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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 entities such as the agent/player, enemies, obstacles, bullets, items, etc.
- **Spatial Positions**: For each object, use the bounding box format (x_top_left, y_top_left, x_bottom_right, y_bottom_right). The coordinate origin (0,0) is at the top-left of the 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 Genre Inference**: Based solely on visual cues, infer whether the game is action, shooting, strategy, or another genre.
- **Gameplay Mechanics**: Describe how the agent appears to interact with the environment (e.g., movement, avoidance, targeting) and how feedback or rewards might be structured.
- **Key Observations**: Point out any significant objects, obstacles, goals, or patterns of movement across the frames that likely influenced the decision.
- **Goal Analysis**: Explain what the agent seems to be trying to achieve immediately and over the long term.
- **Decision Justification**: Summarize why the inferred action is appropriate given the current game context—without stating or implying the action.
**Action Decision**: Based on the scene understanding and inferred intent, choose the **most reasonable next atomic action** from the following valid action set:
`NOOP`, `FIRE`, `UP`, `RIGHT`, `LEFT`, `DOWN`, `UPRIGHT`, `UPLEFT`, `DOWNRIGHT`, `DOWNLEFT`, `UPFIRE`, `RIGHTFIRE`, `LEFTFIRE`, `DOWNFIRE`, `UPRIGHTFIRE`, `UPLEFTFIRE`, `DOWNRIGHTFIRE`, `DOWNLEFTFIRE`.
*Instructions:**
- Base your reasoning on multiple frames to capture temporal patterns and object interactions.
- Ensure your decision aligns with inferred goals and basic game logic.
- Wrap your reasoning in `<think>...</think>` tags.
- Wrap your final action decision in `<answer>...</answer>` tags, containing only the action name.
|
You are given a sequence of consecutive video game frames (observations).
Your task is to analyze the visual scene and reason about the game's dynamics to infer the most appropriate next action.
- Provide your reasoning based Scene Analysis and Game Reasoning dimensions, inside `<think>...</think>` tags.
- Then, output the **final Action Decision** inside `<answer>...</answer>` tags.
Choose the action from the following valid set:
`NOOP`, `FIRE`, `UP`, `RIGHT`, `LEFT`, `DOWN`, `UPRIGHT`, `UPLEFT`, `DOWNRIGHT`, `DOWNLEFT`, `UPFIRE`, `RIGHTFIRE`, `LEFTFIRE`, `DOWNFIRE`, `UPRIGHTFIRE`, `UPLEFTFIRE`, `DOWNRIGHTFIRE`, `DOWNLEFTFIRE`.
|
<think>Let me go with understanding the current state. The main game area spans from coordinates (14, 26) to (150, 167). I see
a spaceship at (76, 72, 84, 90).
a obstacle_type1 at (14, 26, 19, 43).
a obstacle_type1 at (138, 42, 144, 59).
a obstacle_type1 at (14, 58, 19, 75).
a obstacle_type1 at (138, 74, 144, 91).
a obstacle_type1 at (14, 90, 19, 107).
a obstacle_type1 at (138, 106, 144, 123).
a obstacle_type1 at (14, 122, 19, 139).
a obstacle_type1 at (138, 138, 144, 155).
a lives at (59, 168, 84, 181).
a score at (80, 183, 105, 192).
Then, Let me consider what the optimal next action would be.
This appears to be a shooting game, where the player controls a spaceship. The spaceship appears to be stationary as the obstacles stay in fixed positions. The goal is likely to survive as long as possible and accumulate a high score. The immediate priority is to avoid the oncoming obstacles. Given the positions of obstacles and the spaceship, the most sensible approach is to maintain the current position.</think>
<answer>DOWNLEFT</answer>
|
AsterixNoFrameskip-v4
| 8
|
DOWNLEFT
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[
0
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| null | null |
||
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 entities such as the agent/player, enemies, obstacles, bullets, items, etc.
- **Spatial Positions**: For each object, use the bounding box format (x_top_left, y_top_left, x_bottom_right, y_bottom_right). The coordinate origin (0,0) is at the top-left of the 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 Genre Inference**: Based solely on visual cues, infer whether the game is action, shooting, strategy, or another genre.
- **Gameplay Mechanics**: Describe how the agent appears to interact with the environment (e.g., movement, avoidance, targeting) and how feedback or rewards might be structured.
- **Key Observations**: Point out any significant objects, obstacles, goals, or patterns of movement across the frames that likely influenced the decision.
- **Goal Analysis**: Explain what the agent seems to be trying to achieve immediately and over the long term.
- **Decision Justification**: Summarize why the inferred action is appropriate given the current game context—without stating or implying the action.
**Action Decision**: Based on the scene understanding and inferred intent, choose the **most reasonable next atomic action** from the following valid action set:
`NOOP`, `FIRE`, `UP`, `RIGHT`, `LEFT`, `DOWN`, `UPRIGHT`, `UPLEFT`, `DOWNRIGHT`, `DOWNLEFT`, `UPFIRE`, `RIGHTFIRE`, `LEFTFIRE`, `DOWNFIRE`, `UPRIGHTFIRE`, `UPLEFTFIRE`, `DOWNRIGHTFIRE`, `DOWNLEFTFIRE`.
*Instructions:**
- Base your reasoning on multiple frames to capture temporal patterns and object interactions.
- Ensure your decision aligns with inferred goals and basic game logic.
- Wrap your reasoning in `<think>...</think>` tags.
- Wrap your final action decision in `<answer>...</answer>` tags, containing only the action name.
|
You are given a sequence of consecutive video game frames (observations).
Your task is to analyze the visual scene and reason about the game's dynamics to infer the most appropriate next action.
- Provide your reasoning based Scene Analysis and Game Reasoning dimensions, inside `<think>...</think>` tags.
- Then, output the **final Action Decision** inside `<answer>...</answer>` tags.
Choose the action from the following valid set:
`NOOP`, `FIRE`, `UP`, `RIGHT`, `LEFT`, `DOWN`, `UPRIGHT`, `UPLEFT`, `DOWNRIGHT`, `DOWNLEFT`, `UPFIRE`, `RIGHTFIRE`, `LEFTFIRE`, `DOWNFIRE`, `UPRIGHTFIRE`, `UPLEFTFIRE`, `DOWNRIGHTFIRE`, `DOWNLEFTFIRE`.
|
<think>Let me go with understanding the current state. The main game area spans from coordinates (14, 26) to (150, 167). I see
a spaceship at (68, 88, 76, 106).
a obstacle_type1 at (17, 26, 23, 43).
a obstacle_type1 at (134, 42, 140, 59).
a obstacle_type1 at (17, 58, 23, 75).
a obstacle_type1 at (134, 74, 140, 91).
a obstacle_type1 at (17, 90, 23, 107).
a obstacle_type1 at (134, 106, 140, 123).
a obstacle_type1 at (17, 122, 23, 139).
a obstacle_type1 at (134, 138, 140, 155).
a lives at (59, 168, 84, 181).
a score at (80, 183, 105, 192).
Then, Let me consider what the optimal next action would be.
The game appears to be an avoidance-based action game. The player controls a spaceship and must avoid obstacles. The obstacles are positioned in a recurring pattern on either side of the screen. The spaceship moved down between timestep -1 and the current timestep. It is essential to avoid the upcoming obstacle on the right side. There is open space on the left side of the screen. Moving towards that open space will likely allow the player to avoid collision.</think>
<answer>DOWNLEFT</answer>
|
AsterixNoFrameskip-v4
| 8
|
DOWNLEFT
|
[
0
] | 0
| 0
| 2
| false
| 0.001
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|
DOWNLEFT
| 8
|
||
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 entities such as the agent/player, enemies, obstacles, bullets, items, etc.
- **Spatial Positions**: For each object, use the bounding box format (x_top_left, y_top_left, x_bottom_right, y_bottom_right). The coordinate origin (0,0) is at the top-left of the 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 Genre Inference**: Based solely on visual cues, infer whether the game is action, shooting, strategy, or another genre.
- **Gameplay Mechanics**: Describe how the agent appears to interact with the environment (e.g., movement, avoidance, targeting) and how feedback or rewards might be structured.
- **Key Observations**: Point out any significant objects, obstacles, goals, or patterns of movement across the frames that likely influenced the decision.
- **Goal Analysis**: Explain what the agent seems to be trying to achieve immediately and over the long term.
- **Decision Justification**: Summarize why the inferred action is appropriate given the current game context—without stating or implying the action.
**Action Decision**: Based on the scene understanding and inferred intent, choose the **most reasonable next atomic action** from the following valid action set:
`NOOP`, `FIRE`, `UP`, `RIGHT`, `LEFT`, `DOWN`, `UPRIGHT`, `UPLEFT`, `DOWNRIGHT`, `DOWNLEFT`, `UPFIRE`, `RIGHTFIRE`, `LEFTFIRE`, `DOWNFIRE`, `UPRIGHTFIRE`, `UPLEFTFIRE`, `DOWNRIGHTFIRE`, `DOWNLEFTFIRE`.
*Instructions:**
- Base your reasoning on multiple frames to capture temporal patterns and object interactions.
- Ensure your decision aligns with inferred goals and basic game logic.
- Wrap your reasoning in `<think>...</think>` tags.
- Wrap your final action decision in `<answer>...</answer>` tags, containing only the action name.
|
You are given a sequence of consecutive video game frames (observations).
Your task is to analyze the visual scene and reason about the game's dynamics to infer the most appropriate next action.
- Provide your reasoning based Scene Analysis and Game Reasoning dimensions, inside `<think>...</think>` tags.
- Then, output the **final Action Decision** inside `<answer>...</answer>` tags.
Choose the action from the following valid set:
`NOOP`, `FIRE`, `UP`, `RIGHT`, `LEFT`, `DOWN`, `UPRIGHT`, `UPLEFT`, `DOWNRIGHT`, `DOWNLEFT`, `UPFIRE`, `RIGHTFIRE`, `LEFTFIRE`, `DOWNFIRE`, `UPRIGHTFIRE`, `UPLEFTFIRE`, `DOWNRIGHTFIRE`, `DOWNLEFTFIRE`.
|
<think>Let me go with understanding the current state. The main game area spans from coordinates (14, 26) to (150, 167). I see
a spaceship at (60, 104, 68, 122).
a obstacle_type1 at (21, 26, 27, 43).
a obstacle_type1 at (130, 42, 136, 59).
a obstacle_type1 at (21, 58, 27, 75).
a obstacle_type1 at (130, 74, 136, 91).
a obstacle_type1 at (21, 90, 27, 107).
a obstacle_type1 at (130, 106, 136, 123).
a obstacle_type1 at (21, 122, 27, 139).
a obstacle_type1 at (130, 138, 136, 155).
a lives at (59, 168, 84, 181).
a score at (80, 183, 105, 192).
Then, Let me consider what the optimal next action would be.
The game appears to be an avoidance-based action game. The player-controlled object is moving within a confined space, trying to evade collision with obstacles. The goal is likely to survive as long as possible, indicated by the score. The obstacles are moving horizontally, creating a dynamic and challenging environment. Analyzing the previous frames reveals a consistent pattern of obstacle movement and the player's attempts to dodge them. The current trajectory of the player shows a need to move towards a safer region, while accounting for the future movement of the immediate obstacles. The optimal direction should provide enough space to evade upcoming hazards, prioritizing survival.</think>
<answer>DOWN</answer>
|
AsterixNoFrameskip-v4
| 4
|
DOWN
|
[
0
] | 0
| 0
| 3
| false
| 0.001
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|
DOWNLEFT
| 8
|
||
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 entities such as the agent/player, enemies, obstacles, bullets, items, etc.
- **Spatial Positions**: For each object, use the bounding box format (x_top_left, y_top_left, x_bottom_right, y_bottom_right). The coordinate origin (0,0) is at the top-left of the 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 Genre Inference**: Based solely on visual cues, infer whether the game is action, shooting, strategy, or another genre.
- **Gameplay Mechanics**: Describe how the agent appears to interact with the environment (e.g., movement, avoidance, targeting) and how feedback or rewards might be structured.
- **Key Observations**: Point out any significant objects, obstacles, goals, or patterns of movement across the frames that likely influenced the decision.
- **Goal Analysis**: Explain what the agent seems to be trying to achieve immediately and over the long term.
- **Decision Justification**: Summarize why the inferred action is appropriate given the current game context—without stating or implying the action.
**Action Decision**: Based on the scene understanding and inferred intent, choose the **most reasonable next atomic action** from the following valid action set:
`NOOP`, `FIRE`, `UP`, `RIGHT`, `LEFT`, `DOWN`, `UPRIGHT`, `UPLEFT`, `DOWNRIGHT`, `DOWNLEFT`, `UPFIRE`, `RIGHTFIRE`, `LEFTFIRE`, `DOWNFIRE`, `UPRIGHTFIRE`, `UPLEFTFIRE`, `DOWNRIGHTFIRE`, `DOWNLEFTFIRE`.
*Instructions:**
- Base your reasoning on multiple frames to capture temporal patterns and object interactions.
- Ensure your decision aligns with inferred goals and basic game logic.
- Wrap your reasoning in `<think>...</think>` tags.
- Wrap your final action decision in `<answer>...</answer>` tags, containing only the action name.
|
You are given a sequence of consecutive video game frames (observations).
Your task is to analyze the visual scene and reason about the game's dynamics to infer the most appropriate next action.
- Provide your reasoning based Scene Analysis and Game Reasoning dimensions, inside `<think>...</think>` tags.
- Then, output the **final Action Decision** inside `<answer>...</answer>` tags.
Choose the action from the following valid set:
`NOOP`, `FIRE`, `UP`, `RIGHT`, `LEFT`, `DOWN`, `UPRIGHT`, `UPLEFT`, `DOWNRIGHT`, `DOWNLEFT`, `UPFIRE`, `RIGHTFIRE`, `LEFTFIRE`, `DOWNFIRE`, `UPRIGHTFIRE`, `UPLEFTFIRE`, `DOWNRIGHTFIRE`, `DOWNLEFTFIRE`.
|
<think>Let me go with understanding the current state. The main game area spans from coordinates (14, 26) to (150, 167). I see
a spaceship at (60, 120, 68, 138).
a obstacle_type1 at (25, 26, 31, 43).
a obstacle_type1 at (126, 42, 132, 59).
a obstacle_type1 at (25, 58, 31, 75).
a obstacle_type1 at (126, 74, 132, 91).
a obstacle_type1 at (25, 90, 31, 107).
a obstacle_type1 at (126, 106, 132, 123).
a obstacle_type1 at (25, 122, 31, 139).
a obstacle_type1 at (126, 138, 132, 155).
a lives at (59, 168, 84, 181).
a score at (80, 183, 105, 192).
Then, Let me consider what the optimal next action would be.
The game appears to be an action game where the player controls a spaceship. The player likely aims to survive by avoiding obstacles, indicated by the consistent presence of identically shaped objects moving horizontally. The spaceship is positioned near potential upcoming obstacles. The objective seems to be to obtain a better score, judging from the scoreboard. The immediate goal is to avoid a collision with the obstacles approaching the current horizontal plane. There is space available below the ship in the next horizontal plane.</think>
<answer>LEFT</answer>
|
AsterixNoFrameskip-v4
| 3
|
LEFT
|
[
0
] | 0
| 0
| 4
| false
| 0.001
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|
DOWN
| 4
|
||
"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).\n\nYour task is to anal(...TRUNCATED)
| "<think>Let me go with understanding the current state. The main game area spans from coordinates (1(...TRUNCATED)
|
AsterixNoFrameskip-v4
| [{"src":"https://datasets-server.huggingface.co/assets/StevenKaseiyo/action_15_AUG/--/{dataset_git_r(...TRUNCATED)
| 3
|
LEFT
|
[
0
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| 5
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| 0.001
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|
LEFT
| 3
|
|
"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).\n\nYour task is to anal(...TRUNCATED)
| "<think>Let me go with understanding the current state. The main game area spans from coordinates (1(...TRUNCATED)
|
AsterixNoFrameskip-v4
| [{"src":"https://datasets-server.huggingface.co/assets/StevenKaseiyo/action_15_AUG/--/{dataset_git_r(...TRUNCATED)
| 3
|
LEFT
|
[
50
] | 50
| 0
| 6
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| 0.001
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|
LEFT
| 3
|
|
"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).\n\nYour task is to anal(...TRUNCATED)
| "<think>Let me go with understanding the current state. The main game area spans from coordinates (1(...TRUNCATED)
|
AsterixNoFrameskip-v4
| [{"src":"https://datasets-server.huggingface.co/assets/StevenKaseiyo/action_15_AUG/--/{dataset_git_r(...TRUNCATED)
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UPRIGHT
|
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LEFT
| 3
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|
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|
AsterixNoFrameskip-v4
| [{"src":"https://datasets-server.huggingface.co/assets/StevenKaseiyo/action_15_AUG/--/{dataset_git_r(...TRUNCATED)
| 1
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UP
|
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0
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| 8
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| 0.001
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|
UPRIGHT
| 5
|
|
"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).\n\nYour task is to anal(...TRUNCATED)
| "<think>Let me go with understanding the current state. The main game area spans from coordinates (1(...TRUNCATED)
|
AsterixNoFrameskip-v4
| [{"src":"https://datasets-server.huggingface.co/assets/StevenKaseiyo/action_15_AUG/--/{dataset_git_r(...TRUNCATED)
| 6
|
UPLEFT
|
[
50
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| 0
| 9
| false
| 0.001
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| "gASVjzgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCZDgAAPc8BgD3PAYAKQAAACkAAAAAAAAAAAAAAEA(...TRUNCATED)
|
UP
| 1
|
|
"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).\n\nYour task is to anal(...TRUNCATED)
| "<think>Let me go with understanding the current state. The main game area spans from coordinates (1(...TRUNCATED)
|
AsterixNoFrameskip-v4
| [{"src":"https://datasets-server.huggingface.co/assets/StevenKaseiyo/action_15_AUG/--/{dataset_git_r(...TRUNCATED)
| 5
|
UPRIGHT
|
[
0
] | 100
| 0
| 10
| false
| 0.001
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| "gASVjzgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCZDgAAPc8BgD3PAYALQAAAC0AAAAAAAAAAAAAAEA(...TRUNCATED)
|
UPLEFT
| 6
|
End of preview. Expand
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