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✏️ Editing: tfidfWorker.js

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traceInvocation(e,t){return e?new n(2,t.name||new Error().stack.split(`
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n[e+0]<<0>>>0|n[e+1]<<8>>>0|n[e+2]<<16>>>0|n[e+3]<<24>>>0}function Xc(n,e,t){n[t+0]=e&255,e=e>>>8,n[t+1]=e&255,e=e>>>8,n[t+2]=e&255,e=e>>>8,n[t+3]=e&255}function Jc(n,e){return n[e]}function Yc(n,e,t){n[t]=e}function bl(n,e){let t=0,r=0,i;do i=n.readUInt8(e+r),t|=(i&127)<<r*7,r++;while(i&128);return{value:t,consumed:r}}var vl=n=>{let e=(0,Tl.readFileSync)(n),t=new Map;for(let r=0;r<e.length;){let i=bl(Sn.wrap(e),r);r+=i.consumed,t.set(e.subarray(r,r+i.value),t.size),r+=i.value}return t};var Yt=class n{constructor(){this._values=[];this._stats={encodeDuration:new Ct,textLength:new Ct,callCount:0}}static get instance(){return this._instance||(this._instance=new n),this._instance}init(e,t,r){let i=this._values.length,s=r?vl:o=>o;return this._values.push((0,Zt.createTokenizer)(s(e),(0,Zt.getSpecialTokensByEncoder)(t),(0,Zt.getRegexByEncoder)(t),64e3)),i}encode(e,t,r){let i=ct.create(!0),s=this._values[e].encode(t,r);return this._stats.callCount+=1,this._stats.encodeDuration.update(i.elapsed()),this._stats.textLength.update(t.length),s}destroy(e){this._values[e]=void 0}resetStats(){let e=this._stats,t={callCount:e.callCount,encodeDuration:e.encodeDuration.value,textLength:e.textLength.value};return this._stats.encodeDuration=new Ct,this._stats.textLength=new Ct,this._stats.callCount=0,t}};var El=ot("ITokenizerProvider");var yl=3,Zc=1,en=class{constructor(e,t){this._cl100kTokenizer=new tn(e,At(__dirname,"./cl100k_base.tiktoken"),"cl100k_base",t),this._o200kTokenizer=new tn(e,At(__dirname,"./o200k_base.tiktoken"),"o200k_base",t)}dispose(){this._cl100kTokenizer.dispose(),this._o200kTokenizer.dispose()}acquireTokenizer(e){switch(e.tokenizer){case"cl100k_base":return this._cl100kTokenizer;case"o200k_base":return this._o200kTokenizer;default:throw new Error(`Unknown tokenizer: ${e.tokenizer}`)}}};en=It([wt(1,cs)],en);var tn=class extends Se{constructor(t,r,i,s){super();this._useWorker=t;this._tokenFilePath=r;this._encoderName=i;this._telemetryService=s;this._cache=new Rr(5e3);this.baseTokensPerMessage=yl;this.baseTokensPerName=Zc;this.mode=Ve.OutputMode.Raw}async countMessagesTokens(t){let r=yl;for(let i of t)r+=await this.countMessageTokens(i);return r}async tokenize(t){return(await this.ensureTokenizer()).encode(t)}async tokenLength(t){if(typeof t=="string")return this._textTokenLength(t);switch(t.type){case Ve.Raw.ChatCompletionContentPartKind.Text:return this._textTokenLength(t.text);case Ve.Raw.ChatCompletionContentPartKind.Opaque:return t.tokenUsage||0;case Ve.Raw.ChatCompletionContentPartKind.Image:return xl(t.imageUrl.url,t.imageUrl.detail);case Ve.Raw.ChatCompletionContentPartKind.CacheBreakpoint:return 0;default:Fs(t,`unknown content part (${JSON.stringify(t)})`)}}async _textTokenLength(t){if(!t)return 0;let r=this._cache.get(t);return r||(r=(await this.tokenize(t)).length,this._cache.put(t,r)),r}async countMessageTokens(t){return this.baseTokensPerMessage+await this.countMessageObjectTokens((0,Ve.toMode)(Ve.OutputMode.OpenAI,t))}async countToolTokens(t){let i=0;t.length&&(i+=16);let s=8;for(let o of t)i+=s,i+=await this.countObjectTokens({name:o.name,description:o.description,parameters:o.inputSchema});return Math.floor(i*1.1)}async countMessageObjectTokens(t){let r=0;for(let[i,s]of Object.entries(t))if(s){if(typeof s=="string")r+=await this.tokenLength(s);else if(s){let o=s;if(o.type==="text")r+=await this.tokenLength(o.text);else if(o.type==="image_url"&&o.image_url&&o.image_url.url.startsWith("data"))r+=xl(o.image_url.url,o.image_url.detail);else{let a=await this.countMessageObjectTokens(s);i==="tool_calls"&&(a=Math.floor(a*1.5)),r+=a}}i==="name"&&s!==void 0&&(r+=this.baseTokensPerName)}return r}async countObjectTokens(t){let r=0;for(let[i,s]of Object.entries(t))s&&(r+=await this.tokenLength(i),typeof s=="string"?r+=await this.tokenLength(s):s&&(r+=await this.countMessageObjectTokens(s)));return r}ensureTokenizer(){return this._tokenizer??=this.doInitTokenizer(),this._tokenizer}async doInitTokenizer(){let t=io(__dirname)==="dist";if(this._useWorker){let r=At(__dirname,"tikTokenizerWorker.js"),i=new Fn(r,{name:`TikToken worker (${this._encoderName})`}),s=await i.proxy.init(this._tokenFilePath,this._encoderName,t),o=Ze(()=>{i.terminate(),this._store.deleteAndLeak(o),this._tokenizer=void 0}),a;return{encode:(l,u)=>{let d=i.proxy.encode(s,l,u);return clearTimeout(a),a=setTimeout(()=>o.dispose(),15e3),Math.random()<1/1e3&&i.proxy.resetStats().then(c=>{this._telemetryService.sendMSFTTelemetryEvent("tokenizer.stats",void 0,c)}),d}}}else{let r=Yt.instance.init(this._tokenFilePath,this._encoderName,t),i=Ze(()=>{Yt.instance.destroy(r),this._store.deleteAndLeak(i),this._tokenizer=void 0});return this._store.add(i),{encode:async(s,o)=>Yt.instance.encode(r,s,o)}}}};tn=It([wt(3,cs)],tn);function xl(n,e){let{width:t,height:r}=Ja(n);if(e==="low")return 85;if(t>2048||r>2048){let o=2048/Math.max(t,r);t=Math.round(t*o),r=Math.round(r*o)}let i=768/Math.min(t,r);return t=Math.round(t*i),r=Math.round(r*i),Math.ceil(t/512)*Math.ceil(r/512)*170+85}var ed=250,nn=class{constructor(e,t){this.tokenizer=t.acquireTokenizer(e)}async genericWholeFileChunking(e,{maxTokenLength:t=ed,removeEmptyLines:r=!0}){let i=[];for await(let s of this._processLinesIntoChunks(e,t,!0,r))(!r||s.text.length&&/[\w\d]{2}/.test(s.text))&&i.push(s);return i}async*_processLinesIntoChunks(e,t,r,i){let s=Lo(e),o=[],a=0,l;for(let d=0;d<s.length;++d){let c=s[d];if(i&&Po(c))continue;let p=c.slice(0,t*4).trimEnd(),v=await this.tokenizer.tokenLength(p);if(l===void 0||l.length>0){let x=c.match(/^\s+/),N=x?x[0]:"";l=l?td(l,N):N}if(a+v>t){let x=this.finalizeChunk(o,r,l??"",!1);x&&(yield x),o.length=0,a=0,l=void 0}o.push({text:p,lineNumber:d}),a+=v}let u=this.finalizeChunk(o,r,l??"",!0);u&&(yield u)}finalizeChunk(e,t,r,i){if(!e.length)return;let s=t?e.map(a=>a.text.substring(r.length)).join(`
`):e.map(a=>a.text).join(`
`),o=e[e.length-1];return{text:s,isFullFile:i&&e[0].lineNumber===0,range:{startLineNumber:e[0].lineNumber,startColumn:0,endLineNumber:o.lineNumber,endColumn:o.text.length}}}};nn=It([wt(1,El)],nn);function td(n,e){let t=Oo(n,e);return n.substring(0,t)}var Mr=class{dispose(){}sendInternalMSFTTelemetryEvent(e,t,r){}sendMSFTTelemetryEvent(e,t,r){}sendMSFTTelemetryErrorEvent(e,t,r){}sendGHTelemetryEvent(e,t,r){}sendGHTelemetryErrorEvent(e,t,r){}sendGHTelemetryException(e,t){}sendTelemetryEvent(e,t,r,i){}sendTelemetryErrorEvent(e,t,r,i){}setSharedProperty(e,t){}postEvent(e,t){}sendRestrictedGHTelemetryEvent(e,t,r){}sendRestrictedGHTelemetryErrorEvent(e,t,r){}};var Xl=Ft(require("fs")),Ls=Ft(require("node:sqlite")),Jl=Ft(require("path"));var $r=Ft(Kl());function zl(n,e){if(typeof e=="string")return $r.default.isMatch(n.fsPath,e,{dot:!0,windows:ve});{if(n.fsPath===e.baseUri.fsPath&&e.pattern==="*")return!0;let t=zn(e.baseUri.fsPath,n.fsPath);return t.startsWith("..")?$r.default.isMatch(n.fsPath,e.pattern,{dot:!0,windows:ve}):$r.default.isMatch(t,e.pattern,{dot:!0,windows:ve})}}function Gl(n,e){return e.exclude?.some(t=>zl(n,t))?!1:e.include?e.include.some(t=>zl(n,t)):!0}function Yl(n){let e=Object.create(null);for(let t of n)e[t]=(e[t]??0)+1;return e}function Ql(n){return Yl(Nd(n))}function*Nd(n){let e=t=>t.toLowerCase();for(let[t]of n.matchAll(/(?<![\p{Alphabetic}\p{Number}_$])[\p{Letter}_$][\p{Alphabetic}\p{Number}_$]{2,}(?![\p{Alphabetic}\p{Number}_$])/gu)){let r=new Set;r.add(e(t));let i=[],s=t.split(/(?<=[a-z$])(?=[A-Z])/g);s.length>1&&i.push(...s);let o=t.split("_");o.length>1&&i.push(...o);let a=t.match(/^([\D]+)\p{Number}+$/u);a&&i.push(a[1]);for(let l of i)l.length>2&&/[\p{Alphabetic}_$]{3,}/gu.test(l)&&r.add(e(l));yield*r}}var Ds=class{constructor(e,t=-1/0){this.maxSize=e;this.minScore=t;this.store=[]}toArray(e){if(this.store.length&&typeof e=="number"){let t=this.store.at(0).score*(1-e);return this.store.filter(r=>r.score>=t).map(r=>r.value)}return this.store.map(t=>t.value)}add(e,t){if(e<=this.minScore)return;let r=this.store.findIndex(i=>i.score<e);for(this.store.splice(r>=0?r:this.store.length,0,{score:e,value:t});this.store.length>this.maxSize;)this.store.pop();this.store.length===this.maxSize&&(this.minScore=this.store.at(-1)?.score??this.minScore)}},Wr=class{constructor(e){let t={open:!0,enableForeignKeyConstraints:!0};if(e!==":memory:"&&e.scheme===le.file)try{Xl.default.mkdirSync(Jl.default.dirname(e.fsPath),{recursive:!0}),this.db=new Ls.default.DatabaseSync(e.fsPath,t)}catch(r){console.error("Failed to open SQLite database on disk. Trying memory db",r)}this.db||(this.db=new Ls.default.DatabaseSync(":memory:",t)),this.db.exec(`
			PRAGMA journal_mode = OFF;
			PRAGMA synchronous = 0;
			PRAGMA cache_size = 1000000;
			PRAGMA locking_mode = EXCLUSIVE;
			PRAGMA temp_store = MEMORY;
		`),this.db.exec(`
			CREATE TABLE IF NOT EXISTS Documents (
				id INTEGER PRIMARY KEY AUTOINCREMENT,
				uri TEXT,
				contentVersionId TEXT NOT NULL
			);

CREATE TABLE IF NOT EXISTS Chunks (
				id INTEGER PRIMARY KEY AUTOINCREMENT,
				documentId INTEGER NOT NULL,
				text TEXT NOT NULL,
				startLineNumber INTEGER NOT NULL,
				startColumn INTEGER NOT NULL,
				endLineNumber INTEGER NOT NULL,
				endColumn INTEGER NOT NULL,
				isFullFile INTEGER NOT NULL,
				termFrequencies BLOB NOT NULL, -- JSONB object storing term frequencies
				FOREIGN KEY (documentId) REFERENCES Documents(id) ON DELETE CASCADE
			);

CREATE TABLE IF NOT EXISTS ChunkOccurrences (
				term TEXT PRIMARY KEY,
				chunkCount INTEGER NOT NULL
			);

CREATE INDEX IF NOT EXISTS idx_documents_uri ON Documents(uri);
			CREATE INDEX IF NOT EXISTS idx_chunks_documentId ON Chunks(documentId);
		`)}initialize(e){let t=new Ge;for(let{uri:a,contentId:l}of e)t.set(a,l);let r=this.db.prepare("SELECT * FROM Documents").all(),i=new Ge;for(let a of r){let l=Q.parse(a.uri);i.set(l,a.contentVersionId)}let s=new an,o=new an;for(let[a,l]of i){let u=t.get(a);u?u!==l&&o.add(a):s.add(a),t.delete(a)}this.delete(Array.from(s));for(let a of t.keys())o.add(a);return o}async isUpToDate(e){return this.getDocContentVersionId(e.uri)===await e.getContentVersionId()}getDocContentVersionId(e){return this.db.prepare("SELECT contentVersionId FROM Documents WHERE uri = ?").get(e.toString())?.contentVersionId}async addOrUpdate(e){let t=new Ar(20);try{let r=await Promise.all(e.map(async i=>{try{return await this.isUpToDate(i)?void 0:{uri:i.uri,getDoc:async()=>{let s=[];for(let o of await t.queue(()=>i.getChunks())){let a=Ql(o.text);s.push({chunk:o,tf:a})}return{contentVersionId:await i.getContentVersionId(),chunks:s}}}}catch{}}));await this.addOrUpdateDocs(r.filter(i=>!!i))}finally{t.dispose()}}delete(e){this.db.exec("BEGIN TRANSACTION");for(let t of e){let r=this.getDoc(t);if(!r)continue;this.db.prepare(`
				DELETE FROM Documents WHERE uri = ?
			`).run(t.toString()),this._cachedChunkCount=void 0;let i=Yl(r.chunks.flatMap(s=>Object.keys(s.tf)));for(let[s,o]of Object.entries(i))this.db.prepare(`
					UPDATE ChunkOccurrences
					SET chunkCount = chunkCount - ?
					WHERE term = ?;
				`).run(o,s)}this.db.exec("COMMIT"),this.db.prepare(`
			DELETE FROM ChunkOccurrences
			WHERE chunkCount < 1;
		`).run()}async search(e,t){let r=new Ds(t?.maxResults??1/0,-1/0),i=this.computeEmbeddings(e);if(!i.size)return[];let s=new Map;for(let o of await this.getAllChunksWithTerms(Array.from(i.keys()))){if(t?.include&&!Gl(o.chunk.file,t.include))continue;let a=this.score(o,i,s);a>0&&r.add(a,o.chunk)}return r.toArray(t?.maxSpread)}computeEmbeddings(e){let t=Ql(e);return this.computeTfidf(t)}score(e,t,r){let i=0;for(let[s,o]of t.entries()){let a=e.tf[s];if(!a)continue;let l=r.get(s);typeof l!="number"&&(l=this.idf(s),r.set(s,l));let u=a*l;i+=u*o}return i}idf(e){let t=this.getChunkOccurrences(e)??0;return t>0?Math.log((this.getChunkCount()+1)/t):0}computeTfidf(e){let t=new Map;for(let[r,i]of Object.entries(e)){let s=this.idf(r);s>0&&t.set(r,i*s)}return t}getChunkCount(){return typeof this._cachedChunkCount=="number"?this._cachedChunkCount:this.db.prepare("SELECT COUNT(*) as count FROM Chunks").get()?.count??0}getChunkOccurrences(e){return this.db.prepare("SELECT chunkCount FROM ChunkOccurrences WHERE term = ?").get(e)?.chunkCount??0}async addOrUpdateDocs(e){this._cachedChunkCount=void 0;let t=Object.create(null),r=a=>{this.delete(a.map(l=>l.uri)),this.db.exec("BEGIN TRANSACTION");try{for(let{uri:l,doc:u}of a){let d=this.db.prepare("INSERT OR REPLACE INTO Documents (uri, contentVersionId) VALUES (?, ?)").run(l.toString(),u.contentVersionId).lastInsertRowid,c=this.db.prepare("INSERT INTO Chunks (documentId, text, startLineNumber, startColumn, endLineNumber, endColumn, isFullFile, termFrequencies) VALUES (?, ?, ?, ?, ?, ?, ?, jsonb(?))");for(let p of u.chunks){c.run(d,p.chunk.text,p.chunk.range.startLineNumber,p.chunk.range.startColumn,p.chunk.range.endLineNumber,p.chunk.range.endColumn,p.chunk.isFullFile?1:0,JSON.stringify(p.tf));for(let v of Object.keys(p.tf))t[v]=(t[v]??0)+1}}this.db.exec("COMMIT")}catch(l){throw this.db.exec("ROLLBACK"),l}},i=200,s=[];for(let a of e)s.push({uri:a.uri,doc:await a.getDoc()}),s.length>=i&&(r(s),s.length=0);r(s);let o=this.db.prepare(`
			INSERT INTO ChunkOccurrences (term, chunkCount)
			VALUES (?, ?)
			ON CONFLICT(term) DO UPDATE SET chunkCount = chunkCount + ?;
		`);this.db.exec("BEGIN TRANSACTION");for(let[a,l]of Object.entries(t))o.run(a,l,l);this.db.exec("COMMIT")}getDoc(e){let t=this.db.prepare("SELECT id, contentVersionId FROM Documents WHERE uri = ?").get(e.toString());if(!t)return;let r=this.db.prepare("SELECT text, startLineNumber, startColumn, endLineNumber, endColumn, isFullFile, json(termFrequencies) as termFrequencies FROM Chunks WHERE documentId = ?").all(t.id);return{contentVersionId:t.contentVersionId,chunks:r.map(i=>this.reviveDocumentChunkEntry({...i,uri:e.toString()}))}}async getAllChunksWithTerms(e){if(!e.length)return[];let t=this.db.prepare(`
			SELECT c.id, c.documentId, c.text, c.startLineNumber, c.startColumn, c.endLineNumber, c.endColumn, c.isFullFile,
				json(c.termFrequencies) as termFrequencies, d.uri
			FROM Chunks c
			JOIN Documents d ON c.documentId = d.id
			WHERE EXISTS (
				SELECT 1 FROM json_each(c.termFrequencies)
				WHERE json_each.key IN (${e.map(r=>"?").join(",")})
			)
		`).all(...e);return ze.map(t,r=>this.reviveDocumentChunkEntry(r))}reviveDocumentChunkEntry(e){return{tf:JSON.parse(e.termFrequencies),get chunk(){return{file:Q.isUri(e.uri)?e.uri:Q.parse(e.uri),text:e.text,range:new Wt(e.startLineNumber,e.startColumn,e.endLineNumber,e.endColumn),isFullFile:!!e.isFullFile}}}}};function Nn(n,e){if(!n)return n;if(Array.isArray(n))return n.map(t=>Nn(t,e));if(typeof n=="object"){let t=e(n);if(t)return t;let r={};for(let i in n)r[i]=Nn(n[i],e);return r}return n}function Od(n){return n&&typeof n.startLineNumber=="number"&&typeof n.startColumn=="number"&&typeof n.endLineNumber=="number"&&typeof n.endColumn=="number"}function Ud(n){return Nn(n,e=>{if(Q.isUri(e))return{$mid:"uri",...e};if(Od(e))return{$mid:"range",...e}})}function Md(n){return Nn(n,e=>{if(e.$mid==="uri")return Q.from(e)})}var Ns=class{constructor(e,t){this._handler=new sn;this.proxy=qr((r,i)=>{let{id:s,result:o}=this._handler.createHandler();return e.postMessage({id:s,fn:r,args:i}),o}),e.on("message",async r=>{if("fn"in r)try{let i=await t[r.fn](...Md(r.args));e.postMessage({id:r.id,res:Ud(i)})}catch(i){e.postMessage({id:r.id,err:i})}else this._handler.handleResponse(r)})}},Os=class{constructor(e,t){this._pendingChanges=new Ge;this._tfIdf=new Wr(t.dbPath===":memory:"?":memory:":Q.from(t.dbPath)),this._chunker=new nn(t.endpoint,new en(!1,new Mr)),this._host=new Ns(e,this)}initialize(e){let t=this._tfIdf.initialize(e.map(r=>({uri:Q.from(r.uri),contentId:r.contentId})));for(let r of t)this._pendingChanges.set(r,"update")}addOrUpdate(e){for(let t of e){let r=Q.from(t);this._pendingChanges.set(r,"update")}}delete(e){for(let t of e){let r=Q.from(t);this._pendingChanges.set(r,"delete")}}async search(e,t){let r=new ct;await this._flushPendingChanges();let i=r.elapsed();r.reset();let s=await this._tfIdf.search(e,t),o=r.elapsed();return{results:s,perf:{updateTime:i,searchTime:o}}}async _flushPendingChanges(){let e=Array.from(ze.filter(this._pendingChanges.entries(),([r,i])=>i==="delete"),([r])=>r);this._tfIdf.delete(e);let t=Array.from(ze.filter(this._pendingChanges.entries(),([r,i])=>i==="update"),([r])=>{let i=new Ce(()=>this._host.proxy.getContentVersionId(r));return{uri:r,getContentVersionId:()=>i.value,getChunks:async()=>this.getRawNaiveChunks(await this._host.proxy.readFile(r),r)}});await this._tfIdf.addOrUpdate(t),this._pendingChanges.clear()}async getRawNaiveChunks(e,t,r){try{let i=await this._chunker.genericWholeFileChunking(e,{maxTokenLength:r});return ze.map(i,s=>({file:t,text:s.text,range:Wt.lift(s.range),isFullFile:s.isFullFile}))}catch(i){return console.error(`Could not chunk: ${t}`,i),[]}}},Zl=On.parentPort;if(!Zl)throw new Error("This module should only be used in a worker thread.");if(!On.workerData)throw new Error("Expected 'workerData' to be provided to the worker thread.");new Os(Zl,On.workerData);
//!!! DO NOT modify, this file was COPIED from 'microsoft/vscode'
/*! Bundled license information:

@vscode/prompt-tsx/dist/base/util/vs/nls.js:
@vscode/prompt-tsx/dist/base/util/vs/common/platform.js:
@vscode/prompt-tsx/dist/base/util/vs/common/process.js:
@vscode/prompt-tsx/dist/base/util/vs/common/path.js:
@vscode/prompt-tsx/dist/base/util/vs/common/uri.js:
  (*!!! DO NOT modify, this file was COPIED from 'microsoft/vscode' *)
*/

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