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  1011. logger
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  1023. <div class="md-sidebar__scrollwrap">
  1024. <div class="md-sidebar__inner">
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  1026. <label class="md-nav__title" for="__toc">
  1027. <span class="md-nav__icon md-icon"></span>
  1028. Table of contents
  1029. </label>
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  1031. <li class="md-nav__item">
  1032. <a href="#itextcompletion" class="md-nav__link">
  1033. ITextCompletion
  1034. </a>
  1035. </li>
  1036. <li class="md-nav__item">
  1037. <a href="#ichatcompletion" class="md-nav__link">
  1038. IChatCompletion
  1039. </a>
  1040. </li>
  1041. <li class="md-nav__item">
  1042. <a href="#itextembeddinggeneration" class="md-nav__link">
  1043. ITextEmbeddingGeneration
  1044. </a>
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  1048. </div>
  1049. </div>
  1050. </div>
  1051. <div class="md-content" data-md-component="content">
  1052. <article class="md-content__inner md-typeset">
  1053. <h1 id="llamasharpsemantickernel">LLamaSharp.SemanticKernel</h1>
  1054. <p>LLamaSharp.SemanticKernel are connections for <a href="https://github.com/microsoft/semantic-kernel">SemanticKernel</a>: an SDK for integrating various LLM interfaces into a single implementation. With this, you can add local LLaMa queries as another connection point with your existing connections.</p>
  1055. <p>For reference on how to implement it, view the following examples: </p>
  1056. <ul>
  1057. <li><a href="../LLama.Examples/Examples/SemanticKernelChat.cs">SemanticKernelChat</a></li>
  1058. <li><a href="../LLama.Examples/Examples/SemanticKernelPrompt.cs">SemanticKernelPrompt</a></li>
  1059. <li><a href="../LLama.Examples/Examples/SemanticKernelMemory.cs">SemanticKernelMemory</a></li>
  1060. </ul>
  1061. <h2 id="itextcompletion">ITextCompletion</h2>
  1062. <pre><code class="language-csharp">using var model = LLamaWeights.LoadFromFile(parameters);
  1063. // LLamaSharpTextCompletion can accept ILLamaExecutor.
  1064. var ex = new StatelessExecutor(model, parameters);
  1065. var builder = new KernelBuilder();
  1066. builder.WithAIService&lt;ITextCompletion&gt;(&quot;local-llama&quot;, new LLamaSharpTextCompletion(ex), true);
  1067. </code></pre>
  1068. <h2 id="ichatcompletion">IChatCompletion</h2>
  1069. <pre><code class="language-csharp">using var model = LLamaWeights.LoadFromFile(parameters);
  1070. using var context = model.CreateContext(parameters);
  1071. // LLamaSharpChatCompletion requires InteractiveExecutor, as it's the best fit for the given command.
  1072. var ex = new InteractiveExecutor(context);
  1073. var chatGPT = new LLamaSharpChatCompletion(ex);
  1074. </code></pre>
  1075. <h2 id="itextembeddinggeneration">ITextEmbeddingGeneration</h2>
  1076. <pre><code class="language-csharp">using var model = LLamaWeights.LoadFromFile(parameters);
  1077. var embedding = new LLamaEmbedder(model, parameters);
  1078. var kernelWithCustomDb = Kernel.Builder
  1079. .WithLoggerFactory(ConsoleLogger.LoggerFactory)
  1080. .WithAIService&lt;ITextEmbeddingGeneration&gt;(&quot;local-llama-embed&quot;, new LLamaSharpEmbeddingGeneration(embedding), true)
  1081. .WithMemoryStorage(new VolatileMemoryStore())
  1082. .Build();
  1083. </code></pre>
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C#/.NET上易用的LLM高性能推理框架,支持LLaMA和LLaVA系列模型。

Contributors (1)