images images listlengths 1 45 | messages stringlengths 1.32k 40.9k | metadata stringlengths 374 396 |
|---|---|---|
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Apply a cross-page search-and-replace: find all instances of 'FY2025' in /home/user/Documents/budget_report.pdf and replace each with 'FY2026' using white-out redaction followed by text insertion. Save ... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "libreoffice_calc", "difficulty": "nan", "task_id": "010b42a5-797e-5313-9ade-c1837e811b37", "episode_return": 1, "terminated": true, "truncated": false, "id": "010b42a5-797e-5313-9ade-c1837e811b37"... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Apply a Color Scale conditional formatting to column D (D2:D40) ranging from red (lowest) to green (highest) to show a heat map of performance scores."}], "tool_calls": null}, {"role": "assistant", "con... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "libreoffice_calc", "difficulty": "nan", "task_id": "010b748c-d068-5b01-8be0-5a450fd45744", "episode_return": 1, "terminated": true, "truncated": false, "id": "010b748c-d068-5b01-8be0-5a450fd45744"... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Open VSCode with ~/projects/go-feature-flags. Implement a feature flag system: (1) Create pkg/flags/flag.go defining FeatureFlag struct (name, enabled bool, rollout_percentage int, variants map[string]s... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "vscode", "difficulty": "nan", "task_id": "012af5e4-0e51-50c5-a24c-8fa900da0769", "episode_return": 1, "terminated": true, "truncated": false, "id": "012af5e4-0e51-50c5-a24c-8fa900da0769", "resolut... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Perform a branch-based code review workflow in VSCode: use the terminal to create a new branch 'feature/add-auth' from main, make changes to add an authentication middleware in ~/project/src/middleware/... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "vscode", "difficulty": "medium", "task_id": "014a9186-0e8f-5cec-a632-6e8bb2641277", "episode_return": 1, "terminated": true, "truncated": false, "id": "014a9186-0e8f-5cec-a632-6e8bb2641277", "reso... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Merge cells A1:E1 on the 'Summary' sheet in LibreOffice Calc and center the existing text 'Annual Financial Summary', then format the merged cell with a dark blue background and white bold text in 16pt ... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "libreoffice_calc", "difficulty": "nan", "task_id": "0154979c-8af2-5b4f-bcc8-97c54bfb764e", "episode_return": 0.7, "terminated": true, "truncated": false, "id": "0154979c-8af2-5b4f-bcc8-97c54bfb764... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Use Paste Special to transpose a horizontal row of data so it becomes a vertical column."}], "tool_calls": null}, {"role": "assistant", "content": [{"type": "inline_reasoning", "index": null, "text": "*... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "libreoffice_calc", "difficulty": "nan", "task_id": "0155ee74-d28f-543f-99f2-1693bbe797f3", "episode_return": 1, "terminated": true, "truncated": false, "id": "0155ee74-d28f-543f-99f2-1693bbe797f3"... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Set up a Python project with type checking: install mypy and pyright via pip in the terminal, configure VSCode to enable type checking mode 'basic' for Pylance, and create a mypy.ini file in ~/project w... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "vscode", "difficulty": "medium", "task_id": "01620a3b-8a5a-5d95-9e5b-798cc947b25b", "episode_return": 1, "terminated": true, "truncated": false, "id": "01620a3b-8a5a-5d95-9e5b-798cc947b25b", "reso... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Open VSCode with ~/projects/code-review-ts. The file src/services/OrderService.ts has been flagged in code review. Apply these fixes: (1) The class uses 'any' type in 8 places \u2014 replace each with p... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "vscode", "difficulty": "nan", "task_id": "018e8f6d-7d79-54dd-9372-c0c5c25a244e", "episode_return": 1, "terminated": true, "truncated": false, "id": "018e8f6d-7d79-54dd-9372-c0c5c25a244e", "resolut... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Configure the Python test discovery to use a custom test file pattern 'check_*.py' instead of the default 'test_*.py' pattern in VSCode settings."}], "tool_calls": null}, {"role": "assistant", "content"... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "vscode", "difficulty": "hard", "task_id": "019f3fb7-9e3a-5c88-ab05-cce892e991b5", "episode_return": 1, "terminated": true, "truncated": false, "id": "019f3fb7-9e3a-5c88-ab05-cce892e991b5", "resolu... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "In VSCode, open the file '/home/user/projects/node-app/.vscode/launch.json'. Add a new compound launch configuration named 'Full Stack Debug' that starts both a 'Debug Server' configuration and a 'Debug... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "vscode", "difficulty": "nan", "task_id": "01b10f6b-d237-59e7-9488-380b9314fcbe", "episode_return": 1, "terminated": true, "truncated": false, "id": "01b10f6b-d237-59e7-9488-380b9314fcbe", "resolut... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Write a macro named 'DeleteEmptyRows' that scans column A from row 2 to row 500 and deletes any entire row where column A is empty. The macro should loop from bottom to top to avoid skipping rows."}], "... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "libreoffice_calc", "difficulty": "medium", "task_id": "01cd2c48-45d9-5a89-b1e4-8c4ce3902c0d", "episode_return": 0, "terminated": true, "truncated": false, "id": "01cd2c48-45d9-5a89-b1e4-8c4ce3902c... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Make the last column ('Total') in the table on slide 3 bold with a yellow (#FFF9C4) background to highlight it."}], "tool_calls": null}, {"role": "assistant", "content": [{"type": "inline_reasoning", "i... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "libreoffice_impress", "difficulty": "medium", "task_id": "01ebde10-aec7-53eb-9092-d30c8b29b2d1", "episode_return": 0, "terminated": true, "truncated": false, "id": "01ebde10-aec7-53eb-9092-d30c8b2... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Set the chart title to 'Annual Growth Rate (%)' and add axis titles: X-axis 'Year' and Y-axis 'Growth %' on the chart on slide 3."}], "tool_calls": null}, {"role": "assistant", "content": [{"type": "inl... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "libreoffice_impress", "difficulty": "medium", "task_id": "01f718f5-4f58-543a-9857-46d6dd46896d", "episode_return": 1, "terminated": true, "truncated": false, "id": "01f718f5-4f58-543a-9857-46d6dd4... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Read the SWOT analysis from ~/Documents/strategic_plan.pdf (page 4). Create a visually appealing SWOT diagram in LibreOffice Impress using 4 colored quadrants: green for Strengths, blue for Weaknesses, ... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "libreoffice_impress", "difficulty": "medium", "task_id": "01fd9bb7-b3da-566a-9e41-473c99f3d2aa", "episode_return": 1, "terminated": true, "truncated": false, "id": "01fd9bb7-b3da-566a-9e41-473c99f... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Prettier is not respecting my project's .prettierrc configuration. It keeps using default settings (e.g., double quotes instead of single quotes). The issue is that Prettier resolves config from the wro... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "vscode", "difficulty": "hard", "task_id": "0201e733-9ae9-58b9-b93a-5cee528e93dc", "episode_return": 0, "terminated": true, "truncated": false, "id": "0201e733-9ae9-58b9-b93a-5cee528e93dc", "resolu... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Redact all dollar amounts (e.g., $1,234.56 format) on pages 1 through 3 of /home/user/finance/invoice_bundle.pdf. Replace with '[AMOUNT REDACTED]'. Save to /home/user/finance/invoice_bundle_redacted.pdf... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "libreoffice_calc", "difficulty": "medium", "task_id": "02103d62-f218-551c-9e1a-b0140ca4669d", "episode_return": 1, "terminated": true, "truncated": false, "id": "02103d62-f218-551c-9e1a-b0140ca466... | |
[{"role": "user", "content": [{"type": "image", "index": 0.0, "text": null}, {"type": "text", "index": null, "text": "Configure a pyproject.toml-aware workspace where Black, isort, and mypy all read their configuration from the pyproject.toml file, and configure VSCode settings to respect this."}], "tool_calls": null},... | {"platform": "desktop", "task_type": "navigation", "extra_tool_schemas": [], "valid_actions": null, "others": {"app_type": "vscode", "difficulty": "hard", "task_id": "021ed5e0-c624-5dfd-a477-d52fc9ca906d", "episode_return": 0.85, "terminated": true, "truncated": false, "id": "021ed5e0-c624-5dfd-a477-d52fc9ca906d", "res... |
End of preview. Expand in Data Studio
cua-lite/CuaGymDesktopGPT55
CuaGymDesktopGPT55: agent rollout trajectories staged into the canonical cua-lite layout for SFT distillation.
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 | 948 | 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: 8,760
- Image store size: 4.44 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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