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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.
|
AssaultNoFrameskip-v4
|
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 (41, 15, 73, 31).
a crab_enemy at (48, 52, 63, 60).
a player_bullet at (77, 174, 80, 177).
the ammunition_bar bar with 12.0% 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. The player controls a spaceship at the bottom of the screen. There are aliens at the top that the player must shoot. The player can move horizontally and vertically. The player loses a life if they are shot by an alien. The player scores points by shooting aliens. The ultimate goal of the game is to score as many points as possible without losing all of your lives. In this particular instance, there is an alien directly above the player. By moving up, the player can more easily shoot the alien.</think>
<answer>Thus, my next action is UP.</answer>
|
UP
|
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"NOOP"
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]
|
0.8
|
Moving upward would decrease the distance between the player's ship and the alien, making it easier to target and destroy the alien before it shoots at the ship, reducing the chance of losing a life.
|
|
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.
|
AssaultNoFrameskip-v4
|
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 (77, 158, 80, 166).
a mothership_enemy at (45, 17, 77, 33).
a player at (74, 177, 82, 185).
a crab_enemy at (52, 52, 67, 60).
the ammunition_bar bar with 19.0% 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, the game appears to be a shooting game where the player controls a spaceship or similar vehicle at the bottom of the screen. The player's goal is likely to shoot down enemy ships, which are shown above, while avoiding their attacks. The score at the top suggests points are awarded for successful actions. The three objects at the bottom of the screen could represent lives or health points, while the solid green square may represent a temporary shield for the player. The player interacts with the environment by moving horizontally and firing projectiles upwards. The core rule seems to be survival and accumulating points by destroying enemy ships. In this sequence of frames, the agent is moving to the right as indicated by the horizontal position of the player-controlled vehicle and its projected projectile. The agent's current goal seems to be to position itself such that it can successfully target and eliminate the lower enemy ship or the larger ship above. Since the enemy ships remain stationary, the player may be trying to position themselves to avoid being hit by the enemy's projectiles.</think>
<answer>Thus, my next action is RIGHT.</answer>
|
RIGHT
|
[
"NOOP",
"UP"
] |
[
0
] |
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|
0.7
|
Moving right appears to be a reasonable strategy to improve the position, either offensively or defensively. The confidence is not 1.0 because it depends on enemy patterns and the projectile avoidance strategy.
|
|
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.
|
AssaultNoFrameskip-v4
|
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 (77, 142, 80, 150).
a mothership_enemy at (49, 17, 81, 33).
a player at (80, 177, 88, 185).
a crab_enemy at (56, 52, 71, 60).
the ammunition_bar bar with 19.0% 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 game where the player controls a ship at the bottom of the screen. The ship can move horizontally and fire projectiles upward. Enemies, including a UFO and another unidentified object, appear at the top of the screen and move downwards, potentially firing projectiles as well. The objective is likely to destroy the enemies while avoiding being hit. There are a few base-like objects at the bottom, possibly providing some defense. The current goal is to position the ship to be able to fire at an enemy while avoiding incoming fire and preventing enemies from reaching the bottom. Given the enemy is slightly to the left of the player, and there's an unobstructed line of fire between the player and an enemy, moving slightly right to a more optimal firing position would be beneficial.</think>
<answer>Thus, my next action is RIGHT.</answer>
|
RIGHT
|
[
"UP",
"RIGHT"
] |
[
0
] |
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|
0.8
|
The enemy is off-center to the player's left, so adjusting to the right for a better firing position is a logical move. A slight adjustment is likely better than a large one, minimizing potential exposure to enemy fire.
|
|
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.
|
AssaultNoFrameskip-v4
|
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 (77, 126, 80, 134).
a mothership_enemy at (53, 17, 85, 33).
a crab_enemy at (60, 76, 75, 84).
a player at (88, 177, 96, 185).
the ammunition_bar bar with 19.0% 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 images, this appears to be a shooting game. The player controls a spaceship at the bottom of the screen and is trying to defend against incoming alien threats, which include flying saucers and other enemy ships. The agent can move horizontally and shoot projectiles upward. The core mechanic involves destroying the aliens and scoring points. The white bar below the player's spaceship represents some sort of health or shield meter. The objective is to survive the waves of enemies and accumulate a high score, which includes destroying the alien threat. The alien above the player's position is directly in the firing range. Therefore, it is reasonable to try and destroy the enemy.</think>
<answer>Thus, my next action is FIRE.</answer>
|
FIRE
|
[
"RIGHT",
"RIGHT"
] |
[
0
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|
0.9
|
The action is highly appropriate as the enemy is within firing range and presents a threat that can be eliminated.
|
|
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.
|
AssaultNoFrameskip-v4
|
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 at (90, 177, 98, 185).
a mothership_enemy at (57, 17, 89, 33).
a crab_enemy at (64, 76, 79, 84).
a player_bullet at (77, 99, 80, 102).
the ammunition_bar bar with 19.0% 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 game. The player controls a small character at the bottom of the screen. There are enemy entities above that appear to be moving downwards. The player also appears to have small defenses on the ground with a shield on the right, and is firing upwards with the goal of destroying the enemies. The agent's long term goal is to achieve a high score and avoid game over by eliminating the enemy entities before they reach the bottom. The agent must shoot at the enemy to eliminate it. Based on the relative proximity of the weapon projectile with the enemy in the middle of the screen, it is reasonable that the agent would activate the weapon.</think>
<answer>Thus, my next action is FIRE.</answer>
|
FIRE
|
[
"RIGHT",
"FIRE"
] |
[
1
] |
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]
|
0.9
|
The projectile is close to the enemy, so firing is likely to hit it.
|
|
"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED)
|
AssaultNoFrameskip-v4
| [{"src":"https://datasets-server.huggingface.co/assets/liyang619/5000_back/--/{dataset_git_revision}(...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 at (90, 177, 98, 185).\na mo(...TRUNCATED)
|
UP
|
[
"FIRE",
"FIRE"
] |
[
0
] | ["gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYAJgAAACYAAAAAAAAAAAAAAA(...TRUNCATED)
| "gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYALgAAAC4AAAAAAAAAAAAAAAU(...TRUNCATED)
|
0.8
| "\n\nMoving upward is a valid response as it will allow another shot to be fired or to avoid the onc(...TRUNCATED)
|
"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED)
|
AssaultNoFrameskip-v4
| [{"src":"https://datasets-server.huggingface.co/assets/liyang619/5000_back/--/{dataset_git_revision}(...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 (65, 15, 97, 31(...TRUNCATED)
|
RIGHT
|
[
"FIRE",
"UP"
] |
[
0
] | ["gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYAKgAAACoAAAAAAAAAAAAAAA(...TRUNCATED)
| "gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYAMgAAADIAAAAAAAAAAAAAAAU(...TRUNCATED)
|
0.7
| "\n\nThe reasoning is appropriate because the enemy is moving right and the player wants to hit the (...TRUNCATED)
|
"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED)
|
AssaultNoFrameskip-v4
| [{"src":"https://datasets-server.huggingface.co/assets/liyang619/5000_back/--/{dataset_git_revision}(...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 (93, 158, 96, 166)(...TRUNCATED)
|
RIGHT
|
[
"UP",
"RIGHT"
] |
[
0
] | ["gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYALgAAAC4AAAAAAAAAAAAAAA(...TRUNCATED)
| "gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYANgAAADYAAAAAAAAAAAAAAAU(...TRUNCATED)
|
0.8
| "\n\nThe projectile from the enemy is nearing the left, and moving right may be a good way to dodge.(...TRUNCATED)
|
"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED)
|
AssaultNoFrameskip-v4
| [{"src":"https://datasets-server.huggingface.co/assets/liyang619/5000_back/--/{dataset_git_revision}(...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 (93, 142, 96, 150)(...TRUNCATED)
|
NOOP
|
[
"RIGHT",
"RIGHT"
] |
[
0
] | ["gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYAMgAAADIAAAAAAAAAAAAAAA(...TRUNCATED)
| "gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYAOgAAADoAAAAAAAAAAAAAAAU(...TRUNCATED)
|
0.8
| "\n\nThe action seems well-timed because the projectile is between the player and the enemy UFO, mak(...TRUNCATED)
|
"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED)
|
AssaultNoFrameskip-v4
| [{"src":"https://datasets-server.huggingface.co/assets/liyang619/5000_back/--/{dataset_git_revision}(...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 (93, 126, 96, 134)(...TRUNCATED)
|
FIRE
|
[
"RIGHT",
"NOOP"
] |
[
0
] | ["gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYANgAAADYAAAAAAAAAAAAAAA(...TRUNCATED)
| "gASVVB4AAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCKR4AAPc8BgD3PAYAPgAAAD4AAAAAAAAAAAAAAAU(...TRUNCATED)
|
0.9
| "\n\nThe enemy and the agent are aligned vertically. Therefore, shooting is a good way of destroying(...TRUNCATED)
|
End of preview. Expand
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