Datasets:
images images list | messages string | metadata string |
|---|---|---|
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Configure the Python extension for a virtual environment: set the interpreter path to the project venv, enable pytest as the testing framework, and configure the Python analysis extra paths."}], "tool_c... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "vscode", "difficulty": "hard", "task_id": "001fd235-75fd-5304-9147-a3124f5326b0", "episode_return": 1, "terminated": true, "truncated": false, "id": "001fd235-75fd-5304-9147-a3124f5326b0", "resolu... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Apply a custom formula validation to cell E2 that ensures the end date in E2 is always after the start date in D2. Use the formula =E2>D2."}], "tool_calls": null}, {"role": "assistant", "content": [{"ty... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "libreoffice_calc", "difficulty": "medium", "task_id": "0029e9c3-6038-55fd-aee3-9eb4186d4d63", "episode_return": 1, "terminated": true, "truncated": false, "id": "0029e9c3-6038-55fd-aee3-9eb4186d4d... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Create a pivot table that uses multiple consolidation ranges: combine data from 'Sheet1' (Q1-Q2 data) and 'Sheet2' (Q3-Q4 data) into a single pivot table on a new sheet."}], "tool_calls": null}, {"role"... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "libreoffice_calc", "difficulty": "hard", "task_id": "004581cf-4541-5419-8147-4ebb5965935a", "episode_return": 1, "terminated": true, "truncated": false, "id": "004581cf-4541-5419-8147-4ebb5965935a... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Open VSCode with ~/projects/go-scaffold. In the terminal, run 'go mod init github.com/user/go-scaffold'. Create the following directory structure and files: cmd/server/main.go (entry point with main()),... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "vscode", "difficulty": "nan", "task_id": "004a9f27-a035-5e6a-b9e5-3d02cc61c9ea", "episode_return": 1, "terminated": true, "truncated": false, "id": "004a9f27-a035-5e6a-b9e5-3d02cc61c9ea", "resolut... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Merge the bookmark structures of ~/Documents/part1.pdf and ~/Documents/part2.pdf after concatenating them. Part 2's bookmarks should have their page numbers offset by the page count of Part 1. Save as ~... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "pdf", "difficulty": "hard", "task_id": "004dacef-b188-5e8d-a827-1747f96419d2", "episode_return": 1, "terminated": true, "truncated": false, "id": "004dacef-b188-5e8d-a827-1747f96419d2", "resolutio... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Add a rectangular shape on slide 2 with text 'Key Concept' inside it. Set the shape fill to light yellow (#FFFDE7) with a 2pt dark orange (#E65100) border to use as a highlight callout box."}], "tool_ca... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "libreoffice_impress", "difficulty": "easy", "task_id": "0050c6e5-61a1-5625-adf9-14bad433d1df", "episode_return": 1, "terminated": true, "truncated": false, "id": "0050c6e5-61a1-5625-adf9-14bad433d... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Create a student grade distribution summary below the main grade data: count students in each grade band (A: 90-100, B: 80-89, C: 70-79, D: 60-69, F: <60) using COUNTIFS formulas and format the summary ... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "libreoffice_calc", "difficulty": "nan", "task_id": "006bf1cb-6396-59f1-8718-c1cae91b0e7e", "episode_return": 0.9, "terminated": true, "truncated": false, "id": "006bf1cb-6396-59f1-8718-c1cae91b0e7... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Create a custom number format in LibreOffice Calc for cells D2:D21 on the 'Metrics' sheet that displays positive numbers in blue as '+#,##0.00', negative numbers in red as '-#,##0.00', and zero as '\u20... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "libreoffice_calc", "difficulty": "nan", "task_id": "00739eb3-9543-54ed-8add-a6319164edae", "episode_return": 1, "terminated": true, "truncated": false, "id": "00739eb3-9543-54ed-8add-a6319164edae"... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Create keybindings to navigate between multiple terminal instances: Ctrl+PageUp to focus the previous terminal and Ctrl+PageDown to focus the next terminal."}], "tool_calls": null}, {"role": "assistant"... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "vscode", "difficulty": "medium", "task_id": "0087268b-08e8-5e9b-9a17-be239892baed", "episode_return": 1, "terminated": true, "truncated": false, "id": "0087268b-08e8-5e9b-9a17-be239892baed", "reso... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Batch apply password protection to all PDF files in /home/user/finance/sensitive/. Use user password 'view_2024' and owner password 'admin_2024' with AES-256 encryption for each file. Restrict printing ... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "pdf", "difficulty": "hard", "task_id": "008b8b37-7f22-5603-a38f-044250d52dfe", "episode_return": 1, "terminated": true, "truncated": false, "id": "008b8b37-7f22-5603-a38f-044250d52dfe", "resolutio... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Use 'Surround with try/catch' on the selected code block and add appropriate error handling with logging."}], "tool_calls": null}, {"role": "assistant", "content": [], "tool_calls": [{"type": "function"... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "vscode", "difficulty": "medium", "task_id": "0099cd72-29c4-5d19-9804-8bd5f87c3cd5", "episode_return": 1, "terminated": true, "truncated": false, "id": "0099cd72-29c4-5d19-9804-8bd5f87c3cd5", "reso... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Build a balanced scorecard dashboard with four perspective sections (Financial, Customer, Internal Process, Learning & Growth), each with a merged section header in distinct colors, KPI rows with status... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "libreoffice_calc", "difficulty": "nan", "task_id": "009f0516-a980-58bd-a71f-8e7d58a3a57e", "episode_return": 0.6, "terminated": true, "truncated": false, "id": "009f0516-a980-58bd-a71f-8e7d58a3a57... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Enable Git auto-fetch in VSCode so it automatically fetches from remotes periodically."}], "tool_calls": null}, {"role": "assistant", "content": [{"type": "inline_reasoning", "index": null, "text": "**C... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "vscode", "difficulty": "easy", "task_id": "00aa356d-b197-53b3-ac88-0157cfbe9320", "episode_return": 1, "terminated": true, "truncated": false, "id": "00aa356d-b197-53b3-ac88-0157cfbe9320", "resolu... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Use a SUMPRODUCT with three criteria to find the total hours worked by 'Chen' on project 'Alpha' in department 'Engineering'."}], "tool_calls": null}, {"role": "assistant", "content": [{"type": "inline_... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "libreoffice_calc", "difficulty": "nan", "task_id": "00d19f97-82a3-5d3a-994d-632a3cb464a5", "episode_return": 1, "terminated": true, "truncated": false, "id": "00d19f97-82a3-5d3a-994d-632a3cb464a5"... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "In 'project_slides.pptx', duplicate slide 3, move the duplicate to position 5, and change the title text of the duplicate from 'Phase 2 Plan' to 'Phase 2 Summary'. Delete slide 7."}], "tool_calls": null... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "libreoffice_impress", "difficulty": "nan", "task_id": "00df6c58-845e-5b7f-9e4f-d7ef46132230", "episode_return": 1, "terminated": true, "truncated": false, "id": "00df6c58-845e-5b7f-9e4f-d7ef461322... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "A spreadsheet has a running total formula in column D where D2=C2 and D3=D2+C3, D4=D3+C4, etc. But D15 accidentally has =C15 instead of =D14+C15, causing the running total to reset at row 15. Fix D15 an... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "libreoffice_calc", "difficulty": "hard", "task_id": "00fa3d1a-f362-5396-9be9-2356b892185a", "episode_return": 1, "terminated": true, "truncated": false, "id": "00fa3d1a-f362-5396-9be9-2356b892185a... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Open VSCode with ~/projects/go-integration-tests. Set up integration tests using testcontainers-go: (1) Run 'go get github.com/testcontainers/testcontainers-go' and 'go get github.com/testcontainers/tes... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "vscode", "difficulty": "nan", "task_id": "00fd8877-5275-5d2d-8958-9c4ffbb525e8", "episode_return": 1, "terminated": true, "truncated": false, "id": "00fd8877-5275-5d2d-8958-9c4ffbb525e8", "resolut... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Write a Python script ~/scripts/pdf_form_fill.py that reads form field data from ~/Documents/form_data.json and fills in the corresponding fields in ~/Documents/application_form.pdf. Save the filled for... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "pdf", "difficulty": "hard", "task_id": "0100d7fd-0565-539b-bc9c-18fc79ded5c5", "episode_return": 1, "terminated": true, "truncated": false, "id": "0100d7fd-0565-539b-bc9c-18fc79ded5c5", "resolutio... |
End of preview. Expand in Data Studio
cua-lite/CuaGymDesktopGPT55
CUA-Gym desktop GPT-5.5 trajectories through batch3 wave12; fixed-task rewards in metadata
Origin
Load via datasets
from datasets import load_dataset
# entire dataset
ds = load_dataset("cua-lite/CuaGymDesktopGPT55")
# just one (platform, task_type) cohort
ds = load_dataset("cua-lite/CuaGymDesktopGPT55", "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_tool_schemas, 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(thedatasetslibrary blacklists<>:/\|?*in split names; everything else is fine in config_name) validationis an in-distribution held-out slice (never used in training);testis reserved for out-of-distribution benchmark datasets
Stats
| platform | task_type | variant | train | validation |
|---|---|---|---|---|
| desktop | navigation | navigation | 2,483 | 0 |
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:
$CUA_LITE_DATASETS_ROOT/cua-lite/CuaGymDesktopGPT55/
images/<hash[:2]>/<hash>.<ext> # content-addressed image store
<platform>/<task_type>/<split>[/<variant>].parquet # rows reference images by relative path
Rows in the local parquet have images: list[str]; bytes are extracted to
the image store. lite.train.utils.data.export_sft consumes the local
form directly with --image-root=$CUA_LITE_DATASETS_ROOT.
- Total unique images: 21,943
- Image store size: 11.27 GB
Notes
Staged via lite.data.rollout.stage from rollout log-roots: /srv/home/weichenzhang/cua-lite-overall/.cg_audit/staged_logroot (row filter: none).
License & citation
other
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