Datasets:

cua-lite
/

OpenCUA

images images listlengths 2 43	messages stringlengths 5.34k 165k	metadata stringlengths 400 426
	[{"role": "user", "content": [{"type": "image", "index": 0}, {"type": "text", "text": "Open the Pikachu picture on the desktop using GIMP, and then select the \"Venetian Blinds\" filter in the animation."}]}, {"role": "assistant", "content": [{"type": "inline_reasoning", "text": "I need to start working towards the goa...	{"platform": "desktop", "task_type": "navigation", "extra_tools": [], "valid_actions": null, "others": {"id": "agentnet_ubuntu_0030dc52-2a4a-4c0e-895b-48284c200efe", "resolution": [1920, 1080], "os": "ubuntu", "source": "xlangai/AgentNet", "source_id": "0030dc52-2a4a-4c0e-895b-48284c200efe", "domain": "infeasible", "ta...
	[{"role": "user", "content": [{"type": "image", "index": 0}, {"type": "text", "text": "Open \"Notifications\" in the settings and turn on Notification Popups in Archive Manager."}]}, {"role": "assistant", "content": [{"type": "inline_reasoning", "text": "I need to open the Notifications settings to turn on Notification...	{"platform": "desktop", "task_type": "navigation", "extra_tools": [], "valid_actions": null, "others": {"id": "agentnet_ubuntu_0019cfaa-b2a0-424d-a2b0-b068d7956a7e", "resolution": [1920, 1080], "os": "ubuntu", "source": "xlangai/AgentNet", "source_id": "0019cfaa-b2a0-424d-a2b0-b068d7956a7e", "domain": "infeasible", "ta...
	[{"role": "user", "content": [{"type": "image", "index": 0}, {"type": "text", "text": "Please help me change the shortcut key for closing the window to 'Ctrl+Shift' and delete another shortcut key for closing the window."}]}, {"role": "assistant", "content": [{"type": "inline_reasoning", "text": "The task involves modi...	{"platform": "desktop", "task_type": "navigation", "extra_tools": [], "valid_actions": null, "others": {"id": "agentnet_ubuntu_00406a3b-9879-40b0-94d8-f7d21b7858d7", "resolution": [1920, 1080], "os": "ubuntu", "source": "xlangai/AgentNet", "source_id": "00406a3b-9879-40b0-94d8-f7d21b7858d7", "domain": "VScode", "task_c...
	[{"role": "user", "content": [{"type": "image", "index": 0}, {"type": "text", "text": "I'm editing\"The Xiaomi Product Ecosystem Chain.pptx,\"and I'm not very satisfied with the content of part 02 and part 04.Could you please add a strikethrough to the main titles of the chapter pages for these two sections to distingu...	{"platform": "desktop", "task_type": "navigation", "extra_tools": [], "valid_actions": null, "others": {"id": "agentnet_ubuntu_0022f50b-7983-4c7a-9005-01a6d924c152", "resolution": [1920, 1080], "os": "ubuntu", "source": "xlangai/AgentNet", "source_id": "0022f50b-7983-4c7a-9005-01a6d924c152", "domain": "libreoffice_impr...
	[{"role": "user", "content": [{"type": "image", "index": 0}, {"type": "text", "text": "Can you enable the sound field locator and then change the size to 6.0 and dry to 7.0?"}]}, {"role": "assistant", "content": [{"type": "inline_reasoning", "text": "Since this is the first action and there are no previous actions, I n...	{"platform": "desktop", "task_type": "navigation", "extra_tools": [], "valid_actions": null, "others": {"id": "agentnet_ubuntu_00721815-cc6b-41b2-b078-e743c9108357", "resolution": [1920, 1080], "os": "ubuntu", "source": "xlangai/AgentNet", "source_id": "00721815-cc6b-41b2-b078-e743c9108357", "domain": "VLC", "task_comp...
[{"src":"https://datasets-server.huggingface.co/assets/cua-lite/OpenCUA/--/{dataset_git_revision}/--(...TRUNCATED)	"[{\"role\": \"user\", \"content\": [{\"type\": \"image\", \"index\": 0}, {\"type\": \"text\", \"tex(...TRUNCATED)	"{\"platform\": \"desktop\", \"task_type\": \"navigation\", \"extra_tools\": [], \"valid_actions\": (...TRUNCATED)
[{"src":"https://datasets-server.huggingface.co/assets/cua-lite/OpenCUA/--/{dataset_git_revision}/--(...TRUNCATED)	"[{\"role\": \"user\", \"content\": [{\"type\": \"image\", \"index\": 0}, {\"type\": \"text\", \"tex(...TRUNCATED)	"{\"platform\": \"desktop\", \"task_type\": \"navigation\", \"extra_tools\": [], \"valid_actions\": (...TRUNCATED)
[{"src":"https://datasets-server.huggingface.co/assets/cua-lite/OpenCUA/--/{dataset_git_revision}/--(...TRUNCATED)	"[{\"role\": \"user\", \"content\": [{\"type\": \"image\", \"index\": 0}, {\"type\": \"text\", \"tex(...TRUNCATED)	"{\"platform\": \"desktop\", \"task_type\": \"navigation\", \"extra_tools\": [], \"valid_actions\": (...TRUNCATED)
[{"src":"https://datasets-server.huggingface.co/assets/cua-lite/OpenCUA/--/{dataset_git_revision}/--(...TRUNCATED)	"[{\"role\": \"user\", \"content\": [{\"type\": \"image\", \"index\": 0}, {\"type\": \"text\", \"tex(...TRUNCATED)	"{\"platform\": \"desktop\", \"task_type\": \"navigation\", \"extra_tools\": [], \"valid_actions\": (...TRUNCATED)
[{"src":"https://datasets-server.huggingface.co/assets/cua-lite/OpenCUA/--/{dataset_git_revision}/--(...TRUNCATED)	"[{\"role\": \"user\", \"content\": [{\"type\": \"image\", \"index\": 0}, {\"type\": \"text\", \"tex(...TRUNCATED)	"{\"platform\": \"desktop\", \"task_type\": \"navigation\", \"extra_tools\": [], \"valid_actions\": (...TRUNCATED)

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cua-lite/OpenCUA

cua-lite preprocessed version of xlangai/AgentNet (OpenCUA). Desktop navigation trajectories from Ubuntu and Windows/Mac environments with pyautogui-style actions converted to CUA-lite tool calls.

Origin

https://huggingface.co/datasets/xlangai/AgentNet

Load via `datasets`

from datasets import load_dataset

# entire dataset
ds = load_dataset("cua-lite/OpenCUA")

# just one (platform, task_type) cohort
ds = load_dataset("cua-lite/OpenCUA", "desktop.navigation")

You can also filter by metadata.platform / metadata.task_type / metadata.others.* after loading; every row carries a rich metadata struct (see schema below).

Schema

Each row has these columns:

column	type	notes
`images`	list[Image]	embedded PNG/JPEG bytes; HF viewer renders thumbnails
`messages`	list[struct]	OpenAI-style turns with `role` + structured `content`
`metadata`	struct	`{platform, task_type, extra_tools, valid_actions, others{...}}`

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

Layout

<platform>/<task_type>/<split>/shard-NNNNN-of-NNNNN.parquet                  # single-variant cohort
<platform>/<task_type>/<split>/<variant>/shard-NNNNN-of-NNNNN.parquet        # multi-variant cohort

platform ∈ {desktop, mobile, web}
task_type ∈ {understanding, grounding.action, grounding.point, grounding.bbox, navigation} — used verbatim as the dir component
HF config names are <platform>.<task_type> (e.g. mobile.grounding.action). The agent registry lookup key in code is <agent>@<platform>@<task_type> (e.g. qwen3_vl@mobile@grounding.action); only this user-facing token uses . between platform and task_type, because @ triggers a 403 on the dataset-viewer's signed image URLs.
HF split names stay train / validation (the datasets library blacklists <>:/\|?* in split names; everything else is fine in config_name)
validation is an in-distribution held-out slice (never used in training); test is reserved for out-of-distribution benchmark datasets

Stats

platform	task_type	variant	train	validation
desktop	navigation	ubuntu	4,890	102
desktop	navigation	win_mac	17,173	371

Local mirror & SFT export

For local workflows (SFT export, dedup, mixing across datasets), use lite.data.hf.download to mirror this repo back to the canonical local layout:

$CUA_LITE_DATASETS_ROOT/cua-lite/OpenCUA/
  images/<hash[:2]>/<hash>.<ext>                          # content-addressed image store
  <platform>/<task_type>/<split>[/<variant>].parquet      # rows reference images by relative path

Rows in the local parquet have images: list[str]; bytes are extracted to the image store. lite.train.utils.data.export_sft consumes the local form directly with --image-root=$CUA_LITE_DATASETS_ROOT.

Total unique images: 392,526
Image store size: 186.57 GB