system
string | problem
string | answers
string | game_name
string | images
images list | action
string | reward
list | prev_state
list | current_state
list |
|---|---|---|---|---|---|---|---|---|
You are a general-purpose game agent focused on scene understanding, key object recognition, and intelligent action decision-making based on continuous game frames. Please analyze and reason based on the following dimensions:
Scene Analysis: First, Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use bounding box to indicate the relative positions of objects in the frame, the bounding box is represented as tuple (x of top left corner, y of top left corner, x of bottom right corner, y of bottom right corner), the original point (0,0) is at the top left corner of the whole game frame.
Game Reasoning: Next, Based on the overall game context and the current scene, infer the most reasonable next atomic action. Your reasoning should integrate both static game rules and dynamic scene information, and potentially cover the following aspects:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the agent interacts with the environment, the core interaction rules and how feedback is received.
- Current and Long-Term Goals: What is the agent attempting to achieve (e.g., scoring, survival, positioning)? And how does the chosen action address immediate needs and support future success?
- Mainly Key Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
Action Decision: Next, Based on the above scene understanding and game context, please infer the most reasonable next atomic action from a set of valid actions: NOOP,FIRE,UP,RIGHT,LEFT,DOWN,UPRIGHT,UPLEFT,DOWNRIGHT,DOWNLEFT,UPFIRE,RIGHTFIRE,LEFTFIRE,DOWNFIRE,UPRIGHTFIRE,UPLEFTFIRE,DOWNRIGHTFIRE,DOWNLEFTFIRE.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name.
|
You are given a sequence of consecutive video game frames (observations). Please analyze and decide on the next valid action.
Note:
- Wrap your reasoning process in <think>...</think> tags.
- Wrap your final action (action name from the valid action set) in <answer>...</answer> tags.
|
<think>Let me go with understanding the currnet state. I see
a player_bullet at (101, 158, 104, 166).
a player at (92, 177, 100, 185).
a mothership_enemy at (101, 15, 133, 36).
a crab_enemy at (98, 52, 114, 60).
a crab_enemy at (104, 77, 120, 85).
the ammunition_bar bar with 25.0% value.
the lives at (7, 190, 65, 202), whose value is 3.
Then, Let me see what is the best next action.
This appears to be a shooting action game. The agent controls a character at the bottom of the screen, likely able to move left and right and fire projectiles upwards. Enemies descend from above, and the goal is to destroy them. The player also seems to have a shield or base that is depletable over time as it gets hit by enemies. Long-term, the agent seeks to maximize the score and survive as long as possible by destroying incoming enemies and avoiding their projectiles. Right now, an enemy is directly above the player; moving to the side seems reasonable to open a line of fire on it. Moreover, on the current frame, the player is currently atop a defense, so it seems best to move off the defensive position and out of the enemy’s straight line of fire.</think>
<answer>Thus, my next action is LEFT.</answer>
|
AssaultNoFrameskip-v4
|
LEFT
|
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|
You are a general-purpose game agent focused on scene understanding, key object recognition, and intelligent action decision-making based on continuous game frames. Please analyze and reason based on the following dimensions:
Scene Analysis: First, Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use bounding box to indicate the relative positions of objects in the frame, the bounding box is represented as tuple (x of top left corner, y of top left corner, x of bottom right corner, y of bottom right corner), the original point (0,0) is at the top left corner of the whole game frame.
Game Reasoning: Next, Based on the overall game context and the current scene, infer the most reasonable next atomic action. Your reasoning should integrate both static game rules and dynamic scene information, and potentially cover the following aspects:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the agent interacts with the environment, the core interaction rules and how feedback is received.
- Current and Long-Term Goals: What is the agent attempting to achieve (e.g., scoring, survival, positioning)? And how does the chosen action address immediate needs and support future success?
- Mainly Key Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
Action Decision: Next, Based on the above scene understanding and game context, please infer the most reasonable next atomic action from a set of valid actions: NOOP,FIRE,UP,RIGHT,LEFT,DOWN,UPRIGHT,UPLEFT,DOWNRIGHT,DOWNLEFT,UPFIRE,RIGHTFIRE,LEFTFIRE,DOWNFIRE,UPRIGHTFIRE,UPLEFTFIRE,DOWNRIGHTFIRE,DOWNLEFTFIRE.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name.
|
You are given a sequence of consecutive video game frames (observations). Please analyze and decide on the next valid action.
Note:
- Wrap your reasoning process in <think>...</think> tags.
- Wrap your final action (action name from the valid action set) in <answer>...</answer> tags.
|
<think>Let me go with understanding the currnet state. I see
a player_bullet at (101, 142, 104, 150).
a mothership_enemy at (101, 15, 133, 36).
a crab_enemy at (94, 52, 110, 60).
a crab_enemy at (100, 77, 116, 85).
the ammunition_bar bar with 25.0% value.
the lives at (7, 190, 65, 202), whose value is 3.
Then, Let me see what is the best next action.
Based on the visual information, this appears to be a shooting action game, potentially a space shooter. The player controls a small ship at the bottom of the screen, and it seems to be facing incoming enemies (flying saucers and smaller alien creatures). The player can likely move horizontally along the bottom of the screen and shoot projectiles upwards. The game provides a score at the top, indicating a point-based reward system. The long-term goal is to survive as long as possible and achieve a high score by eliminating the enemies.
The current state of the game shows enemies descending towards the player. In the given frames, the player's ship is initially positioned slightly to the right of the center. It appears that the enemies are also generally approaching from the right side of the screen. To avoid the descending enemies and to better position for future attacks on the saucer, it would be prudent to shift the player's ship slightly to the left.
Key Reasons: The player ship needs to dodge the falling enemies to avoid game-over and also to position the ship so the falling enemies do not box it in a corner, thus moving to the left ensures both of the ship's safety and keeps it towards the open side.</think>
<answer>Thus, my next action is LEFT.</answer>
|
AssaultNoFrameskip-v4
|
LEFT
|
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|
You are a general-purpose game agent focused on scene understanding, key object recognition, and intelligent action decision-making based on continuous game frames. Please analyze and reason based on the following dimensions:
Scene Analysis: First, Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use bounding box to indicate the relative positions of objects in the frame, the bounding box is represented as tuple (x of top left corner, y of top left corner, x of bottom right corner, y of bottom right corner), the original point (0,0) is at the top left corner of the whole game frame.
Game Reasoning: Next, Based on the overall game context and the current scene, infer the most reasonable next atomic action. Your reasoning should integrate both static game rules and dynamic scene information, and potentially cover the following aspects:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the agent interacts with the environment, the core interaction rules and how feedback is received.
- Current and Long-Term Goals: What is the agent attempting to achieve (e.g., scoring, survival, positioning)? And how does the chosen action address immediate needs and support future success?
- Mainly Key Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
Action Decision: Next, Based on the above scene understanding and game context, please infer the most reasonable next atomic action from a set of valid actions: NOOP,FIRE,UP,RIGHT,LEFT,DOWN,UPRIGHT,UPLEFT,DOWNRIGHT,DOWNLEFT,UPFIRE,RIGHTFIRE,LEFTFIRE,DOWNFIRE,UPRIGHTFIRE,UPLEFTFIRE,DOWNRIGHTFIRE,DOWNLEFTFIRE.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name.
|
You are given a sequence of consecutive video game frames (observations). Please analyze and decide on the next valid action.
Note:
- Wrap your reasoning process in <think>...</think> tags.
- Wrap your final action (action name from the valid action set) in <answer>...</answer> tags.
|
<think>Let me go with understanding the currnet state. I see
a player_bullet at (101, 126, 104, 134).
a mothership_enemy at (99, 17, 131, 33).
a player at (76, 177, 84, 185).
a crab_enemy at (90, 52, 106, 60).
a crab_enemy at (96, 77, 112, 85).
the ammunition_bar bar with 31.0% value.
the lives at (7, 190, 65, 202), whose value is 3.
Then, Let me see what is the best next action.
Based on the visuals, this appears to be a shooting game where the player controls a character at the bottom of the screen and shoots projectiles upwards to destroy enemies descending from the top. The gameplay mechanism involves moving the character horizontally and firing projectiles. The score increases upon destroying enemies. The current and long-term goals are to survive as long as possible, destroy as many enemies as possible, and achieve a high score. A large flying saucer and two descending enemies are present. The enemies may be approaching the player. To ensure continued survival, the agent is prioritizing evasion. There appears to be open space to the left of the player. Therefore, shifting the player to the left seems reasonable to avoid potential collisions.</think>
<answer>Thus, my next action is LEFT.</answer>
|
AssaultNoFrameskip-v4
|
LEFT
|
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] |
|
You are a general-purpose game agent focused on scene understanding, key object recognition, and intelligent action decision-making based on continuous game frames. Please analyze and reason based on the following dimensions:
Scene Analysis: First, Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use bounding box to indicate the relative positions of objects in the frame, the bounding box is represented as tuple (x of top left corner, y of top left corner, x of bottom right corner, y of bottom right corner), the original point (0,0) is at the top left corner of the whole game frame.
Game Reasoning: Next, Based on the overall game context and the current scene, infer the most reasonable next atomic action. Your reasoning should integrate both static game rules and dynamic scene information, and potentially cover the following aspects:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the agent interacts with the environment, the core interaction rules and how feedback is received.
- Current and Long-Term Goals: What is the agent attempting to achieve (e.g., scoring, survival, positioning)? And how does the chosen action address immediate needs and support future success?
- Mainly Key Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
Action Decision: Next, Based on the above scene understanding and game context, please infer the most reasonable next atomic action from a set of valid actions: NOOP,FIRE,UP,RIGHT,LEFT,DOWN,UPRIGHT,UPLEFT,DOWNRIGHT,DOWNLEFT,UPFIRE,RIGHTFIRE,LEFTFIRE,DOWNFIRE,UPRIGHTFIRE,UPLEFTFIRE,DOWNRIGHTFIRE,DOWNLEFTFIRE.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name.
|
You are given a sequence of consecutive video game frames (observations). Please analyze and decide on the next valid action.
Note:
- Wrap your reasoning process in <think>...</think> tags.
- Wrap your final action (action name from the valid action set) in <answer>...</answer> tags.
|
<think>Let me go with understanding the currnet state. I see
a mothership_enemy at (95, 17, 127, 33).
a player at (68, 177, 76, 185).
a crab_enemy at (86, 52, 102, 60).
a crab_enemy at (92, 77, 108, 85).
a player_bullet at (101, 100, 104, 103).
the ammunition_bar bar with 31.0% value.
the lives at (7, 190, 65, 202), whose value is 3.
Then, Let me see what is the best next action.
The game appears to be a shooting game where the player controls a ship at the bottom of the screen, and targets (aliens, spaceships, etc.) are descending from the top. The score is displayed at the top of the screen. The gameplay mechanism involves moving the ship horizontally and shooting projectiles upwards to destroy the descending targets and avoid being hit by them. There are also barriers for defense. The current goal is to increase the score by eliminating the immediate threat posed by the two targets descending from the ship-like object and the long-term goal is to survive as long as possible and achieve a high score. Given the proximity of the two alien targets, the reasonable next step is to engage in an offensive maneuver.</think>
<answer>Thus, my next action is FIRE.</answer>
|
AssaultNoFrameskip-v4
|
FIRE
|
[
1
] |
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|
You are a general-purpose game agent focused on scene understanding, key object recognition, and intelligent action decision-making based on continuous game frames. Please analyze and reason based on the following dimensions:
Scene Analysis: First, Extract dynamic information from the current frame and several previous frames to analyze the following:
- Object Categories: Identify key elements in the scene, such as players, enemies, obstacles, items, bullets, etc.
- Spatial Positions: Use bounding box to indicate the relative positions of objects in the frame, the bounding box is represented as tuple (x of top left corner, y of top left corner, x of bottom right corner, y of bottom right corner), the original point (0,0) is at the top left corner of the whole game frame.
Game Reasoning: Next, Based on the overall game context and the current scene, infer the most reasonable next atomic action. Your reasoning should integrate both static game rules and dynamic scene information, and potentially cover the following aspects:
- Game Type: Specify whether the game belongs to action, shooting, strategy, or other categories.
- Gameplay Mechanism: Explain how the agent interacts with the environment, the core interaction rules and how feedback is received.
- Current and Long-Term Goals: What is the agent attempting to achieve (e.g., scoring, survival, positioning)? And how does the chosen action address immediate needs and support future success?
- Mainly Key Objectives: Describe the key objectives that players need to complete to achieve victory or a high score (e.g., defeating enemies, collecting resources, rescuing teammates, etc.).
Action Decision: Next, Based on the above scene understanding and game context, please infer the most reasonable next atomic action from a set of valid actions: NOOP,FIRE,UP,RIGHT,LEFT,DOWN,UPRIGHT,UPLEFT,DOWNRIGHT,DOWNLEFT,UPFIRE,RIGHTFIRE,LEFTFIRE,DOWNFIRE,UPRIGHTFIRE,UPLEFTFIRE,DOWNRIGHTFIRE,DOWNLEFTFIRE.
Please note:
- Combine multi-frame information, focusing on dynamic changes of key objects and task progress;
- The decision should follow the game rules, be executable, and goal-oriented;
- Wrap the reasoning process in <think>...</think> tags;
- Use <answer>...</answer> tags to clearly indicate the final action, containing only the action name.
|
You are given a sequence of consecutive video game frames (observations). Please analyze and decide on the next valid action.
Note:
- Wrap your reasoning process in <think>...</think> tags.
- Wrap your final action (action name from the valid action set) in <answer>...</answer> tags.
|
<think>Let me go with understanding the currnet state. I see
a mothership_enemy at (91, 17, 123, 33).
a player at (66, 177, 74, 185).
a crab_enemy at (82, 52, 98, 60).
the ammunition_bar bar with 31.0% value.
the lives at (7, 190, 65, 202), whose value is 3.
Then, Let me see what is the best next action.
The game appears to be a shooting game where the player controls a ship at the bottom of the screen and shoots projectiles upwards. The player ship can move along the bottom edge of the screen, likely to dodge enemy projectiles and position itself to shoot. The enemies, which includes crab-like creatures and a saucer, move downwards and probably shoot projectiles. The goal is to eliminate the enemies and score points, indicated by the score in the upper portion of the screen. The player has shield-like structures in front of them to protect them from the enemy fire.
Looking at the sequence of frames, the player's ship is positioned toward the center of the screen. There are enemies above the player ship, along with enemy projectiles that need to be avoided. The projectiles are quite close to the player ship, meaning there is an imminent threat to be addressed.
The change in score from 42 to 63 indicates that an enemy was likely destroyed, meaning a projectile was fired. With the enemies positioned overhead, a reasonable action would be to move into a position that increases the probability of an enemy being destroyed. Because the bullet is fired upwards and the saucer is in the way, a reasonable action is to move upwards to destroy the saucer.</think>
<answer>Thus, my next action is UP.</answer>
|
AssaultNoFrameskip-v4
|
UP
|
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] |
|
"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED)
| "\nYou are given a sequence of consecutive video game frames (observations). Please analyze and deci(...TRUNCATED)
| "<think>Let me go with understanding the currnet state. I see\na mothership_enemy at (87, 17, 119, 3(...TRUNCATED)
|
AssaultNoFrameskip-v4
| [{"src":"https://huggingface.co/static-proxy/datasets-server.huggingface.co/assets/StevenKaseiyo/atari_rl_15_AUG_ALL/--/{dataset(...TRUNCATED)
|
LEFT
|
[
0
] | ["gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYAogAAAKIAAAAAAAAAAAAAAA(...TRUNCATED)
| ["gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYAqgAAAKoAAAAAAAAAAAAAAA(...TRUNCATED)
|
"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED)
| "\nYou are given a sequence of consecutive video game frames (observations). Please analyze and deci(...TRUNCATED)
| "<think>Let me go with understanding the currnet state. I see\na player_bullet at (68, 158, 71, 166)(...TRUNCATED)
|
AssaultNoFrameskip-v4
| [{"src":"https://huggingface.co/static-proxy/datasets-server.huggingface.co/assets/StevenKaseiyo/atari_rl_15_AUG_ALL/--/{dataset(...TRUNCATED)
|
LEFT
|
[
0
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| ["gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYArgAAAK4AAAAAAAAAAAAAAA(...TRUNCATED)
|
"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED)
| "\nYou are given a sequence of consecutive video game frames (observations). Please analyze and deci(...TRUNCATED)
| "<think>Let me go with understanding the currnet state. I see\na player_bullet at (68, 142, 71, 150)(...TRUNCATED)
|
AssaultNoFrameskip-v4
| [{"src":"https://huggingface.co/static-proxy/datasets-server.huggingface.co/assets/StevenKaseiyo/atari_rl_15_AUG_ALL/--/{dataset(...TRUNCATED)
|
LEFT
|
[
0
] | ["gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYAqgAAAKoAAAAAAAAAAAAAAA(...TRUNCATED)
| ["gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYAsgAAALIAAAAAAAAAAAAAAA(...TRUNCATED)
|
"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED)
| "\nYou are given a sequence of consecutive video game frames (observations). Please analyze and deci(...TRUNCATED)
| "<think>Let me go with understanding the currnet state. I see\na player_bullet at (68, 126, 71, 134)(...TRUNCATED)
|
AssaultNoFrameskip-v4
| [{"src":"https://huggingface.co/static-proxy/datasets-server.huggingface.co/assets/StevenKaseiyo/atari_rl_15_AUG_ALL/--/{dataset(...TRUNCATED)
|
LEFT
|
[
0
] | ["gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYArgAAAK4AAAAAAAAAAAAAAA(...TRUNCATED)
| ["gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYAtgAAALYAAAAAAAAAAAAAAA(...TRUNCATED)
|
"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED)
| "\nYou are given a sequence of consecutive video game frames (observations). Please analyze and deci(...TRUNCATED)
| "<think>Let me go with understanding the currnet state. I see\na mothership_enemy at (71, 15, 103, 3(...TRUNCATED)
|
AssaultNoFrameskip-v4
| [{"src":"https://huggingface.co/static-proxy/datasets-server.huggingface.co/assets/StevenKaseiyo/atari_rl_15_AUG_ALL/--/{dataset(...TRUNCATED)
|
FIRE
|
[
1
] | ["gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYAsgAAALIAAAAAAAAAAAAAAA(...TRUNCATED)
| ["gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYAugAAALoAAAAAAAAAAAAAAA(...TRUNCATED)
|
End of preview. Expand
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