On the Effects of Data Scale on Computer Control Agents
Paper • 2406.03679 • Published
episode_id int64 27 20.2k | goal stringlengths 18 297 | screenshots_b64 listlengths 2 25 | actions listlengths 1 24 | step_instructions listlengths 1 24 |
|---|---|---|---|---|
575 | In the Audio Video app, find an origami inspiration. | ["iVBORw0KGgoAAAANSUhEUgAABDgAAAlgCAYAAABtGofVAAABJWlDQ1BTa2lhAAAokX2RvUvDQBjGf5Yufg2ig4NDxi5KVdBBXa(...TRUNCATED) | [{"action_type":"scroll","app_name":null,"direction":"down","text":null,"x":null,"y":null},{"action_(...TRUNCATED) | ["Scroll up on the screen.","Scroll up on the screen.","Click on the phoenix origami on the left sid(...TRUNCATED) |
916 | "Share the Office document 2023 with my friend Natalie Larson over her gmail: \"natalie.larson1998@g(...TRUNCATED) | ["iVBORw0KGgoAAAANSUhEUgAABDgAAAlgCAYAAABtGofVAAABJWlDQ1BTa2lhAAAokX2RvUvDQBjGf5Yufg2ig4NDxi5KVdBBXa(...TRUNCATED) | [{"action_type":"click","app_name":null,"direction":null,"text":null,"x":540.0,"y":2273.0},{"action_(...TRUNCATED) | ["Click on the \"Share\" tab in the bottom menu.","Click on the tab \"Mail\".","Click on the tab \"G(...TRUNCATED) |
6,792 | In an infinite painter app click on the Blank canvas and draw a rectangle . | ["iVBORw0KGgoAAAANSUhEUgAABDgAAAlgCAYAAABtGofVAAABJWlDQ1BTa2lhAAAokX2RvUvDQBjGf5Yufg2ig4NDxi5KVdBBXa(...TRUNCATED) | [{"action_type":"navigate_back","app_name":null,"direction":null,"text":null,"x":null,"y":null},{"ac(...TRUNCATED) | ["Go back to the home page.","Click on the home icon.","Click on the Blank canvas tab.","Click on th(...TRUNCATED) |
7,733 | "I'd liked the United states museum Art very much and wanted to share the art with cole at coledbwpe(...TRUNCATED) | ["iVBORw0KGgoAAAANSUhEUgAABDgAAAlgCAYAAABtGofVAAABK2lDQ1BTa2lhAAAokX2QP0vDQBjGf5aC/wfR0SFjF6Uq6KAuVS(...TRUNCATED) | [{"action_type":"scroll","app_name":null,"direction":"up","text":null,"x":null,"y":null},{"action_ty(...TRUNCATED) | ["Swipe down for the share button","Click on the share icon","Select Gmail for sharing the Art","Typ(...TRUNCATED) |
8,455 | "I want some street art inspiration and also other art inspiration to get an idea for different art.(...TRUNCATED) | ["iVBORw0KGgoAAAANSUhEUgAABDgAAAlgCAYAAABtGofVAAABJWlDQ1BTa2lhAAAokX2RvUvDQBjGf5Yufg2ig4NDxi5KVdBBXa(...TRUNCATED) | [{"action_type":"navigate_back","app_name":null,"direction":null,"text":null,"x":null,"y":null},{"ac(...TRUNCATED) | ["Go back to the screen","Go back to the screen","Click on the Inspire icon option","Scroll up to vi(...TRUNCATED) |
9,195 | "Thomas is looking to go on vacation and has asked me for some suggestions on where to go. Send him (...TRUNCATED) | ["iVBORw0KGgoAAAANSUhEUgAABaAAAAwwCAYAAAAgXrdYAAABJWlDQ1BTa2lhAAAokX2RvUvDQBjGf5Yufg2ig4NDxi5KVdBBXa(...TRUNCATED) | [{"action_type":"open_app","app_name":"Keep Notes","direction":null,"text":null,"x":null,"y":null},{(...TRUNCATED) | ["open keep notes app","open keep notes app","Click on the important note","Click on the more option(...TRUNCATED) |
10,520 | I want to track the movement of Neptune on the Sky Tracker app. | ["iVBORw0KGgoAAAANSUhEUgAABDgAAAlgCAYAAABtGofVAAABJWlDQ1BTa2lhAAAokX2RvUvDQBjGf5Yufg2ig4NDxi5KVdBBXa(...TRUNCATED) | [
{
"action_type": "click",
"app_name": null,
"direction": null,
"text": null,
"x": 540,
"y": 1200
}
] | [
"Click on the Neptune."
] |
11,304 | Choose the Russian language as the language to learn mondly App | ["iVBORw0KGgoAAAANSUhEUgAABDgAAAlgCAYAAABtGofVAAABJWlDQ1BTa2lhAAAokX2RvUvDQBjGf5Yufg2ig4NDxi5KVdBBXa(...TRUNCATED) | [{"action_type":"open_app","app_name":"Mondly Languages","direction":null,"text":null,"x":null,"y":n(...TRUNCATED) | ["Open the Mondley language App","Click on the profile icon at the top left corner","Click on the Ad(...TRUNCATED) |
11,726 | "In the Skyscanner app,find a flight from Indira Gandhi International (DEL) to Tokyo Haneda (HND) de(...TRUNCATED) | ["iVBORw0KGgoAAAANSUhEUgAABDgAAAlgCAYAAABtGofVAAABJWlDQ1BTa2lhAAAokX2RvUvDQBjGf5Yufg2ig4NDxi5KVdBBXa(...TRUNCATED) | [{"action_type":"open_app","app_name":"Skyscanner","direction":null,"text":null,"x":null,"y":null},{(...TRUNCATED) | ["Open the Skyscanner app","Tap on the flights option at the left top corner of the screen","Click o(...TRUNCATED) |
15,402 | "The art of the Legends in Chrome and Steel looks good, and I want to learn more about this art, so (...TRUNCATED) | ["iVBORw0KGgoAAAANSUhEUgAABDgAAAlgCAYAAABtGofVAAABJWlDQ1BTa2lhAAAokX2RvUvDQBjGf5Yufg2ig4NDxi5KVdBBXa(...TRUNCATED) | [{"action_type":"scroll","app_name":null,"direction":"up","text":null,"x":null,"y":null},{"action_ty(...TRUNCATED) | ["Scroll up to view the art of Legends in Chrome and Steel.","Click on the View All button to view t(...TRUNCATED) |
End of preview. Expand in Data Studio
Android Control Test Set
Notes
- NOTE i uploaded it so it easier for running evaluation on it
- I am not responsible if you use it in training :<
- I assume most models train on train-set/val-set but not test-set
- I assume that the ids here are episode_id https://console.cloud.google.com/storage/browser/_details/gresearch/android_control/splits.json , so I download data using smolagents https://huggingface.co/datasets/smolagents/android-control and iterate and filter ids to have only the real test set
IMPORTANT
(notice smolagents dataset repo contain some part of partitioning but episode_id in it are different from the main source of data)
Repo Structure
there small parquet files for downlading samples and explore it then there's a huge zip-file (I figured it easier to download if I am going to eval on whole set inside kaggle or colab or other providers)
Thanks
Citations
@article{li2024effects,
title={On the Effects of Data Scale on Computer Control Agents},
author={Li, Wei and Bishop, William and Li, Alice and Rawles, Chris and Campbell-Ajala, Folawiyo and Tyamagundlu, Divya and Riva, Oriana},
journal={arXiv preprint arXiv:2406.03679},
year={2024}
}
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