scisharp
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LLamaSharp


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  <a href="#llamamodelmodelparams-string-illamalogger" class="md-nav__link">
    LLamaModel(ModelParams, String, ILLamaLogger)
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    Parameters
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    Returns
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    GetStateData()
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    LoadState(String)
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    Parameters
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    Exceptions
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    LoadState(Byte[])
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    Parameters
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  <a href="#samplellamatokendataarray-single-mirostatetype-single-single-int32-single-single-single" class="md-nav__link">
    Sample(LLamaTokenDataArray, Single, MiroStateType, Single, Single, Int32, Single, Single, Single)
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    Parameters
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  <a href="#applypenaltyienumerableint32-dictionaryint32-single-int32-single-single-single-boolean" class="md-nav__link">
    ApplyPenalty(IEnumerable&lt;Int32&gt;, Dictionary&lt;Int32, Single&gt;, Int32, Single, Single, Single, Boolean)
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    Parameters
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<h1 id="llamamodel">LLamaModel</h1>
<p>Namespace: LLama</p>
<p>The abstraction of a LLama model, which holds the context in the native library.</p>
<pre><code class="language-csharp">public class LLamaModel : System.IDisposable
</code></pre>
<p>Inheritance <a href="https://docs.microsoft.com/en-us/dotnet/api/system.object">Object</a> → <a href="./">LLamaModel</a><br>
Implements <a href="https://docs.microsoft.com/en-us/dotnet/api/system.idisposable">IDisposable</a></p>
<h2 id="properties">Properties</h2>
<h3 id="contextsize"><strong>ContextSize</strong></h3>
<p>The context size.</p>
<pre><code class="language-csharp">public int ContextSize { get; }
</code></pre>
<h4 id="property-value">Property Value</h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.int32">Int32</a><br></p>
<h3 id="params"><strong>Params</strong></h3>
<p>The model params set for this model.</p>
<pre><code class="language-csharp">public ModelParams Params { get; set; }
</code></pre>
<h4 id="property-value_1">Property Value</h4>
<p><a href="../llama.common.modelparams/">ModelParams</a><br></p>
<h3 id="nativehandle"><strong>NativeHandle</strong></h3>
<p>The native handle, which is used to be passed to the native APIs. Please avoid using it 
 unless you know what is the usage of the Native API.</p>
<pre><code class="language-csharp">public SafeLLamaContextHandle NativeHandle { get; }
</code></pre>
<h4 id="property-value_2">Property Value</h4>
<p><a href="../llama.native.safellamacontexthandle/">SafeLLamaContextHandle</a><br></p>
<h3 id="encoding"><strong>Encoding</strong></h3>
<p>The encoding set for this model to deal with text input.</p>
<pre><code class="language-csharp">public Encoding Encoding { get; }
</code></pre>
<h4 id="property-value_3">Property Value</h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.text.encoding">Encoding</a><br></p>
<h2 id="constructors">Constructors</h2>
<h3 id="llamamodelmodelparams-string-illamalogger"><strong>LLamaModel(ModelParams, String, ILLamaLogger)</strong></h3>
<pre><code class="language-csharp">public LLamaModel(ModelParams Params, string encoding, ILLamaLogger logger)
</code></pre>
<h4 id="parameters">Parameters</h4>
<p><code>Params</code> <a href="../llama.common.modelparams/">ModelParams</a><br>
Model params.</p>
<p><code>encoding</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.string">String</a><br>
Encoding to deal with text input.</p>
<p><code>logger</code> <a href="../llama.common.illamalogger/">ILLamaLogger</a><br>
The logger.</p>
<h2 id="methods">Methods</h2>
<h3 id="tokenizestring-boolean"><strong>Tokenize(String, Boolean)</strong></h3>
<p>Tokenize a string.</p>
<pre><code class="language-csharp">public IEnumerable&lt;int&gt; Tokenize(string text, bool addBos)
</code></pre>
<h4 id="parameters_1">Parameters</h4>
<p><code>text</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.string">String</a><br></p>
<p><code>addBos</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.boolean">Boolean</a><br>
Whether to add a bos to the text.</p>
<h4 id="returns">Returns</h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.collections.generic.ienumerable-1">IEnumerable&lt;Int32&gt;</a><br></p>
<h3 id="detokenizeienumerableint32"><strong>DeTokenize(IEnumerable&lt;Int32&gt;)</strong></h3>
<p>Detokenize the tokens to text.</p>
<pre><code class="language-csharp">public string DeTokenize(IEnumerable&lt;int&gt; tokens)
</code></pre>
<h4 id="parameters_2">Parameters</h4>
<p><code>tokens</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.collections.generic.ienumerable-1">IEnumerable&lt;Int32&gt;</a><br></p>
<h4 id="returns_1">Returns</h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.string">String</a><br></p>
<h3 id="savestatestring"><strong>SaveState(String)</strong></h3>
<p>Save the state to specified path.</p>
<pre><code class="language-csharp">public void SaveState(string filename)
</code></pre>
<h4 id="parameters_3">Parameters</h4>
<p><code>filename</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.string">String</a><br></p>
<h3 id="getstatedata"><strong>GetStateData()</strong></h3>
<p>Get the state data as a byte array.</p>
<pre><code class="language-csharp">public Byte[] GetStateData()
</code></pre>
<h4 id="returns_2">Returns</h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.byte">Byte[]</a><br></p>
<h3 id="loadstatestring"><strong>LoadState(String)</strong></h3>
<p>Load the state from specified path.</p>
<pre><code class="language-csharp">public void LoadState(string filename)
</code></pre>
<h4 id="parameters_4">Parameters</h4>
<p><code>filename</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.string">String</a><br></p>
<h4 id="exceptions">Exceptions</h4>
<p><a href="../llama.exceptions.runtimeerror/">RuntimeError</a><br></p>
<h3 id="loadstatebyte"><strong>LoadState(Byte[])</strong></h3>
<p>Load the state from memory.</p>
<pre><code class="language-csharp">public void LoadState(Byte[] stateData)
</code></pre>
<h4 id="parameters_5">Parameters</h4>
<p><code>stateData</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.byte">Byte[]</a><br></p>
<h4 id="exceptions_1">Exceptions</h4>
<p><a href="../llama.exceptions.runtimeerror/">RuntimeError</a><br></p>
<h3 id="samplellamatokendataarray-single-mirostatetype-single-single-int32-single-single-single"><strong>Sample(LLamaTokenDataArray, Single, MiroStateType, Single, Single, Int32, Single, Single, Single)</strong></h3>
<p>Perform the sampling. Please don't use it unless you fully know what it does.</p>
<pre><code class="language-csharp">public int Sample(LLamaTokenDataArray candidates, float temperature, MiroStateType mirostat, float mirostatTau, float mirostatEta, int topK, float topP, float tfsZ, float typicalP)
</code></pre>
<h4 id="parameters_6">Parameters</h4>
<p><code>candidates</code> <a href="../llama.native.llamatokendataarray/">LLamaTokenDataArray</a><br></p>
<p><code>temperature</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<p><code>mirostat</code> <a href="../llama.common.mirostatetype/">MiroStateType</a><br></p>
<p><code>mirostatTau</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<p><code>mirostatEta</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<p><code>topK</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.int32">Int32</a><br></p>
<p><code>topP</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<p><code>tfsZ</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<p><code>typicalP</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<h4 id="returns_3">Returns</h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.int32">Int32</a><br></p>
<h3 id="applypenaltyienumerableint32-dictionaryint32-single-int32-single-single-single-boolean"><strong>ApplyPenalty(IEnumerable&lt;Int32&gt;, Dictionary&lt;Int32, Single&gt;, Int32, Single, Single, Single, Boolean)</strong></h3>
<p>Apply the penalty for the tokens. Please don't use it unless you fully know what it does.</p>
<pre><code class="language-csharp">public LLamaTokenDataArray ApplyPenalty(IEnumerable&lt;int&gt; lastTokens, Dictionary&lt;int, float&gt; logitBias, int repeatLastTokensCount, float repeatPenalty, float alphaFrequency, float alphaPresence, bool penalizeNL)
</code></pre>
<h4 id="parameters_7">Parameters</h4>
<p><code>lastTokens</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.collections.generic.ienumerable-1">IEnumerable&lt;Int32&gt;</a><br></p>
<p><code>logitBias</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.collections.generic.dictionary-2">Dictionary&lt;Int32, Single&gt;</a><br></p>
<p><code>repeatLastTokensCount</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.int32">Int32</a><br></p>
<p><code>repeatPenalty</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<p><code>alphaFrequency</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<p><code>alphaPresence</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<p><code>penalizeNL</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.boolean">Boolean</a><br></p>
<h4 id="returns_4">Returns</h4>
<p><a href="../llama.native.llamatokendataarray/">LLamaTokenDataArray</a><br></p>
<h3 id="evalint32-int32"><strong>Eval(Int32[], Int32)</strong></h3>
<pre><code class="language-csharp">public int Eval(Int32[] tokens, int pastTokensCount)
</code></pre>
<h4 id="parameters_8">Parameters</h4>
<p><code>tokens</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.int32">Int32[]</a><br></p>
<p><code>pastTokensCount</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.int32">Int32</a><br></p>
<h4 id="returns_5">Returns</h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.int32">Int32</a><br>
The updated <code>pastTokensCount</code>.</p>
<h4 id="exceptions_2">Exceptions</h4>
<p><a href="../llama.exceptions.runtimeerror/">RuntimeError</a><br></p>
<h3 id="generateresultienumerableint32"><strong>GenerateResult(IEnumerable&lt;Int32&gt;)</strong></h3>
<pre><code class="language-csharp">internal IEnumerable&lt;string&gt; GenerateResult(IEnumerable&lt;int&gt; ids)
</code></pre>
<h4 id="parameters_9">Parameters</h4>
<p><code>ids</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.collections.generic.ienumerable-1">IEnumerable&lt;Int32&gt;</a><br></p>
<h4 id="returns_6">Returns</h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.collections.generic.ienumerable-1">IEnumerable&lt;String&gt;</a><br></p>
<h3 id="dispose"><strong>Dispose()</strong></h3>
<pre><code class="language-csharp">public void Dispose()
</code></pre>


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