gpt-tokenizer/dist/p50k_edit.js

A pure JavaScript implementation of a BPE tokenizer (Encoder/Decoder) for GPT-2 / GPT-3 / GPT-4 and other OpenAI models

!function(e,i){"object"==typeof exports&&"object"==typeof module?module.exports=i():"function"==typeof define&&define.amd?define("GPTTokenizer_p50k_edit",[],i):"object"==typeof exports?exports.GPTTokenizer_p50k_edit=i():e.GPTTokenizer_p50k_edit=i()}(globalThis,(()=>(()=>{"use strict";var e={626:(e,i,a)=>{Object.defineProperty(i,"__esModule",{value:!0}),i.BytePairEncodingCore=i.decoder=void 0;const r=a(242),n=a(995),t=a(462),s=new Uint8Array(0);i.decoder=new TextDecoder("utf8"),i.BytePairEncodingCore=class{mergeableBytePairRankCount;bytePairRankDecoder;bytePairNonUtfRankDecoder=new Map;bytePairNonUtfSortedEncoder;bytePairStringRankEncoder;tokenSplitRegex;specialTokensEncoder;specialTokensDecoder;specialTokenPatternRegex;textEncoder=new TextEncoder;mergeCache;mergeCacheSize;constructor({bytePairRankDecoder:e,specialTokensEncoder:i,tokenSplitRegex:a,mergeCacheSize:s=r.DEFAULT_MERGE_CACHE_SIZE}){this.bytePairRankDecoder=e,this.bytePairStringRankEncoder=new Map,this.mergeCacheSize=s,s>0&&(this.mergeCache=new Map),this.mergeableBytePairRankCount=Object.keys(e).length;const o=[];e.forEach(((e,i)=>{if("string"==typeof e)return void this.bytePairStringRankEncoder.set(e,i);const a=new Uint8Array(e);o.push([a,i]),this.bytePairNonUtfRankDecoder.set(i,a)})),this.bytePairNonUtfSortedEncoder=o.sort(((e,i)=>(0,n.compareUint8Arrays)(e[0],i[0]))),this.specialTokensEncoder=i??new Map,this.specialTokensDecoder=i?new Map([...i].map((([e,i])=>[i,e]))):new Map,this.tokenSplitRegex=a;const l=[...this.specialTokensEncoder.keys()].map(t.escapeRegExp).join("|");try{this.specialTokenPatternRegex=new RegExp(l,"y")}catch{throw new Error("Invalid regular expression pattern.")}}setMergeCacheSize(e){0===this.mergeCacheSize&&e>0&&(this.mergeCache=new Map),this.mergeCacheSize=e,0===e&&(this.mergeCache=void 0)}clearMergeCache(){this.mergeCache?.clear()}*encodeNativeGenerator(e,i){let a=0,r=0;for(;;){const n=this.findNextSpecialToken(e,i,a),t=n?.[0],s=t??e.length,o=0===a&&s===e.length?e:e.slice(a,s);for(const[e]of o.matchAll(this.tokenSplitRegex)){const i=this.getBpeRankFromString(e);if(void 0!==i){r=1,yield[i];continue}const a=this.bytePairEncode(e);r=a.length,yield a}if(void 0===t)break;{const e=n[1],i=this.specialTokensEncoder.get(e);if(void 0===i)throw new Error(`Special token "${e}" is not in the special token encoder.`);yield[i],a=t+e.length,r=1}}return r}encodeNative(e,i){let a=0;const r=[];for(;;){const n=this.findNextSpecialToken(e,i,a),t=n?.[0],s=t??e.length,o=0===a&&s===e.length?e:e.slice(a,s);for(const[e]of o.matchAll(this.tokenSplitRegex)){const i=this.getBpeRankFromString(e);if(void 0!==i){r.push(i);continue}const a=this.bytePairEncode(e);r.push(...a)}if(void 0===t)break;{const e=n[1],i=this.specialTokensEncoder.get(e);if(void 0===i)throw new Error(`Special token "${e}" is not in the special token encoder.`);r.push(i),a=t+e.length}}return r}countNative(e,i){let a=0,r=0;for(;;){const n=this.findNextSpecialToken(e,i,a),t=n?.[0],s=t??e.length,o=0===a&&s===e.length?e:e.slice(a,s);for(const[e]of o.matchAll(this.tokenSplitRegex))void 0===this.getBpeRankFromString(e)?r+=this.bytePairEncode(e).length:r++;if(void 0===t)break;{const e=n[1];if(void 0===this.specialTokensEncoder.get(e))throw new Error(`Special token "${e}" is not in the special token encoder.`);r++,a=t+e.length}}return r}*decodeNativeGenerator(e){for(const i of e){const e=this.tryDecodeToken(i);e&&(yield e)}}decodeNative(e){let a="",r=s;for(const n of e){const e=this.tryDecodeToken(n);if(void 0===e)throw new Error(`Token ${n} is not in the byte pair encoder.`);if("string"==typeof e)r!==s&&(a+=i.decoder.decode(r,{stream:!0}),r=s),a+=e;else{const i=new Uint8Array(r.length+e.length);i.set(r),i.set(e,r.length),r=i}}return r!==s&&(a+=i.decoder.decode(r,{stream:!0})),a}async*decodeNativeAsyncIterable(e){for await(const i of e){const e=this.tryDecodeToken(i);e&&(yield e)}}getBpeRankFromString(e){return this.bytePairStringRankEncoder.get(e)}getBpeRankFromStringOrThrow(e){const i=this.getBpeRankFromString(e);if(void 0===i)throw new Error(`The byte-pair encoding does not contain a value for: ${e}`);return i}getBpeRankFromBytes(e){const i=(0,n.tryConvertToString)(e);if(void 0!==i)return this.getBpeRankFromString(i);const a=this.binarySearch(e);return-1!==a?this.bytePairNonUtfSortedEncoder[a][1]:void 0}getBpeRankFromBytesOrThrow(e){const i=this.getBpeRankFromBytes(e);if(void 0===i)throw new Error(`The byte-pair encoding does not contain a value for: ${e.toString()}`);return i}binarySearch(e){let i=0,a=this.bytePairNonUtfSortedEncoder.length-1;for(;i<=a;){const r=i+a>>>1,n=this.bytePairNonUtfSortedEncoder[r][0];let t=0;const s=Math.min(n.length,e.length);for(let i=0;i<s&&(t=n[i]-e[i],0===t);i++);if(0===t&&(t=n.length-e.length),0===t)return r;t<0?i=r+1:a=r-1}return-1}findNextSpecialToken(e,i,a){let r=a;for(;;){this.specialTokenPatternRegex.lastIndex=r;const a=this.specialTokenPatternRegex.exec(e);if(!a)return;const n=a[0];if(i?.has(n))return[a.index+r,n];r=a.index+r+1}}tryDecodeToken(e){const i=this.bytePairRankDecoder[e];if("string"==typeof i)return i;if("object"==typeof i){const i=this.bytePairNonUtfRankDecoder.get(e);if(i)return i}return this.specialTokensDecoder.get(e)}addToMergeCache(e,i){if(this.mergeCache){if(this.mergeCache.size>=this.mergeCacheSize){const e=this.mergeCache.keys().next().value;this.mergeCache.delete(e)}this.mergeCache.set(e,i)}}bytePairEncode(e){if(1===e.length&&(0,n.isAscii)(e.codePointAt(0)))return[this.getBpeRankFromStringOrThrow(e)];if(this.mergeCache?.has(e)){const i=this.mergeCache.get(e);return this.mergeCache.delete(e),this.mergeCache.set(e,i),i}const i=this.textEncoder.encode(e),a=this.bytePairMerge(i);return this.addToMergeCache(e,a),a}bytePairMerge(e){const i=[],a=[],r=(a,r=i[a],n=i[a+2])=>{if(void 0===n)return Number.POSITIVE_INFINITY;const t=e.subarray(r,n);return this.getBpeRankFromBytes(t)??Number.POSITIVE_INFINITY};for(let n=0;n<=e.length;n++)i.push(n),n<e.length-1?a.push(r(n,n,n+2)):a.push(Number.POSITIVE_INFINITY);for(;i.length>1;){let e=Number.POSITIVE_INFINITY,n=-1;for(let i=0;i<a.length-1;i++){const r=a[i];r<e&&(e=r,n=i)}if(e===Number.POSITIVE_INFINITY||-1===n)break;i.splice(n+1,1),a.splice(n,1),a[n]=r(n),n>0&&(a[n-1]=r(n-1))}const n=[];for(let a=0;a<i.length-1;a++){const r=i[a],t=i[a+1],s=this.getBpeRankFromBytesOrThrow(e.subarray(r,t));n.push(s)}return n}}},945:(e,i,a)=>{Object.defineProperty(i,"__esModule",{value:!0}),i.GptEncoding=void 0;const r=a(626),n=a(242),t=a(179),s=a(177),o=a(795),l=a(995),c=a(462);class d{static EndOfPrompt=o.EndOfPrompt;static EndOfText=o.EndOfText;static FimMiddle=o.FimMiddle;static FimPrefix=o.FimPrefix;static FimSuffix=o.FimSuffix;modelName;modelSpec;bytePairEncodingCoreProcessor;specialTokensEncoder;specialTokensSet;allSpecialTokenRegex;defaultSpecialTokenConfig;vocabularySize;constructor({bytePairRankDecoder:e,specialTokensEncoder:i,expectedVocabularySize:a,modelName:n,modelSpec:t,...s}){this.specialTokensEncoder=i,this.specialTokensSet=new Set(this.specialTokensEncoder.keys()),this.allSpecialTokenRegex=(0,c.getSpecialTokenRegex)(this.specialTokensSet),this.bytePairEncodingCoreProcessor=new r.BytePairEncodingCore({bytePairRankDecoder:e,specialTokensEncoder:i,...s}),this.defaultSpecialTokenConfig=this.processSpecialTokens();const o=Math.max(e.length-1,(0,c.getMaxValueFromMap)(i));if(this.vocabularySize=this.bytePairEncodingCoreProcessor.mergeableBytePairRankCount+i.size,void 0!==a){if(this.vocabularySize!==a)throw new Error("The number of mergeable tokens and special tokens must be equal to expectedVocabularySize.");if(o!==a-1)throw new Error(`The model encodings are invalid. The maximum token value must be equal to expectedVocabularySize - 1. Currently ${o}, expected ${a-1}`)}this.encode=this.encode.bind(this),this.decode=this.decode.bind(this),this.encodeGenerator=this.encodeGenerator.bind(this),this.decodeGenerator=this.decodeGenerator.bind(this),this.decodeAsyncGenerator=this.decodeAsyncGenerator.bind(this),this.decodeAsync=this.decodeAsync.bind(this),this.isWithinTokenLimit=this.isWithinTokenLimit.bind(this),this.encodeChat=this.encodeChat.bind(this),this.encodeChatGenerator=this.encodeChatGenerator.bind(this),this.countTokens=this.countTokens.bind(this),this.setMergeCacheSize=this.setMergeCacheSize.bind(this),this.clearMergeCache=this.clearMergeCache.bind(this),this.estimateCost=this.estimateCost.bind(this),this.modelName=n,this.modelSpec=t}static getEncodingApi(e,i){const a=(0,s.getEncodingParams)(e,i);return new d(a)}static getEncodingApiForModel(e,i,a){const r=t.modelToEncodingMap[e]??t.DEFAULT_ENCODING,n=(0,s.getEncodingParams)(r,i);return new d({...n,modelName:e,modelSpec:a})}processSpecialTokens({allowedSpecial:e,disallowedSpecial:i}={}){let a;if(e===n.ALL_SPECIAL_TOKENS||e?.has(n.ALL_SPECIAL_TOKENS)){const a=e=new Set(this.specialTokensSet);if(i===n.ALL_SPECIAL_TOKENS)throw new Error('allowedSpecial and disallowedSpecial cannot both be set to "all".');"object"==typeof i?i.forEach((e=>a.delete(e))):i=new Set}if(!i||i===n.ALL_SPECIAL_TOKENS||i.has(n.ALL_SPECIAL_TOKENS)){const r=i=new Set(this.specialTokensSet);e?.size?(e.forEach((e=>r.delete(e))),i.forEach((i=>e.delete(i))),i.size>0&&(a=(0,c.getSpecialTokenRegex)(i))):a=this.allSpecialTokenRegex}return{allowedSpecial:e,regexPattern:a}}encodeGenerator(e,i){const a=i?this.processSpecialTokens(i):this.defaultSpecialTokenConfig;if(a.regexPattern){const i=e.match(a.regexPattern);if(null!==i)throw new Error(`Disallowed special token found: ${i[0]}`)}return this.bytePairEncodingCoreProcessor.encodeNativeGenerator(e,a.allowedSpecial)}encode(e,i){const a=i?this.processSpecialTokens(i):this.defaultSpecialTokenConfig;if(a.regexPattern){const i=e.match(a.regexPattern);if(null!==i)throw new Error(`Disallowed special token found: ${i[0]}`)}return this.bytePairEncodingCoreProcessor.encodeNative(e,a.allowedSpecial)}*encodeChatGenerator(e,i=this.modelName){if(!i)throw new Error("Model name must be provided either during initialization or passed in to the method.");const a=t.chatModelParams[i],r=this.specialTokensEncoder.get(o.ImStart),n=this.specialTokensEncoder.get(o.ImEnd);if(!a||void 0===r||void 0===n)throw new Error(`Model '${i}' does not support chat.`);const s=new Set([o.ImSep]),{messageSeparator:l,roleSeparator:c}=a,d=l.length>0?this.encode(l):[],u=c.length>0?this.encode(c,{allowedSpecial:s}):[],p=new Map;for(const{role:i="system",name:a=i,content:t}of e){if(void 0===t)throw new Error("Content must be defined for all messages.");yield[r];const e=p.get(a)??this.encode(a);p.set(a,e),yield e,u.length>0&&(yield u),yield*this.encodeGenerator(t),yield[n],yield d}yield[r],yield*this.encodeGenerator("assistant"),u.length>0&&(yield u)}encodeChat(e,i=this.modelName){return[...this.encodeChatGenerator(e,i)].flat()}isWithinTokenLimit(e,i){const a="string"==typeof e?this.encodeGenerator(e):this.encodeChatGenerator(e);let r=0;for(const e of a)if(r+=e.length,r>i)return!1;return r}countTokens(e,i){if("string"==typeof e){const a=i?this.processSpecialTokens(i):this.defaultSpecialTokenConfig;if(a.regexPattern){const i=e.match(a.regexPattern);if(null!==i)throw new Error(`Disallowed special token found: ${i[0]}`)}return this.bytePairEncodingCoreProcessor.countNative(e,a.allowedSpecial)}const a=this.encodeChatGenerator(e);let r=0;for(const e of a)r+=e.length;return r}setMergeCacheSize(e){this.bytePairEncodingCoreProcessor.setMergeCacheSize(e)}clearMergeCache(){this.bytePairEncodingCoreProcessor.clearMergeCache()}decode(e){return this.bytePairEncodingCoreProcessor.decodeNative(e)}*decodeGenerator(e){const i=this.bytePairEncodingCoreProcessor.decodeNativeGenerator(e);let a="";for(const e of i)a+="string"==typeof e?e:r.decoder.decode(e,{stream:!0}),0===a.length||(0,l.endsWithIncompleteUtfPairSurrogate)(a)||(yield a,a="");a.length>0&&(yield a)}async*decodeAsyncGenerator(e){const i=this.bytePairEncodingCoreProcessor.decodeNativeAsyncIterable(e);let a="";for await(const e of i)a+="string"==typeof e?e:r.decoder.decode(e,{stream:!0}),0===a.length||(0,l.endsWithIncompleteUtfPairSurrogate)(a)||(yield a,a="");a.length>0&&(yield a)}async decodeAsync(e){const i=this.bytePairEncodingCoreProcessor.decodeNativeAsyncIterable(e);let a="";for await(const e of i)a+="string"==typeof e?e:r.decoder.decode(e,{stream:!0});return a}estimateCost(e,i=this.modelSpec){if(!i)throw new Error("Model spec must be provided either during initialization or passed in to the method.");if(!i.price_data)throw new Error(`No cost information available for model: ${i.name}`);const a=i.price_data,r={},n=e/1e6;return a.main&&(r.main={input:a.main.input&&a.main.input*n,output:a.main.output&&a.main.output*n,cached_input:a.main.cached_input&&a.main.cached_input*n,cached_output:a.main.cached_output&&a.main.cached_output*n}),a.batch&&(r.batch={input:a.batch.input&&a.batch.input*n,output:a.batch.output&&a.batch.output*n,cached_input:a.batch.cached_input&&a.batch.cached_input*n,cached_output:a.batch.cached_output&&a.batch.cached_output*n}),r}}i.GptEncoding=d},242:(e,i)=>{Object.defineProperty(i,"__esModule",{value:!0}),i.DEFAULT_MERGE_CACHE_SIZE=i.ALL_SPECIAL_TOKENS=void 0,i.ALL_SPECIAL_TOKENS="all",i.DEFAULT_MERGE_CACHE_SIZE=1e5},679:function(e,i,a){var r=this&&this.__createBinding||(Object.create?function(e,i,a,r){void 0===r&&(r=a);var n=Object.getOwnPropertyDescriptor(i,a);n&&!("get"in n?!i.__esModule:n.writable||n.configurable)||(n={enumerable:!0,get:function(){return i[a]}}),Object.defineProperty(e,r,n)}:function(e,i,a,r){void 0===r&&(r=a),e[r]=i[a]}),n=this&&this.__exportStar||function(e,i){for(var a in e)"default"===a||Object.prototype.hasOwnProperty.call(i,a)||r(i,e,a)};Object.defineProperty(i,"__esModule",{value:!0}),i.vocabularySize=i.setMergeCacheSize=i.isWithinTokenLimit=i.estimateCost=i.encodeGenerator=i.encodeChatGenerator=i.encodeChat=i.encode=i.decodeGenerator=i.decodeAsyncGenerator=i.decode=i.countTokens=i.clearMergeCache=void 0;const t=a(703),s=a(945);n(a(242),i),n(a(795),i);const o=s.GptEncoding.getEncodingApi("p50k_edit",(()=>t.default)),{decode:l,decodeAsyncGenerator:c,decodeGenerator:d,encode:u,encodeGenerator:p,isWithinTokenLimit:m,countTokens:g,encodeChat:h,encodeChatGenerator:y,vocabularySize:b,setMergeCacheSize:f,clearMergeCache:v,estimateCost:k}=o;i.decode=l,i.decodeAsyncGenerator=c,i.decodeGenerator=d,i.encode=u,i.encodeGenerator=p,i.isWithinTokenLimit=m,i.countTokens=g,i.encodeChat=h,i.encodeChatGenerator=y,i.vocabularySize=b,i.setMergeCacheSize=f,i.clearMergeCache=v,i.estimateCost=k,i.default=o},120:(e,i,a)=>{Object.defineProperty(i,"__esModule",{value:!0}),i.Cl100KBase=function(e){const i=new Map([[r.EndOfText,100257],[r.FimPrefix,100258],[r.FimMiddle,100259],[r.FimSuffix,100260],[r.ImStart,100264],[r.ImEnd,100265],[r.ImSep,100266],[r.EndOfPrompt,100276]]);return{tokenSplitRegex:n.CL_AND_O_TOKEN_SPLIT_PATTERN,bytePairRankDecoder:e,specialTokensEncoder:i}};const 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r=a(228),n=a(653),t=a(795);i.cl100k_base="cl100k_base",i.p50k_base="p50k_base",i.p50k_edit="p50k_edit",i.r50k_base="r50k_base",i.o200k_base="o200k_base",i.DEFAULT_ENCODING=i.o200k_base,i.encodingNames=[i.p50k_base,i.r50k_base,i.p50k_edit,i.cl100k_base,i.o200k_base],i.modelToEncodingMap=Object.fromEntries(Object.entries(n).flatMap((([e,i])=>i.map((i=>[i,e])))));const s={messageSeparator:"\n",roleSeparator:"\n"},o={messageSeparator:"",roleSeparator:t.ImSep};i.chatModelParams=Object.fromEntries(r.chatEnabledModels.flatMap((e=>e.startsWith("gpt-3.5")?[[e,s]]:[[e,o]])))},177:(e,i,a)=>{Object.defineProperty(i,"__esModule",{value:!0}),i.getEncodingParams=function(e,i){const a=i(e);switch(e.toLowerCase()){case"r50k_base":return(0,o.R50KBase)(a);case"p50k_base":return(0,t.P50KBase)(a);case"p50k_edit":return(0,s.P50KEdit)(a);case"cl100k_base":return(0,r.Cl100KBase)(a);case"o200k_base":return(0,n.O200KBase)(a);default:throw new Error(`Unknown encoding name: ${e}`)}};const 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