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    LLamaTokenDataArray(Memory&lt;LLamaTokenData&gt;, Boolean)
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    OverwriteLogits(ReadOnlySpan&lt;ValueTuple&lt;LLamaToken, Single&gt;&gt;)
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    ApplyGrammar(SafeLLamaContextHandle, SafeLLamaGrammarHandle)
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  <a href="#toppsafellamacontexthandle-single-uint64" class="md-nav__link">
    TopP(SafeLLamaContextHandle, Single, UInt64)
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  <a href="#minpsafellamacontexthandle-single-uint64" class="md-nav__link">
    MinP(SafeLLamaContextHandle, Single, UInt64)
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  <a href="#tailfreesafellamacontexthandle-single-uint64" class="md-nav__link">
    TailFree(SafeLLamaContextHandle, Single, UInt64)
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    LocallyTypical(SafeLLamaContextHandle, Single, UInt64)
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  <a href="#repetitionpenaltysafellamacontexthandle-readonlyspanllamatoken-single-single-single" class="md-nav__link">
    RepetitionPenalty(SafeLLamaContextHandle, ReadOnlySpan&lt;LLamaToken&gt;, Single, Single, Single)
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  <a href="#guidancesafellamacontexthandle-readonlyspansingle-single" class="md-nav__link">
    Guidance(SafeLLamaContextHandle, ReadOnlySpan&lt;Single&gt;, Single)
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  <a href="#temperaturesafellamacontexthandle-single" class="md-nav__link">
    Temperature(SafeLLamaContextHandle, Single)
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  <a href="#softmaxsafellamacontexthandle" class="md-nav__link">
    Softmax(SafeLLamaContextHandle)
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  <a href="#sampletokensafellamacontexthandle" class="md-nav__link">
    SampleToken(SafeLLamaContextHandle)
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  <a href="#sampletokengreedysafellamacontexthandle" class="md-nav__link">
    SampleTokenGreedy(SafeLLamaContextHandle)
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    Parameters
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    LLamaTokenDataArray(Memory&lt;LLamaTokenData&gt;, Boolean)
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<h1 id="llamatokendataarray">LLamaTokenDataArray<a class="headerlink" href="#llamatokendataarray" title="Permanent link"></a></h1>
<p>Namespace: LLama.Native</p>
<p>Contains an array of LLamaTokenData, potentially sorted.</p>
<div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">1</span></pre></div></td><td class="code"><div><pre><span></span><code><span class="k">public</span><span class="w"> </span><span class="k">struct</span><span class="w"> </span><span class="nc">LLamaTokenDataArray</span>
</code></pre></div></td></tr></table></div>
<p>Inheritance <a href="https://docs.microsoft.com/en-us/dotnet/api/system.object">Object</a> → <a href="https://docs.microsoft.com/en-us/dotnet/api/system.valuetype">ValueType</a> → <a href="./">LLamaTokenDataArray</a></p>
<h2 id="fields">Fields<a class="headerlink" href="#fields" title="Permanent link"></a></h2>
<h3 id="data"><strong>data</strong><a class="headerlink" href="#data" title="Permanent link"></a></h3>
<p>The LLamaTokenData</p>
<div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">1</span></pre></div></td><td class="code"><div><pre><span></span><code><span class="k">public</span><span class="w"> </span><span class="n">Memory</span><span class="o">&lt;</span><span class="n">LLamaTokenData</span><span class="o">&gt;</span><span class="w"> </span><span class="n">data</span><span class="p">;</span>
</code></pre></div></td></tr></table></div>
<h3 id="sorted"><strong>sorted</strong><a class="headerlink" href="#sorted" title="Permanent link"></a></h3>
<p>Indicates if <code>data</code> is sorted by logits in descending order. If this is false the token data is in <em>no particular order</em>.</p>
<div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">1</span></pre></div></td><td class="code"><div><pre><span></span><code><span class="k">public</span><span class="w"> </span><span class="kt">bool</span><span class="w"> </span><span class="n">sorted</span><span class="p">;</span>
</code></pre></div></td></tr></table></div>
<h2 id="constructors">Constructors<a class="headerlink" href="#constructors" title="Permanent link"></a></h2>
<h3 id="llamatokendataarraymemoryllamatokendata-boolean"><strong>LLamaTokenDataArray(Memory&lt;LLamaTokenData&gt;, Boolean)</strong><a class="headerlink" href="#llamatokendataarraymemoryllamatokendata-boolean" title="Permanent link"></a></h3>
<p>Create a new LLamaTokenDataArray</p>
<div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">1</span></pre></div></td><td class="code"><div><pre><span></span><code><span class="n">LLamaTokenDataArray</span><span class="p">(</span><span class="n">Memory</span><span class="o">&lt;</span><span class="n">LLamaTokenData</span><span class="o">&gt;</span><span class="w"> </span><span class="n">tokens</span><span class="p">,</span><span class="w"> </span><span class="kt">bool</span><span class="w"> </span><span class="n">isSorted</span><span class="p">)</span>
</code></pre></div></td></tr></table></div>
<h4 id="parameters">Parameters<a class="headerlink" href="#parameters" title="Permanent link"></a></h4>
<p><code>tokens</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.memory-1">Memory&lt;LLamaTokenData&gt;</a><br></p>
<p><code>isSorted</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.boolean">Boolean</a><br></p>
<h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent link"></a></h2>
<h3 id="createreadonlyspansingle"><strong>Create(ReadOnlySpan&lt;Single&gt;)</strong><a class="headerlink" href="#createreadonlyspansingle" title="Permanent link"></a></h3>
<p>Create a new LLamaTokenDataArray, copying the data from the given logits</p>
<div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">1</span></pre></div></td><td class="code"><div><pre><span></span><code><span class="n">LLamaTokenDataArray</span><span class="w"> </span><span class="nf">Create</span><span class="p">(</span><span class="n">ReadOnlySpan</span><span class="o">&lt;</span><span class="kt">float</span><span class="o">&gt;</span><span class="w"> </span><span class="n">logits</span><span class="p">)</span>
</code></pre></div></td></tr></table></div>
<h4 id="parameters_1">Parameters<a class="headerlink" href="#parameters_1" title="Permanent link"></a></h4>
<p><code>logits</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.readonlyspan-1">ReadOnlySpan&lt;Single&gt;</a><br></p>
<h4 id="returns">Returns<a class="headerlink" href="#returns" title="Permanent link"></a></h4>
<p><a href="./">LLamaTokenDataArray</a><br></p>
<h3 id="overwritelogitsreadonlyspanvaluetuplellamatoken-single"><strong>OverwriteLogits(ReadOnlySpan&lt;ValueTuple&lt;LLamaToken, Single&gt;&gt;)</strong><a class="headerlink" href="#overwritelogitsreadonlyspanvaluetuplellamatoken-single" title="Permanent link"></a></h3>
<p>Overwrite the logit values for all given tokens</p>
<div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">1</span></pre></div></td><td class="code"><div><pre><span></span><code><span class="k">void</span><span class="w"> </span><span class="nf">OverwriteLogits</span><span class="p">(</span><span class="n">ReadOnlySpan</span><span class="o">&lt;</span><span class="n">ValueTuple</span><span class="o">&lt;</span><span class="n">LLamaToken</span><span class="p">,</span><span class="w"> </span><span class="kt">float</span><span class="o">&gt;&gt;</span><span class="w"> </span><span class="n">values</span><span class="p">)</span>
</code></pre></div></td></tr></table></div>
<h4 id="parameters_2">Parameters<a class="headerlink" href="#parameters_2" title="Permanent link"></a></h4>
<p><code>values</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.readonlyspan-1">ReadOnlySpan&lt;ValueTuple&lt;LLamaToken, Single&gt;&gt;</a><br>
tuples of token and logit value to overwrite</p>
<h3 id="applygrammarsafellamacontexthandle-safellamagrammarhandle"><strong>ApplyGrammar(SafeLLamaContextHandle, SafeLLamaGrammarHandle)</strong><a class="headerlink" href="#applygrammarsafellamacontexthandle-safellamagrammarhandle" title="Permanent link"></a></h3>
<p>Apply grammar rules to candidate tokens</p>
<div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">1</span></pre></div></td><td class="code"><div><pre><span></span><code><span class="k">void</span><span class="w"> </span><span class="nf">ApplyGrammar</span><span class="p">(</span><span class="n">SafeLLamaContextHandle</span><span class="w"> </span><span class="n">ctx</span><span class="p">,</span><span class="w"> </span><span class="n">SafeLLamaGrammarHandle</span><span class="w"> </span><span class="n">grammar</span><span class="p">)</span>
</code></pre></div></td></tr></table></div>
<h4 id="parameters_3">Parameters<a class="headerlink" href="#parameters_3" title="Permanent link"></a></h4>
<p><code>ctx</code> <a href="../llama.native.safellamacontexthandle/">SafeLLamaContextHandle</a><br></p>
<p><code>grammar</code> <a href="../llama.native.safellamagrammarhandle/">SafeLLamaGrammarHandle</a><br></p>
<h3 id="topksafellamacontexthandle-int32-uint64"><strong>TopK(SafeLLamaContextHandle, Int32, UInt64)</strong><a class="headerlink" href="#topksafellamacontexthandle-int32-uint64" title="Permanent link"></a></h3>
<p>Top-K sampling described in academic paper "The Curious Case of Neural Text Degeneration" <a href="https://arxiv.org/abs/1904.09751">https://arxiv.org/abs/1904.09751</a></p>
<div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">1</span></pre></div></td><td class="code"><div><pre><span></span><code><span class="k">void</span><span class="w"> </span><span class="nf">TopK</span><span class="p">(</span><span class="n">SafeLLamaContextHandle</span><span class="w"> </span><span class="n">context</span><span class="p">,</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">k</span><span class="p">,</span><span class="w"> </span><span class="kt">ulong</span><span class="w"> </span><span class="n">minKeep</span><span class="p">)</span>
</code></pre></div></td></tr></table></div>
<h4 id="parameters_4">Parameters<a class="headerlink" href="#parameters_4" title="Permanent link"></a></h4>
<p><code>context</code> <a href="../llama.native.safellamacontexthandle/">SafeLLamaContextHandle</a><br></p>
<p><code>k</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.int32">Int32</a><br>
Number of tokens to keep</p>
<p><code>minKeep</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.uint64">UInt64</a><br>
Minimum number to keep</p>
<h3 id="toppsafellamacontexthandle-single-uint64"><strong>TopP(SafeLLamaContextHandle, Single, UInt64)</strong><a class="headerlink" href="#toppsafellamacontexthandle-single-uint64" title="Permanent link"></a></h3>
<p>Nucleus sampling described in academic paper "The Curious Case of Neural Text Degeneration" <a href="https://arxiv.org/abs/1904.09751">https://arxiv.org/abs/1904.09751</a></p>
<div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">1</span></pre></div></td><td class="code"><div><pre><span></span><code><span class="k">void</span><span class="w"> </span><span class="nf">TopP</span><span class="p">(</span><span class="n">SafeLLamaContextHandle</span><span class="w"> </span><span class="n">context</span><span class="p">,</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="n">p</span><span class="p">,</span><span class="w"> </span><span class="kt">ulong</span><span class="w"> </span><span class="n">minKeep</span><span class="p">)</span>
</code></pre></div></td></tr></table></div>
<h4 id="parameters_5">Parameters<a class="headerlink" href="#parameters_5" title="Permanent link"></a></h4>
<p><code>context</code> <a href="../llama.native.safellamacontexthandle/">SafeLLamaContextHandle</a><br></p>
<p><code>p</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<p><code>minKeep</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.uint64">UInt64</a><br></p>
<h3 id="minpsafellamacontexthandle-single-uint64"><strong>MinP(SafeLLamaContextHandle, Single, UInt64)</strong><a class="headerlink" href="#minpsafellamacontexthandle-single-uint64" title="Permanent link"></a></h3>
<p>Minimum P sampling as described in <a href="https://github.com/ggerganov/llama.cpp/pull/3841">https://github.com/ggerganov/llama.cpp/pull/3841</a></p>
<div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">1</span></pre></div></td><td class="code"><div><pre><span></span><code><span class="k">void</span><span class="w"> </span><span class="nf">MinP</span><span class="p">(</span><span class="n">SafeLLamaContextHandle</span><span class="w"> </span><span class="n">context</span><span class="p">,</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="n">p</span><span class="p">,</span><span class="w"> </span><span class="kt">ulong</span><span class="w"> </span><span class="n">minKeep</span><span class="p">)</span>
</code></pre></div></td></tr></table></div>
<h4 id="parameters_6">Parameters<a class="headerlink" href="#parameters_6" title="Permanent link"></a></h4>
<p><code>context</code> <a href="../llama.native.safellamacontexthandle/">SafeLLamaContextHandle</a><br></p>
<p><code>p</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br>
All tokens with probability greater than this will be kept</p>
<p><code>minKeep</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.uint64">UInt64</a><br></p>
<h3 id="tailfreesafellamacontexthandle-single-uint64"><strong>TailFree(SafeLLamaContextHandle, Single, UInt64)</strong><a class="headerlink" href="#tailfreesafellamacontexthandle-single-uint64" title="Permanent link"></a></h3>
<p>Tail Free Sampling described in <a href="https://www.trentonbricken.com/Tail-Free-Sampling/">https://www.trentonbricken.com/Tail-Free-Sampling/</a>.</p>
<div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">1</span></pre></div></td><td class="code"><div><pre><span></span><code><span class="k">void</span><span class="w"> </span><span class="nf">TailFree</span><span class="p">(</span><span class="n">SafeLLamaContextHandle</span><span class="w"> </span><span class="n">context</span><span class="p">,</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="n">z</span><span class="p">,</span><span class="w"> </span><span class="kt">ulong</span><span class="w"> </span><span class="n">min_keep</span><span class="p">)</span>
</code></pre></div></td></tr></table></div>
<h4 id="parameters_7">Parameters<a class="headerlink" href="#parameters_7" title="Permanent link"></a></h4>
<p><code>context</code> <a href="../llama.native.safellamacontexthandle/">SafeLLamaContextHandle</a><br></p>
<p><code>z</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<p><code>min_keep</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.uint64">UInt64</a><br></p>
<h3 id="locallytypicalsafellamacontexthandle-single-uint64"><strong>LocallyTypical(SafeLLamaContextHandle, Single, UInt64)</strong><a class="headerlink" href="#locallytypicalsafellamacontexthandle-single-uint64" title="Permanent link"></a></h3>
<p>Locally Typical Sampling implementation described in the paper <a href="https://arxiv.org/abs/2202.00666">https://arxiv.org/abs/2202.00666</a>.</p>
<div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">1</span></pre></div></td><td class="code"><div><pre><span></span><code><span class="k">void</span><span class="w"> </span><span class="nf">LocallyTypical</span><span class="p">(</span><span class="n">SafeLLamaContextHandle</span><span class="w"> </span><span class="n">context</span><span class="p">,</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="n">p</span><span class="p">,</span><span class="w"> </span><span class="kt">ulong</span><span class="w"> </span><span class="n">min_keep</span><span class="p">)</span>
</code></pre></div></td></tr></table></div>
<h4 id="parameters_8">Parameters<a class="headerlink" href="#parameters_8" title="Permanent link"></a></h4>
<p><code>context</code> <a href="../llama.native.safellamacontexthandle/">SafeLLamaContextHandle</a><br></p>
<p><code>p</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<p><code>min_keep</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.uint64">UInt64</a><br></p>
<h3 id="repetitionpenaltysafellamacontexthandle-readonlyspanllamatoken-single-single-single"><strong>RepetitionPenalty(SafeLLamaContextHandle, ReadOnlySpan&lt;LLamaToken&gt;, Single, Single, Single)</strong><a class="headerlink" href="#repetitionpenaltysafellamacontexthandle-readonlyspanllamatoken-single-single-single" title="Permanent link"></a></h3>
<p>Repetition penalty described in CTRL academic paper <a href="https://arxiv.org/abs/1909.05858">https://arxiv.org/abs/1909.05858</a>, with negative logit fix.
 Frequency and presence penalties described in OpenAI API <a href="https://platform.openai.com/docs/api-reference/parameter-details">https://platform.openai.com/docs/api-reference/parameter-details</a>.</p>
<div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">1</span></pre></div></td><td class="code"><div><pre><span></span><code><span class="k">void</span><span class="w"> </span><span class="nf">RepetitionPenalty</span><span class="p">(</span><span class="n">SafeLLamaContextHandle</span><span class="w"> </span><span class="n">context</span><span class="p">,</span><span class="w"> </span><span class="n">ReadOnlySpan</span><span class="o">&lt;</span><span class="n">LLamaToken</span><span class="o">&gt;</span><span class="w"> </span><span class="n">last_tokens</span><span class="p">,</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="n">penalty_repeat</span><span class="p">,</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="n">penalty_freq</span><span class="p">,</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="n">penalty_present</span><span class="p">)</span>
</code></pre></div></td></tr></table></div>
<h4 id="parameters_9">Parameters<a class="headerlink" href="#parameters_9" title="Permanent link"></a></h4>
<p><code>context</code> <a href="../llama.native.safellamacontexthandle/">SafeLLamaContextHandle</a><br></p>
<p><code>last_tokens</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.readonlyspan-1">ReadOnlySpan&lt;LLamaToken&gt;</a><br></p>
<p><code>penalty_repeat</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<p><code>penalty_freq</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<p><code>penalty_present</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<h3 id="guidancesafellamacontexthandle-readonlyspansingle-single"><strong>Guidance(SafeLLamaContextHandle, ReadOnlySpan&lt;Single&gt;, Single)</strong><a class="headerlink" href="#guidancesafellamacontexthandle-readonlyspansingle-single" title="Permanent link"></a></h3>
<p>Apply classifier-free guidance to the logits as described in academic paper "Stay on topic with Classifier-Free Guidance" <a href="https://arxiv.org/abs/2306.17806">https://arxiv.org/abs/2306.17806</a></p>
<div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">1</span></pre></div></td><td class="code"><div><pre><span></span><code><span class="k">void</span><span class="w"> </span><span class="nf">Guidance</span><span class="p">(</span><span class="n">SafeLLamaContextHandle</span><span class="w"> </span><span class="n">context</span><span class="p">,</span><span class="w"> </span><span class="n">ReadOnlySpan</span><span class="o">&lt;</span><span class="kt">float</span><span class="o">&gt;</span><span class="w"> </span><span class="n">guidanceLogits</span><span class="p">,</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="n">guidance</span><span class="p">)</span>
</code></pre></div></td></tr></table></div>
<h4 id="parameters_10">Parameters<a class="headerlink" href="#parameters_10" title="Permanent link"></a></h4>
<p><code>context</code> <a href="../llama.native.safellamacontexthandle/">SafeLLamaContextHandle</a><br></p>
<p><code>guidanceLogits</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.readonlyspan-1">ReadOnlySpan&lt;Single&gt;</a><br>
Logits extracted from a separate context from the same model.
 Other than a negative prompt at the beginning, it should have all generated and user input tokens copied from the main context.</p>
<p><code>guidance</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br>
Guidance strength. 0 means no guidance, higher values applies stronger guidance</p>
<h3 id="temperaturesafellamacontexthandle-single"><strong>Temperature(SafeLLamaContextHandle, Single)</strong><a class="headerlink" href="#temperaturesafellamacontexthandle-single" title="Permanent link"></a></h3>
<p>Sample with temperature.
 As temperature increases, the prediction becomes more diverse but also vulnerable to hallucinations -- generating tokens that are sensible but not factual</p>
<div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">1</span></pre></div></td><td class="code"><div><pre><span></span><code><span class="k">void</span><span class="w"> </span><span class="nf">Temperature</span><span class="p">(</span><span class="n">SafeLLamaContextHandle</span><span class="w"> </span><span class="n">context</span><span class="p">,</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="n">temp</span><span class="p">)</span>
</code></pre></div></td></tr></table></div>
<h4 id="parameters_11">Parameters<a class="headerlink" href="#parameters_11" title="Permanent link"></a></h4>
<p><code>context</code> <a href="../llama.native.safellamacontexthandle/">SafeLLamaContextHandle</a><br></p>
<p><code>temp</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<h3 id="softmaxsafellamacontexthandle"><strong>Softmax(SafeLLamaContextHandle)</strong><a class="headerlink" href="#softmaxsafellamacontexthandle" title="Permanent link"></a></h3>
<p>Sorts candidate tokens by their logits in descending order and calculate probabilities based on logits.</p>
<div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">1</span></pre></div></td><td class="code"><div><pre><span></span><code><span class="k">void</span><span class="w"> </span><span class="nf">Softmax</span><span class="p">(</span><span class="n">SafeLLamaContextHandle</span><span class="w"> </span><span class="n">context</span><span class="p">)</span>
</code></pre></div></td></tr></table></div>
<h4 id="parameters_12">Parameters<a class="headerlink" href="#parameters_12" title="Permanent link"></a></h4>
<p><code>context</code> <a href="../llama.native.safellamacontexthandle/">SafeLLamaContextHandle</a><br></p>
<h3 id="sampletokensafellamacontexthandle"><strong>SampleToken(SafeLLamaContextHandle)</strong><a class="headerlink" href="#sampletokensafellamacontexthandle" title="Permanent link"></a></h3>
<p>Randomly selects a token from the candidates based on their probabilities.</p>
<div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">1</span></pre></div></td><td class="code"><div><pre><span></span><code><span class="n">LLamaToken</span><span class="w"> </span><span class="nf">SampleToken</span><span class="p">(</span><span class="n">SafeLLamaContextHandle</span><span class="w"> </span><span class="n">context</span><span class="p">)</span>
</code></pre></div></td></tr></table></div>
<h4 id="parameters_13">Parameters<a class="headerlink" href="#parameters_13" title="Permanent link"></a></h4>
<p><code>context</code> <a href="../llama.native.safellamacontexthandle/">SafeLLamaContextHandle</a><br></p>
<h4 id="returns_1">Returns<a class="headerlink" href="#returns_1" title="Permanent link"></a></h4>
<p><a href="../llama.native.llamatoken/">LLamaToken</a><br></p>
<h3 id="sampletokengreedysafellamacontexthandle"><strong>SampleTokenGreedy(SafeLLamaContextHandle)</strong><a class="headerlink" href="#sampletokengreedysafellamacontexthandle" title="Permanent link"></a></h3>
<p>Selects the token with the highest probability.</p>
<div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">1</span></pre></div></td><td class="code"><div><pre><span></span><code><span class="n">LLamaToken</span><span class="w"> </span><span class="nf">SampleTokenGreedy</span><span class="p">(</span><span class="n">SafeLLamaContextHandle</span><span class="w"> </span><span class="n">context</span><span class="p">)</span>
</code></pre></div></td></tr></table></div>
<h4 id="parameters_14">Parameters<a class="headerlink" href="#parameters_14" title="Permanent link"></a></h4>
<p><code>context</code> <a href="../llama.native.safellamacontexthandle/">SafeLLamaContextHandle</a><br></p>
<h4 id="returns_2">Returns<a class="headerlink" href="#returns_2" title="Permanent link"></a></h4>
<p><a href="../llama.native.llamatoken/">LLamaToken</a><br></p>
<h3 id="sampletokenmirostatsafellamacontexthandle-single-single-int32-single"><strong>SampleTokenMirostat(SafeLLamaContextHandle, Single, Single, Int32, Single&amp;)</strong><a class="headerlink" href="#sampletokenmirostatsafellamacontexthandle-single-single-int32-single" title="Permanent link"></a></h3>
<p>Mirostat 1.0 algorithm described in the paper <a href="https://arxiv.org/abs/2007.14966">https://arxiv.org/abs/2007.14966</a>. Uses tokens instead of words.</p>
<div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">1</span></pre></div></td><td class="code"><div><pre><span></span><code><span class="n">LLamaToken</span><span class="w"> </span><span class="nf">SampleTokenMirostat</span><span class="p">(</span><span class="n">SafeLLamaContextHandle</span><span class="w"> </span><span class="n">context</span><span class="p">,</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="n">tau</span><span class="p">,</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="n">eta</span><span class="p">,</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">m</span><span class="p">,</span><span class="w"> </span><span class="n">Single</span><span class="o">&amp;</span><span class="w"> </span><span class="n">mu</span><span class="p">)</span>
</code></pre></div></td></tr></table></div>
<h4 id="parameters_15">Parameters<a class="headerlink" href="#parameters_15" title="Permanent link"></a></h4>
<p><code>context</code> <a href="../llama.native.safellamacontexthandle/">SafeLLamaContextHandle</a><br></p>
<p><code>tau</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br>
The target cross-entropy (or surprise) value you want to achieve for the generated text. A higher value corresponds to more surprising or less predictable text, while a lower value corresponds to less surprising or more predictable text.</p>
<p><code>eta</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br>
The learning rate used to update <code>mu</code> based on the error between the target and observed surprisal of the sampled word. A larger learning rate will cause <code>mu</code> to be updated more quickly, while a smaller learning rate will result in slower updates.</p>
<p><code>m</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.int32">Int32</a><br>
The number of tokens considered in the estimation of <code>s_hat</code>. This is an arbitrary value that is used to calculate <code>s_hat</code>, which in turn helps to calculate the value of <code>k</code>. In the paper, they use <code>m = 100</code>, but you can experiment with different values to see how it affects the performance of the algorithm.</p>
<p><code>mu</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.single&amp;">Single&amp;</a><br>
Maximum cross-entropy. This value is initialized to be twice the target cross-entropy (<code>2 * tau</code>) and is updated in the algorithm based on the error between the target and observed surprisal.</p>
<h4 id="returns_3">Returns<a class="headerlink" href="#returns_3" title="Permanent link"></a></h4>
<p><a href="../llama.native.llamatoken/">LLamaToken</a><br></p>
<h3 id="sampletokenmirostat2safellamacontexthandle-single-single-single"><strong>SampleTokenMirostat2(SafeLLamaContextHandle, Single, Single, Single&amp;)</strong><a class="headerlink" href="#sampletokenmirostat2safellamacontexthandle-single-single-single" title="Permanent link"></a></h3>
<p>Mirostat 2.0 algorithm described in the paper <a href="https://arxiv.org/abs/2007.14966">https://arxiv.org/abs/2007.14966</a>. Uses tokens instead of words.</p>
<div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">1</span></pre></div></td><td class="code"><div><pre><span></span><code><span class="n">LLamaToken</span><span class="w"> </span><span class="nf">SampleTokenMirostat2</span><span class="p">(</span><span class="n">SafeLLamaContextHandle</span><span class="w"> </span><span class="n">context</span><span class="p">,</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="n">tau</span><span class="p">,</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="n">eta</span><span class="p">,</span><span class="w"> </span><span class="n">Single</span><span class="o">&amp;</span><span class="w"> </span><span class="n">mu</span><span class="p">)</span>
</code></pre></div></td></tr></table></div>
<h4 id="parameters_16">Parameters<a class="headerlink" href="#parameters_16" title="Permanent link"></a></h4>
<p><code>context</code> <a href="../llama.native.safellamacontexthandle/">SafeLLamaContextHandle</a><br></p>
<p><code>tau</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br>
The target cross-entropy (or surprise) value you want to achieve for the generated text. A higher value corresponds to more surprising or less predictable text, while a lower value corresponds to less surprising or more predictable text.</p>
<p><code>eta</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br>
The learning rate used to update <code>mu</code> based on the error between the target and observed surprisal of the sampled word. A larger learning rate will cause <code>mu</code> to be updated more quickly, while a smaller learning rate will result in slower updates.</p>
<p><code>mu</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.single&amp;">Single&amp;</a><br>
Maximum cross-entropy. This value is initialized to be twice the target cross-entropy (<code>2 * tau</code>) and is updated in the algorithm based on the error between the target and observed surprisal.</p>
<h4 id="returns_4">Returns<a class="headerlink" href="#returns_4" title="Permanent link"></a></h4>
<p><a href="../llama.native.llamatoken/">LLamaToken</a><br></p>


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