cua-verse/Aguvis

cua-lite preprocessed version of Aguvis (xlangai/aguvis-stage1 + aguvis-stage2) merged into one repo. Stage-1 contributes grounding:action sub-datasets (OmniAct, RICO, UI-RefExp, GUIEnv, SeeClick, WebUI); stage-2 contributes trajectory data (AITW, Android-Control, CoAT, GUIDE, MiniWoB). Both stages share the unified cua-lite SFT schema; the original stage boundary is preserved in metadata.others.

Origin

• https://huggingface.co/datasets/xlangai/aguvis-stage1
• https://huggingface.co/datasets/xlangai/aguvis-stage2

Schema

Each row has these columns:

column	type	notes
image_ids	list[string]	content-addressed ids (<sha256>.<ext>), used for cross-parquet dedup
images	list[Image]	bytes embedded at HF push time; matches image_ids index-for-index
messages	list[struct]	OpenAI-style turns with role + structured content
metadata	struct	{platform, task_type, split, others{...}}

Coordinate values in messages are normalized to [0, 1000] integers.

Layout

<platform>/<task_type>/<split>/<variant>.parquet

• platform ∈ {desktop, mobile, web}
• task_type ∈ {understanding, grounding:action, grounding:point, grounding:bbox, trajectory}
• split ∈ {train, eval} — eval is an in-distribution held-out slice (not used in training)

Stats

platform	task_type	variant	train	eval
desktop	grounding:action	omniact	5,392	99
mobile	grounding:action	ricoig16k	15,774	359
mobile	grounding:action	ricosca	171,212	2,000
mobile	grounding:action	ui_refexp	15,268	356
mobile	grounding:action	widget_cap	99,485	1,940
mobile	trajectory	aitw	1,698	30
mobile	trajectory	android_control	12,318	263
mobile	trajectory	coat	1,306	23
mobile	trajectory	guide	595	12
web	grounding:action	guienv	325,972	2,000
web	grounding:action	seeclick	269,121	2,000
web	grounding:action	seeclick_mi	269,119	2,000
web	grounding:action	webui	56,302	1,087
web	trajectory	miniwob	1,775	31

Image store

Images are content-addressed by SHA-256 and deduplicated within this repo. The mapping image_id → bytes is embedded in every parquet via datasets.Image. The reverse.py script in cua-lite/cua-lite reconstructs a local image_store/ + reference-only parquets, letting you re-dedup across datasets on your own machine.

• Total images: 516,962
• Store size: 209.74 GB

Notes

Sub-datasets (variants) may have heterogeneous source licenses. See metadata.others.source for provenance. Many Aguvis sub-datasets overlap with standalone cua-lite datasets (Mind2Web, AMEX, etc.); deduplicate before mixing for training.

License & Citation

See original datasets (xlangai/aguvis-stage1 and aguvis-stage2)

See https://aguvis-project.github.io/