2787 lines
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2787 lines
54 KiB
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Understand LLamaContext
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Get embeddings
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Quantize the model
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<h1 id="get-embeddings">Get embeddings<a class="headerlink" href="#get-embeddings" title="Permanent link"></a></h1>
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<p>Getting the embeddings of a text in LLM is sometimes useful, for example, to train other MLP models.</p>
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<div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">1</span>
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<span class="normal">2</span>
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<span class="normal">3</span></pre></div></td><td class="code"><div><pre><span></span><code><span class="kt">var</span><span class="w"> </span><span class="n">embedder</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">new</span><span class="w"> </span><span class="n">LLamaEmbedder</span><span class="p">(</span><span class="k">new</span><span class="w"> </span><span class="n">ModelParams</span><span class="p">(</span><span class="s">"<modelPath>"</span><span class="p">));</span>
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<span class="kt">string</span><span class="w"> </span><span class="n">text</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"hello, LLM."</span><span class="p">;</span>
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<span class="kt">float</span><span class="p">[]</span><span class="w"> </span><span class="n">embeddings</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">embedder</span><span class="p">.</span><span class="n">GetEmbeddings</span><span class="p">(</span><span class="n">text</span><span class="p">);</span>
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</code></pre></div></td></tr></table></div>
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<p>The output is a float array. Note that the length of the array is related with the model you load. If you just want to get a smaller size embedding, please consider changing a model.</p>
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