{ "features": { "action": { "dtype": "float32", "field_descriptions": { "action/end/orientation": { "description": "左右手臂末端期望姿态(XYZ+臂形角),shape (2,4)", "dimensions": 8, "indices": [ 8, 9, 10, 11, 12, 13, 14, 15 ] }, "action/end/position": { "description": "左右手臂末端期望位置(m),shape (2,3)", "dimensions": 6, "indices": [ 2, 3, 4, 5, 6, 7 ] }, "action/head/position": { "description": "头部关节期望角度(弧度),[joint_head_yaw, joint_head_pitch]", "dimensions": 3, "indices": [ 30, 31, 32 ] }, "action/joint/position": { "description": "左右臂关节期望角度(弧度),来自 retarget 或 state 补帧", "dimensions": 14, "indices": [ 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29 ] }, "action/left_effector/position": { "description": "左执行器期望行程值/关节角度,夹爪需归一化处理", "dimensions": 1, "indices": [ 0 ] }, "action/left_refpose/orientation": { "description": "左臂参考姿态", "dimensions": 4, "indices": [ 44, 45, 46, 47 ] }, "action/right_effector/position": { "description": "右执行器期望行程值/关节角度,夹爪需归一化处理", "dimensions": 1, "indices": [ 1 ] }, "action/right_refpose/orientation": { "description": "右臂参考姿态", "dimensions": 4, "indices": [ 48, 49, 50, 51 ] }, "action/robot/velocity": { "description": "底盘期望速度,odom 坐标系,[线速度, 角速度],size of 2", "dimensions": 6, "indices": [ 38, 39, 40, 41, 42, 43 ] }, "action/waist/position": { "description": "腰部关节期望角度(弧度),[joint_lift_body, joint_body_pitch]", "dimensions": 5, "indices": [ 33, 34, 35, 36, 37 ] } }, "shape": [ 52 ] }, "observation.state": { "dtype": "float32", "field_descriptions": { "extrinsic_end_T_hand_left_rgbd_aligned/rotation_matrix": { "description": "左手 RGBD 相机(RGB 镜头)到 arm_l_end_link 的外参旋转矩阵(3x3 展平为 9 维),逐帧对齐", "dimensions": 9, "indices": [ 136, 137, 138, 139, 140, 141, 142, 143, 144 ] }, "extrinsic_end_T_hand_left_rgbd_aligned/translation_vector": { "description": "左手 RGBD 相机(RGB 镜头)到 arm_l_end_link 的外参平移向量(m),逐帧对齐", "dimensions": 3, "indices": [ 190, 191, 192 ] }, "extrinsic_end_T_hand_right_rgbd_aligned/rotation_matrix": { "description": "右手 RGBD 相机(RGB 镜头)到 arm_r_end_link 的外参旋转矩阵(3x3 展平为 9 维),逐帧对齐", "dimensions": 9, "indices": [ 145, 146, 147, 148, 149, 150, 151, 152, 153 ] }, "extrinsic_end_T_hand_right_rgbd_aligned/translation_vector": { "description": "右手 RGBD 相机(RGB 镜头)到 arm_r_end_link 的外参平移向量(m),逐帧对齐", "dimensions": 3, "indices": [ 193, 194, 195 ] }, "extrinsic_end_T_head_back_fisheye_aligned/rotation_matrix": { "description": "头部后鱼眼相机到 head_link3 的外参旋转矩阵(3x3 展平为 9 维),逐帧对齐", "dimensions": 9, "indices": [ 181, 182, 183, 184, 185, 186, 187, 188, 189 ] }, "extrinsic_end_T_head_back_fisheye_aligned/translation_vector": { "description": "头部后鱼眼相机到 head_link3 的外参平移向量(m),逐帧对齐", "dimensions": 3, "indices": [ 205, 206, 207 ] }, "extrinsic_end_T_head_front_rgbd_aligned/rotation_matrix": { "description": "头部前 RGBD 相机(RGB 镜头)到 head_link3 的外参旋转矩阵(3x3 展平为 9 维),逐帧对齐", "dimensions": 9, "indices": [ 172, 173, 174, 175, 176, 177, 178, 179, 180 ] }, "extrinsic_end_T_head_front_rgbd_aligned/translation_vector": { "description": "头部前 RGBD 相机(RGB 镜头)到 head_link3 的外参平移向量(m),逐帧对齐", "dimensions": 3, "indices": [ 202, 203, 204 ] }, "extrinsic_end_T_head_left_fisheye_aligned/rotation_matrix": { "description": "头部左鱼眼相机到 head_link3 的外参旋转矩阵(3x3 展平为 9 维),逐帧对齐", "dimensions": 9, "indices": [ 154, 155, 156, 157, 158, 159, 160, 161, 162 ] }, "extrinsic_end_T_head_left_fisheye_aligned/translation_vector": { "description": "头部左鱼眼相机到 head_link3 的外参平移向量(m),逐帧对齐", "dimensions": 3, "indices": [ 196, 197, 198 ] }, "extrinsic_end_T_head_right_fisheye_aligned/rotation_matrix": { "description": "头部右鱼眼相机到 head_link3 的外参旋转矩阵(3x3 展平为 9 维),逐帧对齐", "dimensions": 9, "indices": [ 163, 164, 165, 166, 167, 168, 169, 170, 171 ] }, "extrinsic_end_T_head_right_fisheye_aligned/translation_vector": { "description": "头部右鱼眼相机到 head_link3 的外参平移向量(m),逐帧对齐", "dimensions": 3, "indices": [ 199, 200, 201 ] }, "state/end/arm_orientation": { "description": "左右手臂末端在 arm_base_link 坐标系下的姿态(RPY 弧度或四元数)", "dimensions": 8, "indices": [ 64, 65, 66, 67, 68, 69, 70, 71 ] }, "state/end/arm_position": { "description": "左右手臂末端在 arm_base_link 坐标系下的位置(m),shape (2,3)", "dimensions": 6, "indices": [ 72, 73, 74, 75, 76, 77 ] }, "state/end/orientation": { "description": "左右手臂末端姿态,四元数 XYZW,shape (2,4)", "dimensions": 8, "indices": [ 56, 57, 58, 59, 60, 61, 62, 63 ] }, "state/end/position": { "description": "左右手臂末端位置(m),shape (2,3),基于末端关节 FK 计算", "dimensions": 6, "indices": [ 26, 27, 28, 29, 30, 31 ] }, "state/end/velocity": { "description": "左右手臂末端线速度(m/s),来自 MC frame_twists", "dimensions": 24, "indices": [ 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55 ] }, "state/end/wrench": { "description": "左右手臂末端六维力/力矩,fx/fy/fz/mx/my/mz,size of 12", "dimensions": 24, "indices": [ 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25 ] }, "state/head/position": { "description": "头部关节角度(弧度),[joint_head_yaw, joint_head_pitch],size of 2", "dimensions": 3, "indices": [ 120, 121, 122 ] }, "state/joint/current_value": { "description": "左右臂关节电流值(A),来自 motor_states[:].current,size of 14", "dimensions": 0, "indices": [] }, "state/joint/effort": { "description": "左右臂关节力矩(Nm),来自 motor_states[:].effort", "dimensions": 14, "indices": [ 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105 ] }, "state/joint/position": { "description": "左右臂关节角度(弧度),来自 aligned_joints.h5 state/joint/position,size of 14(l1-l7, r1-r7)", "dimensions": 14, "indices": [ 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91 ] }, "state/joint/velocity": { "description": "左右臂关节速度(弧度/秒),来自 motor_states[:].velocity", "dimensions": 14, "indices": [ 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119 ] }, "state/left_ee_force/cols": { "description": "左手触觉传感器矩阵列数", "dimensions": 0, "indices": [] }, "state/left_ee_force/contact": { "description": "左手触觉传感器接触状态", "dimensions": 0, "indices": [] }, "state/left_ee_force/controlled": { "description": "左手触觉传感器是否处于受控状态", "dimensions": 0, "indices": [] }, "state/left_ee_force/err_code": { "description": "左手触觉传感器错误码", "dimensions": 0, "indices": [] }, "state/left_ee_force/normal_force": { "description": "左手触觉传感器法向力(N)", "dimensions": 0, "indices": [] }, "state/left_ee_force/resolution_x": { "description": "左手触觉传感器 X 方向分辨率", "dimensions": 0, "indices": [] }, "state/left_ee_force/resolution_y": { "description": "左手触觉传感器 Y 方向分辨率", "dimensions": 0, "indices": [] }, "state/left_ee_force/rows": { "description": "左手触觉传感器矩阵行数", "dimensions": 0, "indices": [] }, "state/left_ee_force/shear_force_x": { "description": "左手触觉传感器 X 方向剪切力(N)", "dimensions": 0, "indices": [] }, "state/left_ee_force/shear_force_y": { "description": "左手触觉传感器 Y 方向剪切力(N)", "dimensions": 0, "indices": [] }, "state/left_ee_force/valid": { "description": "左手触觉传感器数据有效标志", "dimensions": 0, "indices": [] }, "state/left_effector/position": { "description": "左执行器行程值/关节角度,来自夹爪或灵巧手;category: binary=张合, continuous=连续控制", "dimensions": 1, "indices": [ 0 ] }, "state/left_vr_button/axis_click": { "description": "左手 VR 手柄摇杆按下状态,size of 1", "dimensions": 0, "indices": [] }, "state/left_vr_button/axis_x": { "description": "左手 VR 手柄摇杆 X 轴值,size of 1", "dimensions": 0, "indices": [] }, "state/left_vr_button/axis_y": { "description": "左手 VR 手柄摇杆 Y 轴值,size of 1", "dimensions": 0, "indices": [] }, "state/left_vr_button/hand_trig": { "description": "左手 VR 手柄握持扳机值,size of 1", "dimensions": 0, "indices": [] }, "state/left_vr_button/index_trig": { "description": "左手 VR 手柄食指扳机值,size of 1", "dimensions": 0, "indices": [] }, "state/left_vr_button/key_one": { "description": "左手 VR 手柄按键一状态,size of 1", "dimensions": 0, "indices": [] }, "state/left_vr_button/key_two": { "description": "左手 VR 手柄按键二状态,size of 1", "dimensions": 0, "indices": [] }, "state/operator_event/action_src_status": { "description": "动作来源状态:0=IDLE/BACKWARD/MODEL,1=TAKEOVER(遥操)", "dimensions": 1, "indices": [ 135 ] }, "state/right_ee_force/cols": { "description": "右手触觉传感器矩阵列数", "dimensions": 0, "indices": [] }, "state/right_ee_force/contact": { "description": "右手触觉传感器接触状态", "dimensions": 0, "indices": [] }, "state/right_ee_force/controlled": { "description": "右手触觉传感器是否处于受控状态", "dimensions": 0, "indices": [] }, "state/right_ee_force/err_code": { "description": "右手触觉传感器错误码", "dimensions": 0, "indices": [] }, "state/right_ee_force/normal_force": { "description": "右手触觉传感器法向力(N)", "dimensions": 0, "indices": [] }, "state/right_ee_force/resolution_x": { "description": "右手触觉传感器 X 方向分辨率", "dimensions": 0, "indices": [] }, "state/right_ee_force/resolution_y": { "description": "右手触觉传感器 Y 方向分辨率", "dimensions": 0, "indices": [] }, "state/right_ee_force/rows": { "description": "右手触觉传感器矩阵行数", "dimensions": 0, "indices": [] }, "state/right_ee_force/shear_force_x": { "description": "右手触觉传感器 X 方向剪切力(N)", "dimensions": 0, "indices": [] }, "state/right_ee_force/shear_force_y": { "description": "右手触觉传感器 Y 方向剪切力(N)", "dimensions": 0, "indices": [] }, "state/right_ee_force/valid": { "description": "右手触觉传感器数据有效标志", "dimensions": 0, "indices": [] }, "state/right_effector/position": { "description": "右执行器行程值/关节角度,来自夹爪或灵巧手;category: binary=张合, continuous=连续控制", "dimensions": 1, "indices": [ 1 ] }, "state/right_vr_button/axis_click": { "description": "右手 VR 手柄摇杆按下状态,size of 1", "dimensions": 0, "indices": [] }, "state/right_vr_button/axis_x": { "description": "右手 VR 手柄摇杆 X 轴值,size of 1", "dimensions": 0, "indices": [] }, "state/right_vr_button/axis_y": { "description": "右手 VR 手柄摇杆 Y 轴值,size of 1", "dimensions": 0, "indices": [] }, "state/right_vr_button/hand_trig": { "description": "右手 VR 手柄握持扳机值,size of 1", "dimensions": 0, "indices": [] }, "state/right_vr_button/index_trig": { "description": "右手 VR 手柄食指扳机值,size of 1", "dimensions": 0, "indices": [] }, "state/right_vr_button/key_one": { "description": "右手 VR 手柄按键一状态,size of 1", "dimensions": 0, "indices": [] }, "state/right_vr_button/key_two": { "description": "右手 VR 手柄按键二状态,size of 1", "dimensions": 0, "indices": [] }, "state/robot/orientation": { "description": "机体姿态,odom 坐标系,四元数,size of 4", "dimensions": 4, "indices": [ 131, 132, 133, 134 ] }, "state/robot/position": { "description": "机体位置,odom 坐标系,size of 3(x, y, z,单位 m)", "dimensions": 3, "indices": [ 128, 129, 130 ] }, "state/waist/position": { "description": "腰部关节角度(弧度),[joint_lift_body, joint_body_pitch],size of 2", "dimensions": 5, "indices": [ 123, 124, 125, 126, 127 ] } }, "shape": [ 208 ] } }, "observations": { "hand_left": { "availability": "initial frame only", "color_space": "RGB", "dtype": "uint8", "encoding": "png" }, "hand_right": { "availability": "initial frame only", "color_space": "RGB", "dtype": "uint8", "encoding": "png" }, "top_head": { "availability": "initial frame only", "color_space": "RGB", "dtype": "uint8", "encoding": "png" } }, "schema_version": "acwmbench.inference.v1", "timeline": { "fps": 30.0, "frame_index": { "dtype": "int64", "origin": 0, "step": 1 }, "timestamp": { "definition": "frame_index / fps", "dtype": "float32" } } }