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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>MiniMind Project</title>
<!-- 引入 Bootstrap CSS -->
<link href="https://lf6-cdn-tos.bytecdntp.com/cdn/expire-1-M/bootstrap/5.1.3/css/bootstrap.min.css"
rel="stylesheet">
<!-- 可选: 引入自定义样式 -->
<style>
.logo {
max-width: 100%;
height: auto;
}
.scroll-container {
display: flex;
overflow-x: auto; /* 启用水平滚动 */
width: 100%;
padding: 20px 10px 1px 10px; /* 内边距 */
box-shadow: 0 4px 8px rgba(0, 0, 0, 0.5); /* 阴影效果 */
border-radius: 20px 20px 5px 5px; /* 圆角 */
}
.scroll-container img {
width: auto; /* 图片最大宽度为100%,以适应容器 */
height: 500px; /* 维持图片的宽高比 */
margin: 0 10px; /* 图片之间有间距 */
object-fit: contain; /* 确保图片不被拉伸且完全显示 */
}
/* 自定义滚动条整体部分 */
.scroll-container::-webkit-scrollbar {
width: 10px; /* 滚动条宽度 */
height: 10px; /* 对于水平滚动条有效 */
}
/* 自定义滚动条轨道 */
.scroll-container::-webkit-scrollbar-track {
background: rgba(0, 0, 0, 0.1); /* 轨道背景颜色 */
border-radius: 60px; /* 轨道圆角 */
}
/* 自定义滚动条滑块 */
.scroll-container::-webkit-scrollbar-thumb {
background: rgba(0, 0, 0, 0.1); /* 滑块颜色 */
border-radius: 10px; /* 滑块圆角 */
}
/* 当鼠标悬停在滑块上时的样式 */
.scroll-container::-webkit-scrollbar-thumb:hover {
background: rgba(0, 0, 0, 0.3); /* 悬停时的颜色 */
}
/* 对于Firefox浏览器(如果需要支持) */
@-moz-document url-prefix() {
.scroll-container {
scrollbar-width: thin; /* "auto"、"thin" 或 "none" */
scrollbar-color: rgba(0, 0, 0, 0.3) rgba(0, 0, 0, 0.1); /* thumb 和 track 颜色 */
}
}
</style>
</head>
<body>
<div class="container" style="max-width: 1000px;">
<div align="center">
<img src="./images/logo-minimind-v.png" alt="Logo" class="logo mb-4"/>
<!--<br>-->
<img src="https://visitor-badge.laobi.icu/badge?page_id=jingyaogong/minimind-v" alt="Visitor Badge" class="me-2">
<img src="https://img.shields.io/github/stars/jingyaogong/minimind-v?style=social" alt="GitHub Stars"
class="me-2">
<img src="https://img.shields.io/github/license/jingyaogong/minimind-v" alt="License" class="me-2">
<img src="https://img.shields.io/github/last-commit/jingyaogong/minimind-v" alt="Last Commit" class="me-2">
<img src="https://img.shields.io/badge/PRs-welcome-blue" alt="Pull Requests Welcome" class="me-2">
<img src="https://img.shields.io/badge/🤗-MiniMindV%20%20Collection-blue" alt="MiniMind Collection" class="me-2">
</div>
<div align="center">
<br/>
<p style="font-size: 4vh;font-weight: bold;">"The Greatest Path is the Simplest"</p>
<a href="https://github.com/jingyaogong/minimind-v">🔗 MiniMind-V Github Repo 🔗</a>
</div>
<hr>
<ul>
<li>This open-source project aims to train a small-parameter, visually-capable language model
<strong>MiniMind-V</strong> from scratch, with the goal of achieving this in as little as 3 hours.
</li>
<li><strong>MiniMind-V</strong> is also extremely lightweight, with the smallest version being approximately
1/7000 the size of GPT3, striving to enable quick inference and even training on personal GPUs.
</li>
<li><strong>MiniMind-V</strong> provides the full-stage code for a simplified large model structure, dataset
cleaning and preprocessing, supervised pretraining, supervised instruction fine-tuning (SFT).
It also includes code for expanding to sparse models with mixed experts (MoE).
</li>
<li>This is not just an implementation of an open-source model; it is also a tutorial for beginners to enter the
field of Vision-Language Models (VLM).
</li>
<li>We hope this project can serve as a starting point for researchers, providing an introductory example that
helps everyone quickly get started and inspires more exploration and innovation in the VLM domain.
</li>
<li style="color: #aaa;">To prevent misinterpretation, "from scratch" specifically refers to building upon the
pure language model MiniMind (which is a GPT-like model trained entirely from scratch) to further expand its
capabilities from 0 to 1 in terms of visual abilities.
For detailed information on the latter, please refer to the twin project <a
href="https://github.com/jingyaogong/minimind">MiniMind</a>.
</li>
<li style="color: #aaa;">To avoid misinterpretation, "fastest 3 hours" means you need a machine with hardware
configuration superior
to mine. Detailed specifications will be provided below.
</li>
</ul>
<div align="center">
<div class="scroll-container">
<img src="./images/modelscope-demo.gif" alt="Streamlit Demo" class="img-fluid mb-4">
<img src="./images/VLM-structure.png" alt="LLM Structure" class="img-fluid mb-4">
<img src="./images/VLM-structure-moe.png" alt="LLM Structure MOE" class="img-fluid mb-4">
</div>
<br/>
<a href="https://www.modelscope.cn/studios/gongjy/minimind-v">ModelScope Online</a> |
<a href="https://www.bilibili.com/video/BV1Sh1vYBEzY">Bilibili
Video Link</a>
<br/>
<br/>
</div>
</div>
<!-- 引入 Bootstrap JS 和 Popper.js(用于一些组件) -->
<script src="https://lf6-cdn-tos.bytecdntp.com/cdn/expire-1-M/popper.js/2.11.2/cjs/popper.min.js"></script>
<script src="https://lf6-cdn-tos.bytecdntp.com/cdn/expire-1-M/bootstrap/5.1.3/js/bootstrap.min.js"></script>
</body>
</html>