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<span id="sphx-glr-getting-started-tutorials"></span><h1>Tutorials<a class="headerlink" href="#tutorials" title="Permalink to this headline"></a></h1>
<p>Below is a gallery of tutorials for writing various basic operations with Triton. It is recommended that you read through the tutorials in order, starting with the simplest one.</p>
<p>To install the dependencies for the tutorials:</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="nb">cd</span> triton
pip install -e <span class="s1">&#39;./python[tutorials]&#39;</span>
</pre></div>
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<div class="sphx-glr-thumbcontainer" tooltip="- The basic programming model of Triton - The triton.jit decorator, which is used to define Tri..."><div class="figure align-default" id="id1">
<img alt="Vector Addition" src="../../_images/sphx_glr_01-vector-add_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="01-vector-add.html#sphx-glr-getting-started-tutorials-01-vector-add-py"><span class="std std-ref">Vector Addition</span></a></span><a class="headerlink" href="#id1" title="Permalink to this image"></a></p>
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<div class="sphx-glr-thumbcontainer" tooltip="- The benefits of kernel fusion for bandwidth-bound operations. - Reduction operators in Triton..."><div class="figure align-default" id="id2">
<img alt="Fused Softmax" src="../../_images/sphx_glr_02-fused-softmax_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="02-fused-softmax.html#sphx-glr-getting-started-tutorials-02-fused-softmax-py"><span class="std std-ref">Fused Softmax</span></a></span><a class="headerlink" href="#id2" title="Permalink to this image"></a></p>
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<div class="sphx-glr-thumbcontainer" tooltip="- Block-level matrix multiplications - Multi-dimensional pointer arithmetic - Program re-orderi..."><div class="figure align-default" id="id3">
<img alt="Matrix Multiplication" src="../../_images/sphx_glr_03-matrix-multiplication_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="03-matrix-multiplication.html#sphx-glr-getting-started-tutorials-03-matrix-multiplication-py"><span class="std std-ref">Matrix Multiplication</span></a></span><a class="headerlink" href="#id3" title="Permalink to this image"></a></p>
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<div class="sphx-glr-thumbcontainer" tooltip="In this tutorial, you will write a memory-efficient implementation of dropout whose state will ..."><div class="figure align-default" id="id4">
<img alt="Low-Memory Dropout" src="../../_images/sphx_glr_04-low-memory-dropout_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="04-low-memory-dropout.html#sphx-glr-getting-started-tutorials-04-low-memory-dropout-py"><span class="std std-ref">Low-Memory Dropout</span></a></span><a class="headerlink" href="#id4" title="Permalink to this image"></a></p>
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<div class="sphx-glr-thumbcontainer" tooltip="Layer Normalization"><div class="figure align-default" id="id5">
<img alt="Layer Normalization" src="../../_images/sphx_glr_05-layer-norm_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="05-layer-norm.html#sphx-glr-getting-started-tutorials-05-layer-norm-py"><span class="std std-ref">Layer Normalization</span></a></span><a class="headerlink" href="#id5" title="Permalink to this image"></a></p>
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[GH-PAGES] Updated website
2022-07-14 07:22:19 +00:00
<div class="sphx-glr-thumbcontainer" tooltip="Fused Attention"><div class="figure align-default" id="id6">
<img alt="Fused Attention" src="../../_images/sphx_glr_06-fused-attention_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="06-fused-attention.html#sphx-glr-getting-started-tutorials-06-fused-attention-py"><span class="std std-ref">Fused Attention</span></a></span><a class="headerlink" href="#id6" title="Permalink to this image"></a></p>
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<div class="sphx-glr-thumbcontainer" tooltip="In trition/language/libdevice.py, we try to aggregate functions with the same computation but d..."><div class="figure align-default" id="id7">
<img alt="Libdevice function" src="../../_images/sphx_glr_07-libdevice-function_thumb.png" />
<p class="caption"><span class="caption-text"><a class="reference internal" href="07-libdevice-function.html#sphx-glr-getting-started-tutorials-07-libdevice-function-py"><span class="std std-ref">Libdevice function</span></a></span><a class="headerlink" href="#id7" title="Permalink to this image"></a></p>
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[GH-PAGES] Updated website
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