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'>

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

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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