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Schema
Payload — one observation, four tar members
The tars are uncompressed, members of one observation are consecutive,
and the key is everything before the first . in a member name. Keys contain no
dots.
<key>.png screenshot, PNG, never re-encoded
<key>.leaf.json list of visible elements
<key>.screentag.txt serialized markup
<key>.record.json sanitized metadata
<key> is <shard>__<stem>, e.g. shard-0106__scene-002ad3e5b23cbfd9-step00.
It is shard-qualified because a few scenes were captured in two shards, so a
stem alone is not unique; (shard, stem) is.
leaf.json — an element
{
"type": "Button", // release class, 55 in the schema
"role": "push button", // AT-SPI role it came from
"name": "Save",
"visible_text": "Save", // text a reader can actually see
"visible_text_status": "visible",
"rect": {"x": 312, "y": 88, "w": 64, "h": 28}, // amodal: the whole element
"visible_fragments": [ // modal: pixels it occupies
{"x": 312, "y": 88, "w": 40, "h": 28}
],
"is_occluded": true,
"occlusion_state": "partially_occluded",
"app_name": "homebank",
"reading_order_index": 41,
"_window_stack_index": 2,
"uid": "80b06ebf5db974e2" // stable within an episode; action targets use it
}
rect is amodal and visible_fragments is modal. A box drawn from rect
alone claims pixels another window is covering. Train grounding on the
fragments; use rect when the question is where the whole element is.
screentag.txt
One flat string per screenshot: <Tag><loc_N>×4 [state] [text]</Tag>, nested
to mirror the element tree. Coordinates are on a 0–500 grid, normalized to
the viewport (record["screentag_grid"]).
record.json
Scene metadata for the observation. Carries observation_key, scene_id, episode_id, step_index,
split, group, width, height, apps, theme, scene, n_elements,
n_windows, window_stack, occlusion, flags, provenance, and — on any
observation that an action led to — action_into_this_state and
effect_of_that_action.
group is ep for a frame of a click episode and st for a standalone scene.
Indexes
| file | one row per | notable columns |
|---|---|---|
index/scenes.parquet |
scene | split, split_source, apps, theme, resolution |
index/observations/<split>.parquet |
observation | tar_path, *_member, occluded_ratio, n_elements, n_windows, the flags |
index/transitions/<split>.parquet |
transition | before_key, after_key, action fields, effect, exclusion_reasons |
index/instructions/<split>.parquet |
transition with an instruction | primary_instruction, instruction_variants, referring_expression |
index/episodes/<split>.parquet |
episode | observation_keys, transition_ids, episode_status |
index/shard_members.parquet |
tar member | byte_offset, byte_size, sha256 |
checksums/shard_stats.parquet |
tar | bytes, sha256, observations |
split_source is extended for the 12,515 scenes that are published but not
state-train-eligible, and v3 for all others.
Transitions
An action is stored on the step it produced:
observation[k-1] -- steps[k].action --> observation[k]
Step 0 has no action. Reading it the other way pairs every action with the screen it was not taken on, and nothing downstream would notice.
Coordinates: action_point_px is authoritative. action_point_norm_1000 and
action_point_screentag_500 are derived from it and agree to within one grid cell;
action_target_bbox_px is [x0, y0, x1, y1].
effect counts what changed between the endpoints — changed, magnitude,
appeared, disappeared, moved, text_changed, state_changed,
newly_occluded, revealed, semantic_changes, persisted.
exclusion_reasons is empty when transition_train_eligible is true and
otherwise names every rule the transition failed.
Instructions
index/instructions/<split>.parquet has one row per transition with an
instruction, joined to the corpus by transition_id, before_key and
after_key:
| column | content |
|---|---|
transition_id, split, before_key, after_key, target_uid |
the transition and its target element |
action_type, action_point_px, action_target_bbox_px |
the recorded click, as in index/transitions |
primary_style, primary_instruction |
the main instruction: standard where it exists, else detailed_contextual |
instruction_variants |
every phrasing, as style and text |
referring_expression |
how the target is identified on the before screen |
Instructions are coordinate-free: they name a goal, never a position.
demo/preview.parquet
A stratified sample of observations, one row per observation with the image inline, for browsing without the shards. It is stratified over split, theme, resolution, element density, occlusion band, static against episode, changed against no-op, and common against rare application.
Its images are downscaled to 1024 px on the long edge; data/ is
canonical. ScreenTag is on a 0–500 grid normalized to the viewport, so it still
describes the resized image, and width/height remain the original pixel
dimensions.
demo/transitions/<split>.tar — the transitions_preview subset
A browsing sample of recorded clicks for the Dataset Viewer, 100 per split, one
per episode, varied over target application, element role, appearance preset
and resolution. The key is the transition_id; each sample has six members:
<transition_id>.instruction.txt primary instruction for the click
<transition_id>.before.png the before observation's PNG, byte-identical
<transition_id>.target.png crop of the before screen around the target, outlined
<transition_id>.after.png the after observation's PNG, byte-identical
<transition_id>.action.txt e.g. click (1521, 688) on table column header "Compressed" in xarchiver
<transition_id>.transition.json ids, instruction variants, action, target, effect, scene
before.png and after.png hash to the sha256 of their members in
index/shard_members.parquet. target.png is the only derived image: a crop of
the before screen around the target, with the target box and click point drawn
on it.