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