H-Tac_Sample / SCHEMA.md
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Schema Reference

This document summarizes the schema of H-Tac_Release_Sample_InternDesk. The authoritative machine-readable schemas are the per-subset meta/features.json and meta/dataset_info.json files.

Compatibility

scope per-frame schema
InternDataTac/curated__genie1_mano_tactile 40 columns
InternDataTac/curated__lift2_mano_tactile same 40 columns
DeskTaskTac/RawHandPip 38 columns
DeskTaskTac/AprilTagPip same 38 columns
InternDataTac vs DeskTaskTac 30 shared columns plus family-specific fields

InternDataTac subsets share one per-frame schema. DeskTaskTac subsets share one per-frame schema. Tactile and hand-control fields differ by family.

Common Frame Columns

These columns appear in every data/episode_*.parquet file.

field dtype / shape meaning
episode_index int64 scalar Episode id within the release subset.
frame_index int64 scalar Frame id inside the episode, starting at 0.
timestamp float32 scalar Episode-relative timestamp in seconds.
timestamp_ms float64 scalar Millisecond timestamp. InternDataTac uses episode-relative milliseconds; DeskTaskTac preserves captured timeline milliseconds.
task_index int64 scalar Task id resolved through meta/tasks.jsonl.
task string scalar Task instruction or task name.
session_name string scalar Release-local episode/session id.
session_dir string scalar Release-local session path or id.
manus_frame_index int64 scalar Source Manus/MoCap frame index when available; -1 means unavailable.
episode_done bool scalar End-of-episode marker; only the last frame is true.
state.eef_position float32[3] Right-side EEF or wrist position in first_person_camera_opencv.
state.eef_rotation float32[3] Right-side EEF or wrist axis-angle rotation in first_person_camera_opencv.
state.left_eef_position float32[3] Left-side EEF or wrist position in first_person_camera_opencv.
state.left_eef_rotation float32[3] Left-side EEF or wrist axis-angle rotation in first_person_camera_opencv.
state.right_beta float32[10] Right MANO shape parameter.
state.left_beta float32[10] Left MANO shape parameter.
state.right_theta float32[45] Right MANO pose parameter.
state.left_theta float32[45] Left MANO pose parameter.
state.first_person_camera_position_world float32[3] First-person camera position in world_scene.
state.first_person_camera_rotation_world float32[3] First-person camera axis-angle rotation in world_scene.
video.top_view stored as string path Relative path to the top-view video for this episode when present.
video.top_view_frame_index int64 scalar Top-view video frame index. In this sample it matches frame_index.
action.eef_position float32[3] Right-side action target or delta in first_person_camera_opencv; declared absolute=false.
action.eef_rotation float32[3] Right-side action axis-angle rotation; declared absolute=false.
action.left_eef_position float32[3] Left-side action target or delta in first_person_camera_opencv; declared absolute=false.
action.left_eef_rotation float32[3] Left-side action axis-angle rotation; declared absolute=false.
action.right_beta float32[10] Right MANO action shape parameter.
action.left_beta float32[10] Left MANO action shape parameter.
action.right_theta float32[45] Right MANO action pose parameter.
action.left_theta float32[45] Left MANO action pose parameter.

InternDataTac-Specific Frame Columns

field dtype / shape meaning
state.right_gripper float32[1] Right gripper openness/state in [0, 1]; -1 means inactive/masked.
state.left_gripper float32[1] Left gripper openness/state in [0, 1]; -1 means inactive/masked.
action.right_gripper float32[1] Right gripper action target.
action.left_gripper float32[1] Left gripper action target.
mask.right_arm bool scalar Right side inactive/masked flag.
mask.left_arm bool scalar Left side inactive/masked flag.
tactile.right_mano_tactile float32[351] Right MANO compact tactile pressure vector.
tactile.left_mano_tactile float32[351] Left MANO compact tactile pressure vector.
tactile_pred.right_mano_tactile float32[351] Right predicted or processed MANO tactile vector.
tactile_pred.left_mano_tactile float32[351] Left predicted or processed MANO tactile vector.

InternDataTac tactile values are normalized by a subset-specific dataset_robot_max scale recorded in meta/dataset_info.json. Nonnegative values are divided by that scale; masked inactive-arm values remain -1.

DeskTaskTac-Specific Frame Columns

field dtype / shape meaning
state.dexhand_position float32[6] Right-side dexhand/hand-position state vector.
state.left_dexhand_position float32[6] Left-side dexhand/hand-position state vector.
action.dexhand_position float32[6] Right-side dexhand/hand-position action vector.
action.left_dexhand_position float32[6] Left-side dexhand/hand-position action vector.
tactile.right_tacglove float32[137] Right TacGlove tactile vector.
tactile.left_tacglove float32[137] Left TacGlove tactile vector.
tactile_pred.right_tacglove float32[137] Right predicted or processed TacGlove tactile vector.
tactile_pred.left_tacglove float32[137] Left predicted or processed TacGlove tactile vector.

For DeskTaskTac, state.eef_* and state.left_eef_* are hand wrist or anchor poses in the first-person OpenCV camera frame, not robot EEF poses.

Coordinate Systems

first_person_camera_opencv:

  • x: image right
  • y: image down
  • z: camera forward

world_scene:

  • InternDataTac: scene world frame used by SimBox camera-to-environment poses.
  • DeskTaskTac: scene-board world frame anchored to the reference scene AprilTag.

Rotations are stored as axis-angle vectors where declared by meta/features.json.

Metadata Files

path purpose
meta/features.json Authoritative frame-level feature schema.
meta/dataset_info.json Dataset-level counts, modalities, coordinate systems, and tactile notes.
meta/tasks.jsonl Task id to task text mapping.
meta/episodes.parquet Episode-level index with lengths, task ids, relative parquet paths, and video paths.
meta/episode_records/*.json Detailed per-episode metadata records.

meta/episodes.parquet has family-specific auxiliary columns. InternDataTac includes robot_type, right_arm_mask, and left_arm_mask. DeskTaskTac includes camera, timeline, processing, and pipeline metadata.

Missing And Masked Values

  • InternDataTac inactive sides use masks and commonly fill tactile, gripper, pose, or MANO fields with -1.
  • Treat -1 on masked InternDataTac sides as missing data, not physical zero contact.
  • manus_frame_index = -1 means no source Manus/MoCap frame was available for that frame.
  • Resolve video.top_view path strings relative to the subset root.