You can not select more than 25 topics Topics must start with a chinese character,a letter or number, can include dashes ('-') and can be up to 35 characters long.

index.html 41 kB

12345678910111213141516171819202122232425262728293031323334353637383940414243444546474849505152535455565758596061626364656667686970717273747576777879808182838485868788899091929394959697989910010110210310410510610710810911011111211311411511611711811912012112212312412512612712812913013113213313413513613713813914014114214314414514614714814915015115215315415515615715815916016116216316416516616716816917017117217317417517617717817918018118218318418518618718818919019119219319419519619719819920020120220320420520620720820921021121221321421521621721821922022122222322422522622722822923023123223323423523623723823924024124224324424524624724824925025125225325425525625725825926026126226326426526626726826927027127227327427527627727827928028128228328428528628728828929029129229329429529629729829930030130230330430530630730830931031131231331431531631731831932032132232332432532632732832933033133233333433533633733833934034134234334434534634734834935035135235335435535635735835936036136236336436536636736836937037137237337437537637737837938038138238338438538638738838939039139239339439539639739839940040140240340440540640740840941041141241341441541641741841942042142242342442542642742842943043143243343443543643743843944044144244344444544644744844945045145245345445545645745845946046146246346446546646746846947047147247347447547647747847948048148248348448548648748848949049149249349449549649749849950050150250350450550650750850951051151251351451551651751851952052152252352452552652752852953053153253353453553653753853954054154254354454554654754854955055155255355455555655755855956056156256356456556656756856957057157257357457557657757857958058158258358458558658758858959059159259359459559659759859960060160260360460560660760860961061161261361461561661761861962062162262362462562662762862963063163263363463563663763863964064164264364464564664764864965065165265365465565665765865966066166266366466566666766866967067167267367467567667767867968068168268368468568668768868969069169269369469569669769869970070170270370470570670770870971071171271371471571671771871972072172272372472572672772872973073173273373473573673773873974074174274374474574674774874975075175275375475575675775875976076176276376476576676776876977077177277377477577677777877978078178278378478578678778878979079179279379479579679779879980080180280380480580680780880981081181281381481581681781881982082182282382482582682782882983083183283383483583683783883984084184284384484584684784884985085185285385485585685785885986086186286386486586686786886987087187287387487587687787887988088188288388488588688788888989089189289389489589689789889990090190290390490590690790890991091191291391491591691791891992092192292392492592692792892993093193293393493593693793893994094194294394494594694794894995095195295395495595695795895996096196296396496596696796896997097197297397497597697797897998098198298398498598698798898999099199299399499599699799899910001001100210031004100510061007100810091010101110121013101410151016101710181019102010211022102310241025102610271028102910301031103210331034103510361037103810391040104110421043104410451046104710481049105010511052105310541055105610571058105910601061106210631064106510661067106810691070107110721073107410751076107710781079108010811082108310841085108610871088108910901091109210931094109510961097109810991100110111021103110411051106110711081109111011111112111311141115111611171118111911201121112211231124112511261127112811291130113111321133113411351136113711381139114011411142114311441145114611471148114911501151115211531154115511561157115811591160116111621163116411651166116711681169117011711172117311741175117611771178117911801181118211831184118511861187118811891190119111921193119411951196119711981199120012011202120312041205120612071208120912101211121212131214121512161217121812191220122112221223122412251226122712281229123012311232123312341235123612371238123912401241124212431244124512461247124812491250125112521253125412551256125712581259126012611262126312641265126612671268126912701271127212731274127512761277127812791280128112821283128412851286128712881289129012911292129312941295129612971298129913001301130213031304130513061307130813091310131113121313131413151316131713181319132013211322132313241325132613271328132913301331133213331334133513361337133813391340134113421343134413451346134713481349135013511352135313541355135613571358135913601361136213631364136513661367136813691370137113721373137413751376137713781379138013811382138313841385138613871388138913901391139213931394139513961397139813991400140114021403140414051406140714081409141014111412141314141415141614171418141914201421142214231424142514261427142814291430143114321433143414351436143714381439144014411442144314441445144614471448144914501451145214531454145514561457145814591460146114621463146414651466146714681469147014711472147314741475147614771478147914801481148214831484148514861487148814891490149114921493149414951496149714981499150015011502150315041505150615071508150915101511151215131514151515161517151815191520152115221523152415251526152715281529153015311532153315341535153615371538153915401541154215431544154515461547154815491550155115521553155415551556155715581559156015611562156315641565156615671568156915701571157215731574157515761577157815791580158115821583158415851586158715881589159015911592159315941595159615971598159916001601160216031604160516061607160816091610161116121613161416151616161716181619162016211622162316241625162616271628162916301631163216331634163516361637163816391640164116421643164416451646164716481649165016511652165316541655165616571658165916601661166216631664166516661667166816691670167116721673167416751676167716781679168016811682168316841685168616871688168916901691169216931694169516961697169816991700170117021703170417051706170717081709171017111712171317141715171617171718171917201721172217231724172517261727172817291730173117321733173417351736173717381739174017411742174317441745174617471748174917501751175217531754175517561757175817591760176117621763176417651766176717681769177017711772177317741775177617771778177917801781178217831784178517861787178817891790179117921793179417951796179717981799180018011802180318041805180618071808180918101811181218131814181518161817181818191820182118221823182418251826182718281829183018311832183318341835183618371838183918401841184218431844184518461847184818491850185118521853185418551856185718581859186018611862186318641865186618671868186918701871187218731874187518761877187818791880188118821883188418851886188718881889189018911892189318941895189618971898189919001901190219031904190519061907190819091910191119121913191419151916191719181919192019211922192319241925192619271928192919301931193219331934193519361937193819391940194119421943194419451946194719481949195019511952195319541955195619571958195919601961196219631964196519661967196819691970197119721973197419751976197719781979198019811982198319841985198619871988198919901991199219931994199519961997199819992000200120022003200420052006200720082009201020112012201320142015201620172018201920202021202220232024202520262027202820292030203120322033203420352036203720382039204020412042204320442045204620472048204920502051205220532054205520562057205820592060
  1. <!doctype html>
  2. <html lang="en" class="no-js">
  3. <head>
  4. <meta charset="utf-8">
  5. <meta name="viewport" content="width=device-width,initial-scale=1">
  6. <link rel="icon" href="../../assets/images/favicon.png">
  7. <meta name="generator" content="mkdocs-1.4.3, mkdocs-material-9.1.16">
  8. <title>Tokenization/Detokenization - LLamaSharp Documentation</title>
  9. <link rel="stylesheet" href="../../assets/stylesheets/main.26e3688c.min.css">
  10. <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
  11. <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Roboto:300,300i,400,400i,700,700i%7CRoboto+Mono:400,400i,700,700i&display=fallback">
  12. <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style>
  13. <script>__md_scope=new URL("../..",location),__md_hash=e=>[...e].reduce((e,_)=>(e<<5)-e+_.charCodeAt(0),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
  14. </head>
  15. <body dir="ltr">
  16. <script>var palette=__md_get("__palette");if(palette&&"object"==typeof palette.color)for(var key of Object.keys(palette.color))document.body.setAttribute("data-md-color-"+key,palette.color[key])</script>
  17. <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off">
  18. <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off">
  19. <label class="md-overlay" for="__drawer"></label>
  20. <div data-md-component="skip">
  21. <a href="#tokenizationdetokenization" class="md-skip">
  22. Skip to content
  23. </a>
  24. </div>
  25. <div data-md-component="announce">
  26. </div>
  27. <div data-md-color-scheme="default" data-md-component="outdated" hidden>
  28. </div>
  29. <header class="md-header md-header--shadow" data-md-component="header">
  30. <nav class="md-header__inner md-grid" aria-label="Header">
  31. <a href="../.." title="LLamaSharp Documentation" class="md-header__button md-logo" aria-label="LLamaSharp Documentation" data-md-component="logo">
  32. <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 8a3 3 0 0 0 3-3 3 3 0 0 0-3-3 3 3 0 0 0-3 3 3 3 0 0 0 3 3m0 3.54C9.64 9.35 6.5 8 3 8v11c3.5 0 6.64 1.35 9 3.54 2.36-2.19 5.5-3.54 9-3.54V8c-3.5 0-6.64 1.35-9 3.54Z"/></svg>
  33. </a>
  34. <label class="md-header__button md-icon" for="__drawer">
  35. <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3V6m0 5h18v2H3v-2m0 5h18v2H3v-2Z"/></svg>
  36. </label>
  37. <div class="md-header__title" data-md-component="header-title">
  38. <div class="md-header__ellipsis">
  39. <div class="md-header__topic">
  40. <span class="md-ellipsis">
  41. LLamaSharp Documentation
  42. </span>
  43. </div>
  44. <div class="md-header__topic" data-md-component="header-topic">
  45. <span class="md-ellipsis">
  46. Tokenization/Detokenization
  47. </span>
  48. </div>
  49. </div>
  50. </div>
  51. <label class="md-header__button md-icon" for="__search">
  52. <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.516 6.516 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5Z"/></svg>
  53. </label>
  54. <div class="md-search" data-md-component="search" role="dialog">
  55. <label class="md-search__overlay" for="__search"></label>
  56. <div class="md-search__inner" role="search">
  57. <form class="md-search__form" name="search">
  58. <input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
  59. <label class="md-search__icon md-icon" for="__search">
  60. <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.516 6.516 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5Z"/></svg>
  61. <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11h12Z"/></svg>
  62. </label>
  63. <nav class="md-search__options" aria-label="Search">
  64. <button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
  65. <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12 19 6.41Z"/></svg>
  66. </button>
  67. </nav>
  68. </form>
  69. <div class="md-search__output">
  70. <div class="md-search__scrollwrap" data-md-scrollfix>
  71. <div class="md-search-result" data-md-component="search-result">
  72. <div class="md-search-result__meta">
  73. Initializing search
  74. </div>
  75. <ol class="md-search-result__list" role="presentation"></ol>
  76. </div>
  77. </div>
  78. </div>
  79. </div>
  80. </div>
  81. </nav>
  82. </header>
  83. <div class="md-container" data-md-component="container">
  84. <main class="md-main" data-md-component="main">
  85. <div class="md-main__inner md-grid">
  86. <div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" >
  87. <div class="md-sidebar__scrollwrap">
  88. <div class="md-sidebar__inner">
  89. <nav class="md-nav md-nav--primary" aria-label="Navigation" data-md-level="0">
  90. <label class="md-nav__title" for="__drawer">
  91. <a href="../.." title="LLamaSharp Documentation" class="md-nav__button md-logo" aria-label="LLamaSharp Documentation" data-md-component="logo">
  92. <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 8a3 3 0 0 0 3-3 3 3 0 0 0-3-3 3 3 0 0 0-3 3 3 3 0 0 0 3 3m0 3.54C9.64 9.35 6.5 8 3 8v11c3.5 0 6.64 1.35 9 3.54 2.36-2.19 5.5-3.54 9-3.54V8c-3.5 0-6.64 1.35-9 3.54Z"/></svg>
  93. </a>
  94. LLamaSharp Documentation
  95. </label>
  96. <ul class="md-nav__list" data-md-scrollfix>
  97. <li class="md-nav__item">
  98. <a href="../.." class="md-nav__link">
  99. Overview
  100. </a>
  101. </li>
  102. <li class="md-nav__item">
  103. <a href="../../GetStarted/" class="md-nav__link">
  104. Get Started
  105. </a>
  106. </li>
  107. <li class="md-nav__item">
  108. <a href="../../Architecture/" class="md-nav__link">
  109. Architecture
  110. </a>
  111. </li>
  112. <li class="md-nav__item">
  113. <a href="../../Tricks/" class="md-nav__link">
  114. Tricks for FAQ
  115. </a>
  116. </li>
  117. <li class="md-nav__item">
  118. <a href="../../ContributingGuide/" class="md-nav__link">
  119. Contributing Guide
  120. </a>
  121. </li>
  122. <li class="md-nav__item md-nav__item--nested">
  123. <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_6" >
  124. <label class="md-nav__link" for="__nav_6" id="__nav_6_label" tabindex="0">
  125. LLamaContext
  126. <span class="md-nav__icon md-icon"></span>
  127. </label>
  128. <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_6_label" aria-expanded="false">
  129. <label class="md-nav__title" for="__nav_6">
  130. <span class="md-nav__icon md-icon"></span>
  131. LLamaContext
  132. </label>
  133. <ul class="md-nav__list" data-md-scrollfix>
  134. <li class="md-nav__item">
  135. <a href="../../LLamaContext/parameters.md" class="md-nav__link">
  136. Context Parameters
  137. </a>
  138. </li>
  139. <li class="md-nav__item">
  140. <a href="../../LLamaContext/tokenization.md" class="md-nav__link">
  141. Tokenization
  142. </a>
  143. </li>
  144. <li class="md-nav__item">
  145. <a href="../../LLamaContext/embeddings.md" class="md-nav__link">
  146. Get Embeddings
  147. </a>
  148. </li>
  149. <li class="md-nav__item">
  150. <a href="../../LLamaContext/quantization.md" class="md-nav__link">
  151. Quantization
  152. </a>
  153. </li>
  154. <li class="md-nav__item">
  155. <a href="../../LLamaContext/save-load-state.md" class="md-nav__link">
  156. Save/Load State
  157. </a>
  158. </li>
  159. </ul>
  160. </nav>
  161. </li>
  162. <li class="md-nav__item md-nav__item--nested">
  163. <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7" >
  164. <label class="md-nav__link" for="__nav_7" id="__nav_7_label" tabindex="0">
  165. LLamaExecutors
  166. <span class="md-nav__icon md-icon"></span>
  167. </label>
  168. <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_7_label" aria-expanded="false">
  169. <label class="md-nav__title" for="__nav_7">
  170. <span class="md-nav__icon md-icon"></span>
  171. LLamaExecutors
  172. </label>
  173. <ul class="md-nav__list" data-md-scrollfix>
  174. <li class="md-nav__item">
  175. <a href="../../LLamaExecutors/parameters/" class="md-nav__link">
  176. Inference Parameters
  177. </a>
  178. </li>
  179. <li class="md-nav__item">
  180. <a href="../../LLamaExecutors/text-to-text-apis/" class="md-nav__link">
  181. Text-to-Text APIs
  182. </a>
  183. </li>
  184. <li class="md-nav__item">
  185. <a href="../../LLamaExecutors/save-load-state/" class="md-nav__link">
  186. Save/Load State
  187. </a>
  188. </li>
  189. <li class="md-nav__item">
  190. <a href="../../LLamaExecutors/differences/" class="md-nav__link">
  191. Differences of Executors
  192. </a>
  193. </li>
  194. </ul>
  195. </nav>
  196. </li>
  197. <li class="md-nav__item md-nav__item--nested">
  198. <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_8" >
  199. <label class="md-nav__link" for="__nav_8" id="__nav_8_label" tabindex="0">
  200. ChatSession
  201. <span class="md-nav__icon md-icon"></span>
  202. </label>
  203. <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_8_label" aria-expanded="false">
  204. <label class="md-nav__title" for="__nav_8">
  205. <span class="md-nav__icon md-icon"></span>
  206. ChatSession
  207. </label>
  208. <ul class="md-nav__list" data-md-scrollfix>
  209. <li class="md-nav__item">
  210. <a href="../../ChatSession/basic-usages/" class="md-nav__link">
  211. Basic Usages
  212. </a>
  213. </li>
  214. <li class="md-nav__item">
  215. <a href="../../ChatSession/transforms/" class="md-nav__link">
  216. Transoforms
  217. </a>
  218. </li>
  219. <li class="md-nav__item">
  220. <a href="../../ChatSession/save-load-session/" class="md-nav__link">
  221. Save/Load Session
  222. </a>
  223. </li>
  224. </ul>
  225. </nav>
  226. </li>
  227. <li class="md-nav__item md-nav__item--nested">
  228. <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_9" >
  229. <label class="md-nav__link" for="__nav_9" id="__nav_9_label" tabindex="0">
  230. Non-English Usages
  231. <span class="md-nav__icon md-icon"></span>
  232. </label>
  233. <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_9_label" aria-expanded="false">
  234. <label class="md-nav__title" for="__nav_9">
  235. <span class="md-nav__icon md-icon"></span>
  236. Non-English Usages
  237. </label>
  238. <ul class="md-nav__list" data-md-scrollfix>
  239. <li class="md-nav__item">
  240. <a href="../../NonEnglishUsage/Chinese/" class="md-nav__link">
  241. Chinese
  242. </a>
  243. </li>
  244. </ul>
  245. </nav>
  246. </li>
  247. <li class="md-nav__item md-nav__item--nested">
  248. <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_10" >
  249. <label class="md-nav__link" for="__nav_10" id="__nav_10_label" tabindex="0">
  250. High-level Applications
  251. <span class="md-nav__icon md-icon"></span>
  252. </label>
  253. <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_10_label" aria-expanded="false">
  254. <label class="md-nav__title" for="__nav_10">
  255. <span class="md-nav__icon md-icon"></span>
  256. High-level Applications
  257. </label>
  258. <ul class="md-nav__list" data-md-scrollfix>
  259. <li class="md-nav__item">
  260. <a href="../../HighLevelApps/bot-sharp/" class="md-nav__link">
  261. BotSharp
  262. </a>
  263. </li>
  264. <li class="md-nav__item">
  265. <a href="../../HighLevelApps/semantic-kernel/" class="md-nav__link">
  266. semantic-kernel
  267. </a>
  268. </li>
  269. </ul>
  270. </nav>
  271. </li>
  272. <li class="md-nav__item md-nav__item--nested">
  273. <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_11" >
  274. <label class="md-nav__link" for="__nav_11" id="__nav_11_label" tabindex="0">
  275. More
  276. <span class="md-nav__icon md-icon"></span>
  277. </label>
  278. <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_11_label" aria-expanded="false">
  279. <label class="md-nav__title" for="__nav_11">
  280. <span class="md-nav__icon md-icon"></span>
  281. More
  282. </label>
  283. <ul class="md-nav__list" data-md-scrollfix>
  284. <li class="md-nav__item">
  285. <a href="../../More/log/" class="md-nav__link">
  286. Logger
  287. </a>
  288. </li>
  289. </ul>
  290. </nav>
  291. </li>
  292. <li class="md-nav__item md-nav__item--nested">
  293. <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_12" >
  294. <label class="md-nav__link" for="__nav_12" id="__nav_12_label" tabindex="0">
  295. Examples
  296. <span class="md-nav__icon md-icon"></span>
  297. </label>
  298. <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_12_label" aria-expanded="false">
  299. <label class="md-nav__title" for="__nav_12">
  300. <span class="md-nav__icon md-icon"></span>
  301. Examples
  302. </label>
  303. <ul class="md-nav__list" data-md-scrollfix>
  304. <li class="md-nav__item">
  305. <a href="../../Examples/ChatSessionStripRoleName/" class="md-nav__link">
  306. Chat session 1
  307. </a>
  308. </li>
  309. <li class="md-nav__item">
  310. <a href="../../Examples/ChatSessionWithRoleName/" class="md-nav__link">
  311. Chat session 2
  312. </a>
  313. </li>
  314. <li class="md-nav__item">
  315. <a href="../../Examples/GetEmbeddings/" class="md-nav__link">
  316. Get embeddings
  317. </a>
  318. </li>
  319. <li class="md-nav__item">
  320. <a href="../../Examples/InstructModeExecute/" class="md-nav__link">
  321. Instruct executor
  322. </a>
  323. </li>
  324. <li class="md-nav__item">
  325. <a href="../../Examples/InteractiveModeExecute/" class="md-nav__link">
  326. Interactive executor
  327. </a>
  328. </li>
  329. <li class="md-nav__item">
  330. <a href="../../Examples/StatelessModeExecute/" class="md-nav__link">
  331. Stateless exeutor
  332. </a>
  333. </li>
  334. <li class="md-nav__item">
  335. <a href="../../Examples/LoadAndSaveSession/" class="md-nav__link">
  336. Load/Save session
  337. </a>
  338. </li>
  339. <li class="md-nav__item">
  340. <a href="../../Examples/LoadAndSaveState/" class="md-nav__link">
  341. Load/Save state
  342. </a>
  343. </li>
  344. <li class="md-nav__item">
  345. <a href="../../Examples/QuantizeModel/" class="md-nav__link">
  346. Quantize model
  347. </a>
  348. </li>
  349. </ul>
  350. </nav>
  351. </li>
  352. <li class="md-nav__item md-nav__item--nested">
  353. <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_13" >
  354. <label class="md-nav__link" for="__nav_13" id="__nav_13_label" tabindex="0">
  355. API Reference
  356. <span class="md-nav__icon md-icon"></span>
  357. </label>
  358. <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_13_label" aria-expanded="false">
  359. <label class="md-nav__title" for="__nav_13">
  360. <span class="md-nav__icon md-icon"></span>
  361. API Reference
  362. </label>
  363. <ul class="md-nav__list" data-md-scrollfix>
  364. <li class="md-nav__item">
  365. <a href="../../xmldocs/" class="md-nav__link">
  366. index
  367. </a>
  368. </li>
  369. <li class="md-nav__item">
  370. <a href="../../xmldocs/llama.abstractions.ihistorytransform/" class="md-nav__link">
  371. llama.abstractions.ihistorytransform
  372. </a>
  373. </li>
  374. <li class="md-nav__item">
  375. <a href="../../xmldocs/llama.abstractions.iinferenceparams/" class="md-nav__link">
  376. llama.abstractions.iinferenceparams
  377. </a>
  378. </li>
  379. <li class="md-nav__item">
  380. <a href="../../xmldocs/llama.abstractions.illamaexecutor/" class="md-nav__link">
  381. llama.abstractions.illamaexecutor
  382. </a>
  383. </li>
  384. <li class="md-nav__item">
  385. <a href="../../xmldocs/llama.abstractions.imodelparams/" class="md-nav__link">
  386. llama.abstractions.imodelparams
  387. </a>
  388. </li>
  389. <li class="md-nav__item">
  390. <a href="../../xmldocs/llama.abstractions.itextstreamtransform/" class="md-nav__link">
  391. llama.abstractions.itextstreamtransform
  392. </a>
  393. </li>
  394. <li class="md-nav__item">
  395. <a href="../../xmldocs/llama.abstractions.itexttransform/" class="md-nav__link">
  396. llama.abstractions.itexttransform
  397. </a>
  398. </li>
  399. <li class="md-nav__item">
  400. <a href="../../xmldocs/llama.chatsession/" class="md-nav__link">
  401. llama.chatsession
  402. </a>
  403. </li>
  404. <li class="md-nav__item">
  405. <a href="../../xmldocs/llama.common.authorrole/" class="md-nav__link">
  406. llama.common.authorrole
  407. </a>
  408. </li>
  409. <li class="md-nav__item">
  410. <a href="../../xmldocs/llama.common.chathistory/" class="md-nav__link">
  411. llama.common.chathistory
  412. </a>
  413. </li>
  414. <li class="md-nav__item">
  415. <a href="../../xmldocs/llama.common.fixedsizequeue-1/" class="md-nav__link">
  416. llama.common.fixedsizequeue-1
  417. </a>
  418. </li>
  419. <li class="md-nav__item">
  420. <a href="../../xmldocs/llama.common.illamalogger/" class="md-nav__link">
  421. llama.common.illamalogger
  422. </a>
  423. </li>
  424. <li class="md-nav__item">
  425. <a href="../../xmldocs/llama.common.inferenceparams/" class="md-nav__link">
  426. llama.common.inferenceparams
  427. </a>
  428. </li>
  429. <li class="md-nav__item">
  430. <a href="../../xmldocs/llama.common.llamadefaultlogger/" class="md-nav__link">
  431. llama.common.llamadefaultlogger
  432. </a>
  433. </li>
  434. <li class="md-nav__item">
  435. <a href="../../xmldocs/llama.common.mirostattype/" class="md-nav__link">
  436. llama.common.mirostattype
  437. </a>
  438. </li>
  439. <li class="md-nav__item">
  440. <a href="../../xmldocs/llama.common.modelparams/" class="md-nav__link">
  441. llama.common.modelparams
  442. </a>
  443. </li>
  444. <li class="md-nav__item">
  445. <a href="../../xmldocs/llama.exceptions.grammarexpectedname/" class="md-nav__link">
  446. llama.exceptions.grammarexpectedname
  447. </a>
  448. </li>
  449. <li class="md-nav__item">
  450. <a href="../../xmldocs/llama.exceptions.grammarexpectednext/" class="md-nav__link">
  451. llama.exceptions.grammarexpectednext
  452. </a>
  453. </li>
  454. <li class="md-nav__item">
  455. <a href="../../xmldocs/llama.exceptions.grammarexpectedprevious/" class="md-nav__link">
  456. llama.exceptions.grammarexpectedprevious
  457. </a>
  458. </li>
  459. <li class="md-nav__item">
  460. <a href="../../xmldocs/llama.exceptions.grammarformatexception/" class="md-nav__link">
  461. llama.exceptions.grammarformatexception
  462. </a>
  463. </li>
  464. <li class="md-nav__item">
  465. <a href="../../xmldocs/llama.exceptions.grammarunexpectedcharaltelement/" class="md-nav__link">
  466. llama.exceptions.grammarunexpectedcharaltelement
  467. </a>
  468. </li>
  469. <li class="md-nav__item">
  470. <a href="../../xmldocs/llama.exceptions.grammarunexpectedcharrngelement/" class="md-nav__link">
  471. llama.exceptions.grammarunexpectedcharrngelement
  472. </a>
  473. </li>
  474. <li class="md-nav__item">
  475. <a href="../../xmldocs/llama.exceptions.grammarunexpectedendelement/" class="md-nav__link">
  476. llama.exceptions.grammarunexpectedendelement
  477. </a>
  478. </li>
  479. <li class="md-nav__item">
  480. <a href="../../xmldocs/llama.exceptions.grammarunexpectedendofinput/" class="md-nav__link">
  481. llama.exceptions.grammarunexpectedendofinput
  482. </a>
  483. </li>
  484. <li class="md-nav__item">
  485. <a href="../../xmldocs/llama.exceptions.grammarunexpectedhexcharscount/" class="md-nav__link">
  486. llama.exceptions.grammarunexpectedhexcharscount
  487. </a>
  488. </li>
  489. <li class="md-nav__item">
  490. <a href="../../xmldocs/llama.exceptions.grammarunknownescapecharacter/" class="md-nav__link">
  491. llama.exceptions.grammarunknownescapecharacter
  492. </a>
  493. </li>
  494. <li class="md-nav__item">
  495. <a href="../../xmldocs/llama.exceptions.runtimeerror/" class="md-nav__link">
  496. llama.exceptions.runtimeerror
  497. </a>
  498. </li>
  499. <li class="md-nav__item">
  500. <a href="../../xmldocs/llama.extensions.imodelparamsextensions/" class="md-nav__link">
  501. llama.extensions.imodelparamsextensions
  502. </a>
  503. </li>
  504. <li class="md-nav__item">
  505. <a href="../../xmldocs/llama.extensions.keyvaluepairextensions/" class="md-nav__link">
  506. llama.extensions.keyvaluepairextensions
  507. </a>
  508. </li>
  509. <li class="md-nav__item">
  510. <a href="../../xmldocs/llama.grammars.grammar/" class="md-nav__link">
  511. llama.grammars.grammar
  512. </a>
  513. </li>
  514. <li class="md-nav__item">
  515. <a href="../../xmldocs/llama.grammars.grammarrule/" class="md-nav__link">
  516. llama.grammars.grammarrule
  517. </a>
  518. </li>
  519. <li class="md-nav__item">
  520. <a href="../../xmldocs/llama.instructexecutor/" class="md-nav__link">
  521. llama.instructexecutor
  522. </a>
  523. </li>
  524. <li class="md-nav__item">
  525. <a href="../../xmldocs/llama.interactiveexecutor/" class="md-nav__link">
  526. llama.interactiveexecutor
  527. </a>
  528. </li>
  529. <li class="md-nav__item">
  530. <a href="../../xmldocs/llama.llamacontext/" class="md-nav__link">
  531. llama.llamacontext
  532. </a>
  533. </li>
  534. <li class="md-nav__item">
  535. <a href="../../xmldocs/llama.llamaembedder/" class="md-nav__link">
  536. llama.llamaembedder
  537. </a>
  538. </li>
  539. <li class="md-nav__item">
  540. <a href="../../xmldocs/llama.llamaquantizer/" class="md-nav__link">
  541. llama.llamaquantizer
  542. </a>
  543. </li>
  544. <li class="md-nav__item">
  545. <a href="../../xmldocs/llama.llamatransforms/" class="md-nav__link">
  546. llama.llamatransforms
  547. </a>
  548. </li>
  549. <li class="md-nav__item">
  550. <a href="../../xmldocs/llama.llamaweights/" class="md-nav__link">
  551. llama.llamaweights
  552. </a>
  553. </li>
  554. <li class="md-nav__item">
  555. <a href="../../xmldocs/llama.native.llamacontextparams/" class="md-nav__link">
  556. llama.native.llamacontextparams
  557. </a>
  558. </li>
  559. <li class="md-nav__item">
  560. <a href="../../xmldocs/llama.native.llamaftype/" class="md-nav__link">
  561. llama.native.llamaftype
  562. </a>
  563. </li>
  564. <li class="md-nav__item">
  565. <a href="../../xmldocs/llama.native.llamagrammarelement/" class="md-nav__link">
  566. llama.native.llamagrammarelement
  567. </a>
  568. </li>
  569. <li class="md-nav__item">
  570. <a href="../../xmldocs/llama.native.llamagrammarelementtype/" class="md-nav__link">
  571. llama.native.llamagrammarelementtype
  572. </a>
  573. </li>
  574. <li class="md-nav__item">
  575. <a href="../../xmldocs/llama.native.llamamodelquantizeparams/" class="md-nav__link">
  576. llama.native.llamamodelquantizeparams
  577. </a>
  578. </li>
  579. <li class="md-nav__item">
  580. <a href="../../xmldocs/llama.native.llamatokendata/" class="md-nav__link">
  581. llama.native.llamatokendata
  582. </a>
  583. </li>
  584. <li class="md-nav__item">
  585. <a href="../../xmldocs/llama.native.llamatokendataarray/" class="md-nav__link">
  586. llama.native.llamatokendataarray
  587. </a>
  588. </li>
  589. <li class="md-nav__item">
  590. <a href="../../xmldocs/llama.native.llamatokendataarraynative/" class="md-nav__link">
  591. llama.native.llamatokendataarraynative
  592. </a>
  593. </li>
  594. <li class="md-nav__item">
  595. <a href="../../xmldocs/llama.native.nativeapi/" class="md-nav__link">
  596. llama.native.nativeapi
  597. </a>
  598. </li>
  599. <li class="md-nav__item">
  600. <a href="../../xmldocs/llama.native.safellamacontexthandle/" class="md-nav__link">
  601. llama.native.safellamacontexthandle
  602. </a>
  603. </li>
  604. <li class="md-nav__item">
  605. <a href="../../xmldocs/llama.native.safellamagrammarhandle/" class="md-nav__link">
  606. llama.native.safellamagrammarhandle
  607. </a>
  608. </li>
  609. <li class="md-nav__item">
  610. <a href="../../xmldocs/llama.native.safellamahandlebase/" class="md-nav__link">
  611. llama.native.safellamahandlebase
  612. </a>
  613. </li>
  614. <li class="md-nav__item">
  615. <a href="../../xmldocs/llama.native.safellamamodelhandle/" class="md-nav__link">
  616. llama.native.safellamamodelhandle
  617. </a>
  618. </li>
  619. <li class="md-nav__item">
  620. <a href="../../xmldocs/llama.native.samplingapi/" class="md-nav__link">
  621. llama.native.samplingapi
  622. </a>
  623. </li>
  624. <li class="md-nav__item">
  625. <a href="../../xmldocs/llama.oldversion.chatcompletion/" class="md-nav__link">
  626. llama.oldversion.chatcompletion
  627. </a>
  628. </li>
  629. <li class="md-nav__item">
  630. <a href="../../xmldocs/llama.oldversion.chatcompletionchoice/" class="md-nav__link">
  631. llama.oldversion.chatcompletionchoice
  632. </a>
  633. </li>
  634. <li class="md-nav__item">
  635. <a href="../../xmldocs/llama.oldversion.chatcompletionchunk/" class="md-nav__link">
  636. llama.oldversion.chatcompletionchunk
  637. </a>
  638. </li>
  639. <li class="md-nav__item">
  640. <a href="../../xmldocs/llama.oldversion.chatcompletionchunkchoice/" class="md-nav__link">
  641. llama.oldversion.chatcompletionchunkchoice
  642. </a>
  643. </li>
  644. <li class="md-nav__item">
  645. <a href="../../xmldocs/llama.oldversion.chatcompletionchunkdelta/" class="md-nav__link">
  646. llama.oldversion.chatcompletionchunkdelta
  647. </a>
  648. </li>
  649. <li class="md-nav__item">
  650. <a href="../../xmldocs/llama.oldversion.chatcompletionmessage/" class="md-nav__link">
  651. llama.oldversion.chatcompletionmessage
  652. </a>
  653. </li>
  654. <li class="md-nav__item">
  655. <a href="../../xmldocs/llama.oldversion.chatmessagerecord/" class="md-nav__link">
  656. llama.oldversion.chatmessagerecord
  657. </a>
  658. </li>
  659. <li class="md-nav__item">
  660. <a href="../../xmldocs/llama.oldversion.chatrole/" class="md-nav__link">
  661. llama.oldversion.chatrole
  662. </a>
  663. </li>
  664. <li class="md-nav__item">
  665. <a href="../../xmldocs/llama.oldversion.chatsession-1/" class="md-nav__link">
  666. llama.oldversion.chatsession-1
  667. </a>
  668. </li>
  669. <li class="md-nav__item">
  670. <a href="../../xmldocs/llama.oldversion.completion/" class="md-nav__link">
  671. llama.oldversion.completion
  672. </a>
  673. </li>
  674. <li class="md-nav__item">
  675. <a href="../../xmldocs/llama.oldversion.completionchoice/" class="md-nav__link">
  676. llama.oldversion.completionchoice
  677. </a>
  678. </li>
  679. <li class="md-nav__item">
  680. <a href="../../xmldocs/llama.oldversion.completionchunk/" class="md-nav__link">
  681. llama.oldversion.completionchunk
  682. </a>
  683. </li>
  684. <li class="md-nav__item">
  685. <a href="../../xmldocs/llama.oldversion.completionlogprobs/" class="md-nav__link">
  686. llama.oldversion.completionlogprobs
  687. </a>
  688. </li>
  689. <li class="md-nav__item">
  690. <a href="../../xmldocs/llama.oldversion.completionusage/" class="md-nav__link">
  691. llama.oldversion.completionusage
  692. </a>
  693. </li>
  694. <li class="md-nav__item">
  695. <a href="../../xmldocs/llama.oldversion.embedding/" class="md-nav__link">
  696. llama.oldversion.embedding
  697. </a>
  698. </li>
  699. <li class="md-nav__item">
  700. <a href="../../xmldocs/llama.oldversion.embeddingdata/" class="md-nav__link">
  701. llama.oldversion.embeddingdata
  702. </a>
  703. </li>
  704. <li class="md-nav__item">
  705. <a href="../../xmldocs/llama.oldversion.embeddingusage/" class="md-nav__link">
  706. llama.oldversion.embeddingusage
  707. </a>
  708. </li>
  709. <li class="md-nav__item">
  710. <a href="../../xmldocs/llama.oldversion.ichatmodel/" class="md-nav__link">
  711. llama.oldversion.ichatmodel
  712. </a>
  713. </li>
  714. <li class="md-nav__item">
  715. <a href="../../xmldocs/llama.oldversion.llamaembedder/" class="md-nav__link">
  716. llama.oldversion.llamaembedder
  717. </a>
  718. </li>
  719. <li class="md-nav__item">
  720. <a href="../../xmldocs/llama.oldversion.llamamodel/" class="md-nav__link">
  721. llama.oldversion.llamamodel
  722. </a>
  723. </li>
  724. <li class="md-nav__item">
  725. <a href="../../xmldocs/llama.oldversion.llamaparams/" class="md-nav__link">
  726. llama.oldversion.llamaparams
  727. </a>
  728. </li>
  729. <li class="md-nav__item">
  730. <a href="../../xmldocs/llama.statefulexecutorbase/" class="md-nav__link">
  731. llama.statefulexecutorbase
  732. </a>
  733. </li>
  734. <li class="md-nav__item">
  735. <a href="../../xmldocs/llama.statelessexecutor/" class="md-nav__link">
  736. llama.statelessexecutor
  737. </a>
  738. </li>
  739. <li class="md-nav__item">
  740. <a href="../../xmldocs/llama.utils/" class="md-nav__link">
  741. llama.utils
  742. </a>
  743. </li>
  744. </ul>
  745. </nav>
  746. </li>
  747. </ul>
  748. </nav>
  749. </div>
  750. </div>
  751. </div>
  752. <div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" >
  753. <div class="md-sidebar__scrollwrap">
  754. <div class="md-sidebar__inner">
  755. <nav class="md-nav md-nav--secondary" aria-label="Table of contents">
  756. <label class="md-nav__title" for="__toc">
  757. <span class="md-nav__icon md-icon"></span>
  758. Table of contents
  759. </label>
  760. <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
  761. <li class="md-nav__item">
  762. <a href="#tokenization" class="md-nav__link">
  763. Tokenization
  764. </a>
  765. </li>
  766. <li class="md-nav__item">
  767. <a href="#detokenization" class="md-nav__link">
  768. Detokenization
  769. </a>
  770. </li>
  771. </ul>
  772. </nav>
  773. </div>
  774. </div>
  775. </div>
  776. <div class="md-content" data-md-component="content">
  777. <article class="md-content__inner md-typeset">
  778. <h1 id="tokenizationdetokenization">Tokenization/Detokenization</h1>
  779. <p>A pair of APIs to make conversion between text and tokens.</p>
  780. <h2 id="tokenization">Tokenization</h2>
  781. <p>The basic usage is to call <code>Tokenize</code> after initializing the model.</p>
  782. <pre><code class="language-cs">LLamaModel model = new LLamaModel(new ModelParams(&quot;&lt;modelPath&gt;&quot;));
  783. string text = &quot;hello&quot;;
  784. int[] tokens = model.Tokenize(text).ToArray();
  785. </code></pre>
  786. <p>Depending on different model (or vocab), the output will be various.</p>
  787. <h2 id="detokenization">Detokenization</h2>
  788. <p>Similar to tokenization, just pass an <code>IEnumerable&lt;int&gt;</code> to <code>Detokenize</code> method.</p>
  789. <pre><code class="language-cs">LLamaModel model = new LLamaModel(new ModelParams(&quot;&lt;modelPath&gt;&quot;));
  790. int[] tokens = new int[] {125, 2568, 13245};
  791. string text = model.Detokenize(tokens);
  792. </code></pre>
  793. </article>
  794. </div>
  795. </div>
  796. </main>
  797. <footer class="md-footer">
  798. <div class="md-footer-meta md-typeset">
  799. <div class="md-footer-meta__inner md-grid">
  800. <div class="md-copyright">
  801. Made with
  802. <a href="https://squidfunk.github.io/mkdocs-material/" target="_blank" rel="noopener">
  803. Material for MkDocs
  804. </a>
  805. </div>
  806. </div>
  807. </div>
  808. </footer>
  809. </div>
  810. <div class="md-dialog" data-md-component="dialog">
  811. <div class="md-dialog__inner md-typeset"></div>
  812. </div>
  813. <script id="__config" type="application/json">{"base": "../..", "features": [], "search": "../../assets/javascripts/workers/search.208ed371.min.js", "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}, "version": {"provider": "mike"}}</script>
  814. <script src="../../assets/javascripts/bundle.a51614de.min.js"></script>
  815. </body>
  816. </html>

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)