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<h1 id="iinferenceparams">IInferenceParams<a class="headerlink" href="#iinferenceparams" title="Permanent link"></a></h1>
<p>Namespace: LLama.Abstractions</p>
<p>The paramters used for inference.</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">interface</span><span class="w"> </span><span class="n">IInferenceParams</span>
</code></pre></div></td></tr></table></div>
<h2 id="properties">Properties<a class="headerlink" href="#properties" title="Permanent link"></a></h2>
<h3 id="tokenskeep"><strong>TokensKeep</strong><a class="headerlink" href="#tokenskeep" title="Permanent link"></a></h3>
<p>number of tokens to keep from initial prompt</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">abstract</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">TokensKeep</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">get</span><span class="p">;</span><span class="w"> </span><span class="k">set</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
</code></pre></div></td></tr></table></div>
<h4 id="property-value">Property Value<a class="headerlink" href="#property-value" title="Permanent link"></a></h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.int32">Int32</a><br></p>
<h3 id="maxtokens"><strong>MaxTokens</strong><a class="headerlink" href="#maxtokens" title="Permanent link"></a></h3>
<p>how many new tokens to predict (n_predict), set to -1 to inifinitely generate response
 until it complete.</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">abstract</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">MaxTokens</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">get</span><span class="p">;</span><span class="w"> </span><span class="k">set</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
</code></pre></div></td></tr></table></div>
<h4 id="property-value_1">Property Value<a class="headerlink" href="#property-value_1" title="Permanent link"></a></h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.int32">Int32</a><br></p>
<h3 id="logitbias"><strong>LogitBias</strong><a class="headerlink" href="#logitbias" title="Permanent link"></a></h3>
<p>logit bias for specific 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">public</span><span class="w"> </span><span class="k">abstract</span><span class="w"> </span><span class="n">Dictionary</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;</span><span class="w"> </span><span class="n">LogitBias</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">get</span><span class="p">;</span><span class="w"> </span><span class="k">set</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
</code></pre></div></td></tr></table></div>
<h4 id="property-value_2">Property Value<a class="headerlink" href="#property-value_2" title="Permanent link"></a></h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.collections.generic.dictionary-2">Dictionary&lt;LLamaToken, Single&gt;</a><br></p>
<h3 id="antiprompts"><strong>AntiPrompts</strong><a class="headerlink" href="#antiprompts" title="Permanent link"></a></h3>
<p>Sequences where the model will stop generating further 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">public</span><span class="w"> </span><span class="k">abstract</span><span class="w"> </span><span class="n">IReadOnlyList</span><span class="o">&lt;</span><span class="kt">string</span><span class="o">&gt;</span><span class="w"> </span><span class="n">AntiPrompts</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">get</span><span class="p">;</span><span class="w"> </span><span class="k">set</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
</code></pre></div></td></tr></table></div>
<h4 id="property-value_3">Property Value<a class="headerlink" href="#property-value_3" title="Permanent link"></a></h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.collections.generic.ireadonlylist-1">IReadOnlyList&lt;String&gt;</a><br></p>
<h3 id="topk"><strong>TopK</strong><a class="headerlink" href="#topk" title="Permanent link"></a></h3>
<p>0 or lower to use vocab size</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">abstract</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">TopK</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">get</span><span class="p">;</span><span class="w"> </span><span class="k">set</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
</code></pre></div></td></tr></table></div>
<h4 id="property-value_4">Property Value<a class="headerlink" href="#property-value_4" title="Permanent link"></a></h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.int32">Int32</a><br></p>
<h3 id="topp"><strong>TopP</strong><a class="headerlink" href="#topp" title="Permanent link"></a></h3>
<p>1.0 = disabled</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">abstract</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="n">TopP</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">get</span><span class="p">;</span><span class="w"> </span><span class="k">set</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
</code></pre></div></td></tr></table></div>
<h4 id="property-value_5">Property Value<a class="headerlink" href="#property-value_5" title="Permanent link"></a></h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<h3 id="minp"><strong>MinP</strong><a class="headerlink" href="#minp" title="Permanent link"></a></h3>
<p>0.0 = disabled</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">abstract</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="n">MinP</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">get</span><span class="p">;</span><span class="w"> </span><span class="k">set</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
</code></pre></div></td></tr></table></div>
<h4 id="property-value_6">Property Value<a class="headerlink" href="#property-value_6" title="Permanent link"></a></h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<h3 id="tfsz"><strong>TfsZ</strong><a class="headerlink" href="#tfsz" title="Permanent link"></a></h3>
<p>1.0 = disabled</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">abstract</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="n">TfsZ</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">get</span><span class="p">;</span><span class="w"> </span><span class="k">set</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
</code></pre></div></td></tr></table></div>
<h4 id="property-value_7">Property Value<a class="headerlink" href="#property-value_7" title="Permanent link"></a></h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<h3 id="typicalp"><strong>TypicalP</strong><a class="headerlink" href="#typicalp" title="Permanent link"></a></h3>
<p>1.0 = disabled</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">abstract</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="n">TypicalP</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">get</span><span class="p">;</span><span class="w"> </span><span class="k">set</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
</code></pre></div></td></tr></table></div>
<h4 id="property-value_8">Property Value<a class="headerlink" href="#property-value_8" title="Permanent link"></a></h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<h3 id="temperature"><strong>Temperature</strong><a class="headerlink" href="#temperature" title="Permanent link"></a></h3>
<p>1.0 = disabled</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">abstract</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="n">Temperature</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">get</span><span class="p">;</span><span class="w"> </span><span class="k">set</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
</code></pre></div></td></tr></table></div>
<h4 id="property-value_9">Property Value<a class="headerlink" href="#property-value_9" title="Permanent link"></a></h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<h3 id="repeatpenalty"><strong>RepeatPenalty</strong><a class="headerlink" href="#repeatpenalty" title="Permanent link"></a></h3>
<p>1.0 = disabled</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">abstract</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="n">RepeatPenalty</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">get</span><span class="p">;</span><span class="w"> </span><span class="k">set</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
</code></pre></div></td></tr></table></div>
<h4 id="property-value_10">Property Value<a class="headerlink" href="#property-value_10" title="Permanent link"></a></h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<h3 id="repeatlasttokenscount"><strong>RepeatLastTokensCount</strong><a class="headerlink" href="#repeatlasttokenscount" title="Permanent link"></a></h3>
<p>last n tokens to penalize (0 = disable penalty, -1 = context size) (repeat_last_n)</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">abstract</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">RepeatLastTokensCount</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">get</span><span class="p">;</span><span class="w"> </span><span class="k">set</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
</code></pre></div></td></tr></table></div>
<h4 id="property-value_11">Property Value<a class="headerlink" href="#property-value_11" title="Permanent link"></a></h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.int32">Int32</a><br></p>
<h3 id="frequencypenalty"><strong>FrequencyPenalty</strong><a class="headerlink" href="#frequencypenalty" title="Permanent link"></a></h3>
<p>frequency penalty coefficient
 0.0 = disabled</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">abstract</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="n">FrequencyPenalty</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">get</span><span class="p">;</span><span class="w"> </span><span class="k">set</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
</code></pre></div></td></tr></table></div>
<h4 id="property-value_12">Property Value<a class="headerlink" href="#property-value_12" title="Permanent link"></a></h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<h3 id="presencepenalty"><strong>PresencePenalty</strong><a class="headerlink" href="#presencepenalty" title="Permanent link"></a></h3>
<p>presence penalty coefficient
 0.0 = disabled</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">abstract</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="n">PresencePenalty</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">get</span><span class="p">;</span><span class="w"> </span><span class="k">set</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
</code></pre></div></td></tr></table></div>
<h4 id="property-value_13">Property Value<a class="headerlink" href="#property-value_13" title="Permanent link"></a></h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<h3 id="mirostat"><strong>Mirostat</strong><a class="headerlink" href="#mirostat" title="Permanent link"></a></h3>
<p>Mirostat uses tokens instead of words.
 algorithm described in the paper <a href="https://arxiv.org/abs/2007.14966">https://arxiv.org/abs/2007.14966</a>.
 0 = disabled, 1 = mirostat, 2 = mirostat 2.0</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">abstract</span><span class="w"> </span><span class="n">MirostatType</span><span class="w"> </span><span class="n">Mirostat</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">get</span><span class="p">;</span><span class="w"> </span><span class="k">set</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
</code></pre></div></td></tr></table></div>
<h4 id="property-value_14">Property Value<a class="headerlink" href="#property-value_14" title="Permanent link"></a></h4>
<p><a href="../llama.common.mirostattype/">MirostatType</a><br></p>
<h3 id="mirostattau"><strong>MirostatTau</strong><a class="headerlink" href="#mirostattau" title="Permanent link"></a></h3>
<p>target entropy</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">abstract</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="n">MirostatTau</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">get</span><span class="p">;</span><span class="w"> </span><span class="k">set</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
</code></pre></div></td></tr></table></div>
<h4 id="property-value_15">Property Value<a class="headerlink" href="#property-value_15" title="Permanent link"></a></h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<h3 id="mirostateta"><strong>MirostatEta</strong><a class="headerlink" href="#mirostateta" title="Permanent link"></a></h3>
<p>learning rate</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">abstract</span><span class="w"> </span><span class="kt">float</span><span class="w"> </span><span class="n">MirostatEta</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">get</span><span class="p">;</span><span class="w"> </span><span class="k">set</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
</code></pre></div></td></tr></table></div>
<h4 id="property-value_16">Property Value<a class="headerlink" href="#property-value_16" title="Permanent link"></a></h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
<h3 id="penalizenl"><strong>PenalizeNL</strong><a class="headerlink" href="#penalizenl" title="Permanent link"></a></h3>
<p>consider newlines as a repeatable token (penalize_nl)</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">abstract</span><span class="w"> </span><span class="kt">bool</span><span class="w"> </span><span class="n">PenalizeNL</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">get</span><span class="p">;</span><span class="w"> </span><span class="k">set</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
</code></pre></div></td></tr></table></div>
<h4 id="property-value_17">Property Value<a class="headerlink" href="#property-value_17" title="Permanent link"></a></h4>
<p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.boolean">Boolean</a><br></p>
<h3 id="grammar"><strong>Grammar</strong><a class="headerlink" href="#grammar" title="Permanent link"></a></h3>
<p>Grammar to constrain possible 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">public</span><span class="w"> </span><span class="k">abstract</span><span class="w"> </span><span class="n">SafeLLamaGrammarHandle</span><span class="w"> </span><span class="n">Grammar</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">get</span><span class="p">;</span><span class="w"> </span><span class="k">set</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
</code></pre></div></td></tr></table></div>
<h4 id="property-value_18">Property Value<a class="headerlink" href="#property-value_18" title="Permanent link"></a></h4>
<p><a href="../llama.native.safellamagrammarhandle/">SafeLLamaGrammarHandle</a><br></p>
<h3 id="samplingpipeline"><strong>SamplingPipeline</strong><a class="headerlink" href="#samplingpipeline" title="Permanent link"></a></h3>
<p>Set a custom sampling pipeline to use. If this is set All other sampling parameters are ignored!</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">abstract</span><span class="w"> </span><span class="n">ISamplingPipeline</span><span class="w"> </span><span class="n">SamplingPipeline</span><span class="w"> </span><span class="p">{</span><span class="w"> </span><span class="k">get</span><span class="p">;</span><span class="w"> </span><span class="k">set</span><span class="p">;</span><span class="w"> </span><span class="p">}</span>
</code></pre></div></td></tr></table></div>
<h4 id="property-value_19">Property Value<a class="headerlink" href="#property-value_19" title="Permanent link"></a></h4>
<p><a href="../llama.sampling.isamplingpipeline/">ISamplingPipeline</a><br></p>


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