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Table of environments

Neal McBurnett edited this page Apr 18, 2019 · 7 revisions

Here is a synopsis of the environments as of 2019-03-17, in order by space dimensionality. See discussion and code in Write more documentation about environments: Issue #106.

Environment Id Observation Space Action Space Reward Range tStepL Trials rThresh
MountainCar-v0 Box(2,) Discrete(3) (-inf, inf) 200 100 -110.0
MountainCarContinuous-v0 Box(2,) Box(1,) (-inf, inf) 999 100 90.0
Pendulum-v0 Box(3,) Box(1,) (-inf, inf) 200 100 None
CartPole-v0 Box(4,) Discrete(2) (-inf, inf) 200 100 195.0
CartPole-v1 Box(4,) Discrete(2) (-inf, inf) 500 100 475.0
Acrobot-v1 Box(6,) Discrete(3) (-inf, inf) 500 100 -100.0
LunarLander-v2 Box(8,) Discrete(4) (-inf, inf) 1000 100 200
LunarLanderContinuous-v2 Box(8,) Box(2,) (-inf, inf) 1000 100 200
MemorizeDigits-v0 Box(24, 32, 3) Discrete(10) (-inf, inf) None 100 20
BipedalWalker-v2 Box(24,) Box(4,) (-inf, inf) 1600 100 300
BipedalWalkerHardcore-v2 Box(24,) Box(4,) (-inf, inf) 2000 100 300
CubeCrash-v0 Box(40, 32, 3) Discrete(3) (-inf, inf) None 100 0.9
CubeCrashSparse-v0 Box(40, 32, 3) Discrete(3) (-inf, inf) None 100 0.9
CubeCrashScreenBecomesBlack-v0 Box(40, 32, 3) Discrete(3) (-inf, inf) None 100 0.9
CarRacing-v0 Box(96, 96, 3) Box(3,) (-inf, inf) 1000 100 900
Adventure-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
Adventure-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Adventure-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Adventure-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Adventure-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Adventure-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
AirRaid-ram-v0 Box(128,) Discrete(6) (-inf, inf) 10000 100 None
AirRaid-ram-v4 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
AirRaid-ramDeterministic-v0 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
AirRaid-ramDeterministic-v4 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
AirRaid-ramNoFrameskip-v0 Box(128,) Discrete(6) (-inf, inf) 400000 100 None
AirRaid-ramNoFrameskip-v4 Box(128,) Discrete(6) (-inf, inf) 400000 100 None
Alien-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
Alien-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Alien-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Alien-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Alien-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Alien-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Amidar-ram-v0 Box(128,) Discrete(10) (-inf, inf) 10000 100 None
Amidar-ram-v4 Box(128,) Discrete(10) (-inf, inf) 100000 100 None
Amidar-ramDeterministic-v0 Box(128,) Discrete(10) (-inf, inf) 100000 100 None
Amidar-ramDeterministic-v4 Box(128,) Discrete(10) (-inf, inf) 100000 100 None
Amidar-ramNoFrameskip-v0 Box(128,) Discrete(10) (-inf, inf) 400000 100 None
Amidar-ramNoFrameskip-v4 Box(128,) Discrete(10) (-inf, inf) 400000 100 None
Assault-ram-v0 Box(128,) Discrete(7) (-inf, inf) 10000 100 None
Assault-ram-v4 Box(128,) Discrete(7) (-inf, inf) 100000 100 None
Assault-ramDeterministic-v0 Box(128,) Discrete(7) (-inf, inf) 100000 100 None
Assault-ramDeterministic-v4 Box(128,) Discrete(7) (-inf, inf) 100000 100 None
Assault-ramNoFrameskip-v0 Box(128,) Discrete(7) (-inf, inf) 400000 100 None
Assault-ramNoFrameskip-v4 Box(128,) Discrete(7) (-inf, inf) 400000 100 None
Asterix-ram-v0 Box(128,) Discrete(9) (-inf, inf) 10000 100 None
Asterix-ram-v4 Box(128,) Discrete(9) (-inf, inf) 100000 100 None
Asterix-ramDeterministic-v0 Box(128,) Discrete(9) (-inf, inf) 100000 100 None
Asterix-ramDeterministic-v4 Box(128,) Discrete(9) (-inf, inf) 100000 100 None
Asterix-ramNoFrameskip-v0 Box(128,) Discrete(9) (-inf, inf) 400000 100 None
Asterix-ramNoFrameskip-v4 Box(128,) Discrete(9) (-inf, inf) 400000 100 None
Asteroids-ram-v0 Box(128,) Discrete(14) (-inf, inf) 10000 100 None
Asteroids-ram-v4 Box(128,) Discrete(14) (-inf, inf) 100000 100 None
Asteroids-ramDeterministic-v0 Box(128,) Discrete(14) (-inf, inf) 100000 100 None
Asteroids-ramDeterministic-v4 Box(128,) Discrete(14) (-inf, inf) 100000 100 None
Asteroids-ramNoFrameskip-v0 Box(128,) Discrete(14) (-inf, inf) 400000 100 None
Asteroids-ramNoFrameskip-v4 Box(128,) Discrete(14) (-inf, inf) 400000 100 None
Atlantis-ram-v0 Box(128,) Discrete(4) (-inf, inf) 10000 100 None
Atlantis-ram-v4 Box(128,) Discrete(4) (-inf, inf) 100000 100 None
Atlantis-ramDeterministic-v0 Box(128,) Discrete(4) (-inf, inf) 100000 100 None
Atlantis-ramDeterministic-v4 Box(128,) Discrete(4) (-inf, inf) 100000 100 None
Atlantis-ramNoFrameskip-v0 Box(128,) Discrete(4) (-inf, inf) 400000 100 None
Atlantis-ramNoFrameskip-v4 Box(128,) Discrete(4) (-inf, inf) 400000 100 None
BankHeist-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
BankHeist-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
BankHeist-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
BankHeist-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
BankHeist-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
BankHeist-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
BattleZone-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
BattleZone-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
BattleZone-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
BattleZone-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
BattleZone-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
BattleZone-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
BeamRider-ram-v0 Box(128,) Discrete(9) (-inf, inf) 10000 100 None
BeamRider-ram-v4 Box(128,) Discrete(9) (-inf, inf) 100000 100 None
BeamRider-ramDeterministic-v0 Box(128,) Discrete(9) (-inf, inf) 100000 100 None
BeamRider-ramDeterministic-v4 Box(128,) Discrete(9) (-inf, inf) 100000 100 None
BeamRider-ramNoFrameskip-v0 Box(128,) Discrete(9) (-inf, inf) 400000 100 None
BeamRider-ramNoFrameskip-v4 Box(128,) Discrete(9) (-inf, inf) 400000 100 None
Berzerk-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
Berzerk-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Berzerk-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Berzerk-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Berzerk-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Berzerk-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Bowling-ram-v0 Box(128,) Discrete(6) (-inf, inf) 10000 100 None
Bowling-ram-v4 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
Bowling-ramDeterministic-v0 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
Bowling-ramDeterministic-v4 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
Bowling-ramNoFrameskip-v0 Box(128,) Discrete(6) (-inf, inf) 400000 100 None
Bowling-ramNoFrameskip-v4 Box(128,) Discrete(6) (-inf, inf) 400000 100 None
Boxing-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
Boxing-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Boxing-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Boxing-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Boxing-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Boxing-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Breakout-ram-v0 Box(128,) Discrete(4) (-inf, inf) 10000 100 None
Breakout-ram-v4 Box(128,) Discrete(4) (-inf, inf) 100000 100 None
Breakout-ramDeterministic-v0 Box(128,) Discrete(4) (-inf, inf) 100000 100 None
Breakout-ramDeterministic-v4 Box(128,) Discrete(4) (-inf, inf) 100000 100 None
Breakout-ramNoFrameskip-v0 Box(128,) Discrete(4) (-inf, inf) 400000 100 None
Breakout-ramNoFrameskip-v4 Box(128,) Discrete(4) (-inf, inf) 400000 100 None
Carnival-ram-v0 Box(128,) Discrete(6) (-inf, inf) 10000 100 None
Carnival-ram-v4 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
Carnival-ramDeterministic-v0 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
Carnival-ramDeterministic-v4 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
Carnival-ramNoFrameskip-v0 Box(128,) Discrete(6) (-inf, inf) 400000 100 None
Carnival-ramNoFrameskip-v4 Box(128,) Discrete(6) (-inf, inf) 400000 100 None
Centipede-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
Centipede-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Centipede-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Centipede-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Centipede-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Centipede-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
ChopperCommand-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
ChopperCommand-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
ChopperCommand-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
ChopperCommand-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
ChopperCommand-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
ChopperCommand-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
CrazyClimber-ram-v0 Box(128,) Discrete(9) (-inf, inf) 10000 100 None
CrazyClimber-ram-v4 Box(128,) Discrete(9) (-inf, inf) 100000 100 None
CrazyClimber-ramDeterministic-v0 Box(128,) Discrete(9) (-inf, inf) 100000 100 None
CrazyClimber-ramDeterministic-v4 Box(128,) Discrete(9) (-inf, inf) 100000 100 None
CrazyClimber-ramNoFrameskip-v0 Box(128,) Discrete(9) (-inf, inf) 400000 100 None
CrazyClimber-ramNoFrameskip-v4 Box(128,) Discrete(9) (-inf, inf) 400000 100 None
Defender-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
Defender-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Defender-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Defender-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Defender-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Defender-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
DemonAttack-ram-v0 Box(128,) Discrete(6) (-inf, inf) 10000 100 None
DemonAttack-ram-v4 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
DemonAttack-ramDeterministic-v0 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
DemonAttack-ramDeterministic-v4 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
DemonAttack-ramNoFrameskip-v0 Box(128,) Discrete(6) (-inf, inf) 400000 100 None
DemonAttack-ramNoFrameskip-v4 Box(128,) Discrete(6) (-inf, inf) 400000 100 None
DoubleDunk-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
DoubleDunk-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
DoubleDunk-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
DoubleDunk-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
DoubleDunk-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
DoubleDunk-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
ElevatorAction-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
ElevatorAction-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
ElevatorAction-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
ElevatorAction-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
ElevatorAction-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
ElevatorAction-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Enduro-ram-v0 Box(128,) Discrete(9) (-inf, inf) 10000 100 None
Enduro-ram-v4 Box(128,) Discrete(9) (-inf, inf) 100000 100 None
Enduro-ramDeterministic-v0 Box(128,) Discrete(9) (-inf, inf) 100000 100 None
Enduro-ramDeterministic-v4 Box(128,) Discrete(9) (-inf, inf) 100000 100 None
Enduro-ramNoFrameskip-v0 Box(128,) Discrete(9) (-inf, inf) 400000 100 None
Enduro-ramNoFrameskip-v4 Box(128,) Discrete(9) (-inf, inf) 400000 100 None
FishingDerby-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
FishingDerby-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
FishingDerby-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
FishingDerby-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
FishingDerby-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
FishingDerby-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Freeway-ram-v0 Box(128,) Discrete(3) (-inf, inf) 10000 100 None
Freeway-ram-v4 Box(128,) Discrete(3) (-inf, inf) 100000 100 None
Freeway-ramDeterministic-v0 Box(128,) Discrete(3) (-inf, inf) 100000 100 None
Freeway-ramDeterministic-v4 Box(128,) Discrete(3) (-inf, inf) 100000 100 None
Freeway-ramNoFrameskip-v0 Box(128,) Discrete(3) (-inf, inf) 400000 100 None
Freeway-ramNoFrameskip-v4 Box(128,) Discrete(3) (-inf, inf) 400000 100 None
Frostbite-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
Frostbite-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Frostbite-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Frostbite-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Frostbite-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Frostbite-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Gopher-ram-v0 Box(128,) Discrete(8) (-inf, inf) 10000 100 None
Gopher-ram-v4 Box(128,) Discrete(8) (-inf, inf) 100000 100 None
Gopher-ramDeterministic-v0 Box(128,) Discrete(8) (-inf, inf) 100000 100 None
Gopher-ramDeterministic-v4 Box(128,) Discrete(8) (-inf, inf) 100000 100 None
Gopher-ramNoFrameskip-v0 Box(128,) Discrete(8) (-inf, inf) 400000 100 None
Gopher-ramNoFrameskip-v4 Box(128,) Discrete(8) (-inf, inf) 400000 100 None
Gravitar-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
Gravitar-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Gravitar-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Gravitar-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Gravitar-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Gravitar-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Hero-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
Hero-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Hero-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Hero-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Hero-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Hero-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
IceHockey-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
IceHockey-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
IceHockey-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
IceHockey-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
IceHockey-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
IceHockey-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Jamesbond-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
Jamesbond-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Jamesbond-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Jamesbond-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Jamesbond-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Jamesbond-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
JourneyEscape-ram-v0 Box(128,) Discrete(16) (-inf, inf) 10000 100 None
JourneyEscape-ram-v4 Box(128,) Discrete(16) (-inf, inf) 100000 100 None
JourneyEscape-ramDeterministic-v0 Box(128,) Discrete(16) (-inf, inf) 100000 100 None
JourneyEscape-ramDeterministic-v4 Box(128,) Discrete(16) (-inf, inf) 100000 100 None
JourneyEscape-ramNoFrameskip-v0 Box(128,) Discrete(16) (-inf, inf) 400000 100 None
JourneyEscape-ramNoFrameskip-v4 Box(128,) Discrete(16) (-inf, inf) 400000 100 None
Kangaroo-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
Kangaroo-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Kangaroo-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Kangaroo-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Kangaroo-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Kangaroo-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Krull-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
Krull-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Krull-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Krull-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Krull-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Krull-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
KungFuMaster-ram-v0 Box(128,) Discrete(14) (-inf, inf) 10000 100 None
KungFuMaster-ram-v4 Box(128,) Discrete(14) (-inf, inf) 100000 100 None
KungFuMaster-ramDeterministic-v0 Box(128,) Discrete(14) (-inf, inf) 100000 100 None
KungFuMaster-ramDeterministic-v4 Box(128,) Discrete(14) (-inf, inf) 100000 100 None
KungFuMaster-ramNoFrameskip-v0 Box(128,) Discrete(14) (-inf, inf) 400000 100 None
KungFuMaster-ramNoFrameskip-v4 Box(128,) Discrete(14) (-inf, inf) 400000 100 None
MontezumaRevenge-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
MontezumaRevenge-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
MontezumaRevenge-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
MontezumaRevenge-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
MontezumaRevenge-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
MontezumaRevenge-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
MsPacman-ram-v0 Box(128,) Discrete(9) (-inf, inf) 10000 100 None
MsPacman-ram-v4 Box(128,) Discrete(9) (-inf, inf) 100000 100 None
MsPacman-ramDeterministic-v0 Box(128,) Discrete(9) (-inf, inf) 100000 100 None
MsPacman-ramDeterministic-v4 Box(128,) Discrete(9) (-inf, inf) 100000 100 None
MsPacman-ramNoFrameskip-v0 Box(128,) Discrete(9) (-inf, inf) 400000 100 None
MsPacman-ramNoFrameskip-v4 Box(128,) Discrete(9) (-inf, inf) 400000 100 None
NameThisGame-ram-v0 Box(128,) Discrete(6) (-inf, inf) 10000 100 None
NameThisGame-ram-v4 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
NameThisGame-ramDeterministic-v0 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
NameThisGame-ramDeterministic-v4 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
NameThisGame-ramNoFrameskip-v0 Box(128,) Discrete(6) (-inf, inf) 400000 100 None
NameThisGame-ramNoFrameskip-v4 Box(128,) Discrete(6) (-inf, inf) 400000 100 None
Phoenix-ram-v0 Box(128,) Discrete(8) (-inf, inf) 10000 100 None
Phoenix-ram-v4 Box(128,) Discrete(8) (-inf, inf) 100000 100 None
Phoenix-ramDeterministic-v0 Box(128,) Discrete(8) (-inf, inf) 100000 100 None
Phoenix-ramDeterministic-v4 Box(128,) Discrete(8) (-inf, inf) 100000 100 None
Phoenix-ramNoFrameskip-v0 Box(128,) Discrete(8) (-inf, inf) 400000 100 None
Phoenix-ramNoFrameskip-v4 Box(128,) Discrete(8) (-inf, inf) 400000 100 None
Pitfall-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
Pitfall-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Pitfall-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Pitfall-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Pitfall-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Pitfall-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Pong-ram-v0 Box(128,) Discrete(6) (-inf, inf) 10000 100 None
Pong-ram-v4 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
Pong-ramDeterministic-v0 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
Pong-ramDeterministic-v4 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
Pong-ramNoFrameskip-v0 Box(128,) Discrete(6) (-inf, inf) 400000 100 None
Pong-ramNoFrameskip-v4 Box(128,) Discrete(6) (-inf, inf) 400000 100 None
Pooyan-ram-v0 Box(128,) Discrete(6) (-inf, inf) 10000 100 None
Pooyan-ram-v4 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
Pooyan-ramDeterministic-v0 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
Pooyan-ramDeterministic-v4 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
Pooyan-ramNoFrameskip-v0 Box(128,) Discrete(6) (-inf, inf) 400000 100 None
Pooyan-ramNoFrameskip-v4 Box(128,) Discrete(6) (-inf, inf) 400000 100 None
PrivateEye-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
PrivateEye-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
PrivateEye-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
PrivateEye-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
PrivateEye-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
PrivateEye-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Qbert-ram-v0 Box(128,) Discrete(6) (-inf, inf) 10000 100 None
Qbert-ram-v4 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
Qbert-ramDeterministic-v0 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
Qbert-ramDeterministic-v4 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
Qbert-ramNoFrameskip-v0 Box(128,) Discrete(6) (-inf, inf) 400000 100 None
Qbert-ramNoFrameskip-v4 Box(128,) Discrete(6) (-inf, inf) 400000 100 None
Riverraid-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
Riverraid-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Riverraid-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Riverraid-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Riverraid-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Riverraid-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
RoadRunner-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
RoadRunner-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
RoadRunner-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
RoadRunner-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
RoadRunner-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
RoadRunner-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Robotank-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
Robotank-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Robotank-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Robotank-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Robotank-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Robotank-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Seaquest-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
Seaquest-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Seaquest-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Seaquest-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Seaquest-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Seaquest-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Skiing-ram-v0 Box(128,) Discrete(3) (-inf, inf) 10000 100 None
Skiing-ram-v4 Box(128,) Discrete(3) (-inf, inf) 100000 100 None
Skiing-ramDeterministic-v0 Box(128,) Discrete(3) (-inf, inf) 100000 100 None
Skiing-ramDeterministic-v4 Box(128,) Discrete(3) (-inf, inf) 100000 100 None
Skiing-ramNoFrameskip-v0 Box(128,) Discrete(3) (-inf, inf) 400000 100 None
Skiing-ramNoFrameskip-v4 Box(128,) Discrete(3) (-inf, inf) 400000 100 None
Solaris-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
Solaris-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Solaris-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Solaris-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Solaris-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Solaris-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
SpaceInvaders-ram-v0 Box(128,) Discrete(6) (-inf, inf) 10000 100 None
SpaceInvaders-ram-v4 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
SpaceInvaders-ramDeterministic-v0 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
SpaceInvaders-ramDeterministic-v4 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
SpaceInvaders-ramNoFrameskip-v0 Box(128,) Discrete(6) (-inf, inf) 300000 100 None
SpaceInvaders-ramNoFrameskip-v4 Box(128,) Discrete(6) (-inf, inf) 300000 100 None
StarGunner-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
StarGunner-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
StarGunner-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
StarGunner-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
StarGunner-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
StarGunner-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Tennis-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
Tennis-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Tennis-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Tennis-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Tennis-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Tennis-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
TimePilot-ram-v0 Box(128,) Discrete(10) (-inf, inf) 10000 100 None
TimePilot-ram-v4 Box(128,) Discrete(10) (-inf, inf) 100000 100 None
TimePilot-ramDeterministic-v0 Box(128,) Discrete(10) (-inf, inf) 100000 100 None
TimePilot-ramDeterministic-v4 Box(128,) Discrete(10) (-inf, inf) 100000 100 None
TimePilot-ramNoFrameskip-v0 Box(128,) Discrete(10) (-inf, inf) 400000 100 None
TimePilot-ramNoFrameskip-v4 Box(128,) Discrete(10) (-inf, inf) 400000 100 None
Tutankham-ram-v0 Box(128,) Discrete(8) (-inf, inf) 10000 100 None
Tutankham-ram-v4 Box(128,) Discrete(8) (-inf, inf) 100000 100 None
Tutankham-ramDeterministic-v0 Box(128,) Discrete(8) (-inf, inf) 100000 100 None
Tutankham-ramDeterministic-v4 Box(128,) Discrete(8) (-inf, inf) 100000 100 None
Tutankham-ramNoFrameskip-v0 Box(128,) Discrete(8) (-inf, inf) 400000 100 None
Tutankham-ramNoFrameskip-v4 Box(128,) Discrete(8) (-inf, inf) 400000 100 None
UpNDown-ram-v0 Box(128,) Discrete(6) (-inf, inf) 10000 100 None
UpNDown-ram-v4 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
UpNDown-ramDeterministic-v0 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
UpNDown-ramDeterministic-v4 Box(128,) Discrete(6) (-inf, inf) 100000 100 None
UpNDown-ramNoFrameskip-v0 Box(128,) Discrete(6) (-inf, inf) 400000 100 None
UpNDown-ramNoFrameskip-v4 Box(128,) Discrete(6) (-inf, inf) 400000 100 None
Venture-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
Venture-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Venture-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Venture-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Venture-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Venture-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
VideoPinball-ram-v0 Box(128,) Discrete(9) (-inf, inf) 10000 100 None
VideoPinball-ram-v4 Box(128,) Discrete(9) (-inf, inf) 100000 100 None
VideoPinball-ramDeterministic-v0 Box(128,) Discrete(9) (-inf, inf) 100000 100 None
VideoPinball-ramDeterministic-v4 Box(128,) Discrete(9) (-inf, inf) 100000 100 None
VideoPinball-ramNoFrameskip-v0 Box(128,) Discrete(9) (-inf, inf) 400000 100 None
VideoPinball-ramNoFrameskip-v4 Box(128,) Discrete(9) (-inf, inf) 400000 100 None
WizardOfWor-ram-v0 Box(128,) Discrete(10) (-inf, inf) 10000 100 None
WizardOfWor-ram-v4 Box(128,) Discrete(10) (-inf, inf) 100000 100 None
WizardOfWor-ramDeterministic-v0 Box(128,) Discrete(10) (-inf, inf) 100000 100 None
WizardOfWor-ramDeterministic-v4 Box(128,) Discrete(10) (-inf, inf) 100000 100 None
WizardOfWor-ramNoFrameskip-v0 Box(128,) Discrete(10) (-inf, inf) 400000 100 None
WizardOfWor-ramNoFrameskip-v4 Box(128,) Discrete(10) (-inf, inf) 400000 100 None
YarsRevenge-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
YarsRevenge-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
YarsRevenge-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
YarsRevenge-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
YarsRevenge-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
YarsRevenge-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Zaxxon-ram-v0 Box(128,) Discrete(18) (-inf, inf) 10000 100 None
Zaxxon-ram-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Zaxxon-ramDeterministic-v0 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Zaxxon-ramDeterministic-v4 Box(128,) Discrete(18) (-inf, inf) 100000 100 None
Zaxxon-ramNoFrameskip-v0 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Zaxxon-ramNoFrameskip-v4 Box(128,) Discrete(18) (-inf, inf) 400000 100 None
Alien-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
Alien-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
AlienDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
AlienDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
AlienNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
AlienNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
Asterix-v0 Box(210, 160, 3) Discrete(9) (-inf, inf) 10000 100 None
Asterix-v4 Box(210, 160, 3) Discrete(9) (-inf, inf) 100000 100 None
AsterixDeterministic-v0 Box(210, 160, 3) Discrete(9) (-inf, inf) 100000 100 None
AsterixDeterministic-v4 Box(210, 160, 3) Discrete(9) (-inf, inf) 100000 100 None
AsterixNoFrameskip-v0 Box(210, 160, 3) Discrete(9) (-inf, inf) 400000 100 None
AsterixNoFrameskip-v4 Box(210, 160, 3) Discrete(9) (-inf, inf) 400000 100 None
Asteroids-v0 Box(210, 160, 3) Discrete(14) (-inf, inf) 10000 100 None
Asteroids-v4 Box(210, 160, 3) Discrete(14) (-inf, inf) 100000 100 None
AsteroidsDeterministic-v0 Box(210, 160, 3) Discrete(14) (-inf, inf) 100000 100 None
AsteroidsDeterministic-v4 Box(210, 160, 3) Discrete(14) (-inf, inf) 100000 100 None
AsteroidsNoFrameskip-v0 Box(210, 160, 3) Discrete(14) (-inf, inf) 400000 100 None
AsteroidsNoFrameskip-v4 Box(210, 160, 3) Discrete(14) (-inf, inf) 400000 100 None
Atlantis-v0 Box(210, 160, 3) Discrete(4) (-inf, inf) 10000 100 None
Atlantis-v4 Box(210, 160, 3) Discrete(4) (-inf, inf) 100000 100 None
AtlantisDeterministic-v0 Box(210, 160, 3) Discrete(4) (-inf, inf) 100000 100 None
AtlantisDeterministic-v4 Box(210, 160, 3) Discrete(4) (-inf, inf) 100000 100 None
AtlantisNoFrameskip-v0 Box(210, 160, 3) Discrete(4) (-inf, inf) 400000 100 None
AtlantisNoFrameskip-v4 Box(210, 160, 3) Discrete(4) (-inf, inf) 400000 100 None
BattleZone-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
BattleZone-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
BattleZoneDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
BattleZoneDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
BattleZoneNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
BattleZoneNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
BeamRider-v0 Box(210, 160, 3) Discrete(9) (-inf, inf) 10000 100 None
BeamRider-v4 Box(210, 160, 3) Discrete(9) (-inf, inf) 100000 100 None
BeamRiderDeterministic-v0 Box(210, 160, 3) Discrete(9) (-inf, inf) 100000 100 None
BeamRiderDeterministic-v4 Box(210, 160, 3) Discrete(9) (-inf, inf) 100000 100 None
BeamRiderNoFrameskip-v0 Box(210, 160, 3) Discrete(9) (-inf, inf) 400000 100 None
BeamRiderNoFrameskip-v4 Box(210, 160, 3) Discrete(9) (-inf, inf) 400000 100 None
Berzerk-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
Berzerk-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
BerzerkDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
BerzerkDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
BerzerkNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
BerzerkNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
Bowling-v0 Box(210, 160, 3) Discrete(6) (-inf, inf) 10000 100 None
Bowling-v4 Box(210, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
BowlingDeterministic-v0 Box(210, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
BowlingDeterministic-v4 Box(210, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
BowlingNoFrameskip-v0 Box(210, 160, 3) Discrete(6) (-inf, inf) 400000 100 None
BowlingNoFrameskip-v4 Box(210, 160, 3) Discrete(6) (-inf, inf) 400000 100 None
Boxing-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
Boxing-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
BoxingDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
BoxingDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
BoxingNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
BoxingNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
Breakout-v0 Box(210, 160, 3) Discrete(4) (-inf, inf) 10000 100 None
Breakout-v4 Box(210, 160, 3) Discrete(4) (-inf, inf) 100000 100 None
BreakoutDeterministic-v0 Box(210, 160, 3) Discrete(4) (-inf, inf) 100000 100 None
BreakoutDeterministic-v4 Box(210, 160, 3) Discrete(4) (-inf, inf) 100000 100 None
BreakoutNoFrameskip-v0 Box(210, 160, 3) Discrete(4) (-inf, inf) 400000 100 None
BreakoutNoFrameskip-v4 Box(210, 160, 3) Discrete(4) (-inf, inf) 400000 100 None
ChopperCommand-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
ChopperCommand-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
ChopperCommandDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
ChopperCommandDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
ChopperCommandNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
ChopperCommandNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
CrazyClimber-v0 Box(210, 160, 3) Discrete(9) (-inf, inf) 10000 100 None
CrazyClimber-v4 Box(210, 160, 3) Discrete(9) (-inf, inf) 100000 100 None
CrazyClimberDeterministic-v0 Box(210, 160, 3) Discrete(9) (-inf, inf) 100000 100 None
CrazyClimberDeterministic-v4 Box(210, 160, 3) Discrete(9) (-inf, inf) 100000 100 None
CrazyClimberNoFrameskip-v0 Box(210, 160, 3) Discrete(9) (-inf, inf) 400000 100 None
CrazyClimberNoFrameskip-v4 Box(210, 160, 3) Discrete(9) (-inf, inf) 400000 100 None
Defender-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
Defender-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
DefenderDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
DefenderDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
DefenderNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
DefenderNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
DemonAttack-v0 Box(210, 160, 3) Discrete(6) (-inf, inf) 10000 100 None
DemonAttack-v4 Box(210, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
DemonAttackDeterministic-v0 Box(210, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
DemonAttackDeterministic-v4 Box(210, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
DemonAttackNoFrameskip-v0 Box(210, 160, 3) Discrete(6) (-inf, inf) 400000 100 None
DemonAttackNoFrameskip-v4 Box(210, 160, 3) Discrete(6) (-inf, inf) 400000 100 None
ElevatorAction-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
ElevatorAction-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
ElevatorActionDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
ElevatorActionDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
ElevatorActionNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
ElevatorActionNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
Enduro-v0 Box(210, 160, 3) Discrete(9) (-inf, inf) 10000 100 None
Enduro-v4 Box(210, 160, 3) Discrete(9) (-inf, inf) 100000 100 None
EnduroDeterministic-v0 Box(210, 160, 3) Discrete(9) (-inf, inf) 100000 100 None
EnduroDeterministic-v4 Box(210, 160, 3) Discrete(9) (-inf, inf) 100000 100 None
EnduroNoFrameskip-v0 Box(210, 160, 3) Discrete(9) (-inf, inf) 400000 100 None
EnduroNoFrameskip-v4 Box(210, 160, 3) Discrete(9) (-inf, inf) 400000 100 None
FishingDerby-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
FishingDerby-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
FishingDerbyDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
FishingDerbyDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
FishingDerbyNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
FishingDerbyNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
Freeway-v0 Box(210, 160, 3) Discrete(3) (-inf, inf) 10000 100 None
Freeway-v4 Box(210, 160, 3) Discrete(3) (-inf, inf) 100000 100 None
FreewayDeterministic-v0 Box(210, 160, 3) Discrete(3) (-inf, inf) 100000 100 None
FreewayDeterministic-v4 Box(210, 160, 3) Discrete(3) (-inf, inf) 100000 100 None
FreewayNoFrameskip-v0 Box(210, 160, 3) Discrete(3) (-inf, inf) 400000 100 None
FreewayNoFrameskip-v4 Box(210, 160, 3) Discrete(3) (-inf, inf) 400000 100 None
Frostbite-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
Frostbite-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
FrostbiteDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
FrostbiteDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
FrostbiteNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
FrostbiteNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
Gravitar-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
Gravitar-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
GravitarDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
GravitarDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
GravitarNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
GravitarNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
Hero-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
Hero-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
HeroDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
HeroDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
HeroNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
HeroNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
IceHockey-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
IceHockey-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
IceHockeyDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
IceHockeyDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
IceHockeyNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
IceHockeyNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
Jamesbond-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
Jamesbond-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
JamesbondDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
JamesbondDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
JamesbondNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
JamesbondNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
Kangaroo-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
Kangaroo-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
KangarooDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
KangarooDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
KangarooNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
KangarooNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
Krull-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
Krull-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
KrullDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
KrullDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
KrullNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
KrullNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
KungFuMaster-v0 Box(210, 160, 3) Discrete(14) (-inf, inf) 10000 100 None
KungFuMaster-v4 Box(210, 160, 3) Discrete(14) (-inf, inf) 100000 100 None
KungFuMasterDeterministic-v0 Box(210, 160, 3) Discrete(14) (-inf, inf) 100000 100 None
KungFuMasterDeterministic-v4 Box(210, 160, 3) Discrete(14) (-inf, inf) 100000 100 None
KungFuMasterNoFrameskip-v0 Box(210, 160, 3) Discrete(14) (-inf, inf) 400000 100 None
KungFuMasterNoFrameskip-v4 Box(210, 160, 3) Discrete(14) (-inf, inf) 400000 100 None
MontezumaRevenge-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
MontezumaRevenge-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
MontezumaRevengeDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
MontezumaRevengeDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
MontezumaRevengeNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
MontezumaRevengeNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
MsPacman-v0 Box(210, 160, 3) Discrete(9) (-inf, inf) 10000 100 None
MsPacman-v4 Box(210, 160, 3) Discrete(9) (-inf, inf) 100000 100 None
MsPacmanDeterministic-v0 Box(210, 160, 3) Discrete(9) (-inf, inf) 100000 100 None
MsPacmanDeterministic-v4 Box(210, 160, 3) Discrete(9) (-inf, inf) 100000 100 None
MsPacmanNoFrameskip-v0 Box(210, 160, 3) Discrete(9) (-inf, inf) 400000 100 None
MsPacmanNoFrameskip-v4 Box(210, 160, 3) Discrete(9) (-inf, inf) 400000 100 None
NameThisGame-v0 Box(210, 160, 3) Discrete(6) (-inf, inf) 10000 100 None
NameThisGame-v4 Box(210, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
NameThisGameDeterministic-v0 Box(210, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
NameThisGameDeterministic-v4 Box(210, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
NameThisGameNoFrameskip-v0 Box(210, 160, 3) Discrete(6) (-inf, inf) 400000 100 None
NameThisGameNoFrameskip-v4 Box(210, 160, 3) Discrete(6) (-inf, inf) 400000 100 None
Phoenix-v0 Box(210, 160, 3) Discrete(8) (-inf, inf) 10000 100 None
Phoenix-v4 Box(210, 160, 3) Discrete(8) (-inf, inf) 100000 100 None
PhoenixDeterministic-v0 Box(210, 160, 3) Discrete(8) (-inf, inf) 100000 100 None
PhoenixDeterministic-v4 Box(210, 160, 3) Discrete(8) (-inf, inf) 100000 100 None
PhoenixNoFrameskip-v0 Box(210, 160, 3) Discrete(8) (-inf, inf) 400000 100 None
PhoenixNoFrameskip-v4 Box(210, 160, 3) Discrete(8) (-inf, inf) 400000 100 None
Pitfall-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
Pitfall-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
PitfallDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
PitfallDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
PitfallNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
PitfallNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
Pong-v0 Box(210, 160, 3) Discrete(6) (-inf, inf) 10000 100 None
Pong-v4 Box(210, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
PongDeterministic-v0 Box(210, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
PongDeterministic-v4 Box(210, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
PongNoFrameskip-v0 Box(210, 160, 3) Discrete(6) (-inf, inf) 400000 100 None
PongNoFrameskip-v4 Box(210, 160, 3) Discrete(6) (-inf, inf) 400000 100 None
PrivateEye-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
PrivateEye-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
PrivateEyeDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
PrivateEyeDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
PrivateEyeNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
PrivateEyeNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
Qbert-v0 Box(210, 160, 3) Discrete(6) (-inf, inf) 10000 100 None
Qbert-v4 Box(210, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
QbertDeterministic-v0 Box(210, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
QbertDeterministic-v4 Box(210, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
QbertNoFrameskip-v0 Box(210, 160, 3) Discrete(6) (-inf, inf) 400000 100 None
QbertNoFrameskip-v4 Box(210, 160, 3) Discrete(6) (-inf, inf) 400000 100 None
Riverraid-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
Riverraid-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
RiverraidDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
RiverraidDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
RiverraidNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
RiverraidNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
RoadRunner-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
RoadRunner-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
RoadRunnerDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
RoadRunnerDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
RoadRunnerNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
RoadRunnerNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
Robotank-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
Robotank-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
RobotankDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
RobotankDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
RobotankNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
RobotankNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
Seaquest-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
Seaquest-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
SeaquestDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
SeaquestDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
SeaquestNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
SeaquestNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
Solaris-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
Solaris-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
SolarisDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
SolarisDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
SolarisNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
SolarisNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
SpaceInvaders-v0 Box(210, 160, 3) Discrete(6) (-inf, inf) 10000 100 None
SpaceInvaders-v4 Box(210, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
SpaceInvadersDeterministic-v0 Box(210, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
SpaceInvadersDeterministic-v4 Box(210, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
SpaceInvadersNoFrameskip-v0 Box(210, 160, 3) Discrete(6) (-inf, inf) 300000 100 None
SpaceInvadersNoFrameskip-v4 Box(210, 160, 3) Discrete(6) (-inf, inf) 300000 100 None
StarGunner-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
StarGunner-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
StarGunnerDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
StarGunnerDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
StarGunnerNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
StarGunnerNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
TimePilot-v0 Box(210, 160, 3) Discrete(10) (-inf, inf) 10000 100 None
TimePilot-v4 Box(210, 160, 3) Discrete(10) (-inf, inf) 100000 100 None
TimePilotDeterministic-v0 Box(210, 160, 3) Discrete(10) (-inf, inf) 100000 100 None
TimePilotDeterministic-v4 Box(210, 160, 3) Discrete(10) (-inf, inf) 100000 100 None
TimePilotNoFrameskip-v0 Box(210, 160, 3) Discrete(10) (-inf, inf) 400000 100 None
TimePilotNoFrameskip-v4 Box(210, 160, 3) Discrete(10) (-inf, inf) 400000 100 None
UpNDown-v0 Box(210, 160, 3) Discrete(6) (-inf, inf) 10000 100 None
UpNDown-v4 Box(210, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
UpNDownDeterministic-v0 Box(210, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
UpNDownDeterministic-v4 Box(210, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
UpNDownNoFrameskip-v0 Box(210, 160, 3) Discrete(6) (-inf, inf) 400000 100 None
UpNDownNoFrameskip-v4 Box(210, 160, 3) Discrete(6) (-inf, inf) 400000 100 None
Venture-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
Venture-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
VentureDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
VentureDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
VentureNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
VentureNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
YarsRevenge-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
YarsRevenge-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
YarsRevengeDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
YarsRevengeDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
YarsRevengeNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
YarsRevengeNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
Zaxxon-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
Zaxxon-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
ZaxxonDeterministic-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
ZaxxonDeterministic-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
ZaxxonNoFrameskip-v0 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
ZaxxonNoFrameskip-v4 Box(210, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
JourneyEscape-v0 Box(230, 160, 3) Discrete(16) (-inf, inf) 10000 100 None
JourneyEscape-v4 Box(230, 160, 3) Discrete(16) (-inf, inf) 100000 100 None
JourneyEscapeDeterministic-v0 Box(230, 160, 3) Discrete(16) (-inf, inf) 100000 100 None
JourneyEscapeDeterministic-v4 Box(230, 160, 3) Discrete(16) (-inf, inf) 100000 100 None
JourneyEscapeNoFrameskip-v0 Box(230, 160, 3) Discrete(16) (-inf, inf) 400000 100 None
JourneyEscapeNoFrameskip-v4 Box(230, 160, 3) Discrete(16) (-inf, inf) 400000 100 None
Adventure-v0 Box(250, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
Adventure-v4 Box(250, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
AdventureDeterministic-v0 Box(250, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
AdventureDeterministic-v4 Box(250, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
AdventureNoFrameskip-v0 Box(250, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
AdventureNoFrameskip-v4 Box(250, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
AirRaid-v0 Box(250, 160, 3) Discrete(6) (-inf, inf) 10000 100 None
AirRaid-v4 Box(250, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
AirRaidDeterministic-v0 Box(250, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
AirRaidDeterministic-v4 Box(250, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
AirRaidNoFrameskip-v0 Box(250, 160, 3) Discrete(6) (-inf, inf) 400000 100 None
AirRaidNoFrameskip-v4 Box(250, 160, 3) Discrete(6) (-inf, inf) 400000 100 None
Amidar-v0 Box(250, 160, 3) Discrete(10) (-inf, inf) 10000 100 None
Amidar-v4 Box(250, 160, 3) Discrete(10) (-inf, inf) 100000 100 None
AmidarDeterministic-v0 Box(250, 160, 3) Discrete(10) (-inf, inf) 100000 100 None
AmidarDeterministic-v4 Box(250, 160, 3) Discrete(10) (-inf, inf) 100000 100 None
AmidarNoFrameskip-v0 Box(250, 160, 3) Discrete(10) (-inf, inf) 400000 100 None
AmidarNoFrameskip-v4 Box(250, 160, 3) Discrete(10) (-inf, inf) 400000 100 None
Assault-v0 Box(250, 160, 3) Discrete(7) (-inf, inf) 10000 100 None
Assault-v4 Box(250, 160, 3) Discrete(7) (-inf, inf) 100000 100 None
AssaultDeterministic-v0 Box(250, 160, 3) Discrete(7) (-inf, inf) 100000 100 None
AssaultDeterministic-v4 Box(250, 160, 3) Discrete(7) (-inf, inf) 100000 100 None
AssaultNoFrameskip-v0 Box(250, 160, 3) Discrete(7) (-inf, inf) 400000 100 None
AssaultNoFrameskip-v4 Box(250, 160, 3) Discrete(7) (-inf, inf) 400000 100 None
BankHeist-v0 Box(250, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
BankHeist-v4 Box(250, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
BankHeistDeterministic-v0 Box(250, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
BankHeistDeterministic-v4 Box(250, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
BankHeistNoFrameskip-v0 Box(250, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
BankHeistNoFrameskip-v4 Box(250, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
Carnival-v0 Box(250, 160, 3) Discrete(6) (-inf, inf) 10000 100 None
Carnival-v4 Box(250, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
CarnivalDeterministic-v0 Box(250, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
CarnivalDeterministic-v4 Box(250, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
CarnivalNoFrameskip-v0 Box(250, 160, 3) Discrete(6) (-inf, inf) 400000 100 None
CarnivalNoFrameskip-v4 Box(250, 160, 3) Discrete(6) (-inf, inf) 400000 100 None
Centipede-v0 Box(250, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
Centipede-v4 Box(250, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
CentipedeDeterministic-v0 Box(250, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
CentipedeDeterministic-v4 Box(250, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
CentipedeNoFrameskip-v0 Box(250, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
CentipedeNoFrameskip-v4 Box(250, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
DoubleDunk-v0 Box(250, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
DoubleDunk-v4 Box(250, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
DoubleDunkDeterministic-v0 Box(250, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
DoubleDunkDeterministic-v4 Box(250, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
DoubleDunkNoFrameskip-v0 Box(250, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
DoubleDunkNoFrameskip-v4 Box(250, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
Gopher-v0 Box(250, 160, 3) Discrete(8) (-inf, inf) 10000 100 None
Gopher-v4 Box(250, 160, 3) Discrete(8) (-inf, inf) 100000 100 None
GopherDeterministic-v0 Box(250, 160, 3) Discrete(8) (-inf, inf) 100000 100 None
GopherDeterministic-v4 Box(250, 160, 3) Discrete(8) (-inf, inf) 100000 100 None
GopherNoFrameskip-v0 Box(250, 160, 3) Discrete(8) (-inf, inf) 400000 100 None
GopherNoFrameskip-v4 Box(250, 160, 3) Discrete(8) (-inf, inf) 400000 100 None
Pooyan-v0 Box(250, 160, 3) Discrete(6) (-inf, inf) 10000 100 None
Pooyan-v4 Box(250, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
PooyanDeterministic-v0 Box(250, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
PooyanDeterministic-v4 Box(250, 160, 3) Discrete(6) (-inf, inf) 100000 100 None
PooyanNoFrameskip-v0 Box(250, 160, 3) Discrete(6) (-inf, inf) 400000 100 None
PooyanNoFrameskip-v4 Box(250, 160, 3) Discrete(6) (-inf, inf) 400000 100 None
Skiing-v0 Box(250, 160, 3) Discrete(3) (-inf, inf) 10000 100 None
Skiing-v4 Box(250, 160, 3) Discrete(3) (-inf, inf) 100000 100 None
SkiingDeterministic-v0 Box(250, 160, 3) Discrete(3) (-inf, inf) 100000 100 None
SkiingDeterministic-v4 Box(250, 160, 3) Discrete(3) (-inf, inf) 100000 100 None
SkiingNoFrameskip-v0 Box(250, 160, 3) Discrete(3) (-inf, inf) 400000 100 None
SkiingNoFrameskip-v4 Box(250, 160, 3) Discrete(3) (-inf, inf) 400000 100 None
Tennis-v0 Box(250, 160, 3) Discrete(18) (-inf, inf) 10000 100 None
Tennis-v4 Box(250, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
TennisDeterministic-v0 Box(250, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
TennisDeterministic-v4 Box(250, 160, 3) Discrete(18) (-inf, inf) 100000 100 None
TennisNoFrameskip-v0 Box(250, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
TennisNoFrameskip-v4 Box(250, 160, 3) Discrete(18) (-inf, inf) 400000 100 None
Tutankham-v0 Box(250, 160, 3) Discrete(8) (-inf, inf) 10000 100 None
Tutankham-v4 Box(250, 160, 3) Discrete(8) (-inf, inf) 100000 100 None
TutankhamDeterministic-v0 Box(250, 160, 3) Discrete(8) (-inf, inf) 100000 100 None
TutankhamDeterministic-v4 Box(250, 160, 3) Discrete(8) (-inf, inf) 100000 100 None
TutankhamNoFrameskip-v0 Box(250, 160, 3) Discrete(8) (-inf, inf) 400000 100 None
TutankhamNoFrameskip-v4 Box(250, 160, 3) Discrete(8) (-inf, inf) 400000 100 None
VideoPinball-v0 Box(250, 160, 3) Discrete(9) (-inf, inf) 10000 100 None
VideoPinball-v4 Box(250, 160, 3) Discrete(9) (-inf, inf) 100000 100 None
VideoPinballDeterministic-v0 Box(250, 160, 3) Discrete(9) (-inf, inf) 100000 100 None
VideoPinballDeterministic-v4 Box(250, 160, 3) Discrete(9) (-inf, inf) 100000 100 None
VideoPinballNoFrameskip-v0 Box(250, 160, 3) Discrete(9) (-inf, inf) 400000 100 None
VideoPinballNoFrameskip-v4 Box(250, 160, 3) Discrete(9) (-inf, inf) 400000 100 None
WizardOfWor-v0 Box(250, 160, 3) Discrete(10) (-inf, inf) 10000 100 None
WizardOfWor-v4 Box(250, 160, 3) Discrete(10) (-inf, inf) 100000 100 None
WizardOfWorDeterministic-v0 Box(250, 160, 3) Discrete(10) (-inf, inf) 100000 100 None
WizardOfWorDeterministic-v4 Box(250, 160, 3) Discrete(10) (-inf, inf) 100000 100 None
WizardOfWorNoFrameskip-v0 Box(250, 160, 3) Discrete(10) (-inf, inf) 400000 100 None
WizardOfWorNoFrameskip-v4 Box(250, 160, 3) Discrete(10) (-inf, inf) 400000 100 None
Roulette-v0 Discrete(1) Discrete(38) (-inf, inf) 100 100 None
Reverse-v0 Discrete(3) Tuple(Discrete(2), Discrete(2), Discrete(2)) (-inf, inf) 200 100 25.0
ReversedAddition-v0 Discrete(4) Tuple(Discrete(4), Discrete(2), Discrete(3)) (-inf, inf) 200 100 25.0
ReversedAddition3-v0 Discrete(4) Tuple(Discrete(4), Discrete(2), Discrete(3)) (-inf, inf) 200 100 25.0
GuessingGame-v0 Discrete(4) Box(1,) (-inf, inf) 200 100 None
HotterColder-v0 Discrete(4) Box(1,) (-inf, inf) 200 100 None
NChain-v0 Discrete(5) Discrete(2) (-inf, inf) 1000 100 None
Copy-v0 Discrete(6) Tuple(Discrete(2), Discrete(2), Discrete(5)) (-inf, inf) 200 100 25.0
RepeatCopy-v0 Discrete(6) Tuple(Discrete(2), Discrete(2), Discrete(5)) (-inf, inf) 200 100 75.0
DuplicatedInput-v0 Discrete(6) Tuple(Discrete(2), Discrete(2), Discrete(5)) (-inf, inf) 200 100 9.0
FrozenLake-v0 Discrete(16) Discrete(4) (0, 1) 100 100 0.78
CliffWalking-v0 Discrete(48) Discrete(4) (-inf, inf) None 100 None
FrozenLake8x8-v0 Discrete(64) Discrete(4) (0, 1) 200 100 0.99
Taxi-v2 Discrete(500) Discrete(6) (-inf, inf) 200 100 8
KellyCoinflipGeneralized-v0 Tuple(Box(1,), Discrete(283), Discrete(283), Discrete(283), Box(1,)) Discrete(28800) (0, 288.0) None 100 None
KellyCoinflip-v0 Tuple(Box(1,), Discrete(301)) Discrete(25000) (0, 250.0) None 100 246.61
Blackjack-v0 Tuple(Discrete(32), Discrete(11), Discrete(2)) Discrete(2) (-inf, inf) None 100 None
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