From 37cb8d7650723656abcddefa3b6bbcc7055c7976 Mon Sep 17 00:00:00 2001 From: Gordon Smith Date: Fri, 30 Aug 2024 18:16:58 +0100 Subject: [PATCH] feat: Switch to proper RAG for @ecl chat agent Signed-off-by: Gordon Smith --- .vscode/launch.json | 23 + esbuild.mjs | 10 +- package-lock.json | 2361 ++++++++++++++++++++++++---- package.json | 56 +- scripts/grammar-generate.sh | 4 + src/ecl/chat/index.ts | 9 +- src/ecl/chat/prompts/docs.tsx | 4 +- src/ecl/chat/utils/chatResponse.ts | 8 +- src/ecl/chat/utils/model.ts | 36 + src/ecl/docs/SimilarityModel.ts | 51 + src/ecl/docs/onlineHelp.ts | 72 +- util/docs.vecdb | Bin 0 -> 8687749 bytes util/gather-docs.ts | 96 ++ util/index-docs.ts | 114 ++ 14 files changed, 2490 insertions(+), 354 deletions(-) create mode 100644 src/ecl/chat/utils/model.ts create mode 100644 src/ecl/docs/SimilarityModel.ts create mode 100644 util/docs.vecdb create mode 100644 util/gather-docs.ts create mode 100644 util/index-docs.ts diff --git a/.vscode/launch.json b/.vscode/launch.json index 738c9d8..ccda5bb 100644 --- a/.vscode/launch.json +++ b/.vscode/launch.json @@ -75,6 +75,29 @@ "--mode=development" ], }, + { + "name": "index-docs", + "type": "node", + "request": "launch", + "program": "${workspaceFolder}/dist-util/index-docs.mjs", + "args": [ + "--dry-run", + "../HPCC-Platform/docs" + ], + "outFiles": [ + "${workspaceFolder}/dist-util/**/*.js" + ] + }, + { + "name": "retrieve-docs", + "type": "node", + "request": "launch", + "program": "${workspaceFolder}/dist-util/retrieve-docs.mjs", + "args": [], + "outFiles": [ + "${workspaceFolder}/dist-util/**/*.js" + ] + }, { "name": "Launch Server Adapter", "type": "node", diff --git a/esbuild.mjs b/esbuild.mjs index e6d0a66..777b8a8 100644 --- a/esbuild.mjs +++ b/esbuild.mjs @@ -2,13 +2,13 @@ import * as esbuild from "esbuild"; import copyStaticFiles from "esbuild-copy-static-files"; import process from "node:process"; import path from "node:path"; -import { problemMatcher, removeStrict } from "@hpcc-js/esbuild-plugins"; +import { problemMatcher, removeStrict, nodeTpl } from "@hpcc-js/esbuild-plugins"; import tsconfigNode from "./tsconfig.json" with {"type": "json"}; import tsconfigBrowser from "./tsconfig.webview.json" with {"type": "json"}; const outputDirectory = "dist"; -const production = process.argv.includes("--production"); const watch = process.argv.includes("--watch"); +const production = !watch && process.argv.includes("--production"); async function main(tsconfigRaw, entryPoint, platform, format, plugins = []) { const ctx = await esbuild.context({ @@ -41,12 +41,16 @@ Promise.all([ copyStaticFiles({ src: "./node_modules/@hpcc-js/ddl-shim/schema/v2.json", dest: path.join(outputDirectory, "v2.json"), + }), copyStaticFiles({ + src: "./util/docs.vecdb", + dest: path.join(outputDirectory, "docs.vecdb"), }) ]), main(tsconfigBrowser, "./src/notebook/renderers/wuRenderer.tsx", "browser", "esm"), main(tsconfigBrowser, "./src/notebook/renderers/ojsRenderer.ts", "browser", "esm"), main(tsconfigBrowser, "./src/eclwatch.tsx", "browser", "iife", [removeStrict()]), - main(tsconfigBrowser, "./src/web-extension.ts", "browser", "iife") + main(tsconfigBrowser, "./src/web-extension.ts", "browser", "iife"), + nodeTpl("./util/index-docs.ts", "./dist-util/index-docs", "esm") ]).catch((e) => { console.error(e); process.exit(1); diff --git a/package-lock.json b/package-lock.json index 2970d7b..bea4516 100644 --- a/package-lock.json +++ b/package-lock.json @@ -8,42 +8,48 @@ "name": "ecl", "version": "2.28.2", "dependencies": { - "@vscode/prompt-tsx": "0.2.6-alpha", + "@vscode/prompt-tsx": "0.2.8-alpha", "exceljs": "4.4.0", - "html-to-text": "^9.0.5" + "html-to-text": "9.0.5" }, "devDependencies": { - "@eslint/js": "9.9.0", - "@fluentui/react": "8.120.6", + "@eslint/js": "9.9.1", + "@fluentui/react": "8.120.7", "@hpcc-js/common": "2.72.0", "@hpcc-js/comms": "2.95.0", "@hpcc-js/ddl-shim": "2.21.0", "@hpcc-js/dgrid2": "2.4.0", - "@hpcc-js/esbuild-plugins": "1.1.0", - 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"dev": true, + "license": "ISC", + "bin": { + "yaml": "bin.mjs" + }, + "engines": { + "node": ">= 14" + } + }, "node_modules/yargs": { "version": "17.7.2", "resolved": "https://registry.npmjs.org/yargs/-/yargs-17.7.2.tgz", @@ -11945,6 +13748,26 @@ "engines": { "node": ">= 10" } + }, + "node_modules/zod": { + "version": "3.23.8", + "resolved": "https://registry.npmjs.org/zod/-/zod-3.23.8.tgz", + "integrity": "sha512-XBx9AXhXktjUqnepgTiE5flcKIYWi/rme0Eaj+5Y0lftuGBq+jyRu/md4WnuxqgP1ubdpNCsYEYPxrzVHD8d6g==", + "dev": true, + "license": "MIT", + "funding": { + "url": "https://github.com/sponsors/colinhacks" + } + }, + "node_modules/zod-to-json-schema": { + "version": "3.23.2", + "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.23.2.tgz", + "integrity": "sha512-uSt90Gzc/tUfyNqxnjlfBs8W6WSGpNBv0rVsNxP/BVSMHMKGdthPYff4xtCHYloJGM0CFxFsb3NbC0eqPhfImw==", + "dev": true, + "license": "ISC", + "peerDependencies": { + "zod": "^3.23.3" + } } } } diff --git a/package.json b/package.json index f754baf..22061d2 100644 --- a/package.json +++ b/package.json @@ -16,7 +16,12 @@ "browser": "./dist/web-extension", "scripts": { "clean": "rimraf --glob out lib* dist* types hpcc-systems.ecl.vsix", - "gen-grammar": "wsl -e ./scripts/grammar-generate.sh", + "gen-grammar": "run-script-os", + "gen-grammar:linux": "./scripts/grammar-generate.sh", + "gen-grammar:win32": "wsl -e ./scripts/grammar-generate.sh", + "gen-docs-vecdb": "run-script-os", + "gen-docs-vecdb:linux": "./dist-util/index-docs.mjs", + "gen-docs-vecdb:win32": "wsl -e node ./dist-util/index-docs.mjs", "gen-nls": "node ./lib-util/generate.js", "merge-nls": "node ./lib-util/merge.js", "gen-node-types": "tsc --project tsconfig.json --emitDeclarationOnly", @@ -24,11 +29,9 @@ "gen-webview-types": "tsc --project tsconfig.webview.json --emitDeclarationOnly", "gen-webview-watch": "npm run gen-webview-types -- -w", "gen-types": "run-p gen-node-types gen-webview-types", - "compile-util": "tsc --project ./tsconfig.util.json", - "compile-util-watch": "npm run compile-util -- -w", "build-ts": "node esbuild.mjs --production", - "build-ts-dev": "node esbuild.mjs", - "build-ts-watch": "node esbuild.mjs --watch", + "build-ts-dev": "node esbuild.mjs --development", + "build-ts-watch": "node esbuild.mjs --watch --development", "build": "run-p gen-types build-ts", "watch": "run-p gen-types-watch build-ts-watch", "lint": "eslint ./src", @@ -48,42 +51,48 @@ "update": "npx npm-check-updates -u -t minor" }, "dependencies": { - "@vscode/prompt-tsx": "0.2.6-alpha", + "@vscode/prompt-tsx": "0.2.8-alpha", "exceljs": "4.4.0", - "html-to-text": "^9.0.5" + "html-to-text": "9.0.5" }, "devDependencies": { - "@eslint/js": "9.9.0", - "@fluentui/react": "8.120.6", + "@eslint/js": "9.9.1", + "@fluentui/react": "8.120.7", "@hpcc-js/common": "2.72.0", "@hpcc-js/comms": "2.95.0", "@hpcc-js/ddl-shim": "2.21.0", "@hpcc-js/dgrid2": "2.4.0", - "@hpcc-js/esbuild-plugins": "1.1.0", - "@hpcc-js/loader": "2.106.4", + "@hpcc-js/esbuild-plugins": "1.1.2", + "@hpcc-js/loader": "2.106.7", "@hpcc-js/marshaller": "2.26.4", "@hpcc-js/observable-shim": "2.6.0", "@hpcc-js/observablehq-compiler": "1.3.0", "@hpcc-js/util": "2.52.0", + "@hpcc-js/wasm-expat": "1.3.0", + "@hpcc-js/wasm-llama": "1.0.0", + "@hpcc-js/wasm-zstd": "1.2.0", + "@langchain/community": "0.2.32", + "@langchain/core": "0.2.31", + "@langchain/ollama": "0.0.4", "@observablehq/inspector": "5.0.1", "@observablehq/parser": "6.1.0", "@observablehq/runtime": "5.9.9", "@observablehq/stdlib": "5.8.8", "@octokit/rest": "21.0.2", "@types/mocha": "10.0.7", - "@types/node": "20.16.1", + "@types/node": "20.16.5", "@types/react": "17.0.80", "@types/react-dom": "17.0.25", "@types/tmp": "0.2.6", "@types/vscode": "1.92.0", "@types/vscode-notebook-renderer": "1.72.3", - "@typescript-eslint/eslint-plugin": "8.2.0", - "@typescript-eslint/parser": "8.2.0", - "@vscode/debugadapter": "1.66.0", - "@vscode/debugprotocol": "1.66.0", + "@typescript-eslint/eslint-plugin": "8.4.0", + "@typescript-eslint/parser": "8.4.0", + "@vscode/debugadapter": "1.67.0", + "@vscode/debugprotocol": "1.67.0", "@vscode/extension-telemetry": "0.9.7", - "@vscode/vsce": "3.0.0", - "adm-zip": "0.5.15", + "@vscode/vsce": "3.1.0", + "adm-zip": "0.5.16", "antlr4": "4.13.2", "assert": "2.1.0", "copy-to-clipboard": "3.3.3", @@ -96,17 +105,20 @@ "esbuild-plugin-umd-wrapper": "3.0.0", "eslint": "8.57.0", "eslint-plugin-react-hooks": "4.6.2", + "langchain": "0.2.18", "mocha": "10.7.3", "npm-run-all": "4.1.5", "react": "17.0.2", "react-dom": "17.0.2", "rimraf": "6.0.1", + "run-script-os": "^1.1.6", "standard-version": "9.5.0", - "tslib": "2.6.3", + "tslib": "2.7.0", "typescript": "5.5.4", - "typescript-eslint": "8.2.0", + "typescript-eslint": "8.4.0", "use-resize-observer": "9.1.0", - "uuid": "10.0.0" + "uuid": "10.0.0", + "yargs": "^17.7.2" }, "author": { "name": "HPCC Systems®" @@ -1674,4 +1686,4 @@ } ] } -} \ No newline at end of file +} diff --git a/scripts/grammar-generate.sh b/scripts/grammar-generate.sh index 324cd04..48e5868 100644 --- a/scripts/grammar-generate.sh +++ b/scripts/grammar-generate.sh @@ -1,5 +1,9 @@ #!/bin/bash +# Latest Antlr 4.x: https://www.antlr.org/download.html +# Latest Kel Grammar: https://github.com/LexisNexis-RBA/Tardis/blob/master/kel-top/tools/kel-intellij-plugin/src/main/antlr/org/hpccsystems/intellij/language/plugin/parser/KELLexer.g4 +# Latest Salt Grammar: https://github.com/LexisNexis-RBA/Tardis/blob/master/SALT/src/main/java/com/relx/rba/tardis/salt/antlr/Salt.g4 + cd ./grammar/kel java -jar ../antlr-4.13.2-complete.jar -Dlanguage=JavaScript -o ../../src/grammar/kel -visitor -Xexact-output-dir ./*.g4 cd ../.. diff --git a/src/ecl/chat/index.ts b/src/ecl/chat/index.ts index 29716d5..05f295c 100644 --- a/src/ecl/chat/index.ts +++ b/src/ecl/chat/index.ts @@ -3,6 +3,7 @@ import { commands, getRandomGreeting } from "./constants"; import localize from "../../util/localize"; import { handleDocsCommand } from "./prompts/docs"; import { handleIssueManagement } from "./prompts/issues"; +import { checkModelExists } from "./utils/model"; const ECL_PARTICIPANT_ID = "chat.ecl"; @@ -28,8 +29,12 @@ function handleError(logger: vscode.TelemetryLogger, err: any, stream: vscode.Ch let eclChat: ECLChat; export class ECLChat { + modelPath: Promise; + protected constructor(ctx: vscode.ExtensionContext) { - const handler: vscode.ChatRequestHandler = async (request: vscode.ChatRequest, ctx: vscode.ChatContext, stream: vscode.ChatResponseStream, token: vscode.CancellationToken): Promise => { + this.modelPath = checkModelExists(ctx); + + const handler: vscode.ChatRequestHandler = async (request: vscode.ChatRequest, chatCtx: vscode.ChatContext, stream: vscode.ChatResponseStream, token: vscode.CancellationToken): Promise => { let cmdResult: any; stream.progress(localize(getRandomGreeting())); try { @@ -37,7 +42,7 @@ export class ECLChat { cmdResult = await handleIssueManagement(request, stream, token); logger.logUsage("request", { kind: commands.ISSUES }); } else { - cmdResult = await handleDocsCommand(request, stream, token); + cmdResult = await handleDocsCommand(request, stream, token, this.modelPath, vscode.Uri.joinPath(ctx.extensionUri, "dist", "docs.vecdb")); } } catch (err) { handleError(logger, err, stream); diff --git a/src/ecl/chat/prompts/docs.tsx b/src/ecl/chat/prompts/docs.tsx index 3647292..fd63df7 100644 --- a/src/ecl/chat/prompts/docs.tsx +++ b/src/ecl/chat/prompts/docs.tsx @@ -32,10 +32,10 @@ export class DocsPrompt extends PromptElement { } } -export async function handleDocsCommand(request: vscode.ChatRequest, stream: vscode.ChatResponseStream, token: vscode.CancellationToken): Promise<{ metadata: { command: string, hits: Hit[] } }> { +export async function handleDocsCommand(request: vscode.ChatRequest, stream: vscode.ChatResponseStream, token: vscode.CancellationToken, modelPath: Promise, docsPath: vscode.Uri): Promise<{ metadata: { command: string, hits: Hit[] } }> { const [model] = await vscode.lm.selectChatModels(MODEL_SELECTOR); if (model) { - const hits = await fetchContext(request.prompt); + const hits = await fetchContext(request.prompt, modelPath, docsPath); let promptProps: DocsPromptProps; if (!hits.length) { promptProps = { diff --git a/src/ecl/chat/utils/chatResponse.ts b/src/ecl/chat/utils/chatResponse.ts index 0cd86ed..8dff9fc 100644 --- a/src/ecl/chat/utils/chatResponse.ts +++ b/src/ecl/chat/utils/chatResponse.ts @@ -7,10 +7,10 @@ export interface PromptProps extends BasePromptElementProps { } export async function getChatResponse, P extends PromptProps>(prompt: T, promptProps: P, token: vscode.CancellationToken): Promise> { - const [model] = await vscode.lm.selectChatModels(MODEL_SELECTOR); - if (model) { - const { messages } = await renderPrompt(prompt, promptProps, { modelMaxPromptTokens: model.maxInputTokens }, model); - return await model.sendRequest(messages, {}, token); + const models = await vscode.lm.selectChatModels({ family: MODEL_SELECTOR.family, vendor: MODEL_SELECTOR.vendor }); + if (models.length) { + const { messages } = await renderPrompt(prompt, promptProps, { modelMaxPromptTokens: models[0].maxInputTokens }, models[0] as any); + return await models[0].sendRequest(messages, {}, token); } else { throw new Error("No model found"); } diff --git a/src/ecl/chat/utils/model.ts b/src/ecl/chat/utils/model.ts new file mode 100644 index 0000000..21d3456 --- /dev/null +++ b/src/ecl/chat/utils/model.ts @@ -0,0 +1,36 @@ +import * as vscode from "vscode"; +import * as path from "path"; +import { WebBlob } from "@hpcc-js/wasm-llama"; + +const MODEL_FILENAME = "bge-base-en-v1.5-q4_k_m.gguf"; +const MODEL_URL = `https://huggingface.co/CompendiumLabs/bge-base-en-v1.5-gguf/resolve/main/${MODEL_FILENAME}`; + +async function checkModelFolderExists(ctx: vscode.ExtensionContext) { + const modelsFolder = vscode.Uri.joinPath(ctx.globalStorageUri, "models"); + try { + await vscode.workspace.fs.stat(modelsFolder); + } catch (error: any) { + if (error.code === "FileNotFound") { + await vscode.workspace.fs.createDirectory(modelsFolder); + } else { + vscode.window.showErrorMessage(`Error locating models folder: ${error.message}`); + } + } + return modelsFolder; +} + +export async function checkModelExists(ctx: vscode.ExtensionContext) { + const modelsFolder = await checkModelFolderExists(ctx); + const modelPath = path.join(modelsFolder.fsPath, MODEL_FILENAME); + try { + await vscode.workspace.fs.stat(vscode.Uri.file(modelPath)); + } catch (error: any) { + if (error.code === "FileNotFound") { + const modelBlob = await WebBlob.create(new URL(MODEL_URL)); + await vscode.workspace.fs.writeFile(vscode.Uri.file(modelPath), new Uint8Array(await modelBlob.arrayBuffer())); + } else { + vscode.window.showErrorMessage(`Error locating model: ${error.message}`); + } + } + return vscode.Uri.file(modelPath); +} diff --git a/src/ecl/docs/SimilarityModel.ts b/src/ecl/docs/SimilarityModel.ts new file mode 100644 index 0000000..53aab3f --- /dev/null +++ b/src/ecl/docs/SimilarityModel.ts @@ -0,0 +1,51 @@ +import * as vscode from "vscode"; +import { Llama } from "@hpcc-js/wasm-llama"; +import { Zstd } from "@hpcc-js/wasm-zstd"; +import { Embeddings } from "@langchain/core/embeddings"; +import { MemoryVectorStore } from "langchain/vectorstores/memory"; + +class LlamaEmbeddings extends Embeddings { + + private _modelData: Promise; + + constructor(modelPath: Promise, fields?) { + super(fields); + this._modelData = modelPath + .then(modelPath => vscode.workspace.fs.readFile(modelPath)) + .then(modelBin => new Uint8Array(modelBin)) + ; + } + + embedDocuments(documents: string[]): Promise { + return Promise.all([Llama.load(), this._modelData]).then(([llama, modelData]) => { + const embeddings: number[][] = []; + for (const text of documents) { + const vectors = llama.embedding(text, modelData); + vectors.forEach(vector => { + embeddings.push(vector); + }); + Llama.unload(); + } + return embeddings; + }); + } + + embedQuery(document: string): Promise { + return Promise.all([Llama.load(), this._modelData]).then(([llama, modelData]) => { + const vectors = llama.embedding(document, modelData); + return vectors[0]; + }); + } +} + +export async function loadStore(modelPath: Promise, docsPath: vscode.Uri) { + const docsVStore = new MemoryVectorStore(new LlamaEmbeddings(modelPath)); + const [zstd, buff] = await Promise.all([Zstd.load(), vscode.workspace.fs.readFile(docsPath)]); + const jsonUint8Array = zstd.decompress(new Uint8Array(buff)); + const decoder = new TextDecoder(); + const jsonStr = decoder.decode(jsonUint8Array); + const data = JSON.parse(jsonStr); + docsVStore.memoryVectors = docsVStore.memoryVectors.concat(data.vectors); + return docsVStore; +} + diff --git a/src/ecl/docs/onlineHelp.ts b/src/ecl/docs/onlineHelp.ts index 6f405f1..2405458 100644 --- a/src/ecl/docs/onlineHelp.ts +++ b/src/ecl/docs/onlineHelp.ts @@ -1,9 +1,11 @@ import * as vscode from "vscode"; +import { loadStore } from "./SimilarityModel"; import { convert } from "html-to-text"; -export const ECLR_EN_US = "https://hpccsystems.com/wp-content/uploads/_documents/ECLR_EN_US"; -export const SLR_EN_US = "https://hpccsystems.com/wp-content/uploads/_documents/SLR_EN_US"; -export const ProgrammersGuide_EN_US = "https://hpccsystems.com/wp-content/uploads/_documents/ProgrammersGuide_EN_US"; +export const BASE_URL = "https://hpccsystems.com/wp-content/uploads/_documents"; +export const ECLR_EN_US = `${BASE_URL}/ECLR_EN_US`; +export const SLR_EN_US = `${BASE_URL}/SLR_EN_US`; +export const ProgrammersGuide_EN_US = `${BASE_URL}/ProgrammersGuide_EN_US`; interface HelpMeta { orig: string; @@ -62,46 +64,21 @@ export async function matchTopics(_word: string): Promise { }); } -const commonFillWords = [ - "the", "and", "for", "with", "from", "that", "this", "which", "what", "how", - "why", "when", "where", "who", "whom", "whose", "will", "would", "should", "could", - "can", "may", "might", "shall", "must", "have", "has", "had", "do", "does", "did", - "is", "are", "was", "were", "be", "been", "being", "it", "its", "they", "them", - "their", "our", "we", "us", "you", "your", "my", "mine", "his", "her", - "he", "she", "it", "its", "him", "her", "his", "hers", "they", "them", "their", - "theirs", "we", "us", "our", "ours", "you", "your", "yours", "my", "mine", - "our", "ours", "your", "yours", "my", "mine", "his", "her", "he", "she", "about", "know" -]; - -function simpleNormalize(text: string): string[] { - const s = text.toLocaleLowerCase().replace(/[^a-z0-9]/g, " "); - - const words = s.split(" ") - .filter((word) => word.length > 2) - .filter((word) => !commonFillWords.includes(word)) - .map((e) => e.trim()) - .filter((e) => !!e); - - return words; -} - export interface Hit { label: string; url: string; - exact: number; content: string; error?: string; } const _labelContentCache: { [id: string]: Promise } = {}; -function fetchContent(url: string, label: string, exact: number): Promise { +function fetchContent(url: string, label: string): Promise { if (!_labelContentCache[url]) { _labelContentCache[url] = fetch(url) .then(async response => { return { label, url, - exact, content: convert(await response.text(), { wordwrap: false }) }; }).catch(e => { @@ -109,7 +86,6 @@ function fetchContent(url: string, label: string, exact: number): Promise { label, url, content: "", - exact: 0, error: e.message() }; }); @@ -119,30 +95,22 @@ function fetchContent(url: string, label: string, exact: number): Promise { export async function fetchIndexes(): Promise { return Promise.all([ECLR_EN_US, SLR_EN_US, ProgrammersGuide_EN_US].map(url => { - return fetchContent(url, url, 0); + return fetchContent(url, url); })); } -export async function fetchContext(query: string): Promise { - - const terms = simpleNormalize(query); - const retVal: Promise[] = []; - await Promise.all(terms.map(term => { - let exact = 0; - return matchTopics(term) - .then(async matches => { - matches.forEach((match) => { - if (match.exact) { - exact++; - } - - const url = match.uri.toString(); - retVal.push(fetchContent(url, match.label, match.exact ? 1 : 0)); - }); - }); - })); - - return Promise.all(retVal).then(hits => { - return hits.sort((a, b) => b.exact - a.exact); +export async function fetchContext(query: string, modelPath: Promise, docsPath: vscode.Uri): Promise { + const docsVStore = await loadStore(modelPath, docsPath); + const similarPages = await docsVStore.similaritySearch(query, 5); + + return similarPages.map(similarPage => { + const parts = similarPage.metadata.url.split("/"); + const label = parts[parts.length - 1].split(".")[0]; + const url = `${BASE_URL}/${similarPage.metadata.url}`; + return { + label, + url, + content: similarPage.pageContent + }; }); } diff --git a/util/docs.vecdb b/util/docs.vecdb new file mode 100644 index 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