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Datasets:
Writer
/
omniact

Tasks:
Text Generation
Languages:
English
ArXiv:
Tags:
code
License:
Dataset card Files Community
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  ---
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  license: apache-2.0
 
 
 
 
 
 
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  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ---
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  license: apache-2.0
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+ task_categories:
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+ - text-generation
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+ language:
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+ - en
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+ tags:
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+ - code
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  ---
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+
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+ Dataset for [OmniACT: A Dataset and Benchmark for Enabling Multimodal Generalist Autonomous Agents for Desktop and Web](https://arxiv.org/abs/2402.17553)
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+
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+ Splits:
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+
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+ | split_name | count |
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+ |------------|-------|
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+ | train | 6788 |
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+ | test | 2020 |
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+ | val | 991 |
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+
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+ Example datapoint:
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+ ```json
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+ "2849": {
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+ "task": "data/tasks/desktop/ibooks/task_1.30.txt",
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+ "image": "data/data/desktop/ibooks/screen_1.png",
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+ "ocr": "ocr/desktop/ibooks/screen_1.json",
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+ "color": "detact_color/desktop/ibooks/screen_1.json",
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+ "icon": "detact_icon/desktop/ibooks/screen_1.json",
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+ "box": "data/metadata/desktop/boxes/ibooks/screen_1.json"
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+ },
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+ ```
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+
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+ where:
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+
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+ - `task` - contains natural language description ("Task") along with the corresponding PyAutoGUI code ("Output Script"):
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+ ```text
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+ Task: Navigate to see the upcoming titles
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+ Output Script:
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+ pyautogui.moveTo(1881.5,1116.0)
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+ ```
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+ - `image` - screen image where the action is performed
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+ - `ocr` - OCR of screen image (all text elements extracted from the screen image)
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+ ```json
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+ {
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+ ocr:
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+ {
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+ "Book": [
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+ 1838.0,
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+ 52.5
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+ ],
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+ "Store": [
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+ 253.0,
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+ 394.5
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+ ],
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+ "Browse": [
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+ 2845.5,
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+ 1323.0
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+ ],
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+ "Sections": [
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+ 3227.0,
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+ 52.5
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+ ],
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+ "v": [
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+ 3298.5,
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+ 53.0
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+ ],
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+ "Q": [
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+ 47.5,
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+ 138.5
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+ ],
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+ "Apple": [
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+ 73.5,
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+ 230.5
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+ ],
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+ "Books": [
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+ 165.5,
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+ 987.5
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+ ],
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+ "Top": [
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+ 516.5,
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+ 227.0
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+ ],
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+ "Charts": [
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+ 622.0,
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+ 224.5
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+ ],
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+ ...
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+ }
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+ ```
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+ - `color` and `icon` - list of UI elements along with their positions
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+ ```json
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+ {
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+ "ctrl": [[2319.5, 2037.5], [2278.5, 1886.5], [2125.5, 1887.0], ...]
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+ "filter4": [[2319.5, 2037.5], [2278.5, 1886.5], ...]
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+ "calendar-empty": [[2319.5, 2037.5], [2278.5, 1886.5], [2125.5, 1887.0], ...]
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+ "volume-mute3": [[2319.5, 2037.5], [2278.5, 1886.5], [2125.5, 1887.0], ...]
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+ "command": [[2319.5, 2037.5], [2278.5, 1886.5], [2125.5, 1887.0], ...]
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+ "film3": [[2319.5, 2037.5], [2278.5, 1886.5], [2125.5, 1887.0],
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+ "insert-template": [[2125.5, 1887.0], [2258.5, 1887.0], ...]
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+ "grid7": [[2296.5, 1894.5], [2125.5, 1884.5], [2099.5, 1868.5], [622.5, 1953.5]],
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+ "map5": [[622.5, 1953.5]]
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+ }
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+ ```
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+ - `box` - bounding boxes of key UI elements
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+ ```json
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+ {
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+ {
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+ "example_0": {
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+ "top_left": [
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+ 482,
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+ 1232
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+ ],
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+ "bottom_right": [
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+ 1001,
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+ 1516
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+ ],
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+ "label": "browse_mystery"
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+ },
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+ "example_1": {
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+ "top_left": [
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+ 1053,
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+ 1235
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+ ],
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+ "bottom_right": [
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+ 1572,
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+ 1519
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+ ],
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+ "label": "browse_kids"
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+ },
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+ "example_2": {
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+ "top_left": [
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+ 1622,
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+ 1237
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+ ],
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+ "bottom_right": [
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+ 2141,
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+ 1521
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+ ],
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+ "label": "browse_non_fiction"
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+ },
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+ "example_3": {
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+ "top_left": [
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+ 2191,
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+ 1238
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+ ],
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+ "bottom_right": [
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+ 2710,
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+ 1522
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+ ],
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+ "label": "browse_romance"
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+ },
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+ ...
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+ }
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+ ```