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Duplicate from HuggingFaceM4/WebSight

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Co-authored-by: Hugo Laurençon <HugoLaurencon@users.noreply.huggingface.co>

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+ ---
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+ language:
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+ - en
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+ license: cc-by-4.0
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+ size_categories:
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+ - 1M<n<10M
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+ pretty_name: WebSight
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+ dataset_info:
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+ - config_name: v0.2
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+ features:
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+ - name: image
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+ dtype: image
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+ - name: text
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+ dtype: string
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+ - name: llm_generated_idea
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+ dtype: string
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+ splits:
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+ - name: train
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+ num_bytes: 368943620718.125
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+ num_examples: 1922671
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+ download_size: 144861710051
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+ dataset_size: 368943620718.125
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+ - config_name: v0.1
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+ features:
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+ - name: image
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+ dtype: image
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+ - name: text
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+ dtype: string
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+ splits:
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+ - name: train
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+ num_bytes: 35386660486.65
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+ num_examples: 822987
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+ download_size: 31394170440
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+ dataset_size: 35386660486.65
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+ configs:
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+ - config_name: v0.2
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+ default: true
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+ data_files:
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+ - split: train
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+ path: v0.2/train-*
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+ - config_name: v0.1
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+ data_files:
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+ - split: train
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+ path: data/train-*
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+ tags:
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+ - code
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+ - synthetic
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+ ---
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+ # Dataset Card for WebSight
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+
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+
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+ ## Dataset Description
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+
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+ WebSight is a large synthetic dataset containing HTML/CSS codes representing synthetically generated English websites, each accompanied by a corresponding screenshot.
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+
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+ This dataset serves as a valuable resource for tasks such as generating UI codes from a screenshot.
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+
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+ It comes in two versions:
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+ - v0.1: Websites are coded with HTML + CSS. They do not include real images.
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+ - v0.2: Websites are coded with HTML + Tailwind CSS. They do include real images.
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+
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+ Essentially, here are the improvements in version v0.2, compared to version v0.1:
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+ - Websites include real images (related to the context of the website!!)
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+ - Usage of Tailwind CSS instead of traditional CSS
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+ - Contains 2x more examples
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+ - Contains more tables
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+ - Better resolution for the screenshots
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+ - Presence of a column indicating the LLM-generated idea to create the websites
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+
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+ <details>
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+ <summary>Details for WebSight-v0.1 (HTML + CSS)</summary>
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+
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+ ## Data Fields
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+
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+ An example of a sample appears as follows:
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+ ```
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+ {
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+ 'images': PIL.Image,
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+ 'text': '<html>\n<style>\n{css}</style>\n{body}\n</html>',
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+ }
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+ ```
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+ where `css` is the CSS code, and `body` is the body of the HTML code.
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+ In other words, the CSS code is embedded directly within the HTML code, facilitating the straightforward training of a model.
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+
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+ ## Data Splits
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+
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+ There is only one split, `train`, that contains 822,987 images and codes.
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+
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+ ## Dataset Creation
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+
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+ This dataset was created using [Mistral-7B-v0.1](https://huggingface.co/mistralai/Mistral-7B-v0.1) to generate random website ideas with the prompt
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+ ```
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+ Generate diverse website layout ideas for different companies, each with a unique design element.
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+ Examples include: a car company site with a left column, a webpage footer with a centered logo.
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+ Explore variations in colors, positions, and company fields.
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+ Don't give any explanations or recognition that you have understood the request,
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+ just give the list of 10 ideas, with a line break between each.
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+ ```
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+ which were then passed to [Deepseek-Coder-33b-Instruct](https://huggingface.co/deepseek-ai/deepseek-coder-33b-instruct) with the prompt
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+ ```
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+ Create a very SIMPLE and SHORT website with the following elements: {idea}
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+ Be creative with the design, size, position of the elements, columns, etc...
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+ Don't give any explanation, just the content of the HTML code `index.html` starting with `<!DOCTYPE html>`,
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+ followed by the CSS code `styles.css` starting with `/* Global Styles */`.
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+ Write real and short sentences for the paragraphs, don't use Lorem ipsum.
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+ When you want to display an image, don't use <img> in the HTML, always display a colored rectangle instead.
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+ ```
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+ Following these steps, the HTML and CSS codes were extracted from the outputs of Deepseek-Coder and formatted into the structure `'<html>\n<style>\n{css}</style>\n{body}\n</html>'`.
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+
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+ </details>
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+
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+ <details>
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+ <summary>Details for WebSight-v0.2 (HTML + Tailwind CSS)</summary>
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+
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+ ## Data Fields
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+
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+ An example of a sample appears as follows:
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+ ```
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+ {
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+ 'images': PIL.Image,
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+ 'text': '<html>\n<link href="https://cdn.jsdelivr.net/npm/tailwindcss@2.2.19/dist/tailwind.min.css" rel="stylesheet">\n{body}\n</html>',
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+ }
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+ ```
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+ where `body` is the body of the HTML code, containing directly the Tailwind CSS code and facilitating the straightforward training of a model.
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+
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+ ## Data Splits
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+
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+ There is only one split, `train`, that contains TO DO images and codes.
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+
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+ ## Dataset Creation
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+
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+ TO DO.
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+
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+ For now, the creation of the dataset is documented in the technical report.
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+ </details>
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+
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+ ## Terms of Use
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+
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+ By using the dataset, you agree to comply with the original licenses of the source content as well as the dataset license (CC-BY-4.0). Additionally, if you use this dataset to train a Machine Learning model, you agree to disclose your use of the dataset when releasing the model or an ML application using the model.
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+
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+ ### Licensing Information
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+
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+ License CC-BY-4.0.
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+
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+ ### Citation Information
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+
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+ If you are using this dataset, please cite our [technical report](https://arxiv.org/abs/2403.09029)
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+ ```
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+ @misc{laurençon2024unlocking,
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+ title={Unlocking the conversion of Web Screenshots into HTML Code with the WebSight Dataset},
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+ author={Hugo Laurençon and Léo Tronchon and Victor Sanh},
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+ year={2024},
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+ eprint={2403.09029},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.HC}
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+ }
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+ ```
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