mrzjy/multimodal-genshin-impact

Genshin Impact Fandom Wiki Multimodal Dataset

Github repo here

Description

This dataset is a comprehensive collection of 22,162 fandom wiki pages for the popular game Genshin Impact.

The dataset includes markdown-formatted English content from the wiki, featuring interleaved text, as well as image, video, and audio file links. Additionally, the associated multimodal files (images, videos, and audio) have been downloaded and organized to facilitate the multimodal dataset usage.

• Text: Markdown-formatted English content from Genshin Impact fandom wiki pages, including character descriptions, lore, quest dialogues, gameplay mechanics, and more.
• Images: In-game screenshots, character art, item icons, and other visual assets referenced in the wiki pages, mostly in png, jpg format.
• Videos: Embedded gameplay clips, tutorials, etc, mostly in mp4, gif format.
• Audio: Sound effects, voice lines associated with the game, mostly in .ogg format.

Token Statistics

The total number of tokens in the markdown content is 47,674,290, as calculated by tiktoken.
For individual markdown files, the maximum token count is 655,266, and the minimum is only 38.

Intended Use

This dataset is intended for research and development in multimodal model pretraining, fine-tuning, and game studies. Potential use cases include:

• Training and evaluating multimodal models that can process and generate text, images, and audio.
• Analyzing game-related content for insights into player behavior, game design, and storytelling.
• Building tools for automated content generation or summarization for gaming communities.

Dataset Structure

The dataset occupies ~90GB of storage and is organized as follows:

• genshin.jsonl: Contains markdown content as well as some meta info for each wiki page.

• images/: Stores 184,773 downloaded multimodal files (images, videos, and audio) referenced in the markdown content.

• Multimodal Distribution

{'ogg': 152274, 'png': 28762, 'mp4': 2515, 'gif': 422, 'other': 390, 'jpg': 332, 'svg': 44, 'jpeg': 23, 'webp': 11}

Example

Each sample contains the following fields:

• url: The source page URL
• sections: A list of sections corresponding to the table of contents (if available)
• category: A list of tags associated with the HTML content
• markdown: The final markdown representation of the entire content

See a case for details:

{
  "url": "https://genshin-impact.fandom.com/wiki/%22Bubbly_Kamera%22",
  "sections": [
    {
      "title": "\"Bubbly Kamera\"",
      "level": 0,
      "markdown": "# \"Bubbly Kamera\""
    },
    {
      "title": "",
      "level": -1,
      "markdown": "The \"Bubbly Kamera\" is a gadget that was only obtainable by Chinese players, during the Genshin Impact x Pizza Hut collaboration of 2022.\nIt was included as a reward for certain purchases.\n\nIt allows the player to take pictures like a normal Kamera, but the printed images have a Hydro-like hue and bubbles along the borders."
    },
    {
      "title": "Info Card",
      "level": 1,
      "markdown": "## Info Card\n\"Bubbly Kamera\"\n---\n\n![Item \"Bubbly Kamera\"](https://static.wikia.nocookie.net/gensin-impact/images/e/ec/Item_%22Bubbly_Kamera%22.png)"
    },
    {
      "title": "Trivia",
      "href": "#Trivia",
      "level": 1,
      "markdown": "## Trivia\n\n* The Kamera is likely inspired by the invention of the first camera on Earth, the daguerreotype, as the Kamera originates from Fontaine, and the daguerreotype was invented in France.\n\t+ This may be reflected by the Spanish and French localizations' names for the Kamera, which are *Daguerrotipo* and *Daguerréotype*, respectively.\n* The Kamera's method of producing instant photos may be inspired by the Polaroid instant cameras.\n* The Kamera's design resembles a twin-lens reflex film camera, which has two lenses, one for viewfinder and another for taking pictures."
    },
    {
      "title": "Etymology",
      "href": "#Etymology",
      "level": 2,
      "markdown": "### Etymology\n\n* \"Kamera\" stems from the Latin phrase \"camera obscūra,\" meaning \"dark chamber,\" and thus literally translates to \"chamber.\""
    },
    {
      "title": "Gallery",
      "href": "#Gallery",
      "level": 1,
      "markdown": "## Gallery\n\n![Bubbly Kamera Preview](https://static.wikia.nocookie.net/gensin-impact/images/0/09/Bubbly_Kamera_Preview.png)"
    },
    {
      "title": "Other Languages",
      "href": "#Other_Languages",
      "level": 1,
      "ignore": true
    },
    {
      "title": "Change History",
      "href": "#Change_History",
      "level": 1,
      "ignore": true
    },
    {
      "title": "Navigation",
      "href": "#Navigation",
      "level": 1,
      "ignore": true
    }
  ],
  "category": [
    "Article Stubs",
    "Article Stubs with Reason",
    "China Exclusive",
    "Gadgets",
    "Kamera Gadgets",
    "4-Star Items",
    "Reusable Gadgets",
    "Quick Use Gadgets",
    "Memento Gadgets",
    "Released in Version 3.0"
  ],
  "markdown": "# \"Bubbly Kamera\"\n\nThe \"Bubbly Kamera\" is a gadget that was only obtainable by Chinese players, during the Genshin Impact x Pizza Hut collaboration of 2022.\nIt was included as a reward for certain purchases.\n\nIt allows the player to take pictures like a normal Kamera, but the printed images have a Hydro-like hue and bubbles along the borders.\n\n## Info Card\n\"Bubbly Kamera\"\n---\n\n![Item \"Bubbly Kamera\"](https://static.wikia.nocookie.net/gensin-impact/images/e/ec/Item_%22Bubbly_Kamera%22.png)\n\n## Trivia\n\n* The Kamera is likely inspired by the invention of the first camera on Earth, the daguerreotype, as the Kamera originates from Fontaine, and the daguerreotype was invented in France.\n\t+ This may be reflected by the Spanish and French localizations' names for the Kamera, which are *Daguerrotipo* and *Daguerréotype*, respectively.\n* The Kamera's method of producing instant photos may be inspired by the Polaroid instant cameras.\n* The Kamera's design resembles a twin-lens reflex film camera, which has two lenses, one for viewfinder and another for taking pictures.\n\n### Etymology\n\n* \"Kamera\" stems from the Latin phrase \"camera obscūra,\" meaning \"dark chamber,\" and thus literally translates to \"chamber.\"\n\n## Gallery\n\n![Bubbly Kamera Preview](https://static.wikia.nocookie.net/gensin-impact/images/0/09/Bubbly_Kamera_Preview.png)"
}

Usage

Download the dataset using git

git lfs install
git clone https://huggingface.co/datasets/mrzjy/multimodal-genshin-impact

Then extract the zip files in images directory.

The images directory mirrors the structure of the original URLs. For example:

• URL: https://static.wikia.nocookie.net/gensin-impact/images/c/c2/Item_Black_Nacre_Promo_Poster.png
• Local file path: images/c/c2/Item_Black_Nacre_Promo_Poster.png

Since the original URLs are retained in the markdown content, you should replace them with the local paths in the markdown content before use.

Note: all multimodal files, including images, videos, and sounds, are stored in the images folder.

Data Collection

The dataset was created by scraping publicly available Genshin Impact fandom wiki main pages (pages belonging to other domains such as Talk, User, Help are not included). The html content was parsed and then processed to markdown format, and all linked multimedia files (images, videos, and audio) were downloaded and organized into the dataset.

The dataset underwent the following preprocessing steps to ensure quality and consistency:

1. Filtering by Category:

   • Pages categorized as "removed" were excluded from the dataset to ensure only active and relevant content is included.

2. Length Filtering:

   • Pages with final markdown content containing fewer than 150 characters were filtered out to remove incomplete or low-information entries.

3. Dialogue Formatting:

   • Traveller's dialogue lines are prefixed with the starter text "Traveller:" to standardize the format and provide context for dialogue-based content.

4. HTML Cleaning:

   • Specific rules were applied to remove noise and unnecessary content from the HTML, such as unwanted sections like Change History, <noscript> tags and elements with the mobile-only attribute, ensuring cleaner and more focused content.

5. Markdown Conversion:

   • The cleaned HTML content was finally converted into markdown format using the [python-markdownify](GitHub - matthewwithanm/python-markdownify: Convert HTML to Markdown) library, preserving the structure and readability of the original content and be more LLM-friendly.

6. Space Cleaning:

   • Retain only single and double line breaks; remove any redundant breaks.

Markdown Example

See the original page for comparison.

# Cui'er

Cui'er (Chinese: 翠儿 *Cuì'ér*) is an open-world NPC aboard the Pearl Galley, anchored off the coast of Liyue Harbor. She can be found near the side of the ship. She is in love with Chaoxi, unaware that he is two-timing on her with Sisi.

## Info Card
Cui'er
---

![NPC Cui'er](https://static.wikia.nocookie.net/gensin-impact/images/0/0c/NPC_Cui%27er.png)

## Location

![Cui'er's location](https://static.wikia.nocookie.net/gensin-impact/images/0/07/Point_of_Interest_Pearl_Galley_Map_Location.png) Cui'er's location![Additional Context](https://static.wikia.nocookie.net/gensin-impact/images/c/cc/NPC_Location_Cui%27er_Context.png) Additional Context

## Profile

Cui'er is a non-VIP attendant of the Pearl Galley. She claims to be Chaoxi's lover, and says that they made a pact that once they reunite, Chaoxi would take Cui'er away from the Pearl Galley.

In an optional segment of the World Quest *The Ocean Pearl*, Cui'er gives the Traveler a letter to deliver to Chaoxi. However, when the Traveler arrives, Chaoxi is talking up Sisi and pretends the letter is from a work associate, and then gives the Traveler his reply to deliver back to her.

After completing *The Ocean Pearl*, Cui'er will stand on the deck of the Pearl Galley waiting for Chaoxi, unaware that he has been telling her tall tales to attract her attention, and has no intention of making good on his promise to take her away.

### Appearance

Cui'er is a lady of fair height with hazel eyes. She has black straight-cut chin-length hair, with bangs that nearly cover her eyebrows.

Underneath a beige shall that reaches just below her shoulders, she wears an open traditional cardigan with loose sleeves and a mandarin collar, topped with a pearl necklace. Her cardigan is bordered by a dark purple material, and has 3-petaled flower knots. Underneath, she wears a pinkish-lavender shirt with the bottom carrying 2 layers of petal-shaped fabrications. She wears a dark dress with a single flower printed and of varying shades of purple and a vibrant beige. She wears dark purple pumps with small beige rounded bows on the front.

## Quests and Events

### World Quests

* The Ocean Pearl

## Idle Quotes

![Icon Dialogue Idle](https://static.wikia.nocookie.net/gensin-impact/images/c/cf/Icon_Dialogue_Idle.png)  Today...
![VO Cui'er 01.ogg](https://static.wikia.nocookie.net/gensin-impact/images/f/f0/VO_Cui%27er_01.ogg)  \"I wonder if he'll come today.\"

## Dialogue

*See also: The Ocean Pearl, Cui'er's dialogue*
Cui'er: How do you do, honored guest? Forgive me for being indisposed to serve you at the moment. I am... waiting for someone.
Traveller: Waiting?
Cui'er: I am waiting for my lover. His name is Chaoxi, and he is a brilliant sailor.
Cui'er: Mr. Chao always tells stories of his adventures. The last time, he talked about a duel with a giant sea creature, and before that, he told us about the time he destroyed a pirate crew by himself...
Cui'er: His stories truly are spellbinding. I only wish I were there to experience those magnificent events alongside him...
Cui'er: Regardless, we have made a pact, that when next we meet, he will take me away from here...
Cui'er: Though waiting like this is torment, my heart is already set on him, and so I will continue waiting...

Traveller: Goodbye, and good luck.
Cui'er: Please, enjoy yourself to the fullest.

## Trivia

* Chaoxi is never seen visiting Cui'er, but will spend nights in Liyue Harbor with Sisi.
* It appears Cui'er's pet name for Chaoxi is \"Mr. Chao\" whereas Sisi calls him \"Xi.\"
* Cui'er shares her English voice actor with Dehya.

Motivation

With the rapid advancement of multimodal technologies, the vision of creating intelligent and immersive game companions is becoming increasingly attainable. This dataset aims to contribute to this exciting frontier by providing a rich, multimodal collection of Genshin Impact fandom wiki content.

Imagine a future where players have an AI companion that sees what they see in the game. This companion would understand the game world, talk naturally, and give real-time advice or guidance. It could explain lore, suggest strategies, or even react to what’s happening on-screen, making the gaming experience more immersive and interactive. To build such a companion, the AI needs to deeply understand game content—text, images, videos, and sounds. This dataset is a step toward that vision, providing the rich, multimodal content needed to train AI systems for this purpose.

By combining text, images, videos, and audio, this dataset serves as a foundational resource for training multimodal AI systems that can process and generate diverse forms of content. It is our hope that this work will bring us closer to a future where players can enjoy truly intelligent and immersive interactions within their favorite games.

Limitations

• Knowledge Cutoff: The dataset reflects the state of the fandom wiki at the time of scraping (17/01/2025). Some information may be outdated or incomplete.
• Markdown Quality: The quality of the markdown content may vary due to various content noises.
• Completeness: 99.44% of the multimodal files were successfully downloaded. The remaining 0.56% may contain erroneous or dead links, which you can either skip or download manually.
• Licensing: The dataset includes content from the Genshin Impact fandom wiki, which is subject to its own licensing terms. Users should ensure compliance with these terms when using the dataset.

Feel free to adjust the sections to better fit your dataset’s specifics or add any additional details you think are relevant!