Datasets:

dyfang
/

trace2action-10k

dataset_info:
  features:
    - name: task_id
      dtype: string
    - name: platform
      dtype:
        class_label:
          names:
            '0': 7-Zip
            '1': Affine
            '2': Atom
            '3': Anki
            '4': Bash
            '5': Blender
            '6': Chromium
            '7': Element
            '8': Eclipse
            '9': FreeCAD
            '10': Gedit
            '11': GIMP
            '12': Inkscape
            '13': IntelliJ IDEA
            '14': LibreOffice Calc
            '15': LibreOffice Draw
            '16': LibreOffice Impress
            '17': LibreOffice Writer
            '18': Mastodon
            '19': Matrix
            '20': Nextcloud
            '21': OnlyOffice Calendar
            '22': OnlyOffice Presentation
            '23': OBS Studio
    - name: instruction
      dtype: string
    - name: step_index
      dtype: int32
    - name: image
      dtype: image
    - name: code
      dtype: string
    - name: action
      dtype: string
  splits:
    - name: train
      num_bytes: 2854516158
      num_examples: 8599
    - name: test
      num_bytes: 864575732
      num_examples: 2355
  download_size: 4099027918
  dataset_size: 3719091890
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/train-*
      - split: test
        path: data/test-*
tags:
  - computer-use-agent

Trace2Action Dataset

Trace2Action is a large-scale computer-use dataset designed for training and evaluating multimodal agents that operate graphical user interfaces through grounded action generation and procedural reasoning.

Structure

Field	Type	Description
`task_id`	string	Unique trajectory identifier
`platform`	string	Application platform name
`instruction`	string	Natural language task objective
`step_index`	int32	Temporal index within trajectory
`image`	Image	Screenshot corresponding to current state
`code`	string	Ground-truth executable UI action
`action`	json	Action description in JSON format

Action space

{"type": "CLICK", "x": [0, 100], "y": [0, 100] }
{"type": "RIGHT_CLICK", "x": [0, 100], "y": [0, 100]}
{"type": "DOUBLE_CLICK", "x": [0, 100], "y": [0, 100]}
{"type": "DRAG_TO", "x": [0, 100], "y": [0, 100]}
{"type": "SCROLL", "amount": <int>}
{"type": "PRESS", "key": "<str>"}
{"type": "HOTKEY", "keys": ["<str>", "<str>"]}
{"type": "TYPE", "text": "<str>"}

Applications

Train set (20):

7-Zip
Affine
Atom
Anki
Bash
Blender
Chromium
Element
Eclipse
FreeCAD
GIMP
Inkscape
IntelliJ IDEA
LibreOffice Calc
LibreOffice Draw
LibreOffice Writer
Mastodon
Nextcloud
OnlyOffice Calendar
OnlyOffice Presentation

Test set (4):

Gedit
LibreOffice Impress
Matrix
OBS Studio

Download

from datasets import load_dataset
ds = load_dataset("dyfang/trace2action-10k")