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LLamaSharp


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        Architecture
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        Customize the native library loading
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        Use executors
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        Use ChatSession
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        Understand LLamaContext
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        Get embeddings
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        Quantize the model
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          Integrations
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        semantic-kernel integration
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        kernel-memory integration
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        BotSharp integration
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        Langchain integration
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      <a href="../Examples/BatchedExecutorFork/" class="md-nav__link">
        Bacthed executor - multi-output to one input
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      <a href="../Examples/BatchedExecutorGuidance/" class="md-nav__link">
        Batched executor - basic guidance
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      <a href="../Examples/BatchedExecutorRewind/" class="md-nav__link">
        Batched executor - rewinding to an earlier state
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      <a href="../Examples/ChatChineseGB2312/" class="md-nav__link">
        Chinese LLM - with GB2312 encoding
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      <a href="../Examples/ChatSessionStripRoleName/" class="md-nav__link">
        ChatSession - stripping role names
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      <a href="../Examples/ChatSessionWithHistory/" class="md-nav__link">
        ChatSession - with history
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        ChatSession - restarting
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      <a href="../Examples/ChatSessionWithRoleName/" class="md-nav__link">
        ChatSession - Basic
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      <a href="../Examples/CodingAssistant/" class="md-nav__link">
        Coding assistant
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      <a href="../Examples/GetEmbeddings/" class="md-nav__link">
        Get embeddings
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      <a href="../Examples/GrammarJsonResponse/" class="md-nav__link">
        Grammar - json response
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      <a href="../Examples/InstructModeExecute/" class="md-nav__link">
        Instruct executor - basic
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      <a href="../Examples/InteractiveModeExecute/" class="md-nav__link">
        Interactive executor - basic
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      <a href="../Examples/KernelMemory/" class="md-nav__link">
        Kernel memory integration - basic
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      <a href="../Examples/KernelMemorySaveAndLoad/" class="md-nav__link">
        Kernel-memory - save & load
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      <a href="../Examples/LLavaInteractiveModeExecute/" class="md-nav__link">
        LLaVA - basic
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      <a href="../Examples/LoadAndSaveSession/" class="md-nav__link">
        ChatSession - load & save
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      <a href="../Examples/LoadAndSaveState/" class="md-nav__link">
        Executor - save/load state
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      <a href="../Examples/QuantizeModel/" class="md-nav__link">
        Quantization
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      <a href="../Examples/SemanticKernelChat/" class="md-nav__link">
        Semantic-kernel - chat
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      <a href="../Examples/SemanticKernelMemory/" class="md-nav__link">
        Semantic-kernel - with kernel-memory
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      <a href="../Examples/SemanticKernelPrompt/" class="md-nav__link">
        Semantic-kernel - basic
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      <a href="../Examples/StatelessModeExecute/" class="md-nav__link">
        Stateless executor
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      <a href="../Examples/TalkToYourself/" class="md-nav__link">
        Talk to yourself
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        <li class="md-nav__item">
  <a href="#llama" class="md-nav__link">
    LLama
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        <li class="md-nav__item">
  <a href="#llamaabstractions" class="md-nav__link">
    LLama.Abstractions
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  <a href="#llamabatched" class="md-nav__link">
    LLama.Batched
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  <a href="#llamacommon" class="md-nav__link">
    LLama.Common
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  <a href="#llamaexceptions" class="md-nav__link">
    LLama.Exceptions
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  <a href="#llamaextensions" class="md-nav__link">
    LLama.Extensions
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  <a href="#llamagrammars" class="md-nav__link">
    LLama.Grammars
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  <a href="#llamanative" class="md-nav__link">
    LLama.Native
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  <a href="#llamasampling" class="md-nav__link">
    LLama.Sampling
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    <li class="md-nav__item">
      <a href="llama.abstractions.adaptercollection/" class="md-nav__link">
        llama.abstractions.adaptercollection
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      <a href="llama.abstractions.icontextparams/" class="md-nav__link">
        llama.abstractions.icontextparams
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    <li class="md-nav__item">
      <a href="llama.abstractions.ihistorytransform/" class="md-nav__link">
        llama.abstractions.ihistorytransform
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      <a href="llama.abstractions.iinferenceparams/" class="md-nav__link">
        llama.abstractions.iinferenceparams
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    <li class="md-nav__item">
      <a href="llama.abstractions.illamaexecutor/" class="md-nav__link">
        llama.abstractions.illamaexecutor
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    <li class="md-nav__item">
      <a href="llama.abstractions.illamaparams/" class="md-nav__link">
        llama.abstractions.illamaparams
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    <li class="md-nav__item">
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    LLama.Batched
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    LLama.Common
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    LLama.Exceptions
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    LLama.Extensions
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    LLama.Grammars
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    LLama.Native
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    LLama.Sampling
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            <div class="md-content" data-md-component="content">
              <article class="md-content__inner md-typeset">
                
                  
<h1 id="llamasharp">LLamaSharp<a class="headerlink" href="#llamasharp" title="Permanent link"></a></h1>
<h2 id="llama">LLama<a class="headerlink" href="#llama" title="Permanent link"></a></h2>
<p><a href="llama.antipromptprocessor/">AntipromptProcessor</a></p>
<p><a href="llama.chatsession/">ChatSession</a></p>
<p><a href="./llama.instructexecutor.md">InstructExecutor</a></p>
<p><a href="./llama.interactiveexecutor.md">InteractiveExecutor</a></p>
<p><a href="./llama.llamacontext.md">LLamaContext</a></p>
<p><a href="llama.llamaembedder/">LLamaEmbedder</a></p>
<p><a href="llama.llamaquantizer/">LLamaQuantizer</a></p>
<p><a href="llama.llamatransforms/">LLamaTransforms</a></p>
<p><a href="./llama.llamaweights.md">LLamaWeights</a></p>
<p><a href="llama.llavaweights/">LLavaWeights</a></p>
<p><a href="llama.sessionstate/">SessionState</a></p>
<p><a href="./llama.statefulexecutorbase.md">StatefulExecutorBase</a></p>
<p><a href="./llama.statelessexecutor.md">StatelessExecutor</a></p>
<p><a href="llama.streamingtokendecoder/">StreamingTokenDecoder</a></p>
<h2 id="llamaabstractions">LLama.Abstractions<a class="headerlink" href="#llamaabstractions" title="Permanent link"></a></h2>
<p><a href="llama.abstractions.adaptercollection/">AdapterCollection</a></p>
<p><a href="llama.abstractions.icontextparams/">IContextParams</a></p>
<p><a href="llama.abstractions.ihistorytransform/">IHistoryTransform</a></p>
<p><a href="llama.abstractions.iinferenceparams/">IInferenceParams</a></p>
<p><a href="llama.abstractions.illamaexecutor/">ILLamaExecutor</a></p>
<p><a href="llama.abstractions.illamaparams/">ILLamaParams</a></p>
<p><a href="llama.abstractions.imodelparams/">IModelParams</a></p>
<p><a href="llama.abstractions.itextstreamtransform/">ITextStreamTransform</a></p>
<p><a href="llama.abstractions.itexttransform/">ITextTransform</a></p>
<p><a href="llama.abstractions.loraadapter/">LoraAdapter</a></p>
<p><a href="llama.abstractions.metadataoverride/">MetadataOverride</a></p>
<p><a href="llama.abstractions.metadataoverrideconverter/">MetadataOverrideConverter</a></p>
<p><a href="llama.abstractions.tensorsplitscollection/">TensorSplitsCollection</a></p>
<p><a href="llama.abstractions.tensorsplitscollectionconverter/">TensorSplitsCollectionConverter</a></p>
<h2 id="llamabatched">LLama.Batched<a class="headerlink" href="#llamabatched" title="Permanent link"></a></h2>
<p><a href="llama.batched.alreadypromptedconversationexception/">AlreadyPromptedConversationException</a></p>
<p><a href="llama.batched.batchedexecutor/">BatchedExecutor</a></p>
<p><a href="llama.batched.cannotforkwhilerequiresinferenceexception/">CannotForkWhileRequiresInferenceException</a></p>
<p><a href="llama.batched.cannotmodifywhilerequiresinferenceexception/">CannotModifyWhileRequiresInferenceException</a></p>
<p><a href="llama.batched.cannotsamplerequiresinferenceexception/">CannotSampleRequiresInferenceException</a></p>
<p><a href="llama.batched.cannotsamplerequirespromptexception/">CannotSampleRequiresPromptException</a></p>
<p><a href="llama.batched.conversation/">Conversation</a></p>
<p><a href="llama.batched.conversationextensions/">ConversationExtensions</a></p>
<p><a href="llama.batched.experimentalbatchedexecutorexception/">ExperimentalBatchedExecutorException</a></p>
<h2 id="llamacommon">LLama.Common<a class="headerlink" href="#llamacommon" title="Permanent link"></a></h2>
<p><a href="llama.common.authorrole/">AuthorRole</a></p>
<p><a href="llama.common.chathistory/">ChatHistory</a></p>
<p><a href="llama.common.fixedsizequeue-1/">FixedSizeQueue&lt;T&gt;</a></p>
<p><a href="llama.common.inferenceparams/">InferenceParams</a></p>
<p><a href="llama.common.mirostattype/">MirostatType</a></p>
<p><a href="llama.common.modelparams/">ModelParams</a></p>
<h2 id="llamaexceptions">LLama.Exceptions<a class="headerlink" href="#llamaexceptions" title="Permanent link"></a></h2>
<p><a href="llama.exceptions.grammarexpectedname/">GrammarExpectedName</a></p>
<p><a href="llama.exceptions.grammarexpectednext/">GrammarExpectedNext</a></p>
<p><a href="llama.exceptions.grammarexpectedprevious/">GrammarExpectedPrevious</a></p>
<p><a href="llama.exceptions.grammarformatexception/">GrammarFormatException</a></p>
<p><a href="llama.exceptions.grammarunexpectedcharaltelement/">GrammarUnexpectedCharAltElement</a></p>
<p><a href="llama.exceptions.grammarunexpectedcharrngelement/">GrammarUnexpectedCharRngElement</a></p>
<p><a href="llama.exceptions.grammarunexpectedendelement/">GrammarUnexpectedEndElement</a></p>
<p><a href="llama.exceptions.grammarunexpectedendofinput/">GrammarUnexpectedEndOfInput</a></p>
<p><a href="llama.exceptions.grammarunexpectedhexcharscount/">GrammarUnexpectedHexCharsCount</a></p>
<p><a href="llama.exceptions.grammarunknownescapecharacter/">GrammarUnknownEscapeCharacter</a></p>
<p><a href="llama.exceptions.llamadecodeerror/">LLamaDecodeError</a></p>
<p><a href="llama.exceptions.loadweightsfailedexception/">LoadWeightsFailedException</a></p>
<p><a href="llama.exceptions.runtimeerror/">RuntimeError</a></p>
<h2 id="llamaextensions">LLama.Extensions<a class="headerlink" href="#llamaextensions" title="Permanent link"></a></h2>
<p><a href="llama.extensions.icontextparamsextensions/">IContextParamsExtensions</a></p>
<p><a href="llama.extensions.imodelparamsextensions/">IModelParamsExtensions</a></p>
<h2 id="llamagrammars">LLama.Grammars<a class="headerlink" href="#llamagrammars" title="Permanent link"></a></h2>
<p><a href="llama.grammars.grammar/">Grammar</a></p>
<p><a href="llama.grammars.grammarrule/">GrammarRule</a></p>
<h2 id="llamanative">LLama.Native<a class="headerlink" href="#llamanative" title="Permanent link"></a></h2>
<p><a href="llama.native.decoderesult/">DecodeResult</a></p>
<p><a href="llama.native.ggmltype/">GGMLType</a></p>
<p><a href="llama.native.gpusplitmode/">GPUSplitMode</a></p>
<p><a href="llama.native.llamabatch/">LLamaBatch</a></p>
<p><a href="llama.native.llamabeamsstate/">LLamaBeamsState</a></p>
<p><a href="llama.native.llamabeamview/">LLamaBeamView</a></p>
<p><a href="llama.native.llamachatmessage/">LLamaChatMessage</a></p>
<p><a href="llama.native.llamacontextparams/">LLamaContextParams</a></p>
<p><a href="llama.native.llamaftype/">LLamaFtype</a></p>
<p><a href="llama.native.llamagrammarelement/">LLamaGrammarElement</a></p>
<p><a href="llama.native.llamagrammarelementtype/">LLamaGrammarElementType</a></p>
<p><a href="llama.native.llamakvcacheview/">LLamaKvCacheView</a></p>
<p><a href="llama.native.llamakvcacheviewcell/">LLamaKvCacheViewCell</a></p>
<p><a href="llama.native.llamakvcacheviewsafehandle/">LLamaKvCacheViewSafeHandle</a></p>
<p><a href="llama.native.llamaloglevel/">LLamaLogLevel</a></p>
<p><a href="llama.native.llamamodelkvoverridetype/">LLamaModelKvOverrideType</a></p>
<p><a href="llama.native.llamamodelmetadataoverride/">LLamaModelMetadataOverride</a></p>
<p><a href="llama.native.llamamodelparams/">LLamaModelParams</a></p>
<p><a href="llama.native.llamamodelquantizeparams/">LLamaModelQuantizeParams</a></p>
<p><a href="llama.native.llamanativebatch/">LLamaNativeBatch</a></p>
<p><a href="llama.native.llamapoolingtype/">LLamaPoolingType</a></p>
<p><a href="llama.native.llamapos/">LLamaPos</a></p>
<p><a href="llama.native.llamaropetype/">LLamaRopeType</a></p>
<p><a href="llama.native.llamaseqid/">LLamaSeqId</a></p>
<p><a href="llama.native.llamatoken/">LLamaToken</a></p>
<p><a href="llama.native.llamatokendata/">LLamaTokenData</a></p>
<p><a href="llama.native.llamatokendataarray/">LLamaTokenDataArray</a></p>
<p><a href="llama.native.llamatokendataarraynative/">LLamaTokenDataArrayNative</a></p>
<p><a href="llama.native.llamatokentype/">LLamaTokenType</a></p>
<p><a href="llama.native.llamavocabtype/">LLamaVocabType</a></p>
<p><a href="llama.native.llavaimageembed/">LLavaImageEmbed</a></p>
<p><a href="llama.native.nativeapi/">NativeApi</a></p>
<p><a href="llama.native.nativelibraryconfig/">NativeLibraryConfig</a></p>
<p><a href="llama.native.ropescalingtype/">RopeScalingType</a></p>
<p><a href="llama.native.safellamacontexthandle/">SafeLLamaContextHandle</a></p>
<p><a href="llama.native.safellamagrammarhandle/">SafeLLamaGrammarHandle</a></p>
<p><a href="llama.native.safellamahandlebase/">SafeLLamaHandleBase</a></p>
<p><a href="llama.native.safellamamodelhandle/">SafeLlamaModelHandle</a></p>
<p><a href="llama.native.safellavaimageembedhandle/">SafeLlavaImageEmbedHandle</a></p>
<p><a href="llama.native.safellavamodelhandle/">SafeLlavaModelHandle</a></p>
<h2 id="llamasampling">LLama.Sampling<a class="headerlink" href="#llamasampling" title="Permanent link"></a></h2>
<p><a href="llama.sampling.basesamplingpipeline/">BaseSamplingPipeline</a></p>
<p><a href="llama.sampling.defaultsamplingpipeline/">DefaultSamplingPipeline</a></p>
<p><a href="llama.sampling.greedysamplingpipeline/">GreedySamplingPipeline</a></p>
<p><a href="llama.sampling.isamplingpipeline/">ISamplingPipeline</a></p>
<p><a href="llama.sampling.isamplingpipelineextensions/">ISamplingPipelineExtensions</a></p>
<p><a href="llama.sampling.mirostate2samplingpipeline/">Mirostate2SamplingPipeline</a></p>
<p><a href="llama.sampling.mirostatesamplingpipeline/">MirostateSamplingPipeline</a></p>


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