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<p class="caption" role="heading"><span class="caption-text">GET STARTED</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="get_started/Installation.html">Installation Guide</a></li>
<li class="toctree-l1"><a class="reference internal" href="get_started/overview.html">The Tile Language: A Brief Introduction</a></li>
<li class="toctree-l1"><a class="reference internal" href="get_started/targets.html">Understanding Targets</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">TUTORIALS</span></p>
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<li class="toctree-l1"><a class="reference internal" href="tutorials/debug_tools_for_tilelang.html">Debugging Tile Language Programs</a></li>
<li class="toctree-l1"><a class="reference internal" href="tutorials/auto_tuning.html">Auto-Tuning Techniques for Performance Optimization</a></li>
<li class="toctree-l1"><a class="reference internal" href="tutorials/logging.html">Logging in Tilelang/TVM</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">PROGRAMMING GUIDES</span></p>
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<li class="toctree-l1"><a class="reference internal" href="programming_guides/overview.html">Programming Guides Overview</a></li>
<li class="toctree-l1"><a class="reference internal" href="programming_guides/language_basics.html">Language Basics</a></li>
<li class="toctree-l1"><a class="reference internal" href="programming_guides/instructions.html">Instructions</a></li>
<li class="toctree-l1"><a class="reference internal" href="programming_guides/control_flow.html">Control Flow</a></li>
<li class="toctree-l1"><a class="reference internal" href="programming_guides/software_pipeline.html">Software Pipeline Annotations</a></li>
<li class="toctree-l1"><a class="reference internal" href="programming_guides/python_compatibility.html">Python Compatibility</a></li>
<li class="toctree-l1"><a class="reference internal" href="programming_guides/autotuning.html">Autotuning</a></li>
<li class="toctree-l1"><a class="reference internal" href="programming_guides/type_system.html">Type System</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">DEEP LEARNING OPERATORS</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="deeplearning_operators/elementwise.html">ElementWise Operators</a></li>
<li class="toctree-l1"><a class="reference internal" href="deeplearning_operators/gemv.html">General Matrix-Vector Multiplication (GEMV)</a></li>
<li class="toctree-l1"><a class="reference internal" href="deeplearning_operators/matmul.html">General Matrix-Matrix Multiplication with Tile Library</a></li>
<li class="toctree-l1"><a class="reference internal" href="deeplearning_operators/matmul_sparse.html">Sparse Matrix-Matrix Multiplication with Tile Library</a></li>
<li class="toctree-l1"><a class="reference internal" href="deeplearning_operators/deepseek_mla.html">🚀 Write High Performance FlashMLA with TileLang on Hopper</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">COMPILER INTERNALS</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="compiler_internals/letstmt_inline.html">LetStmt Inlining in TileLang</a></li>
<li class="toctree-l1"><a class="reference internal" href="compiler_internals/inject_fence_proxy.html">InjectFenceProxy Pass</a></li>
<li class="toctree-l1"><a class="reference internal" href="compiler_internals/tensor_checks.html">Tensor Checks (Host-Side Auto-Validation)</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">API Reference</span></p>
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<section id="welcome-to-tile-language">
<h1>👋 Welcome to Tile Language<a class="headerlink" href="#welcome-to-tile-language" title="Link to this heading">¶</a></h1>
<p><a class="reference external" href="https://github.com/tile-ai/tilelang">GitHub</a></p>
<p>Tile Language (tile-lang) is a concise domain-specific language designed to streamline
the development of high-performance GPU/CPU kernels (e.g., GEMM, Dequant GEMM, FlashAttention, LinearAttention).
By employing a Pythonic syntax with an underlying compiler infrastructure on top of TVM,
tile-lang allows developers to focus on productivity without sacrificing the
low-level optimizations necessary for state-of-the-art performance.</p>
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<li class="toctree-l1"><a class="reference internal" href="get_started/Installation.html">Installation Guide</a><ul>
<li class="toctree-l2"><a class="reference internal" href="get_started/Installation.html#installing-with-pip">Installing with pip</a></li>
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<li class="toctree-l1"><a class="reference internal" href="get_started/overview.html">The Tile Language: A Brief Introduction</a><ul>
<li class="toctree-l2"><a class="reference internal" href="get_started/overview.html#programming-interface">Programming Interface</a></li>
<li class="toctree-l2"><a class="reference internal" href="get_started/overview.html#programming-interfaces">Programming Interfaces</a></li>
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<li class="toctree-l2"><a class="reference internal" href="get_started/overview.html#tile-based-programming-model">Tile-based Programming Model</a></li>
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<li class="toctree-l2"><a class="reference internal" href="get_started/targets.html#creating-targets-programmatically">Creating targets programmatically</a></li>
<li class="toctree-l2"><a class="reference internal" href="get_started/targets.html#troubleshooting-tips">Troubleshooting tips</a></li>
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<li class="toctree-l1"><a class="reference internal" href="tutorials/auto_tuning.html">Auto-Tuning Techniques for Performance Optimization</a></li>
<li class="toctree-l1"><a class="reference internal" href="tutorials/logging.html">Logging in Tilelang/TVM</a></li>
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<p class="caption" role="heading"><span class="caption-text">PROGRAMMING GUIDES</span></p>
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<li class="toctree-l1"><a class="reference internal" href="programming_guides/overview.html">Programming Guides Overview</a></li>
<li class="toctree-l1"><a class="reference internal" href="programming_guides/language_basics.html">Language Basics</a></li>
<li class="toctree-l1"><a class="reference internal" href="programming_guides/instructions.html">Instructions</a></li>
<li class="toctree-l1"><a class="reference internal" href="programming_guides/control_flow.html">Control Flow</a></li>
<li class="toctree-l1"><a class="reference internal" href="programming_guides/software_pipeline.html">Software Pipeline Annotations</a></li>
<li class="toctree-l1"><a class="reference internal" href="programming_guides/python_compatibility.html">Python Compatibility</a></li>
<li class="toctree-l1"><a class="reference internal" href="programming_guides/autotuning.html">Autotuning</a></li>
<li class="toctree-l1"><a class="reference internal" href="programming_guides/type_system.html">Type System</a></li>
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<p class="caption" role="heading"><span class="caption-text">DEEP LEARNING OPERATORS</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="deeplearning_operators/elementwise.html">ElementWise Operators</a></li>
<li class="toctree-l1"><a class="reference internal" href="deeplearning_operators/gemv.html">General Matrix-Vector Multiplication (GEMV)</a></li>
<li class="toctree-l1"><a class="reference internal" href="deeplearning_operators/matmul.html">General Matrix-Matrix Multiplication with Tile Library</a></li>
<li class="toctree-l1"><a class="reference internal" href="deeplearning_operators/matmul_sparse.html">Sparse Matrix-Matrix Multiplication with Tile Library</a></li>
<li class="toctree-l1"><a class="reference internal" href="deeplearning_operators/deepseek_mla.html">🚀 Write High Performance FlashMLA with TileLang on Hopper</a></li>
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<li class="toctree-l1"><a class="reference internal" href="compiler_internals/letstmt_inline.html">LetStmt Inlining in TileLang</a></li>
<li class="toctree-l1"><a class="reference internal" href="compiler_internals/inject_fence_proxy.html">InjectFenceProxy Pass</a></li>
<li class="toctree-l1"><a class="reference internal" href="compiler_internals/tensor_checks.html">Tensor Checks (Host-Side Auto-Validation)</a></li>
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