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"text": "Hootch of Stoneway."
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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[
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] | 1,920 | 1,080 |
[
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] | 1,920 | 1,080 |
[
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] | 1,920 | 1,080 |
[
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] | 1,920 | 1,080 |
[
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] | 1,920 | 1,080 |
[
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] | 1,920 | 1,080 |
[
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[
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] | 1,920 | 1,080 |
[
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] | 1,920 | 1,080 |
[
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[
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] | 1,920 | 1,080 |
[
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] | 1,920 | 1,080 |
[
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] | 1,920 | 1,080 |
[
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] | 1,920 | 1,080 |
[
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] | 1,920 | 1,080 |
[
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] | 1,920 | 1,080 |
[
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] | 1,920 | 1,080 |
[
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] | 1,920 | 1,080 |
[
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"text": "PONS"
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] | 1,920 | 1,080 |
[
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[
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{
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{
"role": "assistant",
"content": [
{
"type": "text",
"text": "{\"action\": \"left_click\", \"coordinate\": [1212, 55]}"
}
]
}
] | [
"data/gui-grounding/seeclick-hf/images/000872.png"
] | 1,920 | 1,080 |
[
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "Ischlag Fam. Morgenthaler Grasswil Restaurant Tea-Room "
}
]
},
{
"role": "assistant",
"content": [
{
"type": "text",
"text": "{\"action\": \"left_click\", \"coordinate\": [560, 494]}"
}
]
}
] | [
"data/gui-grounding/seeclick-hf/images/000782.png"
] | 1,920 | 1,080 |
[
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "High Chill"
}
]
},
{
"role": "assistant",
"content": [
{
"type": "text",
"text": "{\"action\": \"left_click\", \"coordinate\": [548, 299]}"
}
]
}
] | [
"data/gui-grounding/seeclick-hf/images/000788.png"
] | 1,920 | 1,080 |
[
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "Plate Boats"
}
]
},
{
"role": "assistant",
"content": [
{
"type": "text",
"text": "{\"action\": \"left_click\", \"coordinate\": [1320, 893]}"
}
]
}
] | [
"data/gui-grounding/seeclick-hf/images/000603.png"
] | 1,920 | 1,080 |
[
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "Home"
}
]
},
{
"role": "assistant",
"content": [
{
"type": "text",
"text": "{\"action\": \"left_click\", \"coordinate\": [592, 194]}"
}
]
}
] | [
"data/gui-grounding/seeclick-hf/images/000756.png"
] | 1,920 | 1,080 |
[
{
"role": "user",
"content": [
{
"type": "image",
"text": null
},
{
"type": "text",
"text": "CLUB INFO"
}
]
},
{
"role": "assistant",
"content": [
{
"type": "text",
"text": "{\"action\": \"left_click\", \"coordinate\": [511, 194]}"
}
]
}
] | [
"data/gui-grounding/seeclick-hf/images/000713.png"
] | 1,920 | 1,080 |
SeeClick Web Commercial Dataset (MLX-VLM Format)
Commercial-use friendly GUI grounding dataset from SeeClick Web data. Apache 2.0 licensed - safe for commercial applications.
Dataset Description
This dataset contains ~20k examples for training Vision-Language Models to predict click coordinates given a screenshot and instruction. Derived from SeeClick Web crawled data (Apache 2.0).
Key Features
- License: Apache 2.0 (commercial use allowed)
- Format: MLX-VLM training format
- Examples: 19,919 total (15,935 train, 1,991 val, 1,993 test)
- Platform: Web screenshots
- Coordinate System: Absolute pixels based on actual image dimensions
- Image Resolution: Primarily 1920x1080 (coordinates scaled to actual image size)
Format
Each example follows the MLX-VLM chat format:
{
"messages": [
{
"role": "user",
"content": [
{"type": "image"},
{"type": "text", "text": "Click the Submit button"}
]
},
{
"role": "assistant",
"content": [
{"type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [1332, 1035]}"}
]
}
],
"images": ["images/000123.png"],
"image_width": 1920,
"image_height": 1080
}
Coordinate System
- Format: Absolute pixels [x, y]
- Origin: Top-left corner [0, 0]
- Resolution: Coordinates match actual image dimensions (stored in
image_width,image_heightfields) - Action: Claude Computer Use format
Important: Coordinates are scaled to the actual screenshot dimensions. Most images are 1920x1080, so a coordinate like [1332, 1035] is in the bottom-right area of the screen. Each example includes image_width and image_height fields for reference.
Usage
With MLX-VLM
# Train SmolVLM with LoRA
python -m mlx_vlm.lora \
--model mlx-community/SmolVLM-256M-Instruct-bf16 \
--data data/gui-grounding/seeclick-web-commercial \
--train \
--batch-size 2 \
--iters 1000 \
--learning-rate 1e-4
With Datasets Library
from datasets import load_dataset
ds = load_dataset("pierretokns/seeclick-web-commercial-mlx")
for example in ds["train"]:
messages = example["messages"]
image_path = example["images"][0]
Source Data
This dataset is derived from SeeClick Web, which contains:
- Screenshots crawled from public websites
- Element annotations with bounding boxes
- Apache 2.0 license (commercial use allowed)
License
Apache 2.0 - This dataset is safe for commercial use.
The original SeeClick Web data was crawled from public websites and released under Apache 2.0. No research-only components are included.
Citation
@article{cheng2024seeclick,
title={SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents},
author={Cheng, Kanzhi and Sun, Qiushi and Chu, Youqi and others},
journal={arXiv preprint arXiv:2401.10935},
year={2024}
}
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