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<h1 id="defaultsamplingpipeline">DefaultSamplingPipeline</h1>
<p>Namespace: LLama.Sampling</p>
<p>An implementation of ISamplePipeline which mimics the default llama.cpp sampling</p>
<pre><code class="language-csharp">public sealed class DefaultSamplingPipeline : BaseSamplingPipeline, ISamplingPipeline, System.IDisposable
</code></pre>
<p>Inheritance <a href="https://docs.microsoft.com/en-us/dotnet/api/system.object">Object</a> → <a href="../llama.sampling.basesamplingpipeline/">BaseSamplingPipeline</a> → <a href="./">DefaultSamplingPipeline</a><br>
Implements <a href="../llama.sampling.isamplingpipeline/">ISamplingPipeline</a>, <a href="https://docs.microsoft.com/en-us/dotnet/api/system.idisposable">IDisposable</a></p>
<h2 id="properties">Properties</h2>
<h3 id="logitbias"><strong>LogitBias</strong></h3>
<p>Bias values to add to certain logits</p>
<pre><code class="language-csharp">public Dictionary&lt;int, float&gt; LogitBias { get; }
</code></pre>
<h4 id="property-value">Property Value</h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.collections.generic.dictionary-2">Dictionary&lt;Int32, Single&gt;</a><br></p>
<h3 id="repeatpenalty"><strong>RepeatPenalty</strong></h3>
<p>Repetition penalty, as described in https://arxiv.org/abs/1909.05858</p>
<pre><code class="language-csharp">public float RepeatPenalty { get; set; }
</code></pre>
<h4 id="property-value_1">Property Value</h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<h3 id="alphafrequency"><strong>AlphaFrequency</strong></h3>
<p>Frequency penalty as described by OpenAI: https://platform.openai.com/docs/api-reference/chat/create<br>
 Number between -2.0 and 2.0. Positive values penalize new tokens based on their existing frequency in the text
 so far, decreasing the model's likelihood to repeat the same line verbatim.</p>
<pre><code class="language-csharp">public float AlphaFrequency { get; set; }
</code></pre>
<h4 id="property-value_2">Property Value</h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<h3 id="alphapresence"><strong>AlphaPresence</strong></h3>
<p>Presence penalty as described by OpenAI: https://platform.openai.com/docs/api-reference/chat/create<br>
 Number between -2.0 and 2.0. Positive values penalize new tokens based on whether they appear in the
 text so far, increasing the model's likelihood to talk about new topics.</p>
<pre><code class="language-csharp">public float AlphaPresence { get; set; }
</code></pre>
<h4 id="property-value_3">Property Value</h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<h3 id="temperature"><strong>Temperature</strong></h3>
<p>Temperature to apply (higher temperature is more "creative")</p>
<pre><code class="language-csharp">public float Temperature { get; set; }
</code></pre>
<h4 id="property-value_4">Property Value</h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<h3 id="topk"><strong>TopK</strong></h3>
<p>Number of tokens to keep in TopK sampling</p>
<pre><code class="language-csharp">public int TopK { get; set; }
</code></pre>
<h4 id="property-value_5">Property Value</h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.int32">Int32</a><br></p>
<h3 id="tailfreez"><strong>TailFreeZ</strong></h3>
<p>Z value for tail free sampling</p>
<pre><code class="language-csharp">public float TailFreeZ { get; set; }
</code></pre>
<h4 id="property-value_6">Property Value</h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<h3 id="typicalp"><strong>TypicalP</strong></h3>
<p>P value for locally typical sampling</p>
<pre><code class="language-csharp">public float TypicalP { get; set; }
</code></pre>
<h4 id="property-value_7">Property Value</h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<h3 id="topp"><strong>TopP</strong></h3>
<p>P value for TopP sampling</p>
<pre><code class="language-csharp">public float TopP { get; set; }
</code></pre>
<h4 id="property-value_8">Property Value</h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<h3 id="minp"><strong>MinP</strong></h3>
<p>P value for MinP sampling</p>
<pre><code class="language-csharp">public float MinP { get; set; }
</code></pre>
<h4 id="property-value_9">Property Value</h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<h3 id="penalizenewline"><strong>PenalizeNewline</strong></h3>
<p>Whether the newline value should be protected from being modified by logit bias and repeat penalty</p>
<pre><code class="language-csharp">public bool PenalizeNewline { get; set; }
</code></pre>
<h4 id="property-value_10">Property Value</h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.boolean">Boolean</a><br></p>
<h3 id="grammar"><strong>Grammar</strong></h3>
<p>Grammar to constrain valid tokens</p>
<pre><code class="language-csharp">public SafeLLamaGrammarHandle Grammar { get; set; }
</code></pre>
<h4 id="property-value_11">Property Value</h4>
<p><a href="../llama.native.safellamagrammarhandle/">SafeLLamaGrammarHandle</a><br></p>
<h2 id="constructors">Constructors</h2>
<h3 id="defaultsamplingpipeline_1"><strong>DefaultSamplingPipeline()</strong></h3>
<pre><code class="language-csharp">public DefaultSamplingPipeline()
</code></pre>
<h2 id="methods">Methods</h2>
<h3 id="processlogitssafellamacontexthandle-spansingle-readonlyspanllamatoken"><strong>ProcessLogits(SafeLLamaContextHandle, Span&lt;Single&gt;, ReadOnlySpan&lt;LLamaToken&gt;)</strong></h3>
<pre><code class="language-csharp">protected void ProcessLogits(SafeLLamaContextHandle ctx, Span&lt;float&gt; logits, ReadOnlySpan&lt;LLamaToken&gt; lastTokens)
</code></pre>
<h4 id="parameters">Parameters</h4>
<p><code>ctx</code> <a href="../llama.native.safellamacontexthandle/">SafeLLamaContextHandle</a><br></p>
<p><code>logits</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.span-1">Span&lt;Single&gt;</a><br></p>
<p><code>lastTokens</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.readonlyspan-1">ReadOnlySpan&lt;LLamaToken&gt;</a><br></p>
<h3 id="processtokendataarraysafellamacontexthandle-llamatokendataarray-readonlyspanllamatoken"><strong>ProcessTokenDataArray(SafeLLamaContextHandle, LLamaTokenDataArray, ReadOnlySpan&lt;LLamaToken&gt;)</strong></h3>
<pre><code class="language-csharp">protected LLamaToken ProcessTokenDataArray(SafeLLamaContextHandle ctx, LLamaTokenDataArray candidates, ReadOnlySpan&lt;LLamaToken&gt; lastTokens)
</code></pre>
<h4 id="parameters_1">Parameters</h4>
<p><code>ctx</code> <a href="../llama.native.safellamacontexthandle/">SafeLLamaContextHandle</a><br></p>
<p><code>candidates</code> <a href="../llama.native.llamatokendataarray/">LLamaTokenDataArray</a><br></p>
<p><code>lastTokens</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.readonlyspan-1">ReadOnlySpan&lt;LLamaToken&gt;</a><br></p>
<h4 id="returns">Returns</h4>
<p><a href="../llama.native.llamatoken/">LLamaToken</a><br></p>
<h3 id="acceptsafellamacontexthandle-llamatoken"><strong>Accept(SafeLLamaContextHandle, LLamaToken)</strong></h3>
<pre><code class="language-csharp">public void Accept(SafeLLamaContextHandle ctx, LLamaToken token)
</code></pre>
<h4 id="parameters_2">Parameters</h4>
<p><code>ctx</code> <a href="../llama.native.safellamacontexthandle/">SafeLLamaContextHandle</a><br></p>
<p><code>token</code> <a href="../llama.native.llamatoken/">LLamaToken</a><br></p>
<h3 id="clone"><strong>Clone()</strong></h3>
<pre><code class="language-csharp">public ISamplingPipeline Clone()
</code></pre>
<h4 id="returns_1">Returns</h4>
<p><a href="../llama.sampling.isamplingpipeline/">ISamplingPipeline</a><br></p>


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