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<a href="https://core.rayforcedb.com" target="_blank">Documentation</a>
<a href="https://github.com/RayforceDB/rayforce/releases" target="_blank">Downloads</a>
<a href="https://github.com/RayforceDB/rayforce" target="_blank">GitHub</a>
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<h1>Columnar Analytics <span class="highlight">+ Graph</span>, Unified</h1>
<p class="hero-description">
RayforceDB compiles columnar analytics, graph traversal, and Datalog
rules into a single lazy DAG, then executes them as fused
morsel-driven bytecode. Pure C17, zero dependencies, MIT licensed.
</p>
<div class="hero-stats">
<div class="stat">
<span class="stat-value">1024</span>
<span class="stat-label">Element Morsels (L1-Resident)</span>
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<div class="stat">
<span class="stat-value">0</span>
<span class="stat-label">External Dependencies</span>
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<div class="stat-divider"></div>
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<span class="stat-value">WCO</span>
<span class="stat-label">Joins (LFTJ)</span>
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Get Started
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</section>
<!-- Projects Section -->
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<h2>The <span class="highlight">RayforceDB</span> Ecosystem</h2>
<p>Everything you need to build high-performance data applications</p>
</div>
<div class="projects-grid">
<!-- Core Database -->
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<div class="project-badge">Core</div>
<h3>rayforce</h3>
<p>The core columnar dataframe library with a native graph engine. Pure C17, single-header, zero dependencies. Lazy DAG execution with a multi-pass optimizer and morsel-driven bytecode runtime.</p>
<div class="project-tech">
<span class="tech-tag">C</span>
<span class="tech-tag">SIMD</span>
<span class="tech-tag">Cross-platform</span>
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<span id="rayforce-forks">18</span>
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<span class="meta-item version" id="rayforce-version">MIT</span>
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<!-- Python Bindings -->
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</svg>
</div>
<h3>rayforce-py</h3>
<p>Powerful Python bindings with DataFrame-like API. Seamless integration for data science and analytics workflows.</p>
<div class="project-tech">
<span class="tech-tag">Python 3.11+</span>
<span class="tech-tag">Timeseries</span>
<span class="tech-tag">Native</span>
</div>
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<span id="rayforce-py-stars">14</span>
</span>
<span class="meta-item version" id="rayforce-py-version">v1.0.0</span>
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<!-- WebAssembly -->
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<path d="M14.745 2.901l-.39 1.396h-2.047l.39-1.396h-.74l-.39 1.396h-1.57l-.208.74h1.57l-.39 1.396h-1.57l-.208.74h1.57l-.39 1.396h.74l.39-1.396h2.047l-.39 1.396h.74l.39-1.396h1.57l.208-.74h-1.57l.39-1.396h1.57l.208-.74h-1.57l.39-1.396h-.74zm-.52 2.136l-.39 1.396h-2.047l.39-1.396h2.047zM12 0C5.373 0 0 5.373 0 12s5.373 12 12 12 12-5.373 12-12S18.627 0 12 0zm0 1.5c5.799 0 10.5 4.701 10.5 10.5S17.799 22.5 12 22.5 1.5 17.799 1.5 12 6.201 1.5 12 1.5zm-4.235 9.5l1.728 6h1.257l1.272-4.5 1.272 4.5h1.257l1.728-6h-1.35l-1.08 4.32-1.26-4.32h-1.134l-1.26 4.32-1.08-4.32z"/>
</svg>
</div>
<h3>rayforce-wasm</h3>
<p>WebAssembly build for browser-based analytics. Run RayforceDB directly in web applications with near-native performance.</p>
<div class="project-tech">
<span class="tech-tag">WebAssembly</span>
<span class="tech-tag">JavaScript</span>
<span class="tech-tag">Browser</span>
</div>
<div class="project-meta">
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<span id="rayforce-wasm-stars">3</span>
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</div>
</a>
<!-- VS Code Extension -->
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</svg>
</div>
<h3>rayforce-vscode</h3>
<p>RayforceDB runtime manager embedded in VS Code (Cursor) workspace. Connect and execute queries against local & remote RayforceDB instances via integrated REPL.</p>
<div class="project-tech">
<span class="tech-tag">VSX</span>
<span class="tech-tag">TypeScript</span>
<span class="tech-tag">Embedded</span>
</div>
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<span id="rayforce-vscode-stars">7</span>
</span>
<span class="meta-item version" id="rayforce-vscode-version">v0.4.1</span>
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</a>
<!-- Rust Bindings -->
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</svg>
</div>
<h3>rayforce-rs</h3>
<p>Native Rust bindings for systems programming. Memory-safe integration with the Rust ecosystem and Cargo support.</p>
<div class="project-tech">
<span class="tech-tag">Rust</span>
<span class="tech-tag">Cargo</span>
<span class="tech-tag">FFI</span>
</div>
<div class="project-meta">
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<span id="rayforce-rs-stars">7</span>
</span>
</div>
</a>
</div>
</div>
</section>
<!-- Features Section -->
<section class="features">
<div class="container">
<div class="section-header">
<h2>Why <span class="highlight">RayforceDB</span>?</h2>
<p>Built for modern analytics workloads</p>
</div>
<div class="features-grid">
<div class="feature-card">
<div class="feature-icon">
<svg xmlns="http://www.w3.org/2000/svg" width="28" height="28" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
<circle cx="6" cy="6" r="3"></circle>
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<line x1="6" y1="6" x2="18" y2="6"></line>
</svg>
</div>
<h3>Native Graph Engine in the DAG</h3>
<p>Double-indexed CSR (forward + reverse, mmap-backed). BFS, DFS, Dijkstra, A*, PageRank, Louvain, Betweenness, LFTJ. Factorized execution avoids materializing cross-products; SIP propagates selection bitmaps backward through expand chains.</p>
</div>
<div class="feature-card">
<div class="feature-icon">
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<path d="M12 8v4l3 2"></path>
<path d="M3 12h2"></path>
<path d="M19 12h2"></path>
</svg>
</div>
<h3>Worst-Case-Optimal Joins</h3>
<p>Leapfrog TrieJoin (LFTJ) gives output-size-optimal complexity for multi-way joins — the kind of guarantee usually only seen in research systems. Hash and sort-merge joins use radix partitions sized to fit L2 (256 KB).</p>
</div>
<div class="feature-card">
<div class="feature-icon">
<svg xmlns="http://www.w3.org/2000/svg" width="28" height="28" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
<polygon points="13 2 3 14 12 14 11 22 21 10 12 10 13 2"></polygon>
</svg>
</div>
<h3>Fused Morsel-Driven Bytecode</h3>
<p>Element-wise ops fuse into a single-pass bytecode VM. 1024-element morsels stay L1-resident; the thread pool dispatches morsels in parallel. Lambdas compile lazily and run in a computed-goto VM.</p>
</div>
<div class="feature-card">
<div class="feature-icon">
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