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# Task The agent is solving a pick and place task in a simulated environment. Given the previous and current observations, predict the action that the agent should take. The object the agent is supposed to manipulate is a relitively flat square with a square-shaped region cut out of the center and a rectangular handle sticking out of one side. You are controlling a Panda robot arm with 7 DOF and a parallel gripper. ## Observation Space The observation space is broken into four subspaces. - **Object Pose**: The pose of the square-shaped object. - **Robot End Effector Position**: The x, y, z coordinates of the robot's end effector. - **Robot End Effector Orientation**: A quaternion representing the current orientation of the robot's end - **Robot Gripper Position**: A single number representing whether the gripper is open (1), closed (-1), or something in between. ## Action Space Actions in this environment consist of seven numbers. - The first three are target x, y, z coordinates of the end effector - The next three numbers are an axis angle representation of the target orientation of the end effector. - The last number indicates whether to open or close the gripper. --- # Previous Observation ## Object Position 0.24 0.10 1.09 0.01 0.04 1.00 0.00 0.00 -0.03 0.01 -0.00 1.00 -0.04 0.00 ## Robot End Effector Position 0.23 0.07 1.10 ## Robot End Effector Orientation 1.00 -0.00 -0.01 0.00 ## Robot Gripper Position 0.01 -0.01 --- # Current Observation ## Object Position 0.24 0.10 1.05 0.01 0.04 1.00 0.00 0.00 -0.03 0.05 0.00 -1.00 0.04 0.00 ## Robot End Effector Position 0.23 0.07 1.10 ## Robot End Effector Orientation 1.00 -0.00 -0.01 0.00 ## Robot Gripper Position 0.02 -0.02 --- # Predicted Action
<|act1913|> <|act1357|> <|act2042|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1911|> <|act1358|> <|act2041|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1909|> <|act1359|> <|act2040|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|>
# Task The agent is solving a pick and place task in a simulated environment. Given the previous and current observations, predict the action that the agent should take. The object the agent is supposed to manipulate is a relitively flat square with a square-shaped region cut out of the center and a rectangular handle sticking out of one side. You are controlling a Panda robot arm with 7 DOF and a parallel gripper. ## Observation Space The observation space is broken into four subspaces. - **Object Pose**: The pose of the square-shaped object. - **Robot End Effector Position**: The x, y, z coordinates of the robot's end effector. - **Robot End Effector Orientation**: A quaternion representing the current orientation of the robot's end - **Robot Gripper Position**: A single number representing whether the gripper is open (1), closed (-1), or something in between. ## Action Space Actions in this environment consist of seven numbers. - The first three are target x, y, z coordinates of the end effector - The next three numbers are an axis angle representation of the target orientation of the end effector. - The last number indicates whether to open or close the gripper. --- # Previous Observation ## Object Position 0.24 0.10 1.05 0.01 0.04 1.00 0.00 0.00 -0.03 0.05 0.00 -1.00 0.04 0.00 ## Robot End Effector Position 0.23 0.07 1.10 ## Robot End Effector Orientation 1.00 -0.00 -0.01 0.00 ## Robot Gripper Position 0.02 -0.02 --- # Current Observation ## Object Position 0.24 0.10 1.00 0.01 0.04 1.00 0.00 0.01 -0.03 0.11 0.00 -1.00 0.04 0.00 ## Robot End Effector Position 0.23 0.07 1.11 ## Robot End Effector Orientation 1.00 -0.00 -0.01 0.00 ## Robot Gripper Position 0.02 -0.02 --- # Predicted Action
<|act1911|> <|act1358|> <|act2041|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1909|> <|act1359|> <|act2040|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|>
# Task The agent is solving a pick and place task in a simulated environment. Given the previous and current observations, predict the action that the agent should take. The object the agent is supposed to manipulate is a relitively flat square with a square-shaped region cut out of the center and a rectangular handle sticking out of one side. You are controlling a Panda robot arm with 7 DOF and a parallel gripper. ## Observation Space The observation space is broken into four subspaces. - **Object Pose**: The pose of the square-shaped object. - **Robot End Effector Position**: The x, y, z coordinates of the robot's end effector. - **Robot End Effector Orientation**: A quaternion representing the current orientation of the robot's end - **Robot Gripper Position**: A single number representing whether the gripper is open (1), closed (-1), or something in between. ## Action Space Actions in this environment consist of seven numbers. - The first three are target x, y, z coordinates of the end effector - The next three numbers are an axis angle representation of the target orientation of the end effector. - The last number indicates whether to open or close the gripper. --- # Previous Observation ## Object Position 0.24 0.10 1.00 0.01 0.04 1.00 0.00 0.01 -0.03 0.11 0.00 -1.00 0.04 0.00 ## Robot End Effector Position 0.23 0.07 1.11 ## Robot End Effector Orientation 1.00 -0.00 -0.01 0.00 ## Robot Gripper Position 0.02 -0.02 --- # Current Observation ## Object Position 0.23 0.10 0.93 0.08 0.02 1.00 0.00 0.00 -0.03 0.18 -0.00 1.00 -0.02 0.07 ## Robot End Effector Position 0.23 0.07 1.11 ## Robot End Effector Orientation 1.00 -0.00 -0.02 0.00 ## Robot Gripper Position 0.02 -0.02 --- # Predicted Action
<|act1909|> <|act1359|> <|act2040|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|>
# Task The agent is solving a pick and place task in a simulated environment. Given the previous and current observations, predict the action that the agent should take. The object the agent is supposed to manipulate is a relitively flat square with a square-shaped region cut out of the center and a rectangular handle sticking out of one side. You are controlling a Panda robot arm with 7 DOF and a parallel gripper. ## Observation Space The observation space is broken into four subspaces. - **Object Pose**: The pose of the square-shaped object. - **Robot End Effector Position**: The x, y, z coordinates of the robot's end effector. - **Robot End Effector Orientation**: A quaternion representing the current orientation of the robot's end - **Robot Gripper Position**: A single number representing whether the gripper is open (1), closed (-1), or something in between. ## Action Space Actions in this environment consist of seven numbers. - The first three are target x, y, z coordinates of the end effector - The next three numbers are an axis angle representation of the target orientation of the end effector. - The last number indicates whether to open or close the gripper. --- # Previous Observation ## Object Position 0.23 0.10 0.93 0.08 0.02 1.00 0.00 0.00 -0.03 0.18 -0.00 1.00 -0.02 0.07 ## Robot End Effector Position 0.23 0.07 1.11 ## Robot End Effector Orientation 1.00 -0.00 -0.02 0.00 ## Robot Gripper Position 0.02 -0.02 --- # Current Observation ## Object Position 0.23 0.10 0.88 -0.04 0.01 1.00 -0.00 0.00 -0.03 0.23 -0.00 -1.00 0.01 0.06 ## Robot End Effector Position 0.23 0.07 1.11 ## Robot End Effector Orientation 1.00 -0.00 -0.02 0.00 ## Robot Gripper Position 0.03 -0.03 --- # Predicted Action
<|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|> <|act1907|> <|act1359|> <|act2039|> <|act1898|> <|act1898|> <|act1409|> <|act1024|>