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---
license: mit
task_categories:
- robotics
tags:
- bimanual
- manipulation
- teleoperation
- imitation_learning
pretty_name: Amplibotics Block Tower
---
# Dataset Card for Amplibotics Block Tower
<!-- Provide a quick summary of the dataset. -->
Raw Capture MCAP files - teleoperated demonstrations of block tower stacking.
- **Created by:** Amplibotics
- **Recorded at:** Amplibotics Robot Farm
- **Language(s):** English
## Dataset Structure
<!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. -->
**File Type:** MCAP
## Metadata Records
| Record | Description | Count | Schema |
|------------------|---------------------------------------------------------------------------|------------|-----------------------------------------------------------|
| `session` | Session-level metadata including equipment configuration and identifiers. | Exactly 1 | [session.md](../../../../metadata/bus/v1/docs/session.md) |
| `episode_<uuid>` | Episode-level metadata for the recorded task attempt. | Exactly 1 | [episode.md](../../../../metadata/bus/v1/docs/episode.md) |
### `session` Metadata Record
| Key | Type | Required | Description |
|-----------------------|---------|------------|------------------------------------------------------------------------|
| `session-uuid` | string | Yes | Unique identifier for this capture session (UUID v4). |
| `station-uuid` | string | Yes | Identifier for the physical workstation (UUID v4). |
| `pilot-uuid` | string | Yes | Identifier for the pilot/operator who performed the session (UUID v4). |
| `start-time-unix` | float | Yes | Session start time as Unix timestamp (seconds since epoch). |
| `controller-type` | string | Yes | Type of controller hardware used for the session. |
| `robot-left-model` | string | Yes | Model identifier for the left robot arm. |
| `robot-right-model` | string | Yes | Model identifier for the right robot arm. |
| `gripper-left-model` | string | Yes | Model identifier for the left gripper/end-effector. |
| `gripper-right-model` | string | Yes | Model identifier for the right gripper/end-effector. |
| `urdf-permalink` | string | Yes | URL to the URDF file describing the robot configuration. |
| `collector-name` | string | Yes | Name of the data collection software. |
| `collector-version` | string | Yes | Semantic version of the collector software. |
| `schema-version` | string | No | data schema used by the collector. |
| `data-contract` | string | No | Contract ID this file conforms to. |
### `episode_<uuid>` Metadata Record
| Key | Type | Required | Description |
|--------------|---------|------------|----------------------------------------------------------------|
| `start_time` | integer | Yes | Episode start time in nanoseconds since Unix epoch. |
| `end_time` | integer | Yes | Episode end time in nanoseconds since Unix epoch. |
| `task` | string | Yes | Task instruction for this episode. |
| `success` | boolean | Yes | Whether the episode completed successfully. |
| `error` | string | No | Error message if the episode failed. |
| `is_discard` | boolean | No | Whether this episode was marked for discard during collection. |
## Topics
| Topic Pattern | Description | Schema | Encoding | Count |
|-------------------------------|------------------------------------------------------------|--------------------------------------------------------------------------------------------------------|------------|------------|
| `/robot_<name>/state` | Robot arm joint states end-effector pose. | [RobotState](../../../../message/proto/gen/messages.md#amplibotics-capture-RobotState) | protobuf | 1-2 |
| `/robot_<name>/command` | Commanded end-effector pose and velocity targets. | [RobotCommand](../../../../message/proto/gen/messages.md#amplibotics-bus-RobotCommand) | protobuf | 1-2 |
| `/robot_<name>/dh_parameters` | Denavit-Hartenberg kinematic parameters for the robot arm. | [RobotDHParameters](../../../../message/proto/gen/messages.md#amplibotics-capture-RobotDHParameters) | protobuf | 1-2 |
| `/tool_<name>/state` | Gripper state. | [ToolState](../../../../message/proto/gen/messages.md#amplibotics-capture-ToolState) | protobuf | 1-2 |
| `/tool_<name>/command` | Commanded gripper position. | [ToolCommand](../../../../message/proto/gen/messages.md#amplibotics-capture-ToolCommand) | protobuf | 1-2 |
| `/tool_<name>/info` | Tool info. | [GripperInfo](../../../../message/proto/gen/messages.md#amplibotics-capture-GripperInfo) | protobuf | At least 1 |
| `/camera_<name>/image` | Compressed video frames from cameras. | [CompressedVideo](../../../../message/proto/gen/messages.md#foxglove-CompressedVideo) | protobuf | At least 1 |
| `/camera_<name>/info` | Camera intrinsic and extrinsic calibration parameters. | [CameraCalibration](../../../../message/proto/gen/messages.md#foxglove-CameraCalibration) | protobuf | At least 1 |
| `/camera_<name>/extrinsics` | Camera extrinsic calibration parameters. | [HandEyeCalibration](../../../../message/proto/gen/messages.md#amplibotics-capture-HandEyeCalibration) | protobuf | Any number |
| `/tf_static` | Static coordinate frame transforms (e.g., camera mounts). | [FrameTransforms](../../../../message/proto/gen/messages.md#foxglove-FrameTransforms) | protobuf | Exactly 1 |
| `/tf` | Non-static instantaneous TF trees. | [FrameTransforms](../../../../message/proto/gen/messages.md#foxglove-FrameTransforms) | protobuf | Exactly 1 |
| `/episode/events` | Episode lifecycle events (start, end, subtasks). | [EpisodeEvent](../../../../message/proto/gen/messages.md#amplibotics-capture-EpisodeEvent) | protobuf | Exactly 1 |
## Protobuf Messages
<a name="amplibotics-capture-Episode"></a>
### Episode
A task completion attempt
| Field | Type | Label | Description |
| ----- | ---- | ----- | ----------- |
| id | [string](#string) | | UUID: &#34;123e4567-e89b-12d3-a456-426614174000&#34; |
| instruction | [string](#string) | | Natural language task instruction |
<a name="amplibotics-capture-EpisodeEvent"></a>
### EpisodeEvent
Used for both episode lifecycle events and subtask events:
| Field | Type | Label | Description |
| ----- | ---- | ----- | ----------- |
| timestamp | [google.protobuf.Timestamp](#google-protobuf-Timestamp) | | protobuf Timestamp (int seconds &amp; nanos) |
| event_type | [EpisodeEvent.EventType](#amplibotics-capture-EpisodeEvent-EventType) | | classification of this event |
| episode | [Episode](#amplibotics-capture-Episode) | | set for EPISODE_* events &amp; SUBTASK_* events |
| subtask | [Subtask](#amplibotics-capture-Subtask) | | only set for SUBTASK_* events |
| result | [TaskResult](#amplibotics-capture-TaskResult) | | only set for *_END events |
<a name="amplibotics-capture-GripperCommand"></a>
### GripperCommand
Command sent to parallel-jaw gripper
| Field | Type | Label | Description |
| ----- | ---- | ----- | ----------- |
| position | [float](#float) | | 0 is open, 1 is closed until effort threshold is met. Stored as float, but sent as boolean value for this gripper configuration. |
<a name="amplibotics-capture-GripperInfo"></a>
### GripperInfo
Parallel jaw gripper information
| Field | Type | Label | Description |
| ----- | ---- | ----- | ----------- |
| open_span_mm | [float](#float) | | Gripper span when fully open (mm) |
| closed_span_mm | [float](#float) | | Gripper span when fully closed (mm) |
<a name="amplibotics-capture-GripperState"></a>
### GripperState
State of parallel-jaw gripper
| Field | Type | Label | Description |
| ----- | ---- | ----- | ----------- |
| position | [float](#float) | | &#39;spans&#39; travelled. 0 is open, 1 is closed |
| velocity | [float](#float) | | &#39;spans&#39; per second |
| acceleration | [float](#float) | | &#39;spans&#39; per second^2&#39; |
| effort | [float](#float) | | Dynamixel current in mA |
<a name="amplibotics-capture-JointDHParam"></a>
### JointDHParam
DH parameters for a single joint
| Field | Type | Label | Description |
| ----- | ---- | ----- | ----------- |
| d | [float](#float) | | Link offset in mm |
| a | [float](#float) | | Link length in mm |
| alpha | [float](#float) | | Link twist in radians |
| theta | [float](#float) | | Joint angle offset in radians |
<a name="amplibotics-capture-Pose"></a>
### Pose
Pose given as xyz position and xyzw quaternion
| Field | Type | Label | Description |
| ----- | ---- | ----- | ----------- |
| x | [float](#float) | | mm relative to robot&#39;s base frame |
| y | [float](#float) | | mm relative to robot&#39;s base frame |
| z | [float](#float) | | mm relative to robot&#39;s base frame |
| qx | [float](#float) | | Quaternion orientation (x) relative to robot&#39;s base frame |
| qy | [float](#float) | | Quaternion orientation (y) relative to robot&#39;s base frame |
| qz | [float](#float) | | Quaternion orientation (z) relative to robot&#39;s base frame |
| qw | [float](#float) | | Quaternion orientation (w) relative to robot&#39;s base frame |
<a name="amplibotics-capture-RawInput"></a>
### RawInput
Raw controller input signals
| Field | Type | Label | Description |
| ----- | ---- | ----- | ----------- |
| axes | [float](#float) | repeated | Raw axis values |
| buttons | [bool](#bool) | repeated | Raw button states |
<a name="amplibotics-capture-RobotDHParameters"></a>
### RobotDHParameters
DH parameters for a robot
| Field | Type | Label | Description |
| ----- | ---- | ----- | ----------- |
| timestamp | [google.protobuf.Timestamp](#google-protobuf-Timestamp) | | protobuf Timestamp (int seconds &amp; nanos) |
| dh_parameters | [JointDHParam](#amplibotics-capture-JointDHParam) | repeated | DH parameters from robot |
| dh_tool_parameters | [JointDHParam](#amplibotics-capture-JointDHParam) | repeated | DH parameters with TCP offset applied |
| base_transform | [Pose](#amplibotics-capture-Pose) | | Base-to-world mounting transform (identity = flat table mount) |
<a name="amplibotics-capture-RobotState"></a>
### RobotState
State reported by robot
| Field | Type | Label | Description |
| ----- | ---- | ----- | ----------- |
| timestamp | [google.protobuf.Timestamp](#google-protobuf-Timestamp) | | protobuf Timestamp (int seconds &amp; nanos) |
| joint_positions | [float](#float) | repeated | rad |
| joint_velocities | [float](#float) | repeated | rad/s |
| joint_accelerations | [float](#float) | repeated | rad/s^2 |
| joint_efforts | [float](#float) | repeated | estimated joint torques computed by robot&#39;s controller (Nm) |
| joint_position_sub_commands | [float](#float) | repeated | the applied joint position commands the robot’s controller is currently executing (rad) |
| ee_pose | [Pose](#amplibotics-capture-Pose) | | end effector pose |
<a name="amplibotics-capture-Subtask"></a>
### Subtask
A subtask representing a shorter-horizon segment of the overall task
| Field | Type | Label | Description |
| ----- | ---- | ----- | ----------- |
| instruction | [string](#string) | | Natural language subtask instruction |
<a name="amplibotics-capture-TaskResult"></a>
### TaskResult
Information about the outcome of a task or subtask attempt
| Field | Type | Label | Description |
| ----- | ---- | ----- | ----------- |
| success | [bool](#bool) | | True if task completed successfully, false if not |
| label | [string](#string) | | &#39;success&#39;, &#39;failure&#39;, &#39;recovery&#39;, or &#39;impossible&#39; |
<a name="amplibotics-capture-ToolCommand"></a>
### ToolCommand
Command sent to robot&#39;s tool/end-effector
| Field | Type | Label | Description |
| ----- | ---- | ----- | ----------- |
| timestamp | [google.protobuf.Timestamp](#google-protobuf-Timestamp) | | protobuf Timestamp (int seconds &amp; nanos) |
| gripper | [GripperCommand](#amplibotics-capture-GripperCommand) | | |
<a name="amplibotics-capture-ToolState"></a>
### ToolState
State of robot&#39;s tool/end-effector
| Field | Type | Label | Description |
| ----- | ---- | ----- | ----------- |
| timestamp | [google.protobuf.Timestamp](#google-protobuf-Timestamp) | | protobuf Timestamp (int seconds &amp; nanos) |
| gripper | [GripperState](#amplibotics-capture-GripperState) | | |
<a name="amplibotics-capture-EpisodeEvent-EventType"></a>
### EpisodeEvent.EventType
EpisodeEvent classification (enum)
| Name | Number | Description |
| ---- | ------ | ----------- |
| EVENT_TYPE_UNSPECIFIED | 0 | |
| EPISODE_START | 1 | Event marks start of episode |
| EPISODE_END | 2 | Event marks end of episode |
| SUBTASK_START | 3 | Event marks start of subtask |
| SUBTASK_END | 4 | Event marks end of subtask |
<a name="amplibotics-bus-RobotCommand"></a>
### RobotCommand
Robot command with computed kinematics fields.
| Field | Type | Label | Description |
| ----- | ---- | ----- | ----------- |
| timestamp | [google.protobuf.Timestamp](#google-protobuf-Timestamp) | | protobuf Timestamp (int seconds &amp; nanos) |
| target_ee_pose | [amplibotics.capture.Pose](#amplibotics-capture-Pose) | | Absolute target end-effector pose (xyz in mm, orientation in quaternion). Commanded with leader arms, computed when using flight sticks. |
| ee_velocity | [amplibotics.capture.Pose](#amplibotics-capture-Pose) | | End-effector velocity (xyz in mm/s, quaternion in 1/s). Commanded with flight sticks, computed when using leader arms. |
| target_joint_positions | [float](#float) | repeated | Target joint angles from IK (radians) |
| raw_input | [amplibotics.capture.RawInput](#amplibotics-capture-RawInput) | | Optional raw controller input |
| target_joint_velocities | [float](#float) | repeated | rad/s, computed from target_joint_positions |
| target_joint_accelerations | [float](#float) | repeated | rad/s², computed from target_joint_velocities |
<a name="foxglove-CameraCalibration"></a>
### CameraCalibration
Camera calibration parameters
| Field | Type | Label | Description |
| ----- | ---- | ----- | ----------- |
| timestamp | [google.protobuf.Timestamp](#google-protobuf-Timestamp) | | protobuf Timestamp (int seconds &amp; nanos) |
| frame_id | [string](#string) | | |
| width | [fixed32](#fixed32) | | |
| height | [fixed32](#fixed32) | | |
| distortion_model | [string](#string) | | |
| D | [double](#double) | repeated | |
| K | [double](#double) | repeated | length 9 |
| R | [double](#double) | repeated | length 9 |
| P | [double](#double) | repeated | length 12 |
<a name="foxglove-CompressedVideo"></a>
### CompressedVideo
A single frame of a compressed video bitstream
| Field | Type | Label | Description |
| ----- | ---- | ----- | ----------- |
| timestamp | [google.protobuf.Timestamp](#google-protobuf-Timestamp) | | Timestamp of video frame |
| frame_id | [string](#string) | | Frame of reference for the video. The origin of the frame is the optical center of the camera. &#43;x points to the right in the video, &#43;y points down, and &#43;z points into the plane of the video. |
| data | [bytes](#bytes) | | Compressed video frame data. For packet-based video codecs this data must begin and end on packet boundaries (no partial packets), and must contain enough video packets to decode exactly one image (either a keyframe or delta frame). Note: Foxglove does not support video streams that include B frames because they require lookahead. |
| format | [string](#string) | | Video format. Supported values: h264, h265, vp9, av1 |
<a name="foxglove-FrameTransform"></a>
### FrameTransform
A transform between two reference frames in 3D space
| Field | Type | Label | Description |
| ----- | ---- | ----- | ----------- |
| timestamp | [google.protobuf.Timestamp](#google-protobuf-Timestamp) | | protobuf Timestamp (int seconds &amp; nanos) |
| parent_frame_id | [string](#string) | | |
| child_frame_id | [string](#string) | | |
| translation | [Vector3](#foxglove-Vector3) | | meters |
| rotation | [Quaternion](#foxglove-Quaternion) | | |
<a name="foxglove-FrameTransforms"></a>
### FrameTransforms
An array of transforms, each of which can transform points from a child frame to its parent frame
| Field | Type | Label | Description |
| ----- | ---- | ----- | ----------- |
| transforms | [FrameTransform](#foxglove-FrameTransform) | repeated | |
<a name="foxglove-Quaternion"></a>
### Quaternion
A quaternion representing a rotation in 3D space
| Field | Type | Label | Description |
| ----- | ---- | ----- | ----------- |
| x | [double](#double) | | |
| y | [double](#double) | | |
| z | [double](#double) | | |
| w | [double](#double) | | |
<a name="foxglove-Vector3"></a>
### Vector3
A vector in 3D space that represents a direction only
| Field | Type | Label | Description |
| ----- | ---- | ----- | ----------- |
| x | [double](#double) | | |
| y | [double](#double) | | |
| z | [double](#double) | | |