
FishingDerby-ram-v4                  FishingDerby-ram                     AtariEnv       
FishingDerby-ramDeterministic-v4     FishingDerby-ramDeterministic        AtariEnv       
FishingDerby-ramNoFrameskip-v4       FishingDerby-ramNoFrameskip          AtariEnv       
Freeway-v0                           Freeway                              AtariEnv       
FreewayDeterministic-v0              FreewayDeterministic                 AtariEnv       
FreewayNoFrameskip-v0                FreewayNoFrameskip                   AtariEnv       
Freeway-v4                           Freeway                              AtariEnv       
FreewayDeterministic-v4              FreewayDeterministic                 AtariEnv       
FreewayNoFrameskip-v4                FreewayNoFrameskip                   AtariEnv       
Freeway-ram-v0                       Freeway-ram                          AtariEnv       
Freeway-ramDeterministic-v0          Freeway-ramDeterministic             AtariEnv       
Freeway-ramNoFrameskip-v0            Freeway-ramNoFrameskip               AtariEnv       
Freeway-ram-v4                       Freeway-ram                          AtariEnv       
Freeway-ramDeterministic-v4          Freeway-ramDeterministic             AtariEnv       
Freeway-ramNoFrameskip-v4            Freeway-ramNoFrameskip               AtariEnv       
Frostbite-v0                         Frostbite                            AtariEnv       
FrostbiteDeterministic-v0            FrostbiteDeterministic               AtariEnv       
FrostbiteNoFrameskip-v0              FrostbiteNoFrameskip                 AtariEnv       
Frostbite-v4                         Frostbite                            AtariEnv       
FrostbiteDeterministic-v4            FrostbiteDeterministic               AtariEnv       
FrostbiteNoFrameskip-v4              FrostbiteNoFrameskip                 AtariEnv       
Frostbite-ram-v0                     Frostbite-ram                        AtariEnv       
Frostbite-ramDeterministic-v0        Frostbite-ramDeterministic           AtariEnv       
Frostbite-ramNoFrameskip-v0          Frostbite-ramNoFrameskip             AtariEnv       
Frostbite-ram-v4                     Frostbite-ram                        AtariEnv       
Frostbite-ramDeterministic-v4        Frostbite-ramDeterministic           AtariEnv       
Frostbite-ramNoFrameskip-v4          Frostbite-ramNoFrameskip             AtariEnv       
Gopher-v0                            Gopher                               AtariEnv       
GopherDeterministic-v0               GopherDeterministic                  AtariEnv       
GopherNoFrameskip-v0                 GopherNoFrameskip                    AtariEnv       
Gopher-v4                            Gopher                               AtariEnv       
GopherDeterministic-v4               GopherDeterministic                  AtariEnv       
GopherNoFrameskip-v4                 GopherNoFrameskip                    AtariEnv       
Gopher-ram-v0                        Gopher-ram                           AtariEnv       
Gopher-ramDeterministic-v0           Gopher-ramDeterministic              AtariEnv       
Gopher-ramNoFrameskip-v0             Gopher-ramNoFrameskip                AtariEnv       
Gopher-ram-v4                        Gopher-ram                           AtariEnv       
Gopher-ramDeterministic-v4           Gopher-ramDeterministic              AtariEnv       
Gopher-ramNoFrameskip-v4             Gopher-ramNoFrameskip                AtariEnv       
Gravitar-v0                          Gravitar                             AtariEnv       
GravitarDeterministic-v0             GravitarDeterministic                AtariEnv       
GravitarNoFrameskip-v0               GravitarNoFrameskip                  AtariEnv       
Gravitar-v4                          Gravitar                             AtariEnv       
GravitarDeterministic-v4             GravitarDeterministic                AtariEnv       
GravitarNoFrameskip-v4               GravitarNoFrameskip                  AtariEnv       
Gravitar-ram-v0                      Gravitar-ram                         AtariEnv       
Gravitar-ramDeterministic-v0         Gravitar-ramDeterministic            AtariEnv       
Gravitar-ramNoFrameskip-v0           Gravitar-ramNoFrameskip              AtariEnv       
Gravitar-ram-v4                      Gravitar-ram                         AtariEnv       
Gravitar-ramDeterministic-v4         Gravitar-ramDeterministic            AtariEnv       
Gravitar-ramNoFrameskip-v4           Gravitar-ramNoFrameskip              AtariEnv       
Hero-v0                              Hero                                 AtariEnv       
HeroDeterministic-v0                 HeroDeterministic                    AtariEnv       
HeroNoFrameskip-v0                   HeroNoFrameskip                      AtariEnv       
Hero-v4                              Hero                                 AtariEnv       
HeroDeterministic-v4                 HeroDeterministic                    AtariEnv       
HeroNoFrameskip-v4                   HeroNoFrameskip                      AtariEnv       
Hero-ram-v0                          Hero-ram                             AtariEnv       
Hero-ramDeterministic-v0             Hero-ramDeterministic                AtariEnv       
Hero-ramNoFrameskip-v0               Hero-ramNoFrameskip                  AtariEnv       
Hero-ram-v4                          Hero-ram                             AtariEnv       
Hero-ramDeterministic-v4             Hero-ramDeterministic                AtariEnv       
Hero-ramNoFrameskip-v4               Hero-ramNoFrameskip                  AtariEnv       
IceHockey-v0                         IceHockey                            AtariEnv       
IceHockeyDeterministic-v0            IceHockeyDeterministic               AtariEnv       
IceHockeyNoFrameskip-v0              IceHockeyNoFrameskip                 AtariEnv       
IceHockey-v4                         IceHockey                            AtariEnv       
IceHockeyDeterministic-v4            IceHockeyDeterministic               AtariEnv       
IceHockeyNoFrameskip-v4              IceHockeyNoFrameskip                 AtariEnv       
IceHockey-ram-v0                     IceHockey-ram                        AtariEnv       
IceHockey-ramDeterministic-v0        IceHockey-ramDeterministic           AtariEnv       
IceHockey-ramNoFrameskip-v0          IceHockey-ramNoFrameskip             AtariEnv       
IceHockey-ram-v4                     IceHockey-ram                        AtariEnv       
IceHockey-ramDeterministic-v4        IceHockey-ramDeterministic           AtariEnv       
IceHockey-ramNoFrameskip-v4          IceHockey-ramNoFrameskip             AtariEnv       
Jamesbond-v0                         Jamesbond                            AtariEnv       
JamesbondDeterministic-v0            JamesbondDeterministic               AtariEnv       
JamesbondNoFrameskip-v0              JamesbondNoFrameskip                 AtariEnv       
Jamesbond-v4                         Jamesbond                            AtariEnv       
JamesbondDeterministic-v4            JamesbondDeterministic               AtariEnv       
JamesbondNoFrameskip-v4              JamesbondNoFrameskip                 AtariEnv       
Jamesbond-ram-v0                     Jamesbond-ram                        AtariEnv       
Jamesbond-ramDeterministic-v0        Jamesbond-ramDeterministic           AtariEnv       
Jamesbond-ramNoFrameskip-v0          Jamesbond-ramNoFrameskip             AtariEnv       
Jamesbond-ram-v4                     Jamesbond-ram                        AtariEnv       
Jamesbond-ramDeterministic-v4        Jamesbond-ramDeterministic           AtariEnv       
Jamesbond-ramNoFrameskip-v4          Jamesbond-ramNoFrameskip             AtariEnv       
JourneyEscape-v0                     JourneyEscape                        AtariEnv       
JourneyEscapeDeterministic-v0        JourneyEscapeDeterministic           AtariEnv       
JourneyEscapeNoFrameskip-v0          JourneyEscapeNoFrameskip             AtariEnv       
JourneyEscape-v4                     JourneyEscape                        AtariEnv       
JourneyEscapeDeterministic-v4        JourneyEscapeDeterministic           AtariEnv       
JourneyEscapeNoFrameskip-v4          JourneyEscapeNoFrameskip             AtariEnv       
JourneyEscape-ram-v0                 JourneyEscape-ram                    AtariEnv       
JourneyEscape-ramDeterministic-v0    JourneyEscape-ramDeterministic       AtariEnv       
JourneyEscape-ramNoFrameskip-v0      JourneyEscape-ramNoFrameskip         AtariEnv       
JourneyEscape-ram-v4                 JourneyEscape-ram                    AtariEnv       
JourneyEscape-ramDeterministic-v4    JourneyEscape-ramDeterministic       AtariEnv       
JourneyEscape-ramNoFrameskip-v4      JourneyEscape-ramNoFrameskip         AtariEnv       
Kangaroo-v0                          Kangaroo                             AtariEnv       
KangarooDeterministic-v0             KangarooDeterministic                AtariEnv       
KangarooNoFrameskip-v0               KangarooNoFrameskip                  AtariEnv       
Kangaroo-v4                          Kangaroo                             AtariEnv       
KangarooDeterministic-v4             KangarooDeterministic                AtariEnv       
KangarooNoFrameskip-v4               KangarooNoFrameskip                  AtariEnv       
Kangaroo-ram-v0                      Kangaroo-ram                         AtariEnv       
Kangaroo-ramDeterministic-v0         Kangaroo-ramDeterministic            AtariEnv       
Kangaroo-ramNoFrameskip-v0           Kangaroo-ramNoFrameskip              AtariEnv       
Kangaroo-ram-v4                      Kangaroo-ram                         AtariEnv       
Kangaroo-ramDeterministic-v4         Kangaroo-ramDeterministic            AtariEnv       
Kangaroo-ramNoFrameskip-v4           Kangaroo-ramNoFrameskip              AtariEnv       
Krull-v0                             Krull                                AtariEnv       
KrullDeterministic-v0                KrullDeterministic                   AtariEnv       
KrullNoFrameskip-v0                  KrullNoFrameskip                     AtariEnv       
Krull-v4                             Krull                                AtariEnv       
KrullDeterministic-v4                KrullDeterministic                   AtariEnv       
KrullNoFrameskip-v4                  KrullNoFrameskip                     AtariEnv       
Krull-ram-v0                         Krull-ram                            AtariEnv       
Krull-ramDeterministic-v0            Krull-ramDeterministic               AtariEnv       
Krull-ramNoFrameskip-v0              Krull-ramNoFrameskip                 AtariEnv       
Krull-ram-v4                         Krull-ram                            AtariEnv       
Krull-ramDeterministic-v4            Krull-ramDeterministic               AtariEnv       
Krull-ramNoFrameskip-v4              Krull-ramNoFrameskip                 AtariEnv       
KungFuMaster-v0                      KungFuMaster                         AtariEnv       
KungFuMasterDeterministic-v0         KungFuMasterDeterministic            AtariEnv       
KungFuMasterNoFrameskip-v0           KungFuMasterNoFrameskip              AtariEnv       
KungFuMaster-v4                      KungFuMaster                         AtariEnv       
KungFuMasterDeterministic-v4         KungFuMasterDeterministic            AtariEnv       
KungFuMasterNoFrameskip-v4           KungFuMasterNoFrameskip              AtariEnv       
KungFuMaster-ram-v0                  KungFuMaster-ram                     AtariEnv       
KungFuMaster-ramDeterministic-v0     KungFuMaster-ramDeterministic        AtariEnv       
KungFuMaster-ramNoFrameskip-v0       KungFuMaster-ramNoFrameskip          AtariEnv       
KungFuMaster-ram-v4                  KungFuMaster-ram                     AtariEnv       
KungFuMaster-ramDeterministic-v4     KungFuMaster-ramDeterministic        AtariEnv       
KungFuMaster-ramNoFrameskip-v4       KungFuMaster-ramNoFrameskip          AtariEnv       
MontezumaRevenge-v0                  MontezumaRevenge                     AtariEnv       
MontezumaRevengeDeterministic-v0     MontezumaRevengeDeterministic        AtariEnv       
MontezumaRevengeNoFrameskip-v0       MontezumaRevengeNoFrameskip          AtariEnv       
MontezumaRevenge-v4                  MontezumaRevenge                     AtariEnv       
MontezumaRevengeDeterministic-v4     MontezumaRevengeDeterministic        AtariEnv       
MontezumaRevengeNoFrameskip-v4       MontezumaRevengeNoFrameskip          AtariEnv       
MontezumaRevenge-ram-v0              MontezumaRevenge-ram                 AtariEnv       
MontezumaRevenge-ramDeterministic-v0  MontezumaRevenge-ramDeterministic    AtariEnv       
MontezumaRevenge-ramNoFrameskip-v0   MontezumaRevenge-ramNoFrameskip      AtariEnv       
MontezumaRevenge-ram-v4              MontezumaRevenge-ram                 AtariEnv       
MontezumaRevenge-ramDeterministic-v4  MontezumaRevenge-ramDeterministic    AtariEnv       
MontezumaRevenge-ramNoFrameskip-v4   MontezumaRevenge-ramNoFrameskip      AtariEnv       
MsPacman-v0                          MsPacman                             AtariEnv       
MsPacmanDeterministic-v0             MsPacmanDeterministic                AtariEnv       
MsPacmanNoFrameskip-v0               MsPacmanNoFrameskip                  AtariEnv       
MsPacman-v4                          MsPacman                             AtariEnv       
MsPacmanDeterministic-v4             MsPacmanDeterministic                AtariEnv       
MsPacmanNoFrameskip-v4               MsPacmanNoFrameskip                  AtariEnv       
MsPacman-ram-v0                      MsPacman-ram                         AtariEnv       
MsPacman-ramDeterministic-v0         MsPacman-ramDeterministic            AtariEnv       
MsPacman-ramNoFrameskip-v0           MsPacman-ramNoFrameskip              AtariEnv       
MsPacman-ram-v4                      MsPacman-ram                         AtariEnv       
MsPacman-ramDeterministic-v4         MsPacman-ramDeterministic            AtariEnv       
MsPacman-ramNoFrameskip-v4           MsPacman-ramNoFrameskip              AtariEnv       
NameThisGame-v0                      NameThisGame                         AtariEnv       
NameThisGameDeterministic-v0         NameThisGameDeterministic            AtariEnv       
NameThisGameNoFrameskip-v0           NameThisGameNoFrameskip              AtariEnv       
NameThisGame-v4                      NameThisGame                         AtariEnv       
NameThisGameDeterministic-v4         NameThisGameDeterministic            AtariEnv       
NameThisGameNoFrameskip-v4           NameThisGameNoFrameskip              AtariEnv       
NameThisGame-ram-v0                  NameThisGame-ram                     AtariEnv       
NameThisGame-ramDeterministic-v0     NameThisGame-ramDeterministic        AtariEnv       
NameThisGame-ramNoFrameskip-v0       NameThisGame-ramNoFrameskip          AtariEnv       
NameThisGame-ram-v4                  NameThisGame-ram                     AtariEnv       
NameThisGame-ramDeterministic-v4     NameThisGame-ramDeterministic        AtariEnv       
NameThisGame-ramNoFrameskip-v4       NameThisGame-ramNoFrameskip          AtariEnv       
Phoenix-v0                           Phoenix                              AtariEnv       
PhoenixDeterministic-v0              PhoenixDeterministic                 AtariEnv       
PhoenixNoFrameskip-v0                PhoenixNoFrameskip                   AtariEnv       
Phoenix-v4                           Phoenix                              AtariEnv       
PhoenixDeterministic-v4              PhoenixDeterministic                 AtariEnv       
PhoenixNoFrameskip-v4                PhoenixNoFrameskip                   AtariEnv       
Phoenix-ram-v0                       Phoenix-ram                          AtariEnv       
Phoenix-ramDeterministic-v0          Phoenix-ramDeterministic             AtariEnv       
Phoenix-ramNoFrameskip-v0            Phoenix-ramNoFrameskip               AtariEnv       
Phoenix-ram-v4                       Phoenix-ram                          AtariEnv       
Phoenix-ramDeterministic-v4          Phoenix-ramDeterministic             AtariEnv       
Phoenix-ramNoFrameskip-v4            Phoenix-ramNoFrameskip               AtariEnv       
Pitfall-v0                           Pitfall                              AtariEnv       
PitfallDeterministic-v0              PitfallDeterministic                 AtariEnv       
PitfallNoFrameskip-v0                PitfallNoFrameskip                   AtariEnv       
Pitfall-v4                           Pitfall                              AtariEnv       
PitfallDeterministic-v4              PitfallDeterministic                 AtariEnv       
PitfallNoFrameskip-v4                PitfallNoFrameskip                   AtariEnv       
Pitfall-ram-v0                       Pitfall-ram                          AtariEnv       
Pitfall-ramDeterministic-v0          Pitfall-ramDeterministic             AtariEnv       
Pitfall-ramNoFrameskip-v0            Pitfall-ramNoFrameskip               AtariEnv       
Pitfall-ram-v4                       Pitfall-ram                          AtariEnv       
Pitfall-ramDeterministic-v4          Pitfall-ramDeterministic             AtariEnv       
Pitfall-ramNoFrameskip-v4            Pitfall-ramNoFrameskip               AtariEnv       
Pong-v0                              Pong                                 AtariEnv       
PongDeterministic-v0                 PongDeterministic                    AtariEnv       
PongNoFrameskip-v0                   PongNoFrameskip                      AtariEnv       
Pong-v4                              Pong                                 AtariEnv       
PongDeterministic-v4                 PongDeterministic                    AtariEnv       
PongNoFrameskip-v4                   PongNoFrameskip                      AtariEnv       
Pong-ram-v0                          Pong-ram                             AtariEnv       
Pong-ramDeterministic-v0             Pong-ramDeterministic                AtariEnv       
Pong-ramNoFrameskip-v0               Pong-ramNoFrameskip                  AtariEnv       
Pong-ram-v4                          Pong-ram                             AtariEnv       
Pong-ramDeterministic-v4             Pong-ramDeterministic                AtariEnv       
Pong-ramNoFrameskip-v4               Pong-ramNoFrameskip                  AtariEnv       
Pooyan-v0                            Pooyan                               AtariEnv       
PooyanDeterministic-v0               PooyanDeterministic                  AtariEnv       
PooyanNoFrameskip-v0                 PooyanNoFrameskip                    AtariEnv       
Pooyan-v4                            Pooyan                               AtariEnv       
PooyanDeterministic-v4               PooyanDeterministic                  AtariEnv       
PooyanNoFrameskip-v4                 PooyanNoFrameskip                    AtariEnv       
Pooyan-ram-v0                        Pooyan-ram                           AtariEnv       
Pooyan-ramDeterministic-v0           Pooyan-ramDeterministic              AtariEnv       
Pooyan-ramNoFrameskip-v0             Pooyan-ramNoFrameskip                AtariEnv       
Pooyan-ram-v4                        Pooyan-ram                           AtariEnv       
Pooyan-ramDeterministic-v4           Pooyan-ramDeterministic              AtariEnv       
Pooyan-ramNoFrameskip-v4             Pooyan-ramNoFrameskip                AtariEnv       
PrivateEye-v0                        PrivateEye                           AtariEnv       
PrivateEyeDeterministic-v0           PrivateEyeDeterministic              AtariEnv       
PrivateEyeNoFrameskip-v0             PrivateEyeNoFrameskip                AtariEnv       
PrivateEye-v4                        PrivateEye                           AtariEnv       
PrivateEyeDeterministic-v4           PrivateEyeDeterministic              AtariEnv       
PrivateEyeNoFrameskip-v4             PrivateEyeNoFrameskip                AtariEnv       
PrivateEye-ram-v0                    PrivateEye-ram                       AtariEnv       
PrivateEye-ramDeterministic-v0       PrivateEye-ramDeterministic          AtariEnv       
PrivateEye-ramNoFrameskip-v0         PrivateEye-ramNoFrameskip            AtariEnv       
PrivateEye-ram-v4                    PrivateEye-ram                       AtariEnv       
PrivateEye-ramDeterministic-v4       PrivateEye-ramDeterministic          AtariEnv       
PrivateEye-ramNoFrameskip-v4         PrivateEye-ramNoFrameskip            AtariEnv       
Qbert-v0                             Qbert                                AtariEnv       
QbertDeterministic-v0                QbertDeterministic                   AtariEnv       
QbertNoFrameskip-v0                  QbertNoFrameskip                     AtariEnv       
Qbert-v4                             Qbert                                AtariEnv       
QbertDeterministic-v4                QbertDeterministic                   AtariEnv       
QbertNoFrameskip-v4                  QbertNoFrameskip                     AtariEnv       
Qbert-ram-v0                         Qbert-ram                            AtariEnv       
Qbert-ramDeterministic-v0            Qbert-ramDeterministic               AtariEnv       
Qbert-ramNoFrameskip-v0              Qbert-ramNoFrameskip                 AtariEnv       
Qbert-ram-v4                         Qbert-ram                            AtariEnv       
Qbert-ramDeterministic-v4            Qbert-ramDeterministic               AtariEnv       
Qbert-ramNoFrameskip-v4              Qbert-ramNoFrameskip                 AtariEnv       
Riverraid-v0                         Riverraid                            AtariEnv       
RiverraidDeterministic-v0            RiverraidDeterministic               AtariEnv       
RiverraidNoFrameskip-v0              RiverraidNoFrameskip                 AtariEnv       
Riverraid-v4                         Riverraid                            AtariEnv       
RiverraidDeterministic-v4            RiverraidDeterministic               AtariEnv       
RiverraidNoFrameskip-v4              RiverraidNoFrameskip                 AtariEnv       
Riverraid-ram-v0                     Riverraid-ram                        AtariEnv       
Riverraid-ramDeterministic-v0        Riverraid-ramDeterministic           AtariEnv       
Riverraid-ramNoFrameskip-v0          Riverraid-ramNoFrameskip             AtariEnv       
Riverraid-ram-v4                     Riverraid-ram                        AtariEnv       
Riverraid-ramDeterministic-v4        Riverraid-ramDeterministic           AtariEnv       
Riverraid-ramNoFrameskip-v4          Riverraid-ramNoFrameskip             AtariEnv       
RoadRunner-v0                        RoadRunner                           AtariEnv       
RoadRunnerDeterministic-v0           RoadRunnerDeterministic              AtariEnv       
RoadRunnerNoFrameskip-v0             RoadRunnerNoFrameskip                AtariEnv       
RoadRunner-v4                        RoadRunner                           AtariEnv       
RoadRunnerDeterministic-v4           RoadRunnerDeterministic              AtariEnv       
RoadRunnerNoFrameskip-v4             RoadRunnerNoFrameskip                AtariEnv       
RoadRunner-ram-v0                    RoadRunner-ram                       AtariEnv       
RoadRunner-ramDeterministic-v0       RoadRunner-ramDeterministic          AtariEnv       
RoadRunner-ramNoFrameskip-v0         RoadRunner-ramNoFrameskip            AtariEnv       
RoadRunner-ram-v4                    RoadRunner-ram                       AtariEnv       
RoadRunner-ramDeterministic-v4       RoadRunner-ramDeterministic          AtariEnv       
RoadRunner-ramNoFrameskip-v4         RoadRunner-ramNoFrameskip            AtariEnv       
Robotank-v0                          Robotank                             AtariEnv       
RobotankDeterministic-v0             RobotankDeterministic                AtariEnv       
RobotankNoFrameskip-v0               RobotankNoFrameskip                  AtariEnv       
Robotank-v4                          Robotank                             AtariEnv       
RobotankDeterministic-v4             RobotankDeterministic                AtariEnv       
RobotankNoFrameskip-v4               RobotankNoFrameskip                  AtariEnv       
Robotank-ram-v0                      Robotank-ram                         AtariEnv       
Robotank-ramDeterministic-v0         Robotank-ramDeterministic            AtariEnv       
Robotank-ramNoFrameskip-v0           Robotank-ramNoFrameskip              AtariEnv       
Robotank-ram-v4                      Robotank-ram                         AtariEnv       
Robotank-ramDeterministic-v4         Robotank-ramDeterministic            AtariEnv       
Robotank-ramNoFrameskip-v4           Robotank-ramNoFrameskip              AtariEnv       
Seaquest-v0                          Seaquest                             AtariEnv       
SeaquestDeterministic-v0             SeaquestDeterministic                AtariEnv       
SeaquestNoFrameskip-v0               SeaquestNoFrameskip                  AtariEnv       
Seaquest-v4                          Seaquest                             AtariEnv       
SeaquestDeterministic-v4             SeaquestDeterministic                AtariEnv       
SeaquestNoFrameskip-v4               SeaquestNoFrameskip                  AtariEnv       
Seaquest-ram-v0                      Seaquest-ram                         AtariEnv       
Seaquest-ramDeterministic-v0         Seaquest-ramDeterministic            AtariEnv       
Seaquest-ramNoFrameskip-v0           Seaquest-ramNoFrameskip              AtariEnv       
Seaquest-ram-v4                      Seaquest-ram                         AtariEnv       
Seaquest-ramDeterministic-v4         Seaquest-ramDeterministic            AtariEnv       
Seaquest-ramNoFrameskip-v4           Seaquest-ramNoFrameskip              AtariEnv       
Skiing-v0                            Skiing                               AtariEnv       
SkiingDeterministic-v0               SkiingDeterministic                  AtariEnv       
SkiingNoFrameskip-v0                 SkiingNoFrameskip                    AtariEnv       
Skiing-v4                            Skiing                               AtariEnv       
SkiingDeterministic-v4               SkiingDeterministic                  AtariEnv       
SkiingNoFrameskip-v4                 SkiingNoFrameskip                    AtariEnv       
Skiing-ram-v0                        Skiing-ram                           AtariEnv       
Skiing-ramDeterministic-v0           Skiing-ramDeterministic              AtariEnv       
Skiing-ramNoFrameskip-v0             Skiing-ramNoFrameskip                AtariEnv       
Skiing-ram-v4                        Skiing-ram                           AtariEnv       
Skiing-ramDeterministic-v4           Skiing-ramDeterministic              AtariEnv       
Skiing-ramNoFrameskip-v4             Skiing-ramNoFrameskip                AtariEnv       
Solaris-v0                           Solaris                              AtariEnv       
SolarisDeterministic-v0              SolarisDeterministic                 AtariEnv       
SolarisNoFrameskip-v0                SolarisNoFrameskip                   AtariEnv       
Solaris-v4                           Solaris                              AtariEnv       
SolarisDeterministic-v4              SolarisDeterministic                 AtariEnv       
SolarisNoFrameskip-v4                SolarisNoFrameskip                   AtariEnv       
Solaris-ram-v0                       Solaris-ram                          AtariEnv       
Solaris-ramDeterministic-v0          Solaris-ramDeterministic             AtariEnv       
Solaris-ramNoFrameskip-v0            Solaris-ramNoFrameskip               AtariEnv       
Solaris-ram-v4                       Solaris-ram                          AtariEnv       
Solaris-ramDeterministic-v4          Solaris-ramDeterministic             AtariEnv       
Solaris-ramNoFrameskip-v4            Solaris-ramNoFrameskip               AtariEnv       
SpaceInvaders-v0                     SpaceInvaders                        AtariEnv       
SpaceInvadersDeterministic-v0        SpaceInvadersDeterministic           AtariEnv       
SpaceInvadersNoFrameskip-v0          SpaceInvadersNoFrameskip             AtariEnv       
SpaceInvaders-v4                     SpaceInvaders                        AtariEnv       
SpaceInvadersDeterministic-v4        SpaceInvadersDeterministic           AtariEnv       
SpaceInvadersNoFrameskip-v4          SpaceInvadersNoFrameskip             AtariEnv       
SpaceInvaders-ram-v0                 SpaceInvaders-ram                    AtariEnv       
SpaceInvaders-ramDeterministic-v0    SpaceInvaders-ramDeterministic       AtariEnv       
SpaceInvaders-ramNoFrameskip-v0      SpaceInvaders-ramNoFrameskip         AtariEnv       
SpaceInvaders-ram-v4                 SpaceInvaders-ram                    AtariEnv       
SpaceInvaders-ramDeterministic-v4    SpaceInvaders-ramDeterministic       AtariEnv       
SpaceInvaders-ramNoFrameskip-v4      SpaceInvaders-ramNoFrameskip         AtariEnv       
StarGunner-v0                        StarGunner                           AtariEnv       
StarGunnerDeterministic-v0           StarGunnerDeterministic              AtariEnv       
StarGunnerNoFrameskip-v0             StarGunnerNoFrameskip                AtariEnv       
StarGunner-v4                        StarGunner                           AtariEnv       
StarGunnerDeterministic-v4           StarGunnerDeterministic              AtariEnv       
StarGunnerNoFrameskip-v4             StarGunnerNoFrameskip                AtariEnv       
StarGunner-ram-v0                    StarGunner-ram                       AtariEnv       
StarGunner-ramDeterministic-v0       StarGunner-ramDeterministic          AtariEnv       
StarGunner-ramNoFrameskip-v0         StarGunner-ramNoFrameskip            AtariEnv       
StarGunner-ram-v4                    StarGunner-ram                       AtariEnv       
StarGunner-ramDeterministic-v4       StarGunner-ramDeterministic          AtariEnv       
StarGunner-ramNoFrameskip-v4         StarGunner-ramNoFrameskip            AtariEnv       
Tennis-v0                            Tennis                               AtariEnv       
TennisDeterministic-v0               TennisDeterministic                  AtariEnv       
TennisNoFrameskip-v0                 TennisNoFrameskip                    AtariEnv       
Tennis-v4                            Tennis                               AtariEnv       
TennisDeterministic-v4               TennisDeterministic                  AtariEnv       
TennisNoFrameskip-v4                 TennisNoFrameskip                    AtariEnv       
Tennis-ram-v0                        Tennis-ram                           AtariEnv       
Tennis-ramDeterministic-v0           Tennis-ramDeterministic              AtariEnv       
Tennis-ramNoFrameskip-v0             Tennis-ramNoFrameskip                AtariEnv       
Tennis-ram-v4                        Tennis-ram                           AtariEnv       
Tennis-ramDeterministic-v4           Tennis-ramDeterministic              AtariEnv       
Tennis-ramNoFrameskip-v4             Tennis-ramNoFrameskip                AtariEnv       
TimePilot-v0                         TimePilot                            AtariEnv       
TimePilotDeterministic-v0            TimePilotDeterministic               AtariEnv       
TimePilotNoFrameskip-v0              TimePilotNoFrameskip                 AtariEnv       
TimePilot-v4                         TimePilot                            AtariEnv       
TimePilotDeterministic-v4            TimePilotDeterministic               AtariEnv       
TimePilotNoFrameskip-v4              TimePilotNoFrameskip                 AtariEnv       
TimePilot-ram-v0                     TimePilot-ram                        AtariEnv       
TimePilot-ramDeterministic-v0        TimePilot-ramDeterministic           AtariEnv       
TimePilot-ramNoFrameskip-v0          TimePilot-ramNoFrameskip             AtariEnv       
TimePilot-ram-v4                     TimePilot-ram                        AtariEnv       
TimePilot-ramDeterministic-v4        TimePilot-ramDeterministic           AtariEnv       
TimePilot-ramNoFrameskip-v4          TimePilot-ramNoFrameskip             AtariEnv       
Tutankham-v0                         Tutankham                            AtariEnv       
TutankhamDeterministic-v0            TutankhamDeterministic               AtariEnv       
TutankhamNoFrameskip-v0              TutankhamNoFrameskip                 AtariEnv       
Tutankham-v4                         Tutankham                            AtariEnv       
TutankhamDeterministic-v4            TutankhamDeterministic               AtariEnv       
TutankhamNoFrameskip-v4              TutankhamNoFrameskip                 AtariEnv       
Tutankham-ram-v0                     Tutankham-ram                        AtariEnv       
Tutankham-ramDeterministic-v0        Tutankham-ramDeterministic           AtariEnv       
Tutankham-ramNoFrameskip-v0          Tutankham-ramNoFrameskip             AtariEnv       
Tutankham-ram-v4                     Tutankham-ram                        AtariEnv       
Tutankham-ramDeterministic-v4        Tutankham-ramDeterministic           AtariEnv       
Tutankham-ramNoFrameskip-v4          Tutankham-ramNoFrameskip             AtariEnv       
UpNDown-v0                           UpNDown                              AtariEnv       
UpNDownDeterministic-v0              UpNDownDeterministic                 AtariEnv       
UpNDownNoFrameskip-v0                UpNDownNoFrameskip                   AtariEnv       
UpNDown-v4                           UpNDown                              AtariEnv       
UpNDownDeterministic-v4              UpNDownDeterministic                 AtariEnv       
UpNDownNoFrameskip-v4                UpNDownNoFrameskip                   AtariEnv       
UpNDown-ram-v0                       UpNDown-ram                          AtariEnv       
UpNDown-ramDeterministic-v0          UpNDown-ramDeterministic             AtariEnv       
UpNDown-ramNoFrameskip-v0            UpNDown-ramNoFrameskip               AtariEnv       
UpNDown-ram-v4                       UpNDown-ram                          AtariEnv       
UpNDown-ramDeterministic-v4          UpNDown-ramDeterministic             AtariEnv       
UpNDown-ramNoFrameskip-v4            UpNDown-ramNoFrameskip               AtariEnv       
Venture-v0                           Venture                              AtariEnv       
VentureDeterministic-v0              VentureDeterministic                 AtariEnv       
VentureNoFrameskip-v0                VentureNoFrameskip                   AtariEnv       
Venture-v4                           Venture                              AtariEnv       
VentureDeterministic-v4              VentureDeterministic                 AtariEnv       
VentureNoFrameskip-v4                VentureNoFrameskip                   AtariEnv       
Venture-ram-v0                       Venture-ram                          AtariEnv       
Venture-ramDeterministic-v0          Venture-ramDeterministic             AtariEnv       
Venture-ramNoFrameskip-v0            Venture-ramNoFrameskip               AtariEnv       
Venture-ram-v4                       Venture-ram                          AtariEnv       
Venture-ramDeterministic-v4          Venture-ramDeterministic             AtariEnv       
Venture-ramNoFrameskip-v4            Venture-ramNoFrameskip               AtariEnv       
VideoPinball-v0                      VideoPinball                         AtariEnv       
VideoPinballDeterministic-v0         VideoPinballDeterministic            AtariEnv       
VideoPinballNoFrameskip-v0           VideoPinballNoFrameskip              AtariEnv       
VideoPinball-v4                      VideoPinball                         AtariEnv       
VideoPinballDeterministic-v4         VideoPinballDeterministic            AtariEnv       
VideoPinballNoFrameskip-v4           VideoPinballNoFrameskip              AtariEnv       
VideoPinball-ram-v0                  VideoPinball-ram                     AtariEnv       
VideoPinball-ramDeterministic-v0     VideoPinball-ramDeterministic        AtariEnv       
VideoPinball-ramNoFrameskip-v0       VideoPinball-ramNoFrameskip          AtariEnv       
VideoPinball-ram-v4                  VideoPinball-ram                     AtariEnv       
VideoPinball-ramDeterministic-v4     VideoPinball-ramDeterministic        AtariEnv       
VideoPinball-ramNoFrameskip-v4       VideoPinball-ramNoFrameskip          AtariEnv       
WizardOfWor-v0                       WizardOfWor                          AtariEnv       
WizardOfWorDeterministic-v0          WizardOfWorDeterministic             AtariEnv       
WizardOfWorNoFrameskip-v0            WizardOfWorNoFrameskip               AtariEnv       
WizardOfWor-v4                       WizardOfWor                          AtariEnv       
WizardOfWorDeterministic-v4          WizardOfWorDeterministic             AtariEnv       
WizardOfWorNoFrameskip-v4            WizardOfWorNoFrameskip               AtariEnv       
WizardOfWor-ram-v0                   WizardOfWor-ram                      AtariEnv       
WizardOfWor-ramDeterministic-v0      WizardOfWor-ramDeterministic         AtariEnv       
WizardOfWor-ramNoFrameskip-v0        WizardOfWor-ramNoFrameskip           AtariEnv       
WizardOfWor-ram-v4                   WizardOfWor-ram                      AtariEnv       
WizardOfWor-ramDeterministic-v4      WizardOfWor-ramDeterministic         AtariEnv       
WizardOfWor-ramNoFrameskip-v4        WizardOfWor-ramNoFrameskip           AtariEnv       
YarsRevenge-v0                       YarsRevenge                          AtariEnv       
YarsRevengeDeterministic-v0          YarsRevengeDeterministic             AtariEnv       
YarsRevengeNoFrameskip-v0            YarsRevengeNoFrameskip               AtariEnv       
YarsRevenge-v4                       YarsRevenge                          AtariEnv       
YarsRevengeDeterministic-v4          YarsRevengeDeterministic             AtariEnv       
YarsRevengeNoFrameskip-v4            YarsRevengeNoFrameskip               AtariEnv       
YarsRevenge-ram-v0                   YarsRevenge-ram                      AtariEnv       
YarsRevenge-ramDeterministic-v0      YarsRevenge-ramDeterministic         AtariEnv       
YarsRevenge-ramNoFrameskip-v0        YarsRevenge-ramNoFrameskip           AtariEnv       
YarsRevenge-ram-v4                   YarsRevenge-ram                      AtariEnv       
YarsRevenge-ramDeterministic-v4      YarsRevenge-ramDeterministic         AtariEnv       
YarsRevenge-ramNoFrameskip-v4        YarsRevenge-ramNoFrameskip           AtariEnv       
Zaxxon-v0                            Zaxxon                               AtariEnv       
ZaxxonDeterministic-v0               ZaxxonDeterministic                  AtariEnv       
ZaxxonNoFrameskip-v0                 ZaxxonNoFrameskip                    AtariEnv       
Zaxxon-v4                            Zaxxon                               AtariEnv       
ZaxxonDeterministic-v4               ZaxxonDeterministic                  AtariEnv       
ZaxxonNoFrameskip-v4                 ZaxxonNoFrameskip                    AtariEnv       
Zaxxon-ram-v0                        Zaxxon-ram                           AtariEnv       
Zaxxon-ramDeterministic-v0           Zaxxon-ramDeterministic              AtariEnv       
Zaxxon-ramNoFrameskip-v0             Zaxxon-ramNoFrameskip                AtariEnv       
Zaxxon-ram-v4                        Zaxxon-ram                           AtariEnv       
Zaxxon-ramDeterministic-v4           Zaxxon-ramDeterministic              AtariEnv       
Zaxxon-ramNoFrameskip-v4             Zaxxon-ramNoFrameskip                AtariEnv       
CartPole-v0                          CartPole                             CartPoleEnv    
CartPole-v1                          CartPole                             CartPoleEnv    
MountainCar-v0                       MountainCar                          MountainCarEnv 
MountainCarContinuous-v0             MountainCarContinuous                Continuous_MountainCarEnv
Pendulum-v1                          Pendulum                             PendulumEnv    
Acrobot-v1                           Acrobot                              AcrobotEnv     
LunarLander-v2                       LunarLander                          LunarLander    
LunarLanderContinuous-v2             LunarLanderContinuous                LunarLander    
BipedalWalker-v3                     BipedalWalker                        BipedalWalker  
BipedalWalkerHardcore-v3             BipedalWalkerHardcore                BipedalWalker  
CarRacing-v1                         CarRacing                            CarRacing      
CarRacingDomainRandomize-v1          CarRacingDomainRandomize             CarRacing      
CarRacingDiscrete-v1                 CarRacingDiscrete                    CarRacing      
CarRacingDomainRandomizeDiscrete-v1  CarRacingDomainRandomizeDiscrete     CarRacing      
Blackjack-v1                         Blackjack                            BlackjackEnv   
FrozenLake-v1                        FrozenLake                           FrozenLakeEnv  
FrozenLake8x8-v1                     FrozenLake8x8                        FrozenLakeEnv  
CliffWalking-v0                      CliffWalking                         CliffWalkingEnv
Taxi-v3                              Taxi                                 TaxiEnv        
Reacher-v2                           Reacher                              ReacherEnv     
Reacher-v4                           Reacher                              ReacherEnv     
Pusher-v2                            Pusher                               PusherEnv      
Pusher-v4                            Pusher                               PusherEnv      
InvertedPendulum-v2                  InvertedPendulum                     InvertedPendulumEnv
InvertedPendulum-v4                  InvertedPendulum                     InvertedPendulumEnv
InvertedDoublePendulum-v2            InvertedDoublePendulum               InvertedDoublePendulumEnv
InvertedDoublePendulum-v4            InvertedDoublePendulum               InvertedDoublePendulumEnv
HalfCheetah-v2                       HalfCheetah                          HalfCheetahEnv 
HalfCheetah-v3                       HalfCheetah                          HalfCheetahEnv 
HalfCheetah-v4                       HalfCheetah                          HalfCheetahEnv 
Hopper-v2                            Hopper                               HopperEnv      
Hopper-v3                            Hopper                               HopperEnv      
Hopper-v4                            Hopper                               HopperEnv      
Swimmer-v2                           Swimmer                              SwimmerEnv     
Swimmer-v3                           Swimmer                              SwimmerEnv     
Swimmer-v4                           Swimmer                              SwimmerEnv     
Walker2d-v2                          Walker2d                             Walker2dEnv    
Walker2d-v3                          Walker2d                             Walker2dEnv    
Walker2d-v4                          Walker2d                             Walker2dEnv    
Ant-v2                               Ant                                  AntEnv         
Ant-v3                               Ant                                  AntEnv         
Ant-v4                               Ant                                  AntEnv         
Humanoid-v2                          Humanoid                             HumanoidEnv    
Humanoid-v3                          Humanoid                             HumanoidEnv    
Humanoid-v4                          Humanoid                             HumanoidEnv    
HumanoidStandup-v2                   HumanoidStandup                      HumanoidStandupEnv
HumanoidStandup-v4                   HumanoidStandup                      HumanoidStandupEnv


游戏环境detail:
EnvSpec(id='HumanoidStandup-v4', entry_point='gym.envs.mujoco.humanoidstandup_v4:HumanoidStandupEnv', reward_threshold=None, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='HumanoidStandup', version=4)
<class 'dict_keys'>
<class 'dict_values'>
View Code

 

 

环境测试阶段:
A.L.E: Arcade Learning Environment (version 0.7.5+db37282)
[Powered by Stella]
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Adventure-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment AdventureDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment AdventureNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Adventure-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Adventure-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Adventure-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment AirRaid-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment AirRaidDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment AirRaidNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment AirRaid-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment AirRaid-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment AirRaid-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Alien-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment AlienDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment AlienNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Alien-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Alien-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Alien-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Amidar-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment AmidarDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment AmidarNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Amidar-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Amidar-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Amidar-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Assault-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment AssaultDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment AssaultNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Assault-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Assault-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Assault-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Asterix-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment AsterixDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment AsterixNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Asterix-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Asterix-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Asterix-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Asteroids-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment AsteroidsDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment AsteroidsNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Asteroids-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Asteroids-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Asteroids-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Atlantis-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment AtlantisDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment AtlantisNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Atlantis-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Atlantis-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Atlantis-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BankHeist-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BankHeistDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BankHeistNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BankHeist-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BankHeist-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BankHeist-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BattleZone-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BattleZoneDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BattleZoneNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BattleZone-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BattleZone-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BattleZone-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BeamRider-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BeamRiderDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BeamRiderNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BeamRider-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BeamRider-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BeamRider-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Berzerk-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BerzerkDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BerzerkNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Berzerk-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Berzerk-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Berzerk-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Bowling-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BowlingDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BowlingNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Bowling-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Bowling-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Bowling-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Boxing-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BoxingDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BoxingNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Boxing-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Boxing-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Boxing-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Breakout-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BreakoutDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment BreakoutNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Breakout-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Breakout-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Breakout-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Carnival-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment CarnivalDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment CarnivalNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Carnival-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Carnival-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Carnival-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Centipede-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment CentipedeDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment CentipedeNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Centipede-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Centipede-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Centipede-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment ChopperCommand-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment ChopperCommandDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment ChopperCommandNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment ChopperCommand-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment ChopperCommand-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment ChopperCommand-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment CrazyClimber-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment CrazyClimberDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment CrazyClimberNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment CrazyClimber-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment CrazyClimber-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment CrazyClimber-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Defender-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment DefenderDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment DefenderNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Defender-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Defender-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Defender-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment DemonAttack-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment DemonAttackDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment DemonAttackNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment DemonAttack-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment DemonAttack-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment DemonAttack-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment DoubleDunk-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment DoubleDunkDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment DoubleDunkNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment DoubleDunk-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment DoubleDunk-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment DoubleDunk-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment ElevatorAction-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment ElevatorActionDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment ElevatorActionNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment ElevatorAction-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment ElevatorAction-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment ElevatorAction-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Enduro-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment EnduroDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment EnduroNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Enduro-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Enduro-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Enduro-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment FishingDerby-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment FishingDerbyDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment FishingDerbyNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment FishingDerby-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment FishingDerby-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment FishingDerby-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Freeway-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment FreewayDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment FreewayNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Freeway-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Freeway-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Freeway-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Frostbite-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment FrostbiteDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment FrostbiteNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Frostbite-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Frostbite-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Frostbite-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Gopher-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment GopherDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment GopherNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Gopher-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Gopher-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Gopher-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Gravitar-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment GravitarDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment GravitarNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Gravitar-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Gravitar-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Gravitar-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Hero-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment HeroDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment HeroNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Hero-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Hero-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Hero-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment IceHockey-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment IceHockeyDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment IceHockeyNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment IceHockey-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment IceHockey-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment IceHockey-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Jamesbond-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment JamesbondDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment JamesbondNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Jamesbond-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Jamesbond-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Jamesbond-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment JourneyEscape-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment JourneyEscapeDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment JourneyEscapeNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment JourneyEscape-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment JourneyEscape-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment JourneyEscape-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Kangaroo-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment KangarooDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment KangarooNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Kangaroo-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Kangaroo-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Kangaroo-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Krull-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment KrullDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment KrullNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Krull-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Krull-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Krull-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment KungFuMaster-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment KungFuMasterDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment KungFuMasterNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment KungFuMaster-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment KungFuMaster-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment KungFuMaster-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment MontezumaRevenge-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment MontezumaRevengeDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment MontezumaRevengeNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment MontezumaRevenge-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment MontezumaRevenge-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment MontezumaRevenge-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment MsPacman-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment MsPacmanDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment MsPacmanNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment MsPacman-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment MsPacman-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment MsPacman-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment NameThisGame-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment NameThisGameDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment NameThisGameNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment NameThisGame-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment NameThisGame-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment NameThisGame-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Phoenix-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment PhoenixDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment PhoenixNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Phoenix-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Phoenix-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Phoenix-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Pitfall-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment PitfallDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment PitfallNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Pitfall-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Pitfall-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Pitfall-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Pong-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment PongDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment PongNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Pong-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Pong-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Pong-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Pooyan-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment PooyanDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment PooyanNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Pooyan-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Pooyan-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Pooyan-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment PrivateEye-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment PrivateEyeDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment PrivateEyeNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment PrivateEye-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment PrivateEye-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment PrivateEye-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Qbert-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment QbertDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment QbertNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Qbert-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Qbert-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Qbert-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Riverraid-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment RiverraidDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment RiverraidNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Riverraid-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Riverraid-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Riverraid-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment RoadRunner-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment RoadRunnerDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment RoadRunnerNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment RoadRunner-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment RoadRunner-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment RoadRunner-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Robotank-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment RobotankDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment RobotankNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Robotank-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Robotank-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Robotank-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Seaquest-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment SeaquestDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment SeaquestNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Seaquest-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Seaquest-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Seaquest-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Skiing-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment SkiingDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment SkiingNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Skiing-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Skiing-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Skiing-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Solaris-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment SolarisDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment SolarisNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Solaris-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Solaris-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Solaris-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment SpaceInvaders-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment SpaceInvadersDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment SpaceInvadersNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment SpaceInvaders-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment SpaceInvaders-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment SpaceInvaders-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment StarGunner-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment StarGunnerDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment StarGunnerNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment StarGunner-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment StarGunner-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment StarGunner-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Tennis-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment TennisDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment TennisNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Tennis-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Tennis-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Tennis-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment TimePilot-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment TimePilotDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment TimePilotNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment TimePilot-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment TimePilot-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment TimePilot-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Tutankham-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment TutankhamDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment TutankhamNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Tutankham-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Tutankham-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Tutankham-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment UpNDown-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment UpNDownDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment UpNDownNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment UpNDown-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment UpNDown-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment UpNDown-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Venture-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment VentureDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment VentureNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Venture-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Venture-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Venture-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment VideoPinball-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment VideoPinballDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment VideoPinballNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment VideoPinball-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment VideoPinball-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment VideoPinball-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment WizardOfWor-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment WizardOfWorDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment WizardOfWorNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment WizardOfWor-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment WizardOfWor-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment WizardOfWor-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment YarsRevenge-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment YarsRevengeDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment YarsRevengeNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment YarsRevenge-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment YarsRevenge-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment YarsRevenge-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Zaxxon-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment ZaxxonDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment ZaxxonNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Zaxxon-ram-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Zaxxon-ramDeterministic-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Zaxxon-ramNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment CartPole-v0 is out of date. You should consider upgrading to version `v1`.
  logger.warn(
EnvSpec(id='CartPole-v0', entry_point='gym.envs.classic_control.cartpole:CartPoleEnv', reward_threshold=195.0, nondeterministic=False, max_episode_steps=200, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='CartPole', version=0)
EnvSpec(id='CartPole-v1', entry_point='gym.envs.classic_control.cartpole:CartPoleEnv', reward_threshold=475.0, nondeterministic=False, max_episode_steps=500, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='CartPole', version=1)
EnvSpec(id='MountainCar-v0', entry_point='gym.envs.classic_control.mountain_car:MountainCarEnv', reward_threshold=-110.0, nondeterministic=False, max_episode_steps=200, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='MountainCar', version=0)
EnvSpec(id='MountainCarContinuous-v0', entry_point='gym.envs.classic_control.continuous_mountain_car:Continuous_MountainCarEnv', reward_threshold=90.0, nondeterministic=False, max_episode_steps=999, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='MountainCarContinuous', version=0)
EnvSpec(id='Pendulum-v1', entry_point='gym.envs.classic_control.pendulum:PendulumEnv', reward_threshold=None, nondeterministic=False, max_episode_steps=200, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='Pendulum', version=1)
EnvSpec(id='Acrobot-v1', entry_point='gym.envs.classic_control.acrobot:AcrobotEnv', reward_threshold=-100.0, nondeterministic=False, max_episode_steps=500, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='Acrobot', version=1)
EnvSpec(id='LunarLander-v2', entry_point='gym.envs.box2d.lunar_lander:LunarLander', reward_threshold=200, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='LunarLander', version=2)
EnvSpec(id='LunarLanderContinuous-v2', entry_point='gym.envs.box2d.lunar_lander:LunarLander', reward_threshold=200, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={'continuous': True}, namespace=None, name='LunarLanderContinuous', version=2)
EnvSpec(id='BipedalWalker-v3', entry_point='gym.envs.box2d.bipedal_walker:BipedalWalker', reward_threshold=300, nondeterministic=False, max_episode_steps=1600, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='BipedalWalker', version=3)
EnvSpec(id='BipedalWalkerHardcore-v3', entry_point='gym.envs.box2d.bipedal_walker:BipedalWalker', reward_threshold=300, nondeterministic=False, max_episode_steps=2000, order_enforce=True, autoreset=False, kwargs={'hardcore': True}, namespace=None, name='BipedalWalkerHardcore', version=3)
EnvSpec(id='CarRacing-v1', entry_point='gym.envs.box2d.car_racing:CarRacing', reward_threshold=900, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='CarRacing', version=1)
EnvSpec(id='CarRacingDomainRandomize-v1', entry_point='gym.envs.box2d.car_racing:CarRacing', reward_threshold=900, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={'domain_randomize': True}, namespace=None, name='CarRacingDomainRandomize', version=1)
EnvSpec(id='CarRacingDiscrete-v1', entry_point='gym.envs.box2d.car_racing:CarRacing', reward_threshold=900, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={'continuous': False}, namespace=None, name='CarRacingDiscrete', version=1)
EnvSpec(id='CarRacingDomainRandomizeDiscrete-v1', entry_point='gym.envs.box2d.car_racing:CarRacing', reward_threshold=900, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={'domain_randomize': True, 'continuous': False}, namespace=None, name='CarRacingDomainRandomizeDiscrete', version=1)
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Reacher-v2 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Pusher-v2 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment InvertedPendulum-v2 is out of date. You should consider upgrading to version `v4`.
EnvSpec(id='Blackjack-v1', entry_point='gym.envs.toy_text.blackjack:BlackjackEnv', reward_threshold=None, nondeterministic=False, max_episode_steps=None, order_enforce=True, autoreset=False, kwargs={'sab': True, 'natural': False}, namespace=None, name='Blackjack', version=1)
EnvSpec(id='FrozenLake-v1', entry_point='gym.envs.toy_text.frozen_lake:FrozenLakeEnv', reward_threshold=0.7, nondeterministic=False, max_episode_steps=100, order_enforce=True, autoreset=False, kwargs={'map_name': '4x4'}, namespace=None, name='FrozenLake', version=1)
EnvSpec(id='FrozenLake8x8-v1', entry_point='gym.envs.toy_text.frozen_lake:FrozenLakeEnv', reward_threshold=0.85, nondeterministic=False, max_episode_steps=200, order_enforce=True, autoreset=False, kwargs={'map_name': '8x8'}, namespace=None, name='FrozenLake8x8', version=1)
EnvSpec(id='CliffWalking-v0', entry_point='gym.envs.toy_text.cliffwalking:CliffWalkingEnv', reward_threshold=None, nondeterministic=False, max_episode_steps=None, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='CliffWalking', version=0)
EnvSpec(id='Taxi-v3', entry_point='gym.envs.toy_text.taxi:TaxiEnv', reward_threshold=8, nondeterministic=False, max_episode_steps=200, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='Taxi', version=3)
EnvSpec(id='Reacher-v2', entry_point='gym.envs.mujoco:ReacherEnv', reward_threshold=-3.75, nondeterministic=False, max_episode_steps=50, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='Reacher', version=2)
EnvSpec(id='Reacher-v4', entry_point='gym.envs.mujoco.reacher_v4:ReacherEnv', reward_threshold=-3.75, nondeterministic=False, max_episode_steps=50, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='Reacher', version=4)
EnvSpec(id='Pusher-v2', entry_point='gym.envs.mujoco:PusherEnv', reward_threshold=0.0, nondeterministic=False, max_episode_steps=100, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='Pusher', version=2)
EnvSpec(id='Pusher-v4', entry_point='gym.envs.mujoco.pusher_v4:PusherEnv', reward_threshold=0.0, nondeterministic=False, max_episode_steps=100, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='Pusher', version=4)
EnvSpec(id='InvertedPendulum-v2', entry_point='gym.envs.mujoco:InvertedPendulumEnv', reward_threshold=950.0, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='InvertedPendulum', version=2)
EnvSpec(id='InvertedPendulum-v4', entry_point='gym.envs.mujoco.inverted_pendulum_v4:InvertedPendulumEnv', reward_threshold=950.0, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='InvertedPendulum', version=4)
EnvSpec(id='InvertedDoublePendulum-v2', entry_point='gym.envs.mujoco:InvertedDoublePendulumEnv', reward_threshold=9100.0, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='InvertedDoublePendulum', version=2)
EnvSpec(id='InvertedDoublePendulum-v4', entry_point='gym.envs.mujoco.inverted_double_pendulum_v4:InvertedDoublePendulumEnv', reward_threshold=9100.0, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='InvertedDoublePendulum', version=4)
EnvSpec(id='HalfCheetah-v2', entry_point='gym.envs.mujoco:HalfCheetahEnv', reward_threshold=4800.0, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='HalfCheetah', version=2)
EnvSpec(id='HalfCheetah-v3', entry_point='gym.envs.mujoco.half_cheetah_v3:HalfCheetahEnv', reward_threshold=4800.0, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='HalfCheetah', version=3)
EnvSpec(id='HalfCheetah-v4', entry_point='gym.envs.mujoco.half_cheetah_v4:HalfCheetahEnv', reward_threshold=4800.0, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='HalfCheetah', version=4)
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment InvertedDoublePendulum-v2 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment HalfCheetah-v2 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment HalfCheetah-v3 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Hopper-v2 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Hopper-v3 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Swimmer-v2 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Swimmer-v3 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Walker2d-v2 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Walker2d-v3 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
EnvSpec(id='Hopper-v2', entry_point='gym.envs.mujoco:HopperEnv', reward_threshold=3800.0, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='Hopper', version=2)
EnvSpec(id='Hopper-v3', entry_point='gym.envs.mujoco.hopper_v3:HopperEnv', reward_threshold=3800.0, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='Hopper', version=3)
EnvSpec(id='Hopper-v4', entry_point='gym.envs.mujoco.hopper_v4:HopperEnv', reward_threshold=3800.0, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='Hopper', version=4)
EnvSpec(id='Swimmer-v2', entry_point='gym.envs.mujoco:SwimmerEnv', reward_threshold=360.0, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='Swimmer', version=2)
EnvSpec(id='Swimmer-v3', entry_point='gym.envs.mujoco.swimmer_v3:SwimmerEnv', reward_threshold=360.0, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='Swimmer', version=3)
EnvSpec(id='Swimmer-v4', entry_point='gym.envs.mujoco.swimmer_v4:SwimmerEnv', reward_threshold=360.0, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='Swimmer', version=4)
EnvSpec(id='Walker2d-v2', entry_point='gym.envs.mujoco:Walker2dEnv', reward_threshold=None, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='Walker2d', version=2)
EnvSpec(id='Walker2d-v3', entry_point='gym.envs.mujoco.walker2d_v3:Walker2dEnv', reward_threshold=None, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='Walker2d', version=3)
EnvSpec(id='Walker2d-v4', entry_point='gym.envs.mujoco.walker2d_v4:Walker2dEnv', reward_threshold=None, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='Walker2d', version=4)
EnvSpec(id='Ant-v2', entry_point='gym.envs.mujoco:AntEnv', reward_threshold=6000.0, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='Ant', version=2)
EnvSpec(id='Ant-v3', entry_point='gym.envs.mujoco.ant_v3:AntEnv', reward_threshold=6000.0, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='Ant', version=3)
EnvSpec(id='Ant-v4', entry_point='gym.envs.mujoco.ant_v4:AntEnv', reward_threshold=6000.0, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='Ant', version=4)
EnvSpec(id='Humanoid-v2', entry_point='gym.envs.mujoco:HumanoidEnv', reward_threshold=None, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='Humanoid', version=2)
EnvSpec(id='Humanoid-v3', entry_point='gym.envs.mujoco.humanoid_v3:HumanoidEnv', reward_threshold=None, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='Humanoid', version=3)
EnvSpec(id='Humanoid-v4', entry_point='gym.envs.mujoco.humanoid_v4:HumanoidEnv', reward_threshold=None, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='Humanoid', version=4)
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Ant-v2 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Ant-v3 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Humanoid-v2 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment Humanoid-v3 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
C:\Users\81283\anaconda3\envs\test\lib\site-packages\gym\envs\registration.py:568: UserWarning: WARN: The environment HumanoidStandup-v2 is out of date. You should consider upgrading to version `v4`.
  logger.warn(
EnvSpec(id='HumanoidStandup-v2', entry_point='gym.envs.mujoco:HumanoidStandupEnv', reward_threshold=None, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='HumanoidStandup', version=2)
EnvSpec(id='HumanoidStandup-v4', entry_point='gym.envs.mujoco.humanoidstandup_v4:HumanoidStandupEnv', reward_threshold=None, nondeterministic=False, max_episode_steps=1000, order_enforce=True, autoreset=False, kwargs={}, namespace=None, name='HumanoidStandup', version=4)
报错环境数为: 47
用时: 1163.6926209926605
View Code

 

可以看到所有的Atari游戏均可以正常运行,这也是比前几版本的gym[atari]要好的地方,因为前几版本的Atari游戏中pacman和surround游戏会运行报错,而新版本的gym中就很好的解决了这个问题。(上面运行的环境出现报错的情况是因为对应的gym组件没有安装,如mujoco)

 

 不过值得我们注意的一点是虽然Atari的所有游戏环境均可正常运行但是却又很多都有警告提示,如:

 

 

 

具体如:

UserWarning: WARN: The environment SpaceInvadersNoFrameskip-v0 is out of date. You should consider upgrading to version `v4`.

 

而这个警告就是说有些游戏环境的v0版本已过时,建议使用v4版本,对此我们看了下gym对应Atari页面的说明:

https://github.com/mgbellemare/Arcade-Learning-Environment#rom-management

 

 

 

 

我们看到关于游戏环境版本的问题可以参看官方的对应论文:

 Revisiting the Arcade Learning Environment by Machado et al..

 

 

 

 

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posted on 2022-05-31 11:00  Angry_Panda  阅读(500)  评论(0编辑  收藏  举报

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