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‎index.htm‎

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</div>
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</div>
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<p></p>
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<div class="card contentBoxNB">
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<div class="card-header"> 📌 Pinned Systems and Repositories 📌</div>
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<div class="card-body">
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<div class="row no-gutters">
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<div class="col-md-3 text-center">
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<!--<img class="person abol card-img"/>-->
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<p></p>
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<img width="90%" src="imgs/needlelogo.png"/>
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</div>
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<div class="col-md-9">
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<div class="card-body">
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<b>Needle🪡🔍</b> is a <i>deployment-ready</i> open-source image retrieval database with high accuracy that can handle <b>complex queries in natural language</b>.
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It is <strong>Fast</strong>, <strong>Efficient</strong>, and <strong>Precise</strong>, outperforming state-of-the-art methods.
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Born from high-end research, Needle is designed to be accessible to everyone while delivering top-notch performance.
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Whether you are a researcher, developer, or an enthusiast, Needle opens up innovative ways to explore your image datasets. ✨
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<div class="project-links">
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<a href="https://uic-indexlab.github.io/Needle/" class="btn project-btn" target="_blank">
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🌐 Visit Project
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</a>
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<a href="https://github.com/UIC-InDeXLab/Needle" class="btn github-btn" target="_blank">
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🛠️ View on GitHub
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</a>
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<a href="https://arxiv.org/abs/2412.00639" class="btn publication-btn" target="_blank">
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📄 Read Publication (Preprint)
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</a>
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</div>
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<p class="install-instructions">
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📖 <strong>Detailed installation instructions:</strong>
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<a href="https://uic-indexlab.github.io/Needle/getting-started.html" target="_blank" class="install-link">
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Getting Started
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</a>. </p>
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</div>
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</div>
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</div>
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<hr/>
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<div class="row no-gutters">
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<!--<div class="col-md-3 text-center">
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<p></p>
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<img width="90%" src="imgs/needlelogo.png"/>
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</div>-->
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<div class="card-body">
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<h6><b>RSR 🧮</b>: Efficient Matrix Multiplication for Accelerating Inference in Binary and Ternary Neural Networks</h6>
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The codebase provides ready-to-use <b>NumPy</b>-based, <b>Torch</b>-based, and native <b>C++</b> implementations of our <i>RSR</i> and <i>RSR++</i> algorithms.
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It contains codes for the inference on CPU and GPU and sample experiments on `1.58bit` models, including
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<a href="https://huggingface.co/HF1BitLLM/Llama3-8B-1.58-100B-tokens" target="_blank">[`Llama3-8B-1.58bit`]</a>, <a href="https://huggingface.co/tiiuae/Falcon3-10B-Instruct-1.58bit" target="_blank">[`Falcon3-10B-1.58bit`]</a>, and <a href="https://huggingface.co/tiiuae/Falcon3-3B-Instruct-1.58bit" target="_blank">[`Falcon3-3B-1.58bit`]</a>.
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✨
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<div class="project-links">
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<a href="https://github.com/UIC-InDeXLab/RSR/" class="btn github-btn" target="_blank">
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🛠️ View on GitHub
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</a>
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<a href="https://arxiv.org/abs/2411.06360" class="btn publication-btn" target="_blank">
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📄 Read Publication (Preprint)
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</a>
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</div>
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</div>
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</div>
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</div>
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</div>
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<div>&nbsp;</div>
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<div class="card contentBoxNB">
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<div class="card-header">Sponsors</div>

‎js/indexstart.js‎

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//st += ' <li class="nav-item active"> ';
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//st += ' <a class="nav-link" href="'+path+'projects.htm">Projects<span class="sr-only">(current)</span></a> ';
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//st += ' </li> ';
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/*
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st+= ' <li class="nav-item dropdown">';
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st+= ' <a class="nav-link dropdown-toggle" id="navbarDropdown" role="button" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">';
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st+= ' Pinned Systems&Repos';
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st+= ' <a class="dropdown-item" href="https://github.com/UIC-InDeXLab/RSR/" target="_blank"> <img src="imgs/github.png" width="40pt"/>RSR 🧮: Efficient Matrix Multiplication for Binary and Ternary NNs</a>';
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st+= ' </div>';
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st += ' </li> ';
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/*
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st+= ' <li class="nav-item dropdown">';
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st+= ' <a class="nav-link dropdown-toggle" id="navbarDropdown" role="button" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">';
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st+= ' Project';

‎style.css‎

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text-align: center;
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position: relative;
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display: inline-block;
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}
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}
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.project-links {
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margin-top: 15px;
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display: flex;
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gap: 10px;
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}
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.btn {
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display: inline-block;
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padding: 10px 18px;
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font-size: 14px;
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font-weight: bold;
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text-decoration: none;
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border-radius: 5px;
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transition: 0.3s;
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}
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.project-btn {
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background-color: #007bff;
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color: white;
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}
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.project-btn:hover {
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background-color: #0056b3;
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}
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.github-btn {
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background-color: #333;
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color: white;
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}
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.github-btn:hover {
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background-color: #000;
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}
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.publication-btn {
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background-color: #28a745;
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color: white;
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}
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.publication-btn:hover {
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background-color: #1e7e34;
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}
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.install-instructions {
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margin-top: 12px;
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font-size: 14px;
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}
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.install-link {
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color: #007bff;
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font-weight: bold;
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text-decoration: none;
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}
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.install-link:hover {
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text-decoration: underline;
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}

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