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  243. ChatSession - with history
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  273. Instruct executor - basic
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  278. Interactive executor - basic
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  283. Kernel memory integration - basic
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  287. <a href="../../Examples/KernelMemorySaveAndLoad/" class="md-nav__link">
  288. Kernel-memory - save & load
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  293. LLaVA - basic
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  298. ChatSession - load & save
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  318. Semantic-kernel - with kernel-memory
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  558. llama.exceptions.grammarunexpectedhexcharscount
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  588. llama.extensions.imodelparamsextensions
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  623. llama.llamamodelv1
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  666. <li class="md-nav__item">
  667. <a href="../llama.native.llamabatch/" class="md-nav__link">
  668. llama.native.llamabatch
  669. </a>
  670. </li>
  671. <li class="md-nav__item">
  672. <a href="../llama.native.llamabeamsstate/" class="md-nav__link">
  673. llama.native.llamabeamsstate
  674. </a>
  675. </li>
  676. <li class="md-nav__item">
  677. <a href="../llama.native.llamabeamview/" class="md-nav__link">
  678. llama.native.llamabeamview
  679. </a>
  680. </li>
  681. <li class="md-nav__item">
  682. <a href="../llama.native.llamachatmessage/" class="md-nav__link">
  683. llama.native.llamachatmessage
  684. </a>
  685. </li>
  686. <li class="md-nav__item">
  687. <a href="../llama.native.llamacontextparams/" class="md-nav__link">
  688. llama.native.llamacontextparams
  689. </a>
  690. </li>
  691. <li class="md-nav__item">
  692. <a href="../llama.native.llamaftype/" class="md-nav__link">
  693. llama.native.llamaftype
  694. </a>
  695. </li>
  696. <li class="md-nav__item">
  697. <a href="../llama.native.llamagrammarelement/" class="md-nav__link">
  698. llama.native.llamagrammarelement
  699. </a>
  700. </li>
  701. <li class="md-nav__item">
  702. <a href="../llama.native.llamagrammarelementtype/" class="md-nav__link">
  703. llama.native.llamagrammarelementtype
  704. </a>
  705. </li>
  706. <li class="md-nav__item">
  707. <a href="../llama.native.llamakvcacheview/" class="md-nav__link">
  708. llama.native.llamakvcacheview
  709. </a>
  710. </li>
  711. <li class="md-nav__item">
  712. <a href="../llama.native.llamakvcacheviewcell/" class="md-nav__link">
  713. llama.native.llamakvcacheviewcell
  714. </a>
  715. </li>
  716. <li class="md-nav__item">
  717. <a href="../llama.native.llamakvcacheviewsafehandle/" class="md-nav__link">
  718. llama.native.llamakvcacheviewsafehandle
  719. </a>
  720. </li>
  721. <li class="md-nav__item">
  722. <a href="../llama.native.llamaloglevel/" class="md-nav__link">
  723. llama.native.llamaloglevel
  724. </a>
  725. </li>
  726. <li class="md-nav__item">
  727. <a href="../llama.native.llamamodelkvoverridetype/" class="md-nav__link">
  728. llama.native.llamamodelkvoverridetype
  729. </a>
  730. </li>
  731. <li class="md-nav__item">
  732. <a href="../llama.native.llamamodelmetadataoverride/" class="md-nav__link">
  733. llama.native.llamamodelmetadataoverride
  734. </a>
  735. </li>
  736. <li class="md-nav__item">
  737. <a href="../llama.native.llamamodelparams/" class="md-nav__link">
  738. llama.native.llamamodelparams
  739. </a>
  740. </li>
  741. <li class="md-nav__item">
  742. <a href="../llama.native.llamamodelquantizeparams/" class="md-nav__link">
  743. llama.native.llamamodelquantizeparams
  744. </a>
  745. </li>
  746. <li class="md-nav__item">
  747. <a href="../llama.native.llamanativebatch/" class="md-nav__link">
  748. llama.native.llamanativebatch
  749. </a>
  750. </li>
  751. <li class="md-nav__item">
  752. <a href="../llama.native.llamapoolingtype/" class="md-nav__link">
  753. llama.native.llamapoolingtype
  754. </a>
  755. </li>
  756. <li class="md-nav__item">
  757. <a href="../llama.native.llamapos/" class="md-nav__link">
  758. llama.native.llamapos
  759. </a>
  760. </li>
  761. <li class="md-nav__item">
  762. <a href="../llama.native.llamaropetype/" class="md-nav__link">
  763. llama.native.llamaropetype
  764. </a>
  765. </li>
  766. <li class="md-nav__item">
  767. <a href="../llama.native.llamaseqid/" class="md-nav__link">
  768. llama.native.llamaseqid
  769. </a>
  770. </li>
  771. <li class="md-nav__item">
  772. <a href="../llama.native.llamatoken/" class="md-nav__link">
  773. llama.native.llamatoken
  774. </a>
  775. </li>
  776. <li class="md-nav__item">
  777. <a href="../llama.native.llamatokendata/" class="md-nav__link">
  778. llama.native.llamatokendata
  779. </a>
  780. </li>
  781. <li class="md-nav__item">
  782. <a href="../llama.native.llamatokendataarray/" class="md-nav__link">
  783. llama.native.llamatokendataarray
  784. </a>
  785. </li>
  786. <li class="md-nav__item">
  787. <a href="../llama.native.llamatokendataarraynative/" class="md-nav__link">
  788. llama.native.llamatokendataarraynative
  789. </a>
  790. </li>
  791. <li class="md-nav__item">
  792. <a href="../llama.native.llamatokentype/" class="md-nav__link">
  793. llama.native.llamatokentype
  794. </a>
  795. </li>
  796. <li class="md-nav__item">
  797. <a href="../llama.native.llamavocabtype/" class="md-nav__link">
  798. llama.native.llamavocabtype
  799. </a>
  800. </li>
  801. <li class="md-nav__item">
  802. <a href="../llama.native.llavaimageembed/" class="md-nav__link">
  803. llama.native.llavaimageembed
  804. </a>
  805. </li>
  806. <li class="md-nav__item">
  807. <a href="../llama.native.nativeapi/" class="md-nav__link">
  808. llama.native.nativeapi
  809. </a>
  810. </li>
  811. <li class="md-nav__item">
  812. <a href="../llama.native.nativelibraryconfig/" class="md-nav__link">
  813. llama.native.nativelibraryconfig
  814. </a>
  815. </li>
  816. <li class="md-nav__item">
  817. <a href="../llama.native.ropescalingtype/" class="md-nav__link">
  818. llama.native.ropescalingtype
  819. </a>
  820. </li>
  821. <li class="md-nav__item">
  822. <a href="../llama.native.safellamacontexthandle/" class="md-nav__link">
  823. llama.native.safellamacontexthandle
  824. </a>
  825. </li>
  826. <li class="md-nav__item">
  827. <a href="../llama.native.safellamagrammarhandle/" class="md-nav__link">
  828. llama.native.safellamagrammarhandle
  829. </a>
  830. </li>
  831. <li class="md-nav__item">
  832. <a href="../llama.native.safellamahandlebase/" class="md-nav__link">
  833. llama.native.safellamahandlebase
  834. </a>
  835. </li>
  836. <li class="md-nav__item">
  837. <a href="../llama.native.safellamamodelhandle/" class="md-nav__link">
  838. llama.native.safellamamodelhandle
  839. </a>
  840. </li>
  841. <li class="md-nav__item">
  842. <a href="../llama.native.safellavaimageembedhandle/" class="md-nav__link">
  843. llama.native.safellavaimageembedhandle
  844. </a>
  845. </li>
  846. <li class="md-nav__item">
  847. <a href="../llama.native.safellavamodelhandle/" class="md-nav__link">
  848. llama.native.safellavamodelhandle
  849. </a>
  850. </li>
  851. <li class="md-nav__item">
  852. <a href="../llama.quantizer/" class="md-nav__link">
  853. llama.quantizer
  854. </a>
  855. </li>
  856. <li class="md-nav__item">
  857. <a href="../llama.sampling.basesamplingpipeline/" class="md-nav__link">
  858. llama.sampling.basesamplingpipeline
  859. </a>
  860. </li>
  861. <li class="md-nav__item">
  862. <a href="../llama.sampling.defaultsamplingpipeline/" class="md-nav__link">
  863. llama.sampling.defaultsamplingpipeline
  864. </a>
  865. </li>
  866. <li class="md-nav__item">
  867. <a href="../llama.sampling.greedysamplingpipeline/" class="md-nav__link">
  868. llama.sampling.greedysamplingpipeline
  869. </a>
  870. </li>
  871. <li class="md-nav__item">
  872. <a href="../llama.sampling.isamplingpipeline/" class="md-nav__link">
  873. llama.sampling.isamplingpipeline
  874. </a>
  875. </li>
  876. <li class="md-nav__item">
  877. <a href="../llama.sampling.isamplingpipelineextensions/" class="md-nav__link">
  878. llama.sampling.isamplingpipelineextensions
  879. </a>
  880. </li>
  881. <li class="md-nav__item">
  882. <a href="../llama.sampling.mirostate2samplingpipeline/" class="md-nav__link">
  883. llama.sampling.mirostate2samplingpipeline
  884. </a>
  885. </li>
  886. <li class="md-nav__item md-nav__item--active">
  887. <input class="md-nav__toggle md-toggle" type="checkbox" id="__toc">
  888. <label class="md-nav__link md-nav__link--active" for="__toc">
  889. llama.sampling.mirostatesamplingpipeline
  890. <span class="md-nav__icon md-icon"></span>
  891. </label>
  892. <a href="./" class="md-nav__link md-nav__link--active">
  893. llama.sampling.mirostatesamplingpipeline
  894. </a>
  895. <nav class="md-nav md-nav--secondary" aria-label="Table of contents">
  896. <label class="md-nav__title" for="__toc">
  897. <span class="md-nav__icon md-icon"></span>
  898. Table of contents
  899. </label>
  900. <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
  901. <li class="md-nav__item">
  902. <a href="#properties" class="md-nav__link">
  903. Properties
  904. </a>
  905. <nav class="md-nav" aria-label="Properties">
  906. <ul class="md-nav__list">
  907. <li class="md-nav__item">
  908. <a href="#mu" class="md-nav__link">
  909. Mu
  910. </a>
  911. <nav class="md-nav" aria-label="Mu">
  912. <ul class="md-nav__list">
  913. <li class="md-nav__item">
  914. <a href="#property-value" class="md-nav__link">
  915. Property Value
  916. </a>
  917. </li>
  918. </ul>
  919. </nav>
  920. </li>
  921. <li class="md-nav__item">
  922. <a href="#tau" class="md-nav__link">
  923. Tau
  924. </a>
  925. <nav class="md-nav" aria-label="Tau">
  926. <ul class="md-nav__list">
  927. <li class="md-nav__item">
  928. <a href="#property-value_1" class="md-nav__link">
  929. Property Value
  930. </a>
  931. </li>
  932. </ul>
  933. </nav>
  934. </li>
  935. <li class="md-nav__item">
  936. <a href="#eta" class="md-nav__link">
  937. Eta
  938. </a>
  939. <nav class="md-nav" aria-label="Eta">
  940. <ul class="md-nav__list">
  941. <li class="md-nav__item">
  942. <a href="#property-value_2" class="md-nav__link">
  943. Property Value
  944. </a>
  945. </li>
  946. </ul>
  947. </nav>
  948. </li>
  949. <li class="md-nav__item">
  950. <a href="#grammar" class="md-nav__link">
  951. Grammar
  952. </a>
  953. <nav class="md-nav" aria-label="Grammar">
  954. <ul class="md-nav__list">
  955. <li class="md-nav__item">
  956. <a href="#property-value_3" class="md-nav__link">
  957. Property Value
  958. </a>
  959. </li>
  960. </ul>
  961. </nav>
  962. </li>
  963. </ul>
  964. </nav>
  965. </li>
  966. <li class="md-nav__item">
  967. <a href="#constructors" class="md-nav__link">
  968. Constructors
  969. </a>
  970. <nav class="md-nav" aria-label="Constructors">
  971. <ul class="md-nav__list">
  972. <li class="md-nav__item">
  973. <a href="#mirostatesamplingpipeline_1" class="md-nav__link">
  974. MirostateSamplingPipeline()
  975. </a>
  976. </li>
  977. </ul>
  978. </nav>
  979. </li>
  980. <li class="md-nav__item">
  981. <a href="#methods" class="md-nav__link">
  982. Methods
  983. </a>
  984. <nav class="md-nav" aria-label="Methods">
  985. <ul class="md-nav__list">
  986. <li class="md-nav__item">
  987. <a href="#processlogitssafellamacontexthandle-spansingle-readonlyspanllamatoken" class="md-nav__link">
  988. ProcessLogits(SafeLLamaContextHandle, Span&lt;Single&gt;, ReadOnlySpan&lt;LLamaToken&gt;)
  989. </a>
  990. <nav class="md-nav" aria-label="ProcessLogits(SafeLLamaContextHandle, Span<Single>, ReadOnlySpan<LLamaToken>)">
  991. <ul class="md-nav__list">
  992. <li class="md-nav__item">
  993. <a href="#parameters" class="md-nav__link">
  994. Parameters
  995. </a>
  996. </li>
  997. </ul>
  998. </nav>
  999. </li>
  1000. <li class="md-nav__item">
  1001. <a href="#processtokendataarraysafellamacontexthandle-llamatokendataarray-readonlyspanllamatoken" class="md-nav__link">
  1002. ProcessTokenDataArray(SafeLLamaContextHandle, LLamaTokenDataArray, ReadOnlySpan&lt;LLamaToken&gt;)
  1003. </a>
  1004. <nav class="md-nav" aria-label="ProcessTokenDataArray(SafeLLamaContextHandle, LLamaTokenDataArray, ReadOnlySpan<LLamaToken>)">
  1005. <ul class="md-nav__list">
  1006. <li class="md-nav__item">
  1007. <a href="#parameters_1" class="md-nav__link">
  1008. Parameters
  1009. </a>
  1010. </li>
  1011. <li class="md-nav__item">
  1012. <a href="#returns" class="md-nav__link">
  1013. Returns
  1014. </a>
  1015. </li>
  1016. </ul>
  1017. </nav>
  1018. </li>
  1019. <li class="md-nav__item">
  1020. <a href="#reset" class="md-nav__link">
  1021. Reset()
  1022. </a>
  1023. </li>
  1024. <li class="md-nav__item">
  1025. <a href="#clone" class="md-nav__link">
  1026. Clone()
  1027. </a>
  1028. <nav class="md-nav" aria-label="Clone()">
  1029. <ul class="md-nav__list">
  1030. <li class="md-nav__item">
  1031. <a href="#returns_1" class="md-nav__link">
  1032. Returns
  1033. </a>
  1034. </li>
  1035. </ul>
  1036. </nav>
  1037. </li>
  1038. </ul>
  1039. </nav>
  1040. </li>
  1041. </ul>
  1042. </nav>
  1043. </li>
  1044. <li class="md-nav__item">
  1045. <a href="../llama.sessionstate/" class="md-nav__link">
  1046. llama.sessionstate
  1047. </a>
  1048. </li>
  1049. <li class="md-nav__item">
  1050. <a href="../llama.streamingtokendecoder/" class="md-nav__link">
  1051. llama.streamingtokendecoder
  1052. </a>
  1053. </li>
  1054. <li class="md-nav__item">
  1055. <a href="../llama.types.chatcompletion/" class="md-nav__link">
  1056. llama.types.chatcompletion
  1057. </a>
  1058. </li>
  1059. <li class="md-nav__item">
  1060. <a href="../llama.types.chatcompletionchoice/" class="md-nav__link">
  1061. llama.types.chatcompletionchoice
  1062. </a>
  1063. </li>
  1064. <li class="md-nav__item">
  1065. <a href="../llama.types.chatcompletionchunk/" class="md-nav__link">
  1066. llama.types.chatcompletionchunk
  1067. </a>
  1068. </li>
  1069. <li class="md-nav__item">
  1070. <a href="../llama.types.chatcompletionchunkchoice/" class="md-nav__link">
  1071. llama.types.chatcompletionchunkchoice
  1072. </a>
  1073. </li>
  1074. <li class="md-nav__item">
  1075. <a href="../llama.types.chatcompletionchunkdelta/" class="md-nav__link">
  1076. llama.types.chatcompletionchunkdelta
  1077. </a>
  1078. </li>
  1079. <li class="md-nav__item">
  1080. <a href="../llama.types.chatcompletionmessage/" class="md-nav__link">
  1081. llama.types.chatcompletionmessage
  1082. </a>
  1083. </li>
  1084. <li class="md-nav__item">
  1085. <a href="../llama.types.chatmessagerecord/" class="md-nav__link">
  1086. llama.types.chatmessagerecord
  1087. </a>
  1088. </li>
  1089. <li class="md-nav__item">
  1090. <a href="../llama.types.chatrole/" class="md-nav__link">
  1091. llama.types.chatrole
  1092. </a>
  1093. </li>
  1094. <li class="md-nav__item">
  1095. <a href="../llama.types.completion/" class="md-nav__link">
  1096. llama.types.completion
  1097. </a>
  1098. </li>
  1099. <li class="md-nav__item">
  1100. <a href="../llama.types.completionchoice/" class="md-nav__link">
  1101. llama.types.completionchoice
  1102. </a>
  1103. </li>
  1104. <li class="md-nav__item">
  1105. <a href="../llama.types.completionchunk/" class="md-nav__link">
  1106. llama.types.completionchunk
  1107. </a>
  1108. </li>
  1109. <li class="md-nav__item">
  1110. <a href="../llama.types.completionlogprobs/" class="md-nav__link">
  1111. llama.types.completionlogprobs
  1112. </a>
  1113. </li>
  1114. <li class="md-nav__item">
  1115. <a href="../llama.types.completionusage/" class="md-nav__link">
  1116. llama.types.completionusage
  1117. </a>
  1118. </li>
  1119. <li class="md-nav__item">
  1120. <a href="../llama.types.embedding/" class="md-nav__link">
  1121. llama.types.embedding
  1122. </a>
  1123. </li>
  1124. <li class="md-nav__item">
  1125. <a href="../llama.types.embeddingdata/" class="md-nav__link">
  1126. llama.types.embeddingdata
  1127. </a>
  1128. </li>
  1129. <li class="md-nav__item">
  1130. <a href="../llama.types.embeddingusage/" class="md-nav__link">
  1131. llama.types.embeddingusage
  1132. </a>
  1133. </li>
  1134. <li class="md-nav__item">
  1135. <a href="../logger/" class="md-nav__link">
  1136. logger
  1137. </a>
  1138. </li>
  1139. </ul>
  1140. </nav>
  1141. </li>
  1142. </ul>
  1143. </nav>
  1144. </div>
  1145. </div>
  1146. </div>
  1147. <div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" >
  1148. <div class="md-sidebar__scrollwrap">
  1149. <div class="md-sidebar__inner">
  1150. <nav class="md-nav md-nav--secondary" aria-label="Table of contents">
  1151. <label class="md-nav__title" for="__toc">
  1152. <span class="md-nav__icon md-icon"></span>
  1153. Table of contents
  1154. </label>
  1155. <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
  1156. <li class="md-nav__item">
  1157. <a href="#properties" class="md-nav__link">
  1158. Properties
  1159. </a>
  1160. <nav class="md-nav" aria-label="Properties">
  1161. <ul class="md-nav__list">
  1162. <li class="md-nav__item">
  1163. <a href="#mu" class="md-nav__link">
  1164. Mu
  1165. </a>
  1166. <nav class="md-nav" aria-label="Mu">
  1167. <ul class="md-nav__list">
  1168. <li class="md-nav__item">
  1169. <a href="#property-value" class="md-nav__link">
  1170. Property Value
  1171. </a>
  1172. </li>
  1173. </ul>
  1174. </nav>
  1175. </li>
  1176. <li class="md-nav__item">
  1177. <a href="#tau" class="md-nav__link">
  1178. Tau
  1179. </a>
  1180. <nav class="md-nav" aria-label="Tau">
  1181. <ul class="md-nav__list">
  1182. <li class="md-nav__item">
  1183. <a href="#property-value_1" class="md-nav__link">
  1184. Property Value
  1185. </a>
  1186. </li>
  1187. </ul>
  1188. </nav>
  1189. </li>
  1190. <li class="md-nav__item">
  1191. <a href="#eta" class="md-nav__link">
  1192. Eta
  1193. </a>
  1194. <nav class="md-nav" aria-label="Eta">
  1195. <ul class="md-nav__list">
  1196. <li class="md-nav__item">
  1197. <a href="#property-value_2" class="md-nav__link">
  1198. Property Value
  1199. </a>
  1200. </li>
  1201. </ul>
  1202. </nav>
  1203. </li>
  1204. <li class="md-nav__item">
  1205. <a href="#grammar" class="md-nav__link">
  1206. Grammar
  1207. </a>
  1208. <nav class="md-nav" aria-label="Grammar">
  1209. <ul class="md-nav__list">
  1210. <li class="md-nav__item">
  1211. <a href="#property-value_3" class="md-nav__link">
  1212. Property Value
  1213. </a>
  1214. </li>
  1215. </ul>
  1216. </nav>
  1217. </li>
  1218. </ul>
  1219. </nav>
  1220. </li>
  1221. <li class="md-nav__item">
  1222. <a href="#constructors" class="md-nav__link">
  1223. Constructors
  1224. </a>
  1225. <nav class="md-nav" aria-label="Constructors">
  1226. <ul class="md-nav__list">
  1227. <li class="md-nav__item">
  1228. <a href="#mirostatesamplingpipeline_1" class="md-nav__link">
  1229. MirostateSamplingPipeline()
  1230. </a>
  1231. </li>
  1232. </ul>
  1233. </nav>
  1234. </li>
  1235. <li class="md-nav__item">
  1236. <a href="#methods" class="md-nav__link">
  1237. Methods
  1238. </a>
  1239. <nav class="md-nav" aria-label="Methods">
  1240. <ul class="md-nav__list">
  1241. <li class="md-nav__item">
  1242. <a href="#processlogitssafellamacontexthandle-spansingle-readonlyspanllamatoken" class="md-nav__link">
  1243. ProcessLogits(SafeLLamaContextHandle, Span&lt;Single&gt;, ReadOnlySpan&lt;LLamaToken&gt;)
  1244. </a>
  1245. <nav class="md-nav" aria-label="ProcessLogits(SafeLLamaContextHandle, Span<Single>, ReadOnlySpan<LLamaToken>)">
  1246. <ul class="md-nav__list">
  1247. <li class="md-nav__item">
  1248. <a href="#parameters" class="md-nav__link">
  1249. Parameters
  1250. </a>
  1251. </li>
  1252. </ul>
  1253. </nav>
  1254. </li>
  1255. <li class="md-nav__item">
  1256. <a href="#processtokendataarraysafellamacontexthandle-llamatokendataarray-readonlyspanllamatoken" class="md-nav__link">
  1257. ProcessTokenDataArray(SafeLLamaContextHandle, LLamaTokenDataArray, ReadOnlySpan&lt;LLamaToken&gt;)
  1258. </a>
  1259. <nav class="md-nav" aria-label="ProcessTokenDataArray(SafeLLamaContextHandle, LLamaTokenDataArray, ReadOnlySpan<LLamaToken>)">
  1260. <ul class="md-nav__list">
  1261. <li class="md-nav__item">
  1262. <a href="#parameters_1" class="md-nav__link">
  1263. Parameters
  1264. </a>
  1265. </li>
  1266. <li class="md-nav__item">
  1267. <a href="#returns" class="md-nav__link">
  1268. Returns
  1269. </a>
  1270. </li>
  1271. </ul>
  1272. </nav>
  1273. </li>
  1274. <li class="md-nav__item">
  1275. <a href="#reset" class="md-nav__link">
  1276. Reset()
  1277. </a>
  1278. </li>
  1279. <li class="md-nav__item">
  1280. <a href="#clone" class="md-nav__link">
  1281. Clone()
  1282. </a>
  1283. <nav class="md-nav" aria-label="Clone()">
  1284. <ul class="md-nav__list">
  1285. <li class="md-nav__item">
  1286. <a href="#returns_1" class="md-nav__link">
  1287. Returns
  1288. </a>
  1289. </li>
  1290. </ul>
  1291. </nav>
  1292. </li>
  1293. </ul>
  1294. </nav>
  1295. </li>
  1296. </ul>
  1297. </nav>
  1298. </div>
  1299. </div>
  1300. </div>
  1301. <div class="md-content" data-md-component="content">
  1302. <article class="md-content__inner md-typeset">
  1303. <h1 id="mirostatesamplingpipeline">MirostateSamplingPipeline</h1>
  1304. <p>Namespace: LLama.Sampling</p>
  1305. <p>A sampling pipeline which uses mirostat (v1) to select tokens</p>
  1306. <pre><code class="language-csharp">public class MirostateSamplingPipeline : BaseSamplingPipeline, ISamplingPipeline, System.IDisposable
  1307. </code></pre>
  1308. <p>Inheritance <a href="https://docs.microsoft.com/en-us/dotnet/api/system.object">Object</a> → <a href="../llama.sampling.basesamplingpipeline/">BaseSamplingPipeline</a> → <a href="./">MirostateSamplingPipeline</a><br>
  1309. Implements <a href="../llama.sampling.isamplingpipeline/">ISamplingPipeline</a>, <a href="https://docs.microsoft.com/en-us/dotnet/api/system.idisposable">IDisposable</a></p>
  1310. <h2 id="properties">Properties</h2>
  1311. <h3 id="mu"><strong>Mu</strong></h3>
  1312. <p>Currently learned mu value</p>
  1313. <pre><code class="language-csharp">public float Mu { get; }
  1314. </code></pre>
  1315. <h4 id="property-value">Property Value</h4>
  1316. <p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
  1317. <h3 id="tau"><strong>Tau</strong></h3>
  1318. <p>target entropy</p>
  1319. <pre><code class="language-csharp">public float Tau { get; set; }
  1320. </code></pre>
  1321. <h4 id="property-value_1">Property Value</h4>
  1322. <p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
  1323. <h3 id="eta"><strong>Eta</strong></h3>
  1324. <p>learning rate</p>
  1325. <pre><code class="language-csharp">public float Eta { get; set; }
  1326. </code></pre>
  1327. <h4 id="property-value_2">Property Value</h4>
  1328. <p><a href="https://docs.microsoft.com/en-us/dotnet/api/system.single">Single</a><br></p>
  1329. <h3 id="grammar"><strong>Grammar</strong></h3>
  1330. <p>Grammar to constrain valid tokens</p>
  1331. <pre><code class="language-csharp">public SafeLLamaGrammarHandle Grammar { get; set; }
  1332. </code></pre>
  1333. <h4 id="property-value_3">Property Value</h4>
  1334. <p><a href="../llama.native.safellamagrammarhandle/">SafeLLamaGrammarHandle</a><br></p>
  1335. <h2 id="constructors">Constructors</h2>
  1336. <h3 id="mirostatesamplingpipeline_1"><strong>MirostateSamplingPipeline()</strong></h3>
  1337. <pre><code class="language-csharp">public MirostateSamplingPipeline()
  1338. </code></pre>
  1339. <h2 id="methods">Methods</h2>
  1340. <h3 id="processlogitssafellamacontexthandle-spansingle-readonlyspanllamatoken"><strong>ProcessLogits(SafeLLamaContextHandle, Span&lt;Single&gt;, ReadOnlySpan&lt;LLamaToken&gt;)</strong></h3>
  1341. <pre><code class="language-csharp">protected void ProcessLogits(SafeLLamaContextHandle ctx, Span&lt;float&gt; logits, ReadOnlySpan&lt;LLamaToken&gt; lastTokens)
  1342. </code></pre>
  1343. <h4 id="parameters">Parameters</h4>
  1344. <p><code>ctx</code> <a href="../llama.native.safellamacontexthandle/">SafeLLamaContextHandle</a><br></p>
  1345. <p><code>logits</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.span-1">Span&lt;Single&gt;</a><br></p>
  1346. <p><code>lastTokens</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.readonlyspan-1">ReadOnlySpan&lt;LLamaToken&gt;</a><br></p>
  1347. <h3 id="processtokendataarraysafellamacontexthandle-llamatokendataarray-readonlyspanllamatoken"><strong>ProcessTokenDataArray(SafeLLamaContextHandle, LLamaTokenDataArray, ReadOnlySpan&lt;LLamaToken&gt;)</strong></h3>
  1348. <pre><code class="language-csharp">protected LLamaToken ProcessTokenDataArray(SafeLLamaContextHandle ctx, LLamaTokenDataArray candidates, ReadOnlySpan&lt;LLamaToken&gt; lastTokens)
  1349. </code></pre>
  1350. <h4 id="parameters_1">Parameters</h4>
  1351. <p><code>ctx</code> <a href="../llama.native.safellamacontexthandle/">SafeLLamaContextHandle</a><br></p>
  1352. <p><code>candidates</code> <a href="../llama.native.llamatokendataarray/">LLamaTokenDataArray</a><br></p>
  1353. <p><code>lastTokens</code> <a href="https://docs.microsoft.com/en-us/dotnet/api/system.readonlyspan-1">ReadOnlySpan&lt;LLamaToken&gt;</a><br></p>
  1354. <h4 id="returns">Returns</h4>
  1355. <p><a href="../llama.native.llamatoken/">LLamaToken</a><br></p>
  1356. <h3 id="reset"><strong>Reset()</strong></h3>
  1357. <pre><code class="language-csharp">public void Reset()
  1358. </code></pre>
  1359. <h3 id="clone"><strong>Clone()</strong></h3>
  1360. <pre><code class="language-csharp">public ISamplingPipeline Clone()
  1361. </code></pre>
  1362. <h4 id="returns_1">Returns</h4>
  1363. <p><a href="../llama.sampling.isamplingpipeline/">ISamplingPipeline</a><br></p>
  1364. </article>
  1365. </div>
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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。

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