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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.
The game appears to be a shooting action game where the player controls a spaceship. The spaceship is currently positioned in a relatively safe zone. Obstacles are present on either side of the screen forming what look like lanes. The goal seems to be avoiding these obstacles while potentially scoring points, with some kind of lives or health tracking mechanism present. Maintaining the current position is safe as there are no immediate threats, and repositioning is not presently required. The overall goal appears to be to survive and increase the score. There is no apparent need to change state from the current action, so there is no need to change.</think>
<answer>DOWNLEFT</answer>
|
AsterixNoFrameskip-v4
| 8
|
DOWNLEFT
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[
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| 1
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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.
This appears to be an action game where the player controls a spaceship. The objective seems to be to avoid obstacles. The obstacles are positioned in columns on the left and right. The spaceship moved down from the previous frames. In the current frame, there is more open space diagonally to the lower left than directly below. Therefore, it is logical to position the spaceship towards the lower left to maximize survivability.</think>
<answer>DOWNLEFT</answer>
|
AsterixNoFrameskip-v4
| 8
|
DOWNLEFT
|
[
0
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| 0
| 2
| false
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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 controls a spaceship, and the primary mechanic involves avoiding obstacles to survive. The obstacles are positioned in columns and rows along the top and bottom of the screen. The movement patterns across frames suggest a need to navigate tight spaces. The goal is to maneuver the ship within the play area to avoid the oncoming obstacles. The immediate concern is to evade a collision with obstacles. The chosen direction should allow the player to navigate to a position away from immediate danger.</think>
<answer>DOWN</answer>
|
AsterixNoFrameskip-v4
| 4
|
DOWN
|
[
0
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| 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 avoidance-based action game. The player-controlled object moves within a constrained space. The primary interaction seems to be avoiding the static obstacle objects. The goal appears to be survival for a high score, indicated by the score display. The obstacles are placed in a regular pattern, but their horizontal positioning changes slightly across frames. The agent is trying to avoid the obstacles while navigating in the available space. Continuing the current movement pattern would likely result in a collision with an upcoming obstacle. Therefore, a change in trajectory is necessary to ensure continued survival.</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_1_AUG/--/{dataset_git_re(...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_1_AUG/--/{dataset_git_re(...TRUNCATED)
| 3
|
LEFT
|
[
50
] | 50
| 0
| 6
| false
| 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_1_AUG/--/{dataset_git_re(...TRUNCATED)
| 5
|
UPRIGHT
|
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0
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| 7
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LEFT
| 3
|
|
"You are a general-purpose game agent focused on scene understanding, key object recognition, and in(...TRUNCATED)
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| "<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_1_AUG/--/{dataset_git_re(...TRUNCATED)
| 1
|
UP
|
[
0
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| 0
| 8
| false
| 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_1_AUG/--/{dataset_git_re(...TRUNCATED)
| 6
|
UPLEFT
|
[
50
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| 0
| 9
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| 0.001
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| "gASVhTgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCWjgAAPc8BgD3PAYAKQAAACkAAAAAAAAAAAAAADY(...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_1_AUG/--/{dataset_git_re(...TRUNCATED)
| 5
|
UPRIGHT
|
[
0
] | 100
| 0
| 10
| false
| 0.001
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| "gASVhTgAAAAAAACMDmFsZV9weS5fYWxlX3B5lIwIQUxFU3RhdGWUk5QpgZRCWjgAAPc8BgD3PAYALQAAAC0AAAAAAAAAAAAAADY(...TRUNCATED)
|
UPLEFT
| 6
|
End of preview. Expand
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