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<h1 id="showcase">Showcase<a class="headerlink" href="#showcase" title="Permanent link">¤</a></h1>
<p>Despite being a tiny library, tinygrad is capable of doing a lot of things. From state-of-the-art <a href="https://arxiv.org/abs/1905.11946">vision</a> to state-of-the-art <a href="https://arxiv.org/abs/1706.03762">language</a> models.</p>
<h2 id="vision">Vision<a class="headerlink" href="#vision" title="Permanent link">¤</a></h2>
<h3 id="efficientnet">EfficientNet<a class="headerlink" href="#efficientnet" title="Permanent link">¤</a></h3>
<p>You can either pass in the URL of a picture to discover what it is:
<div class="language-sh highlight"><pre><span></span><code>python3<span class="w"> </span>examples/efficientnet.py<span class="w"> </span>./test/models/efficientnet/Chicken.jpg
</code></pre></div>
Or, if you have a camera and OpenCV installed, you can detect what is in front of you:
<div class="language-sh highlight"><pre><span></span><code>python3<span class="w"> </span>examples/efficientnet.py<span class="w"> </span>webcam
</code></pre></div></p>
<h3 id="yolov8">YOLOv8<a class="headerlink" href="#yolov8" title="Permanent link">¤</a></h3>
<p>Take a look at <a href="https://github.com/tinygrad/tinygrad/tree/master/examples/yolov8.py">yolov8.py</a>.</p>
<p><img alt="yolov8 by tinygrad" src="https://github.com/tinygrad/tinygrad/blob/master/docs/showcase/yolov8_showcase_image.png?raw=true" /></p>
<h2 id="audio">Audio<a class="headerlink" href="#audio" title="Permanent link">¤</a></h2>
<h3 id="whisper">Whisper<a class="headerlink" href="#whisper" title="Permanent link">¤</a></h3>
<p>Take a look at <a href="https://github.com/tinygrad/tinygrad/tree/master/examples/whisper.py">whisper.py</a>. You need pyaudio and torchaudio installed.</p>
<div class="language-sh highlight"><pre><span></span><code><span class="nv">SMALL</span><span class="o">=</span><span class="m">1</span><span class="w"> </span>python3<span class="w"> </span>examples/whisper.py
</code></pre></div>
<h2 id="generative">Generative<a class="headerlink" href="#generative" title="Permanent link">¤</a></h2>
<h3 id="stable-diffusion">Stable Diffusion<a class="headerlink" href="#stable-diffusion" title="Permanent link">¤</a></h3>
<div class="language-sh highlight"><pre><span></span><code>python3<span class="w"> </span>examples/stable_diffusion.py
</code></pre></div>
<p><img alt="a horse sized cat eating a bagel" src="https://github.com/tinygrad/tinygrad/blob/master/docs/showcase/stable_diffusion_by_tinygrad.jpg?raw=true" /></p>
<p><em>"a horse sized cat eating a bagel"</em></p>
<h3 id="llama">LLaMA<a class="headerlink" href="#llama" title="Permanent link">¤</a></h3>
<p>You will need to download and put the weights into the <code class="language-python highlight"><span class="n">weights</span><span class="o">/</span><span class="n">LLaMA</span></code> directory, which may need to be created.</p>
<p>Then you can have a chat with Stacy:
<div class="language-sh highlight"><pre><span></span><code>python3<span class="w"> </span>examples/llama.py
</code></pre></div></p>
<h3 id="conversation">Conversation<a class="headerlink" href="#conversation" title="Permanent link">¤</a></h3>
<p>Make sure you have espeak installed and <code class="language-python highlight"><span class="n">PHONEMIZER_ESPEAK_LIBRARY</span></code> set.</p>
<p>Then you can talk to Stacy:
<div class="language-sh highlight"><pre><span></span><code>python3<span class="w"> </span>examples/conversation.py
</code></pre></div></p>
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