From f7c3c2a8c913311d231808b3650b9364cd863cba Mon Sep 17 00:00:00 2001
From: pseudo-rnd-thoughts Linux x64 3.8+ 3.9+ macOS x64, arm64 3.8+ 3.9+ Windows AMD64 3.8+ 3.9+Python Interface
-
+
-
+
@@ -453,7 +453,7 @@
-
+Python Interfaceale_py
from ale_py import ALEInterface
+from ale_py import ALEInterface
ale = ALEInterface()
@@ -461,8 +461,8 @@ Python Interface
Gymnasium API¶
ALE supports the Gymnasium API such that all the setup required for interacting with the emulator is complete. See the environment page for all the available ROMs and the gymnasium getting started page for how to interact.
-import gymnasium as gym
-import ale_py
+import gymnasium as gym
+import ale_py
gym.register_envs(ale_py)
diff --git a/main/gymnasium-interface/index.html b/main/gymnasium-interface/index.html
index b3cd539b7..f9cca46ad 100644
--- a/main/gymnasium-interface/index.html
+++ b/main/gymnasium-interface/index.html
@@ -13,9 +13,9 @@
Gymnasium Interface - ALE Documentation
-
+
-
+
@@ -422,8 +422,8 @@
Gymnasium Interface¶
ALE natively supports Gymnasium. To use these new environments you can simply:
-import gymnasium as gym
-import ale_py
+import gymnasium as gym
+import ale_py
env = gym.make('ALE/Breakout-v5')
@@ -433,7 +433,7 @@ Gymnasium Interface
Visualization¶
Gymnasium supports the .render()
method on environments that supports frame perfect visualization, proper scaling, and audio support. The render_mode
argument supports either human | rgb_array
. For example,
-import gymnasium as gym
+import gymnasium as gym
env = gym.make('Breakout-v0', render_mode='human')
@@ -444,9 +444,9 @@ Continuous Action SpaceBy default, ALE supports discrete actions related to the cardinal directions and fire (e.g., UP
, DOWN
, LEFT
, FIRE
).
With continuous
, Atari environment can be modified to support continuous actions, first proposed in CALE: Continuous Arcade Learning Environment.
To initialize an environment with continuous actions, simply use the argument continuous=True
in the gymnasium.make
:
->>> import gymnasium as gym
->>> import numpy as np
->>> import ale_py
+>>> import gymnasium as gym
+>>> import numpy as np
+>>> import ale_py
>>> gym.register_envs(ale_py)
>>> env = gym.make("ALE/Breakout-v5", continuous=True)
diff --git a/main/index.html b/main/index.html
index ce897cf6c..429655384 100644
--- a/main/index.html
+++ b/main/index.html
@@ -13,9 +13,9 @@
ALE Documentation
-
+
-
+
@@ -422,8 +422,8 @@
Arcade Learning Environment¶
The Arcade Learning Environment (ALE), commonly referred to as Atari, is a framework that allows researchers and hobbyists to develop AI agents for Atari 2600 roms. Its built on top of the Atari 2600 emulator Stella and separates the details of emulation from agent design. Users can interact with the games through the Gymnasium API, Python interface and C++ interface. For an overview of our goals for the ALE read The Arcade Learning Environment: An Evaluation Platform for General Agents and if you use ALE in your research, we ask that you please cite the appropriate paper(s) in reference to the environment.
-import gymnasium as gym
-import ale_py
+import gymnasium as gym
+import ale_py
gym.register_envs(ale_py)
diff --git a/main/multi-agent-environments/basketball_pong/index.html b/main/multi-agent-environments/basketball_pong/index.html
index b97486a5c..0c7f9a762 100644
--- a/main/multi-agent-environments/basketball_pong/index.html
+++ b/main/multi-agent-environments/basketball_pong/index.html
@@ -13,9 +13,9 @@
Basketball Pong - ALE Documentation
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+
-
+
diff --git a/main/multi-agent-environments/boxing/index.html b/main/multi-agent-environments/boxing/index.html
index 458a79702..ef7b30a71 100644
--- a/main/multi-agent-environments/boxing/index.html
+++ b/main/multi-agent-environments/boxing/index.html
@@ -13,9 +13,9 @@
Boxing - ALE Documentation
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+
-
+
diff --git a/main/multi-agent-environments/combat_plane/index.html b/main/multi-agent-environments/combat_plane/index.html
index 74158c2ed..279fb199b 100644
--- a/main/multi-agent-environments/combat_plane/index.html
+++ b/main/multi-agent-environments/combat_plane/index.html
@@ -13,9 +13,9 @@
Combat: Plane - ALE Documentation
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+
-
+
diff --git a/main/multi-agent-environments/combat_tank/index.html b/main/multi-agent-environments/combat_tank/index.html
index 6adc722cc..335a50cb4 100644
--- a/main/multi-agent-environments/combat_tank/index.html
+++ b/main/multi-agent-environments/combat_tank/index.html
@@ -13,9 +13,9 @@
Combat: Tank - ALE Documentation
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+
-
+
diff --git a/main/multi-agent-environments/double_dunk/index.html b/main/multi-agent-environments/double_dunk/index.html
index 9dbf2d162..ec724c76c 100644
--- a/main/multi-agent-environments/double_dunk/index.html
+++ b/main/multi-agent-environments/double_dunk/index.html
@@ -13,9 +13,9 @@
Double Dunk - ALE Documentation
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+
-
+
diff --git a/main/multi-agent-environments/entombed_competitive/index.html b/main/multi-agent-environments/entombed_competitive/index.html
index a4857d65a..09f5b2720 100644
--- a/main/multi-agent-environments/entombed_competitive/index.html
+++ b/main/multi-agent-environments/entombed_competitive/index.html
@@ -13,9 +13,9 @@
Emtombed: Competitive - ALE Documentation
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+
-
+
diff --git a/main/multi-agent-environments/entombed_cooperative/index.html b/main/multi-agent-environments/entombed_cooperative/index.html
index 26c72a82f..03380780d 100644
--- a/main/multi-agent-environments/entombed_cooperative/index.html
+++ b/main/multi-agent-environments/entombed_cooperative/index.html
@@ -13,9 +13,9 @@
Emtombed: Cooperative - ALE Documentation
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+
-
+
diff --git a/main/multi-agent-environments/flag_capture/index.html b/main/multi-agent-environments/flag_capture/index.html
index 241952bd3..77ddc27e1 100644
--- a/main/multi-agent-environments/flag_capture/index.html
+++ b/main/multi-agent-environments/flag_capture/index.html
@@ -13,9 +13,9 @@
Flag Capture - ALE Documentation
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+
-
+
diff --git a/main/multi-agent-environments/foozpong/index.html b/main/multi-agent-environments/foozpong/index.html
index 928c55f6d..76183aeff 100644
--- a/main/multi-agent-environments/foozpong/index.html
+++ b/main/multi-agent-environments/foozpong/index.html
@@ -13,9 +13,9 @@
Foozpong - ALE Documentation
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+
-
+
diff --git a/main/multi-agent-environments/ice_hockey/index.html b/main/multi-agent-environments/ice_hockey/index.html
index de947038a..a5277ccfc 100644
--- a/main/multi-agent-environments/ice_hockey/index.html
+++ b/main/multi-agent-environments/ice_hockey/index.html
@@ -13,9 +13,9 @@
Ice Hockey - ALE Documentation
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+
-
+
diff --git a/main/multi-agent-environments/index.html b/main/multi-agent-environments/index.html
index dcfc4876b..e08c9973c 100644
--- a/main/multi-agent-environments/index.html
+++ b/main/multi-agent-environments/index.html
@@ -13,9 +13,9 @@
Multi-agent environments - ALE Documentation
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+
-
+
@@ -731,7 +731,7 @@ Installation
Usage¶
To launch a Space Invaders environment with agents taking random actions:
-from pettingzoo.atari import space_invaders_v2
+from pettingzoo.atari import space_invaders_v2
env = space_invaders_v2.env(render_mode="human")
env.reset()
@@ -765,8 +765,8 @@ Preprocessingimport supersuit
-from pettingzoo.atari import space_invaders_v1
+import supersuit
+from pettingzoo.atari import space_invaders_v1
env = space_invaders_v1.env()
diff --git a/main/multi-agent-environments/joust/index.html b/main/multi-agent-environments/joust/index.html
index a18f5a282..84fb020ec 100644
--- a/main/multi-agent-environments/joust/index.html
+++ b/main/multi-agent-environments/joust/index.html
@@ -13,9 +13,9 @@
Joust - ALE Documentation
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+
-
+
diff --git a/main/multi-agent-environments/mario_bros/index.html b/main/multi-agent-environments/mario_bros/index.html
index daf1da9da..2d05a5941 100644
--- a/main/multi-agent-environments/mario_bros/index.html
+++ b/main/multi-agent-environments/mario_bros/index.html
@@ -13,9 +13,9 @@
Mario Bros - ALE Documentation
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+
-
+
diff --git a/main/multi-agent-environments/maze_craze/index.html b/main/multi-agent-environments/maze_craze/index.html
index e1dffa04f..abfe626be 100644
--- a/main/multi-agent-environments/maze_craze/index.html
+++ b/main/multi-agent-environments/maze_craze/index.html
@@ -13,9 +13,9 @@
Maze Craze - ALE Documentation
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+
-
+
diff --git a/main/multi-agent-environments/othello/index.html b/main/multi-agent-environments/othello/index.html
index e63bd6b74..f791682a7 100644
--- a/main/multi-agent-environments/othello/index.html
+++ b/main/multi-agent-environments/othello/index.html
@@ -13,9 +13,9 @@
Othello - ALE Documentation
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+
-
+
diff --git a/main/multi-agent-environments/pong/index.html b/main/multi-agent-environments/pong/index.html
index 930a42829..25400ae61 100644
--- a/main/multi-agent-environments/pong/index.html
+++ b/main/multi-agent-environments/pong/index.html
@@ -13,9 +13,9 @@
Pong - ALE Documentation
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+
-
+
diff --git a/main/multi-agent-environments/quadrapong/index.html b/main/multi-agent-environments/quadrapong/index.html
index 7aae7ded2..6b286d399 100644
--- a/main/multi-agent-environments/quadrapong/index.html
+++ b/main/multi-agent-environments/quadrapong/index.html
@@ -13,9 +13,9 @@
Quadrapong - ALE Documentation
-
+
-
+
diff --git a/main/multi-agent-environments/space_invaders/index.html b/main/multi-agent-environments/space_invaders/index.html
index f5421b0af..9bc50abf9 100644
--- a/main/multi-agent-environments/space_invaders/index.html
+++ b/main/multi-agent-environments/space_invaders/index.html
@@ -13,9 +13,9 @@
Space Invaders - ALE Documentation
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+
-
+
diff --git a/main/multi-agent-environments/space_war/index.html b/main/multi-agent-environments/space_war/index.html
index e64e2a8fe..8dbf1b1bf 100644
--- a/main/multi-agent-environments/space_war/index.html
+++ b/main/multi-agent-environments/space_war/index.html
@@ -13,9 +13,9 @@
Space War - ALE Documentation
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+
-
+
diff --git a/main/multi-agent-environments/surround/index.html b/main/multi-agent-environments/surround/index.html
index 3caa78b81..1b432c12f 100644
--- a/main/multi-agent-environments/surround/index.html
+++ b/main/multi-agent-environments/surround/index.html
@@ -13,9 +13,9 @@
Surround - ALE Documentation
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+
-
+
diff --git a/main/multi-agent-environments/tennis/index.html b/main/multi-agent-environments/tennis/index.html
index ea75162d3..d70c54a67 100644
--- a/main/multi-agent-environments/tennis/index.html
+++ b/main/multi-agent-environments/tennis/index.html
@@ -13,9 +13,9 @@
Tennis - ALE Documentation
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+
-
+
diff --git a/main/multi-agent-environments/video_checkers/index.html b/main/multi-agent-environments/video_checkers/index.html
index f98b51701..9656ed3b7 100644
--- a/main/multi-agent-environments/video_checkers/index.html
+++ b/main/multi-agent-environments/video_checkers/index.html
@@ -13,9 +13,9 @@
Video Checkers - ALE Documentation
-
+
-
+
diff --git a/main/multi-agent-environments/volleyball_pong/index.html b/main/multi-agent-environments/volleyball_pong/index.html
index 0a9a6ef25..3b7136043 100644
--- a/main/multi-agent-environments/volleyball_pong/index.html
+++ b/main/multi-agent-environments/volleyball_pong/index.html
@@ -13,9 +13,9 @@
Volleyball Pong - ALE Documentation
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+
-
+
diff --git a/main/multi-agent-environments/warlords/index.html b/main/multi-agent-environments/warlords/index.html
index 93b19d7ef..d322dc8bf 100644
--- a/main/multi-agent-environments/warlords/index.html
+++ b/main/multi-agent-environments/warlords/index.html
@@ -13,9 +13,9 @@
Warlords - ALE Documentation
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+
-
+
diff --git a/main/multi-agent-environments/wizard_of_wor/index.html b/main/multi-agent-environments/wizard_of_wor/index.html
index bd0682be7..f072bebfd 100644
--- a/main/multi-agent-environments/wizard_of_wor/index.html
+++ b/main/multi-agent-environments/wizard_of_wor/index.html
@@ -13,9 +13,9 @@
Wizard of Wor - ALE Documentation
-
+
-
+
diff --git a/main/python-interface/index.html b/main/python-interface/index.html
index ce110d16a..45f9d2a1c 100644
--- a/main/python-interface/index.html
+++ b/main/python-interface/index.html
@@ -13,9 +13,9 @@
Python Interface - ALE Documentation
-
+
-
+
@@ -422,11 +422,11 @@
Python Interface¶
Aside from a few minor differences, the Python interface mirrors the C++ interface. For example, the following implements a random agent:
-import sys
-from random import randrange
-from ale_py import ALEInterface
+import sys
+from random import randrange
+from ale_py import ALEInterface
-def main(rom_file):
+def main(rom_file):
ale = ALEInterface()
ale.setInt('random_seed', 123)
ale.loadROM(rom_file)
diff --git a/main/release_notes/index.html b/main/release_notes/index.html
index e24739b07..b4aeeb02c 100644
--- a/main/release_notes/index.html
+++ b/main/release_notes/index.html
@@ -13,9 +13,9 @@
ALE Release Notes - ALE Documentation
-
+
-
+
diff --git a/main/search/index.html b/main/search/index.html
index f8408ceae..48a6606bf 100644
--- a/main/search/index.html
+++ b/main/search/index.html
@@ -10,9 +10,9 @@
- Search - ALE Documentation
+ Search - ALE Documentation
-
+
diff --git a/main/searchindex.js b/main/searchindex.js
index 4269e267d..187374ab6 100644
--- a/main/searchindex.js
+++ b/main/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"404 - Page Not Found": [[0, null]], "ALE Release Notes": [[141, null]], "ALE v0.10.1": [[141, "release-v0-10-1"]], "ALE v0.9.0": [[141, "release-v0-9-0"]], "ALE v0.9.1": [[141, "release-v0-9-1"]], "ALE-docs": [[1, null]], "Action Repeat Stochasticity": [[4, "action-repeat-stochasticity"]], "Action Space": [[5, "action-space"], [117, "action-space"], [118, "action-space"], [119, "action-space"], [120, "action-space"], [121, "action-space"], [122, "action-space"], [125, "action-space"], [126, "action-space"], [127, "action-space"], [128, "action-space"], [133, "action-space"], [135, "action-space"], [139, "action-space"]], "Action Space (Minimal)": [[116, "action-space-minimal"], [123, "action-space-minimal"], [124, "action-space-minimal"], [129, "action-space-minimal"], [130, "action-space-minimal"], [131, "action-space-minimal"], [132, "action-space-minimal"], [134, "action-space-minimal"], [136, "action-space-minimal"], [137, "action-space-minimal"], [138, "action-space-minimal"]], "Actions": [[6, "actions"], [7, "actions"], [8, "actions"], [9, "actions"], [10, "actions"], [11, "actions"], [12, "actions"], [13, "actions"], [14, "actions"], [15, "actions"], [16, "actions"], [17, "actions"], [18, "actions"], [19, "actions"], [20, "actions"], [21, "actions"], [22, "actions"], [23, "actions"], [24, "actions"], [25, "actions"], [26, "actions"], [27, "actions"], [28, "actions"], [30, "actions"], [31, "actions"], [32, "actions"], [33, "actions"], [34, "actions"], [35, "actions"], [36, "actions"], [37, "actions"], [38, "actions"], [39, "actions"], [40, "actions"], [41, "actions"], [42, "actions"], [43, "actions"], [44, "actions"], [45, "actions"], [46, "actions"], [47, "actions"], [48, "actions"], [49, "actions"], [50, "actions"], [51, "actions"], [52, "actions"], [53, "actions"], [54, "actions"], [55, "actions"], [56, "actions"], [57, "actions"], [58, "actions"], [59, "actions"], [60, "actions"], [61, "actions"], [62, "actions"], [63, "actions"], [64, "actions"], [65, "actions"], [66, "actions"], [67, "actions"], [68, "actions"], [69, "actions"], [70, "actions"], [71, "actions"], [72, "actions"], [73, "actions"], [74, "actions"], [75, "actions"], [76, "actions"], [77, "actions"], [78, "actions"], [79, "actions"], [80, "actions"], [81, "actions"], [82, "actions"], [83, "actions"], [84, "actions"], [85, "actions"], [86, "actions"], [87, "actions"], [88, "actions"], [89, "actions"], [90, "actions"], [91, "actions"], [92, "actions"], [93, "actions"], [94, "actions"], [95, "actions"], [96, "actions"], [97, "actions"], [98, "actions"], [99, "actions"], [100, "actions"], [101, "actions"], [102, "actions"], [103, "actions"], [104, "actions"], [105, "actions"], [106, "actions"], [107, "actions"], [108, "actions"], [109, "actions"], [110, "actions"]], "Adventure": [[6, null]], "AirRaid": [[7, null]], "Alien": [[8, null]], "Amidar": [[9, null]], "Arcade Learning Environment": [[114, null]], "Assault": [[10, null]], "Asterix": [[11, null]], "Asteroids": [[12, null]], "Atlantis": [[13, null]], "Atlantis2": [[14, null]], "Available Actions": [[4, "available-actions"]], "Backgammon": [[15, null]], "BankHeist": [[16, null]], "BasicMath": [[17, null]], "Basketball Pong": [[116, null]], "BattleZone": [[18, null]], "BeamRider": [[19, null]], "Berzerk": [[20, null]], "Blackjack": [[21, null]], "Bowling": [[22, null]], "Boxing": [[23, null], [117, null]], "Breakout": [[24, null]], "Build the Documentation": [[1, "build-the-documentation"]], "C++ Interface": [[3, null], [112, "c-interface"]], "Can I extract other state information such as the x,y position of sprites?": [[111, "can-i-extract-other-state-information-such-as-the-x-y-position-of-sprites"]], "Carnival": [[25, null]], "Casino": [[26, null]], "Centipede": [[27, null]], "ChopperCommand": [[28, null]], "Citation": [[115, "citation"]], "Cite ALE": [[2, null]], "Color Averaging": [[4, "color-averaging"]], "Combat: Plane": [[118, null]], "Combat: Tank": [[119, null]], "Common Arguments": [[5, "common-arguments"]], "Common Parameters": [[115, "common-parameters"]], "Complete List - Atari": [[29, null]], "Continuous Action Space": [[113, "continuous-action-space"]], "Continuous action space": [[5, "continuous-action-space"]], "CrazyClimber": [[30, null]], "Crossbow": [[31, null]], "Darkchambers": [[32, null]], "Defender": [[33, null]], "DemonAttack": [[34, null]], "Description": [[6, "description"], [7, "description"], [8, "description"], [9, "description"], [10, "description"], [11, "description"], [12, "description"], [13, "description"], [14, "description"], [15, "description"], [16, "description"], [17, "description"], [18, "description"], [19, "description"], [20, "description"], [21, "description"], [22, "description"], [23, "description"], [24, "description"], [25, "description"], [26, "description"], [27, "description"], [28, "description"], [30, "description"], [31, "description"], [32, "description"], [33, "description"], [34, "description"], [35, "description"], [36, "description"], [37, "description"], [38, "description"], [39, "description"], [40, "description"], [41, "description"], [42, "description"], [43, "description"], [44, "description"], [45, "description"], [46, "description"], [47, "description"], [48, "description"], [49, "description"], [50, "description"], [51, "description"], [52, "description"], [53, "description"], [54, "description"], [55, "description"], [56, "description"], [57, "description"], [58, "description"], [59, "description"], [60, "description"], [61, "description"], [62, "description"], [63, "description"], [64, "description"], [65, "description"], [66, "description"], [67, "description"], [68, "description"], [69, "description"], [70, "description"], [71, "description"], [72, "description"], [73, "description"], [74, "description"], [75, "description"], [76, "description"], [77, "description"], [78, "description"], [79, "description"], [80, "description"], [81, 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6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 112, 113, 114, 115, 140, 141, 142], "If": [1, 2, 5, 11, 16, 23, 27, 49, 79, 87, 94, 112, 114, 115, 116, 119, 121, 122, 123, 124, 125, 126, 127, 128, 130, 131, 132, 134, 135, 136, 137, 138, 139, 141], "In": [2, 5, 46, 55, 79, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 141], "It": [4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 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54, 55, 80, 115, 127, 128], "These": [4, 5, 112], "To": [1, 3, 5, 7, 9, 10, 11, 12, 13, 14, 15, 17, 19, 21, 22, 24, 25, 26, 28, 30, 34, 39, 44, 45, 47, 48, 56, 57, 59, 60, 62, 64, 66, 70, 71, 72, 73, 74, 75, 78, 79, 81, 86, 87, 89, 93, 95, 96, 97, 99, 100, 101, 103, 104, 106, 107, 112, 113, 115, 124, 129, 134, 136, 141], "With": [3, 4, 113], "_": [114, 142], "__all__": 141, "__dir__": 141, "__getattr__": 141, "__main__": [140, 142], "__name__": [140, 142], "_build": 1, "_script": 1, "ab": 5, "abduct": 33, "abil": [8, 132, 141], "abl": [85, 112, 118, 123, 128, 137, 141], "about": [80, 141], "abov": [5, 126, 128, 137], "absolut": 141, "acceler": 133, "accept": [118, 141], "access": [3, 4, 52], "accomplish": 4, "accordingli": 85, "account": 133, "accumul": 34, "achiev": [5, 8], "acquir": 69, "across": [11, 25, 44, 46, 52, 108, 132, 141], "act": [3, 140, 141, 142], "action": [2, 3, 29, 114, 115, 140, 141, 142], "action_idx": 141, "action_repeat_prob": 4, "action_repeat_stochast": 141, "action_spac": [112, 113, 114, 115, 142], "actionvect": 3, "activ": [84, 127], "actual": [4, 26, 141], "ad": [6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 141], "add": [4, 141], "add_execut": 3, "addit": [4, 5, 11, 27, 82, 87, 121, 122, 137, 139, 141], "addition": [128, 141], "advanc": [5, 133], "adventur": [5, 29, 141], "adventuredeterminist": 6, "adventurenoframeskip": 6, "adversari": [117, 118, 119, 120], "affect": 137, "after": [3, 4, 13, 14, 20, 27, 36, 44, 52, 89, 118, 119, 120, 122, 127, 129, 136, 142], "again": [4, 136], "against": [21, 38, 78, 94, 112, 139, 141], "agent": [2, 3, 4, 5, 38, 55, 112, 114, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142], "agent_it": 115, "ago": 141, "ai": 114, "aid": 62, "aim": 54, "air": [5, 29], "aircraft": [28, 97], "airraid": 5, "airraiddeterminist": 7, "airraidnoframeskip": 7, "al": [3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 112, 113, 114, 115, 140, 142], "ale_interfac": 3, "ale_pi": [4, 112, 113, 114, 140, 141, 142], "ale_py_rom_dir": 141, "ale_rom_dir": 141, "aleinterfac": [3, 112, 140, 141, 142], "alessiozanga": 141, "alest": 141, "alien": [5, 29, 33, 75, 91, 99, 132], "aliendeterminist": 8, "aliennoframeskip": 8, "align": 141, "aliv": 33, "all": [3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 17, 19, 21, 22, 24, 25, 26, 27, 30, 34, 38, 39, 44, 45, 47, 48, 56, 57, 59, 60, 62, 63, 64, 66, 70, 71, 72, 73, 74, 75, 76, 78, 79, 81, 84, 85, 86, 87, 88, 89, 93, 95, 96, 97, 99, 100, 101, 103, 104, 106, 107, 112, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 141], "allow": [3, 5, 26, 52, 84, 111, 112, 114, 115, 124, 127, 141], "almost": 85, "along": [6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110], "alreadi": [3, 128, 141], "also": [2, 4, 5, 20, 55, 56, 80, 81, 83, 116, 117, 120, 124, 129, 130, 131, 132, 135, 136, 137, 142], "alter": [5, 141], "altern": [4, 124, 141], "alternating_control": 132, "alwai": [5, 141], "amd64": 112, "amidar": [5, 29], "amidardeterminist": [5, 9], "amidarnoframeskip": [5, 9], "ammunit": 25, "amount": [30, 34, 39, 52, 85], "amp": 141, "an": [2, 3, 4, 5, 7, 8, 9, 10, 11, 12, 13, 14, 15, 17, 19, 20, 21, 22, 23, 24, 25, 26, 27, 30, 33, 34, 38, 39, 43, 44, 45, 46, 47, 48, 55, 56, 57, 59, 60, 62, 63, 64, 66, 70, 71, 72, 73, 74, 75, 78, 79, 81, 82, 85, 86, 87, 89, 93, 95, 96, 97, 99, 100, 101, 103, 104, 106, 107, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 141, 142], "anadrom": 141, "analog": 5, "angl": [54, 55], "ani": [4, 5, 34, 52, 84, 112, 113, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139], "annoy": 141, "anoth": [24, 105], "answer": 17, "anyth": [85, 93], "anywai": 132, "apart": 38, "api": [111, 114, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 141], "appear": [12, 16, 20, 84, 122], "append": 3, "appl": 70, "appli": 4, "approach": 115, "appropri": [4, 114, 117], "ar": [1, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 141, 142], "arcad": [1, 2, 3, 4, 5, 12, 38, 42, 74, 113, 115, 136], "archeologist": 40, "architectur": 112, "arctic": 46, "area": [124, 131, 135, 137], "argc": 3, "argument": [3, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 113, 118, 141], "argv": [3, 140, 142], "arm64": 112, "armi": 110, "around": [18, 74, 105, 111, 117, 118, 119, 121, 122, 125, 126, 133, 141], "arrai": [113, 141, 142], "arrow": 79, "art": 5, "articl": [2, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 115], "artifici": [2, 4, 5, 115], "arxiv": [5, 115, 141], "asid": 140, "ask": [2, 114], "aspect": [132, 134, 139], "assault": [5, 29], "assaultdeterminist": 10, "assaultnoframeskip": 10, "assign": 87, "associ": 3, "asterix": [3, 5, 29], "asterixdeterminist": 11, "asterixnoframeskip": 11, "asteroid": [5, 29], "asteroidsdeterminist": 12, "asteroidsnoframeskip": 12, "atari": [1, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 113, 114, 115, 116, 117, 118, 119, 120, 121, 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77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 115], "artifici": [2, 4, 5, 115], "arxiv": [5, 115, 141], "asid": 140, "ask": [2, 114], "aspect": [132, 134, 139], "assault": [5, 29], "assaultdeterminist": 10, "assaultnoframeskip": 10, "assign": 87, "associ": 3, "asterix": [3, 5, 29], "asterixdeterminist": 11, "asterixnoframeskip": 11, "asteroid": [5, 29], "asteroidsdeterminist": 12, "asteroidsnoframeskip": 12, "atari": [1, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 113, 114, 115, 116, 117, 118, 119, 120, 121, 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66, 70, 71, 72, 73, 74, 75, 78, 79, 81, 85, 86, 87, 89, 93, 95, 96, 97, 99, 100, 101, 103, 104, 106, 107], "dynam": [5, 24, 42, 44, 46, 48, 49, 141], "dynamit": [16, 52], "e": [2, 5, 27, 41, 82, 83, 87, 113, 132, 141], "each": [5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 115, 117, 120, 122, 124, 127, 128, 129, 131, 132, 137], "earn": [84, 126, 127], "earth": [33, 89], "earthworld": [5, 29, 141], "easi": [63, 141], "easili": [121, 122], "eat": [74, 79, 83], "eaten": 45, "effect": [3, 5, 122, 123], "egg": 8, "either": [5, 36, 55, 113, 116, 123, 124, 127, 130, 137], "elev": [29, 38], "elevatoract": 5, "elevatoractiondeterminist": 38, "elevatoractionnoframeskip": 38, "elf": 27, "elimin": [75, 100, 101, 102], "els": 115, "em": 25, "emperor": 69, "empir": 60, "empti": [85, 95], "emul": [4, 5, 112, 114], "enabl": [3, 4, 5, 7, 9, 10, 11, 12, 13, 14, 15, 17, 19, 21, 22, 24, 25, 26, 30, 34, 39, 44, 45, 47, 48, 56, 57, 59, 60, 62, 64, 66, 70, 71, 72, 73, 74, 75, 78, 79, 81, 86, 87, 89, 93, 95, 96, 97, 99, 100, 101, 103, 104, 106, 107, 112, 128, 141, 142], "enchant": [6, 27], "encount": [56, 58, 97], "encourag": [4, 111, 115], "encroach": 98, "end": [3, 4, 13, 14, 27, 28, 30, 34, 38, 39, 55, 56, 58, 73, 80, 84, 88, 89, 103, 114, 115, 117, 121, 122, 132, 140, 141], "endl": 3, "endur": 39, "enduro": [5, 29], "endurodeterminist": 39, "enduronoframeskip": 39, "enemi": [9, 10, 13, 14, 18, 19, 20, 28, 31, 32, 33, 34, 38, 64, 81, 82, 84, 85, 88, 89, 91, 97, 110, 126], "enforc": 141, "enough": 3, "enslav": 110, "enter": [12, 16, 63], "entir": [5, 9, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 141], "entomb": [5, 29, 115, 121, 122, 141], "entombed_competitive_v3": 121, "entombed_cooperative_v3": 122, "entri": 141, "entrypoint": 141, "enum": [3, 4], "env": [6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 112, 113, 114, 115, 116, 118, 119, 124, 128, 130, 132, 137, 141, 142], "environ": [2, 3, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 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61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110], "detail": 115, "differ": 111, "difficulti": [4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110], "do": 111, "doc": 1, "document": 1, "donkeykong": 35, "doubl": 120, "doubledunk": 36, "dunk": 120, "earthworld": 37, "edit": 1, "elevatoract": 38, "emtomb": [121, 122], "enduro": 39, "entomb": 40, "environ": [1, 4, 5, 111, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 141], "et": 41, "even": 111, "extract": 111, "faq": 111, "fishingderbi": 42, "flag": 123, "flagcaptur": 43, "flavor": 5, "foozpong": 124, "found": 0, "freewai": 44, "frogger": 45, "from": 111, "frostbit": 46, "galaxian": 47, "game": [111, 115], "gopher": 48, "gravitar": 49, "gym": 111, "gymnasium": [111, 112, 113, 142], "ha": 111, "hangman": 50, "hauntedhous": 51, "hero": 52, "histori": [5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139], "hockei": 125, "how": 111, "howev": 111, "human": 142, "humancannonbal": 53, "i": 111, "ic": 125, "icehockei": 54, "inform": 111, "instal": [112, 115], "interfac": [3, 112, 113, 140, 142], "invad": 132, "jamesbond": 55, "journeyescap": 56, "joust": 126, "kaboom": 57, "kangaroo": 58, "keystonekap": 59, "kingkong": 60, "klax": 61, "koolaid": 62, "krull": 63, "kungfumast": 64, "laserg": 65, "learn": [114, 141], "list": 29, "live": 111, "lostluggag": 66, "mario": 127, "mariobro": 67, "maze": 128, "miniaturegolf": 68, "minim": [4, 116, 123, 124, 129, 130, 131, 132, 134, 136, 137, 138], "mode": [4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110], "montezumareveng": 69, "mrdo": 70, "mspacman": 71, "multi": 115, "my": 111, "name": 5, "namethisgam": 72, "never": 111, "note": 141, "number": 111, "observ": [5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110], "odd": 111, "openai": 111, "othello": [73, 129], "other": 111, "overview": 115, "pacman": 74, "page": [0, 1], "paramet": [115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139], "phoenix": 75, "pitfal": 76, "pitfall2": 77, "pixel": 111, "plane": 118, "pong": [78, 116, 130, 137], "pooyan": 79, "posit": 111, "preprocess": 115, "privateey": 80, "python": [112, 140, 142], "qbert": 81, "quadrapong": 131, "realiz": 111, "record": 142, "refer": [4, 5], "releas": 141, "repeat": 4, "repres": 111, "request": 0, "reward": [5, 8, 9, 11, 12, 13, 14, 16, 18, 19, 20, 22, 23, 24, 25, 27, 28, 30, 33, 34, 36, 38, 39, 42, 44, 46, 48, 49, 52, 54, 55, 56, 58, 63, 76, 78, 79, 80, 81, 82, 83, 84, 85, 87, 88, 89, 91, 94, 97], "riverraid": 82, "roadrunn": 83, "robotank": 84, "scheme": 5, "screen": 111, "seaquest": 85, "see": 111, "set": 4, "should": 111, "shouldn": 111, "sirlancelot": 86, "ski": 87, "solari": 88, "space": [5, 113, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139], "spaceinvad": 89, "spacewar": 90, "specif": 4, "sprite": 111, "stargunn": 91, "state": [4, 111], "still": 111, "stochast": [4, 5], "superman": 92, "surround": [93, 134], "t": 111, "tank": 119, "tenni": [94, 135], "termin": 4, "tetri": 95, "tictactoe3d": 96, "timepilot": 97, "trondead": 98, "turmoil": 99, "tutankham": 100, "up": 111, "upndown": 101, "us": 111, "usag": 115, "v0": 141, "valu": 111, "variant": [6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110], "ventur": 102, "version": [5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139], "video": [136, 142], "videocheck": 103, "videochess": 104, "videocub": 105, "videopinbal": 106, "visual": [113, 142], "volleybal": 137, "want": 111, "war": 133, "warlord": 138, "what": 111, "when": 111, "wizard": 139, "wizardofwor": 107, "wor": 139, "wordzapp": 108, "x": 111, "xitari": 111, "y": 111, "yarsreveng": 109, "zaxxon": 110}})
\ No newline at end of file
diff --git a/main/visualization/index.html b/main/visualization/index.html
index a33c2f95a..d2c5bb9af 100644
--- a/main/visualization/index.html
+++ b/main/visualization/index.html
@@ -13,9 +13,9 @@
Visualization - ALE Documentation
-
+
-
+
@@ -428,8 +428,8 @@ Gymnasium API
Human visualization¶
Through specifying the environment render_mode="human"
then ALE will automatically create a window running at 60 frames per second showing the environment behaviour. It is highly recommended to close the environment after it has been used such that the rendering information is correctly shut down.
-import gymnasium
-import ale_py
+import gymnasium
+import ale_py
gymnasium.register_envs(ale_py)
@@ -451,8 +451,8 @@ Human visualization¶
Specifying the render_mode="rgb_array"
will return the rgb array from env.render()
, this can be combined with the gymnasium.wrappers.RecordVideo
where the environment renders are stored and saved as mp4 videos for episodes.
The example below will record episodes on every other episode (num % 2 == 0
) using the episode_trigger
and save the folders in saved-video-folder
with filename starting video-
followed by the video number.
-import gymnasium
-import ale_py
+import gymnasium
+import ale_py
gymnasium.register_envs(ale_py)
@@ -481,12 +481,12 @@ Recording videos
Python Interface¶
ALE now provides support for recording frames; if sound is enabled, it is also possible to record audio output. An example Python program is provided which will record both visual and audio output for a single episode of play.
-import os
-import sys
-from random import randrange
-from ale_py import ALEInterface
+import os
+import sys
+from random import randrange
+from ale_py import ALEInterface
-def main(rom_file, record_dir):
+def main(rom_file, record_dir):
ale = ALEInterface()
ale.setInt('random_seed', 123)