HDF5 Training Data Format
Structure inside each record_dataset_<EnvID>.h5 file:
episode_1/
setup/
timestep_1/
obs/
action/
info/
timestep_2/
obs/
action/
info/
...
...
Each episode contains:
setup/: episode-level configuration.
timestep_<K>/: per-timestep data.
setup/ fields (episode configuration)
Field
Type
Description
seed
int
Environment seed (fixed for benchmarking)
difficulty
str
Difficulty level (fixed for benchmarking)
task_goal
list[str]
Possible language goals for the task
front_camera_intrinsic
float32 (3, 3)
Front camera intrinsic matrix
wrist_camera_intrinsic
float32 (3, 3)
Wrist camera intrinsic matrix
available_multi_choices
str
Available options for the multi-choice Video-QA problem
obs/ fields (observations)
Field
Type / shape
Description
front_rgb
uint8 (256, 256, 3)
Front camera RGB
wrist_rgb
uint8 (256, 256, 3)
Wrist camera RGB
front_depth
int16 (256, 256, 1)
Front camera depth (mm)
wrist_depth
int16 (256, 256, 1)
Wrist camera depth (mm)
joint_state
float32 (7,)
Absolute joint positions (7 joints)
eef_state
float32 (6,)
Absolute end-effector pose [x, y, z, roll, pitch, yaw]
gripper_state
float32 (2,)
Gripper opening width in [0, 0.04]
is_gripper_close
bool
Whether gripper is closed
front_camera_extrinsic
float32 (3, 4)
Front camera extrinsic matrix
wrist_camera_extrinsic
float32 (3, 4)
Wrist camera extrinsic matrix
Field
Type / shape
Description
joint_action
float32 (8,)
Absolute joint-space action: 7 joint angles + gripper
eef_action
float32 (7,)
Absolute end-effector action [x, y, z, roll, pitch, yaw, gripper]
waypoint_action
float32 (7,)
Absolute end-effector action at discrete time steps; a subtask may contain multiple waypoint actions. Used for data generation.
choice_action
str
JSON string for multi-choice selection with an optional grounded pixel location on the front image, e.g., {"choice": "A", "point": [y, x]}
In RoboMME, a gripper action of -1 means close and 1 means open.
Field
Type
Description
simple_subgoal
bytes (UTF-8)
Simple subgoal text (built-in planner view)
simple_subgoal_online
bytes (UTF-8)
Simple subgoal text (online view; may advance to the next subgoal earlier than planner view)
grounded_subgoal
bytes (UTF-8)
Grounded subgoal text (built-in planner view)
grounded_subgoal_online
bytes (UTF-8)
Grounded subgoal text (online view; may advance to the next subgoal earlier than planner view)
is_video_demo
bool
Whether this frame is from the conditioning video shown before execution
is_subgoal_boundary
bool
Whether this is a keyframe (i.e., a boundary between subtasks)
is_completed
bool
Whether the task is finished